FileBase DT3_rLS_rCA1_20150929_732um_576um ElecNo 1 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 0.17 and 0.26 GB. - 8 bytes per element (scalar), 11672750 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.08 and 0.13 GB. - 8 bytes per element (scalar), 5602920 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.02 and 0.03 GB. - 2 bytes per element (data_int), 5602920 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 5602920 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 5602920 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=233455, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.30 and 0.45 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 233455 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 233455 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 5 (223 points): Lose 34.503545 but Gain 2008.621000 Iteration 0F (5.862127 sec): 19 clusters Score: Raw -22755868.594414 + Penalty 36155.178008 = -22719713.416406 nChanged 220221 Deleting Class 9 (582 points): Lose 641.060426 but Gain 2008.621000 Iteration 1F (8.867742 sec): 18 clusters Score: Raw -23535499.128611 + Penalty 34146.557007 = -23501352.571604 nChanged 69248 Deleting Class 11 (1196 points): Lose 1326.980607 but Gain 2008.621000 Iteration 2F (11.691768 sec): 17 clusters Score: Raw -23682235.289232 + Penalty 32137.936007 = -23650097.353225 nChanged 39321 Iteration 3F (14.375402 sec): 17 clusters Score: Raw -23775607.661231 + Penalty 32137.936007 = -23743469.725224 nChanged 26947 Iteration 4F (17.036218 sec): 17 clusters Score: Raw -23848802.299416 + Penalty 32137.936007 = -23816664.363409 nChanged 17696 Deleting Class 10 (1196 points): Lose 1647.154553 but Gain 2008.621000 Iteration 5F (19.715196 sec): 16 clusters Score: Raw -23876788.716963 + Penalty 30129.315006 = -23846659.401957 nChanged 14036 Iteration 6F (22.254164 sec): 16 clusters Score: Raw -23893894.770293 + Penalty 30129.315006 = -23863765.455286 nChanged 10047 Iteration 7Q (23.502616 sec): 16 clusters Score: Raw -23903321.780836 + Penalty 30129.315006 = -23873192.465829 nChanged 8349 Iteration 8Q (24.753889 sec): 16 clusters Score: Raw -23909708.441925 + Penalty 30129.315006 = -23879579.126919 nChanged 7261 Iteration 9Q (26.018662 sec): 16 clusters Score: Raw -23914924.158166 + Penalty 30129.315006 = -23884794.843159 nChanged 6684 Iteration 10Q (27.326034 sec): 16 clusters Score: Raw -23920258.532807 + Penalty 30129.315006 = -23890129.217801 nChanged 6685 Iteration 11Q (28.624350 sec): 16 clusters Score: Raw -23926376.611815 + Penalty 30129.315006 = -23896247.296808 nChanged 6263 Iteration 12Q (29.852726 sec): 16 clusters Score: Raw -23932795.328200 + Penalty 30129.315006 = -23902666.013193 nChanged 5825 Iteration 13Q (31.041838 sec): 16 clusters Score: Raw -23938232.802725 + Penalty 30129.315006 = -23908103.487719 nChanged 4979 Iteration 14Q (32.280896 sec): 16 clusters Score: Raw -23941478.648353 + Penalty 30129.315006 = -23911349.333347 nChanged 4093 Iteration 15Q (33.532272 sec): 16 clusters Score: Raw -23943326.708430 + Penalty 30129.315006 = -23913197.393423 nChanged 3278 Iteration 16Q (34.778451 sec): 16 clusters Score: Raw -23944712.911578 + Penalty 30129.315006 = -23914583.596571 nChanged 2755 Iteration 17Q (35.989738 sec): 16 clusters Score: Raw -23945905.930806 + Penalty 30129.315006 = -23915776.615799 nChanged 2378 Iteration 18Q (37.119172 sec): 16 clusters Score: Raw -23946938.534972 + Penalty 30129.315006 = -23916809.219966 nChanged 2053 Iteration 19Q (38.274305 sec): 16 clusters Score: Raw -23947926.496705 + Penalty 30129.315006 = -23917797.181698 nChanged 1765 Writing temp clu file Because OldScore, -23916809.219966, is greater than current (better) Score,-23917797.181698 Compute initial score before splitting: Score: Raw -23947926.496705 + Penalty 30129.315006 = -23917797.181698 Trying to split cluster 1 (4646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.379097 sec): 2 clusters Score: Raw -442913.172644 + Penalty 1372.111311 = -441541.061333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.437852 sec): 3 clusters Score: Raw -440581.275564 + Penalty 2744.222622 = -437837.052942 nChanged 1877 SP:Iteration 1F (38.482515 sec): 3 clusters Score: Raw -441721.220959 + Penalty 2744.222622 = -438976.998338 nChanged 368 SP:Iteration 2F (38.538472 sec): 3 clusters Score: Raw -442011.472092 + Penalty 2744.222622 = -439267.249470 nChanged 324 SP:Iteration 3F (38.603319 sec): 3 clusters Score: Raw -442278.932792 + Penalty 2744.222622 = -439534.710170 nChanged 296 SP:Iteration 4F (38.646678 sec): 3 clusters Score: Raw -442510.847367 + Penalty 2744.222622 = -439766.624745 nChanged 286 SP:Iteration 5F (38.701854 sec): 3 clusters Score: Raw -442744.263856 + Penalty 2744.222622 = -440000.041234 nChanged 263 SP:Iteration 6F (38.770372 sec): 3 clusters Score: Raw -442954.237034 + Penalty 2744.222622 = -440210.014412 nChanged 234 SP:Iteration 7F (38.813149 sec): 3 clusters Score: Raw -443132.703425 + Penalty 2744.222622 = -440388.480803 nChanged 169 SP:Iteration 8Q (38.865257 sec): 3 clusters Score: Raw -443251.290760 + Penalty 2744.222622 = -440507.068138 nChanged 132 SP:Iteration 9Q (38.924061 sec): 3 clusters Score: Raw -443336.631061 + Penalty 2744.222622 = -440592.408439 nChanged 103 SP:Iteration 10Q (38.978603 sec): 3 clusters Score: Raw -443396.792925 + Penalty 2744.222622 = -440652.570303 nChanged 75 SP:Iteration 11Q (39.034681 sec): 3 clusters Score: Raw -443434.837207 + Penalty 2744.222622 = -440690.614585 nChanged 59 SP:Iteration 12Q (39.089293 sec): 3 clusters Score: Raw -443465.037861 + Penalty 2744.222622 = -440720.815239 nChanged 46 SP:Iteration 13Q (39.135123 sec): 3 clusters Score: Raw -443490.208621 + Penalty 2744.222622 = -440745.986000 nChanged 41 SP:Iteration 14Q (39.187527 sec): 3 clusters Score: Raw -443507.070103 + Penalty 2744.222622 = -440762.847481 nChanged 35 SP:Iteration 15Q (39.250712 sec): 3 clusters Score: Raw -443519.756904 + Penalty 2744.222622 = -440775.534282 nChanged 35 SP:Iteration 16Q (39.301995 sec): 3 clusters Score: Raw -443532.985540 + Penalty 2744.222622 = -440788.762919 nChanged 31 SP:Iteration 17Q (39.353141 sec): 3 clusters Score: Raw -443545.859395 + Penalty 2744.222622 = -440801.636773 nChanged 30 SP:Iteration 18Q (39.406481 sec): 3 clusters Score: Raw -443558.066946 + Penalty 2744.222622 = -440813.844324 nChanged 27 SP:Iteration 19Q (39.459129 sec): 3 clusters Score: Raw -443569.067888 + Penalty 2744.222622 = -440824.845266 nChanged 29 SP:Iteration 20F (39.502709 sec): 3 clusters Score: Raw -443578.461401 + Penalty 2744.222622 = -440834.238779 nChanged 23 SP:Iteration 21Q (39.562485 sec): 3 clusters Score: Raw -443585.106694 + Penalty 2744.222622 = -440840.884072 nChanged 20 SP:Iteration 22Q (39.603528 sec): 3 clusters Score: Raw -443592.950695 + Penalty 2744.222622 = -440848.728073 nChanged 23 SP:Iteration 23Q (39.664496 sec): 3 clusters Score: Raw -443601.709603 + Penalty 2744.222622 = -440857.486981 nChanged 16 SP:Iteration 24Q (39.711349 sec): 3 clusters Score: Raw -443607.398178 + Penalty 2744.222622 = -440863.175557 nChanged 9 SP:Iteration 25Q (39.767748 sec): 3 clusters Score: Raw -443611.604680 + Penalty 2744.222622 = -440867.382058 nChanged 15 SP:Iteration 26Q (39.822676 sec): 3 clusters Score: Raw -443616.107950 + Penalty 2744.222622 = -440871.885328 nChanged 12 SP:Iteration 27Q (39.878379 sec): 3 clusters Score: Raw -443621.063284 + Penalty 2744.222622 = -440876.840662 nChanged 11 SP:Iteration 28Q (39.937137 sec): 3 clusters Score: Raw -443625.292980 + Penalty 2744.222622 = -440881.070358 nChanged 12 SP:Iteration 29Q (39.996195 sec): 3 clusters Score: Raw -443629.346421 + Penalty 2744.222622 = -440885.123799 nChanged 7 SP:Iteration 30Q (40.044687 sec): 3 clusters Score: Raw -443632.490192 + Penalty 2744.222622 = -440888.267570 nChanged 5 SP:Iteration 31Q (40.112188 sec): 3 clusters Score: Raw -443633.993179 + Penalty 2744.222622 = -440889.770557 nChanged 4 SP:Iteration 32Q (40.166569 sec): 3 clusters Score: Raw -443635.639063 + Penalty 2744.222622 = -440891.416441 nChanged 2 SP:Iteration 33Q (40.227308 sec): 3 clusters Score: Raw -443636.407922 + Penalty 2744.222622 = -440892.185300 nChanged 1 SP:Iteration 34Q (40.283775 sec): 3 clusters Score: Raw -443636.699263 + Penalty 2744.222622 = -440892.476641 nChanged 1 SP:Iteration 35Q (40.341378 sec): 3 clusters Score: Raw -443637.064423 + Penalty 2744.222622 = -440892.841801 nChanged 1 SP:Iteration 36Q (40.394620 sec): 3 clusters Score: Raw -443637.327144 + Penalty 2744.222622 = -440893.104522 nChanged 1 SP:Iteration 37Q (40.453634 sec): 3 clusters Score: Raw -443637.680228 + Penalty 2744.222622 = -440893.457606 nChanged 1 SP:Iteration 38Q (40.511892 sec): 3 clusters Score: Raw -443637.792124 + Penalty 2744.222622 = -440893.569502 nChanged 1 SP:Iteration 39Q (40.569248 sec): 3 clusters Score: Raw -443637.887604 + Penalty 2744.222622 = -440893.664982 nChanged 2 SP:Iteration 40F (40.625253 sec): 3 clusters Score: Raw -443638.823708 + Penalty 2744.222622 = -440894.601086 nChanged 3 SP:Iteration 41Q (40.671576 sec): 3 clusters Score: Raw -443640.113169 + Penalty 2744.222622 = -440895.890547 nChanged 5 SP:Iteration 42Q (40.723008 sec): 3 clusters Score: Raw -443642.151239 + Penalty 2744.222622 = -440897.928617 nChanged 5 SP:Iteration 43Q (40.777203 sec): 3 clusters Score: Raw -443644.588424 + Penalty 2744.222622 = -440900.365802 nChanged 5 SP:Iteration 44Q (40.842736 sec): 3 clusters Score: Raw -443646.335369 + Penalty 2744.222622 = -440902.112747 nChanged 6 SP:Iteration 45Q (40.894266 sec): 3 clusters Score: Raw -443648.432764 + Penalty 2744.222622 = -440904.210142 nChanged 2 SP:Iteration 46Q (40.946317 sec): 3 clusters Score: Raw -443648.824833 + Penalty 2744.222622 = -440904.602211 nChanged 1 SP:Iteration 47Q (40.998591 sec): 3 clusters Score: Raw -443649.100782 + Penalty 2744.222622 = -440904.878161 nChanged 1 SP:Iteration 48Q (41.043452 sec): 3 clusters Score: Raw -443650.111894 + Penalty 2744.222622 = -440905.889273 nChanged 2 SP:Iteration 49Q (41.105260 sec): 3 clusters Score: Raw -443650.983141 + Penalty 2744.222622 = -440906.760519 nChanged 2 SP:Iteration 50Q (41.157628 sec): 3 clusters Score: Raw -443651.348852 + Penalty 2744.222622 = -440907.126230 nChanged 0 SP:Iteration 51F (41.206942 sec): 3 clusters Score: Raw -443651.348852 + Penalty 2744.222622 = -440907.126230 nChanged 0 Trying to split cluster 2 (1311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.234431 sec): 2 clusters Score: Raw -128533.569807 + Penalty 1166.513641 = -127367.056166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.285733 sec): 3 clusters Score: Raw -128041.797975 + Penalty 2333.027282 = -125708.770693 nChanged 404 SP:Iteration 1F (41.337719 sec): 3 clusters Score: Raw -128389.619995 + Penalty 2333.027282 = -126056.592713 nChanged 113 SP:Iteration 2F (41.389097 sec): 3 clusters Score: Raw -128512.385842 + Penalty 2333.027282 = -126179.358560 nChanged 75 SP:Iteration 3F (41.438836 sec): 3 clusters Score: Raw -128589.418552 + Penalty 2333.027282 = -126256.391269 nChanged 65 SP:Iteration 4Q (41.489346 sec): 3 clusters Score: Raw -128659.773162 + Penalty 2333.027282 = -126326.745880 nChanged 47 SP:Iteration 5Q (41.539567 sec): 3 clusters Score: Raw -128711.728110 + Penalty 2333.027282 = -126378.700828 nChanged 46 SP:Iteration 6Q (41.589738 sec): 3 clusters Score: Raw -128765.777925 + Penalty 2333.027282 = -126432.750643 nChanged 40 SP:Iteration 7Q (41.638507 sec): 3 clusters Score: Raw -128810.478375 + Penalty 2333.027282 = -126477.451093 nChanged 36 SP:Iteration 8Q (41.693229 sec): 3 clusters Score: Raw -128840.297951 + Penalty 2333.027282 = -126507.270668 nChanged 36 SP:Iteration 9Q (41.742149 sec): 3 clusters Score: Raw -128877.831294 + Penalty 2333.027282 = -126544.804012 nChanged 36 SP:Iteration 10Q (41.792165 sec): 3 clusters Score: Raw -128924.915804 + Penalty 2333.027282 = -126591.888522 nChanged 36 SP:Iteration 11Q (41.841840 sec): 3 clusters Score: Raw -128963.997914 + Penalty 2333.027282 = -126630.970632 nChanged 27 SP:Iteration 12Q (41.886174 sec): 3 clusters Score: Raw -128991.711695 + Penalty 2333.027282 = -126658.684413 nChanged 26 SP:Iteration 13Q (41.931416 sec): 3 clusters Score: Raw -129017.651446 + Penalty 2333.027282 = -126684.624163 nChanged 20 SP:Iteration 14Q (41.974334 sec): 3 clusters Score: Raw -129041.040523 + Penalty 2333.027282 = -126708.013241 nChanged 19 SP:Iteration 15Q (42.025802 sec): 3 clusters Score: Raw -129063.270736 + Penalty 2333.027282 = -126730.243454 nChanged 20 SP:Iteration 16Q (42.062659 sec): 3 clusters Score: Raw -129086.177255 + Penalty 2333.027282 = -126753.149973 nChanged 16 SP:Iteration 17Q (42.108160 sec): 3 clusters Score: Raw -129098.150004 + Penalty 2333.027282 = -126765.122721 nChanged 7 SP:Iteration 18Q (42.156231 sec): 3 clusters Score: Raw -129104.905834 + Penalty 2333.027282 = -126771.878551 nChanged 11 SP:Iteration 19Q (42.206579 sec): 3 clusters Score: Raw -129114.991641 + Penalty 2333.027282 = -126781.964359 nChanged 10 SP:Iteration 20F (42.244763 sec): 3 clusters Score: Raw -129124.274175 + Penalty 2333.027282 = -126791.246893 nChanged 6 SP:Iteration 21Q (42.300219 sec): 3 clusters Score: Raw -129129.818152 + Penalty 2333.027282 = -126796.790870 nChanged 7 SP:Iteration 22Q (42.338749 sec): 3 clusters Score: Raw -129136.843682 + Penalty 2333.027282 = -126803.816400 nChanged 10 SP:Iteration 23Q (42.385994 sec): 3 clusters Score: Raw -129144.933680 + Penalty 2333.027282 = -126811.906398 nChanged 10 SP:Iteration 24Q (42.432789 sec): 3 clusters Score: Raw -129154.524821 + Penalty 2333.027282 = -126821.497538 nChanged 6 SP:Iteration 25Q (42.486663 sec): 3 clusters Score: Raw -129158.663022 + Penalty 2333.027282 = -126825.635740 nChanged 2 SP:Iteration 26Q (42.527996 sec): 3 clusters Score: Raw -129159.918080 + Penalty 2333.027282 = -126826.890798 nChanged 1 SP:Iteration 27Q (42.572057 sec): 3 clusters Score: Raw -129162.729140 + Penalty 2333.027282 = -126829.701857 nChanged 3 SP:Iteration 28Q (42.620816 sec): 3 clusters Score: Raw -129164.672243 + Penalty 2333.027282 = -126831.644961 nChanged 1 SP:Iteration 29Q (42.675111 sec): 3 clusters Score: Raw -129165.595756 + Penalty 2333.027282 = -126832.568473 nChanged 3 SP:Iteration 30Q (42.726009 sec): 3 clusters Score: Raw -129166.924964 + Penalty 2333.027282 = -126833.897682 nChanged 0 SP:Iteration 31F (42.763710 sec): 3 clusters Score: Raw -129166.924964 + Penalty 2333.027282 = -126833.897682 nChanged 0 Trying to split cluster 3 (11059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.814488 sec): 2 clusters Score: Raw -1157422.004112 + Penalty 1513.037476 = -1155908.966635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.876831 sec): 3 clusters Score: Raw -1151107.049437 + Penalty 3026.074953 = -1148080.974484 nChanged 4806 SP:Iteration 1F (42.938589 sec): 3 clusters Score: Raw -1153897.197383 + Penalty 3026.074953 = -1150871.122430 nChanged 814 SP:Iteration 2F (43.003531 sec): 3 clusters Score: Raw -1154400.298326 + Penalty 3026.074953 = -1151374.223373 nChanged 766 SP:Iteration 3F (43.059275 sec): 3 clusters Score: Raw -1154859.267745 + Penalty 3026.074953 = -1151833.192792 nChanged 673 SP:Iteration 4F (43.125430 sec): 3 clusters Score: Raw -1155279.746320 + Penalty 3026.074953 = -1152253.671367 nChanged 584 SP:Iteration 5F (43.186540 sec): 3 clusters Score: Raw -1155649.092325 + Penalty 3026.074953 = -1152623.017373 nChanged 559 SP:Iteration 6F (43.264414 sec): 3 clusters Score: Raw -1156035.708243 + Penalty 3026.074953 = -1153009.633291 nChanged 550 SP:Iteration 7Q (43.324273 sec): 3 clusters Score: Raw -1156492.549229 + Penalty 3026.074953 = -1153466.474276 nChanged 592 SP:Iteration 8F (43.398803 sec): 3 clusters Score: Raw -1157351.670894 + Penalty 3026.074953 = -1154325.595941 nChanged 737 SP:Iteration 9F (43.465310 sec): 3 clusters Score: Raw -1159906.088678 + Penalty 3026.074953 = -1156880.013725 nChanged 757 SP:Iteration 10F (43.522503 sec): 3 clusters Score: Raw -1163307.408603 + Penalty 3026.074953 = -1160281.333650 nChanged 582 SP:Iteration 11F (43.604724 sec): 3 clusters Score: Raw -1164059.572434 + Penalty 3026.074953 = -1161033.497481 nChanged 256 SP:Iteration 12Q (43.674181 sec): 3 clusters Score: Raw -1164455.124238 + Penalty 3026.074953 = -1161429.049285 nChanged 171 SP:Iteration 13Q (43.728722 sec): 3 clusters Score: Raw -1164717.893938 + Penalty 3026.074953 = -1161691.818985 nChanged 156 SP:Iteration 14Q (43.802794 sec): 3 clusters Score: Raw -1165091.677189 + Penalty 3026.074953 = -1162065.602236 nChanged 189 SP:Iteration 15Q (43.862735 sec): 3 clusters Score: Raw -1165988.383181 + Penalty 3026.074953 = -1162962.308228 nChanged 125 SP:Iteration 16Q (43.931152 sec): 3 clusters Score: Raw -1166894.327954 + Penalty 3026.074953 = -1163868.253001 nChanged 11 SP:Iteration 17Q (43.994867 sec): 3 clusters Score: Raw -1167029.693142 + Penalty 3026.074953 = -1164003.618189 nChanged 0 SP:Iteration 18F (44.051422 sec): 3 clusters Score: Raw -1167029.693142 + Penalty 3026.074953 = -1164003.618189 nChanged 0 Score: Raw -23957906.569565 + Penalty 32137.936007 = -23925768.633558 Splitting cluster 3 changes total score from -23917797.181698 to -23925768.633558 So it's getting split into cluster 5. Trying to split cluster 4 (108509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.776639 sec): 2 clusters Score: Raw -11337017.592053 + Penalty 1884.120615 = -11335133.471439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.998139 sec): 3 clusters Score: Raw -11266316.284745 + Penalty 3768.241229 = -11262548.043515 nChanged 51822 SP:Iteration 1F (47.222610 sec): 3 clusters Score: Raw -11296829.044818 + Penalty 3768.241229 = -11293060.803589 nChanged 4429 SP:Iteration 2Q (47.452825 sec): 3 clusters Score: Raw -11298410.227911 + Penalty 3768.241229 = -11294641.986682 nChanged 5445 SP:Iteration 3F (47.680245 sec): 3 clusters Score: Raw -11301006.483086 + Penalty 3768.241229 = -11297238.241856 nChanged 6665 SP:Iteration 4F (47.902502 sec): 3 clusters Score: Raw -11304900.082316 + Penalty 3768.241229 = -11301131.841087 nChanged 7639 SP:Iteration 5F (48.123927 sec): 3 clusters Score: Raw -11310117.087192 + Penalty 3768.241229 = -11306348.845963 nChanged 7748 SP:Iteration 6F (48.352881 sec): 3 clusters Score: Raw -11316171.784175 + Penalty 3768.241229 = -11312403.542945 nChanged 7185 SP:Iteration 7F (48.566501 sec): 3 clusters Score: Raw -11322156.433341 + Penalty 3768.241229 = -11318388.192112 nChanged 5811 SP:Iteration 8F (48.793692 sec): 3 clusters Score: Raw -11326983.852647 + Penalty 3768.241229 = -11323215.611418 nChanged 4320 SP:Iteration 9Q (49.015890 sec): 3 clusters Score: Raw -11330415.985964 + Penalty 3768.241229 = -11326647.744735 nChanged 3229 SP:Iteration 10Q (49.227786 sec): 3 clusters Score: Raw -11332796.341091 + Penalty 3768.241229 = -11329028.099862 nChanged 2423 SP:Iteration 11Q (49.443823 sec): 3 clusters Score: Raw -11334402.781352 + Penalty 3768.241229 = -11330634.540123 nChanged 1734 SP:Iteration 12Q (49.657624 sec): 3 clusters Score: Raw -11335431.844810 + Penalty 3768.241229 = -11331663.603581 nChanged 1230 SP:Iteration 13Q (49.863356 sec): 3 clusters Score: Raw -11336117.800574 + Penalty 3768.241229 = -11332349.559345 nChanged 809 SP:Iteration 14Q (50.050940 sec): 3 clusters Score: Raw -11336521.501284 + Penalty 3768.241229 = -11332753.260055 nChanged 589 SP:Iteration 15Q (50.237423 sec): 3 clusters Score: Raw -11336794.373390 + Penalty 3768.241229 = -11333026.132161 nChanged 408 SP:Iteration 16Q (50.431867 sec): 3 clusters Score: Raw -11336987.009062 + Penalty 3768.241229 = -11333218.767833 nChanged 297 SP:Iteration 17Q (50.618894 sec): 3 clusters Score: Raw -11337123.714600 + Penalty 3768.241229 = -11333355.473371 nChanged 225 SP:Iteration 18Q (50.800423 sec): 3 clusters Score: Raw -11337229.396306 + Penalty 3768.241229 = -11333461.155076 nChanged 179 SP:Iteration 19Q (50.976082 sec): 3 clusters Score: Raw -11337307.684283 + Penalty 3768.241229 = -11333539.443054 nChanged 126 SP:Iteration 20F (51.209726 sec): 3 clusters Score: Raw -11337364.816141 + Penalty 3768.241229 = -11333596.574912 nChanged 106 SP:Iteration 21Q (51.394473 sec): 3 clusters Score: Raw -11337416.040808 + Penalty 3768.241229 = -11333647.799579 nChanged 92 SP:Iteration 22Q (51.577231 sec): 3 clusters Score: Raw -11337461.592502 + Penalty 3768.241229 = -11333693.351272 nChanged 67 SP:Iteration 23Q (51.750628 sec): 3 clusters Score: Raw -11337492.757384 + Penalty 3768.241229 = -11333724.516155 nChanged 51 SP:Iteration 24Q (51.934896 sec): 3 clusters Score: Raw -11337513.054523 + Penalty 3768.241229 = -11333744.813294 nChanged 50 SP:Iteration 25Q (52.104883 sec): 3 clusters Score: Raw -11337534.550152 + Penalty 3768.241229 = -11333766.308922 nChanged 39 SP:Iteration 26Q (52.280901 sec): 3 clusters Score: Raw -11337552.526349 + Penalty 3768.241229 = -11333784.285120 nChanged 32 SP:Iteration 27Q (52.455809 sec): 3 clusters Score: Raw -11337565.570223 + Penalty 3768.241229 = -11333797.328994 nChanged 28 SP:Iteration 28Q (52.633693 sec): 3 clusters Score: Raw -11337578.688498 + Penalty 3768.241229 = -11333810.447269 nChanged 28 SP:Iteration 29Q (52.806722 sec): 3 clusters Score: Raw -11337591.273491 + Penalty 3768.241229 = -11333823.032262 nChanged 26 SP:Iteration 30Q (52.997537 sec): 3 clusters Score: Raw -11337600.510696 + Penalty 3768.241229 = -11333832.269467 nChanged 20 SP:Iteration 31Q (53.168955 sec): 3 clusters Score: Raw -11337606.837926 + Penalty 3768.241229 = -11333838.596697 nChanged 9 SP:Iteration 32Q (53.337853 sec): 3 clusters Score: Raw -11337608.671392 + Penalty 3768.241229 = -11333840.430163 nChanged 6 SP:Iteration 33Q (53.529024 sec): 3 clusters Score: Raw -11337610.421299 + Penalty 3768.241229 = -11333842.180070 nChanged 6 SP:Iteration 34Q (53.710914 sec): 3 clusters Score: Raw -11337611.490270 + Penalty 3768.241229 = -11333843.249040 nChanged 1 SP:Iteration 35Q (53.894131 sec): 3 clusters Score: Raw -11337612.009793 + Penalty 3768.241229 = -11333843.768563 nChanged 2 SP:Iteration 36Q (54.079355 sec): 3 clusters Score: Raw -11337613.243791 + Penalty 3768.241229 = -11333845.002561 nChanged 5 SP:Iteration 37Q (54.266883 sec): 3 clusters Score: Raw -11337614.982410 + Penalty 3768.241229 = -11333846.741181 nChanged 3 SP:Iteration 38Q (54.448419 sec): 3 clusters Score: Raw -11337615.987341 + Penalty 3768.241229 = -11333847.746111 nChanged 4 SP:Iteration 39Q (54.640858 sec): 3 clusters Score: Raw -11337617.806360 + Penalty 3768.241229 = -11333849.565130 nChanged 6 SP:Iteration 40F (54.862946 sec): 3 clusters Score: Raw -11337619.725760 + Penalty 3768.241229 = -11333851.484531 nChanged 4 SP:Iteration 41Q (55.032955 sec): 3 clusters Score: Raw -11337621.132456 + Penalty 3768.241229 = -11333852.891227 nChanged 5 SP:Iteration 42Q (55.209639 sec): 3 clusters Score: Raw -11337622.576736 + Penalty 3768.241229 = -11333854.335506 nChanged 1 SP:Iteration 43Q (55.392226 sec): 3 clusters Score: Raw -11337622.687877 + Penalty 3768.241229 = -11333854.446648 nChanged 0 SP:Iteration 44F (55.625675 sec): 3 clusters Score: Raw -11337622.687877 + Penalty 3768.241229 = -11333854.446648 nChanged 0 Trying to split cluster 6 (1293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.656924 sec): 2 clusters Score: Raw -122985.802056 + Penalty 1164.267062 = -121821.534994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.709334 sec): 3 clusters Score: Raw -122488.884122 + Penalty 2328.534123 = -120160.349999 nChanged 432 SP:Iteration 1F (55.755788 sec): 3 clusters Score: Raw -122835.279845 + Penalty 2328.534123 = -120506.745722 nChanged 101 SP:Iteration 2F (55.803664 sec): 3 clusters Score: Raw -122931.345107 + Penalty 2328.534123 = -120602.810984 nChanged 62 SP:Iteration 3Q (55.846141 sec): 3 clusters Score: Raw -122987.420532 + Penalty 2328.534123 = -120658.886409 nChanged 37 SP:Iteration 4Q (55.891307 sec): 3 clusters Score: Raw -123019.854083 + Penalty 2328.534123 = -120691.319960 nChanged 29 SP:Iteration 5Q (55.929611 sec): 3 clusters Score: Raw -123046.555461 + Penalty 2328.534123 = -120718.021337 nChanged 29 SP:Iteration 6Q (55.984045 sec): 3 clusters Score: Raw -123075.260464 + Penalty 2328.534123 = -120746.726341 nChanged 19 SP:Iteration 7Q (56.024918 sec): 3 clusters Score: Raw -123094.125218 + Penalty 2328.534123 = -120765.591095 nChanged 18 SP:Iteration 8Q (56.079913 sec): 3 clusters Score: Raw -123111.449967 + Penalty 2328.534123 = -120782.915844 nChanged 20 SP:Iteration 9Q (56.131557 sec): 3 clusters Score: Raw -123125.099201 + Penalty 2328.534123 = -120796.565078 nChanged 15 SP:Iteration 10Q (56.177392 sec): 3 clusters Score: Raw -123136.520737 + Penalty 2328.534123 = -120807.986613 nChanged 17 SP:Iteration 11Q (56.225826 sec): 3 clusters Score: Raw -123168.566695 + Penalty 2328.534123 = -120840.032572 nChanged 32 SP:Iteration 12Q (56.264266 sec): 3 clusters Score: Raw -123198.713301 + Penalty 2328.534123 = -120870.179178 nChanged 32 SP:Iteration 13Q (56.311887 sec): 3 clusters Score: Raw -123222.649619 + Penalty 2328.534123 = -120894.115496 nChanged 30 SP:Iteration 14Q (56.366737 sec): 3 clusters Score: Raw -123263.287158 + Penalty 2328.534123 = -120934.753035 nChanged 46 SP:Iteration 15Q (56.413399 sec): 3 clusters Score: Raw -123308.339092 + Penalty 2328.534123 = -120979.804969 nChanged 47 SP:Iteration 16Q (56.465219 sec): 3 clusters Score: Raw -123356.486765 + Penalty 2328.534123 = -121027.952642 nChanged 38 SP:Iteration 17Q (56.514390 sec): 3 clusters Score: Raw -123394.716137 + Penalty 2328.534123 = -121066.182013 nChanged 31 SP:Iteration 18Q (56.559328 sec): 3 clusters Score: Raw -123434.564016 + Penalty 2328.534123 = -121106.029893 nChanged 29 SP:Iteration 19Q (56.611593 sec): 3 clusters Score: Raw -123471.852910 + Penalty 2328.534123 = -121143.318787 nChanged 29 SP:Iteration 20F (56.655833 sec): 3 clusters Score: Raw -123511.162667 + Penalty 2328.534123 = -121182.628544 nChanged 25 SP:Iteration 21Q (56.710344 sec): 3 clusters Score: Raw -123538.251508 + Penalty 2328.534123 = -121209.717384 nChanged 20 SP:Iteration 22Q (56.755383 sec): 3 clusters Score: Raw -123579.364476 + Penalty 2328.534123 = -121250.830353 nChanged 26 SP:Iteration 23Q (56.809797 sec): 3 clusters Score: Raw -123627.222473 + Penalty 2328.534123 = -121298.688350 nChanged 23 SP:Iteration 24Q (56.861340 sec): 3 clusters Score: Raw -123673.824880 + Penalty 2328.534123 = -121345.290757 nChanged 24 SP:Iteration 25Q (56.912539 sec): 3 clusters Score: Raw -123725.327074 + Penalty 2328.534123 = -121396.792951 nChanged 18 SP:Iteration 26Q (56.955671 sec): 3 clusters Score: Raw -123773.433667 + Penalty 2328.534123 = -121444.899544 nChanged 16 SP:Iteration 27Q (56.998368 sec): 3 clusters Score: Raw -123796.070766 + Penalty 2328.534123 = -121467.536643 nChanged 5 SP:Iteration 28Q (57.050888 sec): 3 clusters Score: Raw -123804.973763 + Penalty 2328.534123 = -121476.439640 nChanged 5 SP:Iteration 29Q (57.098862 sec): 3 clusters Score: Raw -123808.849255 + Penalty 2328.534123 = -121480.315132 nChanged 0 SP:Iteration 30F (57.151297 sec): 3 clusters Score: Raw -123808.849255 + Penalty 2328.534123 = -121480.315132 nChanged 0 Trying to split cluster 7 (8229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.178029 sec): 2 clusters Score: Raw -870900.429909 + Penalty 1465.005714 = -869435.424195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.247385 sec): 3 clusters Score: Raw -866300.726804 + Penalty 2930.011428 = -863370.715376 nChanged 3549 SP:Iteration 1F (57.312506 sec): 3 clusters Score: Raw -868316.826558 + Penalty 2930.011428 = -865386.815129 nChanged 503 SP:Iteration 2F (57.365256 sec): 3 clusters Score: Raw -868560.879478 + Penalty 2930.011428 = -865630.868049 nChanged 396 SP:Iteration 3Q (57.437870 sec): 3 clusters Score: Raw -868767.864419 + Penalty 2930.011428 = -865837.852991 nChanged 363 SP:Iteration 4Q (57.502684 sec): 3 clusters Score: Raw -868974.404145 + Penalty 2930.011428 = -866044.392717 nChanged 381 SP:Iteration 5Q (57.565930 sec): 3 clusters Score: Raw -869211.192348 + Penalty 2930.011428 = -866281.180920 nChanged 406 SP:Iteration 6Q (57.616721 sec): 3 clusters Score: Raw -869456.462330 + Penalty 2930.011428 = -866526.450901 nChanged 375 SP:Iteration 7Q (57.679947 sec): 3 clusters Score: Raw -869670.228526 + Penalty 2930.011428 = -866740.217098 nChanged 368 SP:Iteration 8Q (57.743117 sec): 3 clusters Score: Raw -869868.819510 + Penalty 2930.011428 = -866938.808082 nChanged 344 SP:Iteration 9Q (57.811855 sec): 3 clusters Score: Raw -870034.686487 + Penalty 2930.011428 = -867104.675059 nChanged 304 SP:Iteration 10Q (57.870180 sec): 3 clusters Score: Raw -870169.926537 + Penalty 2930.011428 = -867239.915109 nChanged 244 SP:Iteration 11Q (57.938788 sec): 3 clusters Score: Raw -870256.536166 + Penalty 2930.011428 = -867326.524737 nChanged 195 SP:Iteration 12Q (57.994683 sec): 3 clusters Score: Raw -870322.966789 + Penalty 2930.011428 = -867392.955360 nChanged 165 SP:Iteration 13Q (58.062759 sec): 3 clusters Score: Raw -870379.457251 + Penalty 2930.011428 = -867449.445823 nChanged 153 SP:Iteration 14Q (58.126513 sec): 3 clusters Score: Raw -870431.326667 + Penalty 2930.011428 = -867501.315238 nChanged 127 SP:Iteration 15Q (58.176425 sec): 3 clusters Score: Raw -870468.317970 + Penalty 2930.011428 = -867538.306541 nChanged 110 SP:Iteration 16Q (58.239926 sec): 3 clusters Score: Raw -870501.282140 + Penalty 2930.011428 = -867571.270712 nChanged 111 SP:Iteration 17Q (58.302226 sec): 3 clusters Score: Raw -870539.287272 + Penalty 2930.011428 = -867609.275844 nChanged 115 SP:Iteration 18Q (58.365255 sec): 3 clusters Score: Raw -870571.121379 + Penalty 2930.011428 = -867641.109950 nChanged 89 SP:Iteration 19Q (58.423624 sec): 3 clusters Score: Raw -870594.121467 + Penalty 2930.011428 = -867664.110039 nChanged 95 SP:Iteration 20F (58.483032 sec): 3 clusters Score: Raw -870621.586172 + Penalty 2930.011428 = -867691.574744 nChanged 88 SP:Iteration 21Q (58.548806 sec): 3 clusters Score: Raw -870643.937334 + Penalty 2930.011428 = -867713.925906 nChanged 88 SP:Iteration 22Q (58.615021 sec): 3 clusters Score: Raw -870665.549252 + Penalty 2930.011428 = -867735.537824 nChanged 75 SP:Iteration 23Q (58.677496 sec): 3 clusters Score: Raw -870684.783013 + Penalty 2930.011428 = -867754.771585 nChanged 68 SP:Iteration 24Q (58.736110 sec): 3 clusters Score: Raw -870701.167143 + Penalty 2930.011428 = -867771.155715 nChanged 54 SP:Iteration 25Q (58.791804 sec): 3 clusters Score: Raw -870714.140424 + Penalty 2930.011428 = -867784.128996 nChanged 60 SP:Iteration 26Q (58.854406 sec): 3 clusters Score: Raw -870729.110126 + Penalty 2930.011428 = -867799.098698 nChanged 53 SP:Iteration 27Q (58.913725 sec): 3 clusters Score: Raw -870744.328990 + Penalty 2930.011428 = -867814.317562 nChanged 65 SP:Iteration 28Q (58.981929 sec): 3 clusters Score: Raw -870764.161072 + Penalty 2930.011428 = -867834.149644 nChanged 73 SP:Iteration 29Q (59.045989 sec): 3 clusters Score: Raw -870784.570725 + Penalty 2930.011428 = -867854.559296 nChanged 76 SP:Iteration 30Q (59.092290 sec): 3 clusters Score: Raw -870804.796810 + Penalty 2930.011428 = -867874.785382 nChanged 71 SP:Iteration 31Q (59.164637 sec): 3 clusters Score: Raw -870825.677006 + Penalty 2930.011428 = -867895.665577 nChanged 64 SP:Iteration 32Q (59.228434 sec): 3 clusters Score: Raw -870845.174615 + Penalty 2930.011428 = -867915.163186 nChanged 78 SP:Iteration 33Q (59.288625 sec): 3 clusters Score: Raw -870867.868863 + Penalty 2930.011428 = -867937.857435 nChanged 70 SP:Iteration 34Q (59.337932 sec): 3 clusters Score: Raw -870890.560041 + Penalty 2930.011428 = -867960.548613 nChanged 85 SP:Iteration 35Q (59.409179 sec): 3 clusters Score: Raw -870917.165011 + Penalty 2930.011428 = -867987.153582 nChanged 79 SP:Iteration 36Q (59.462352 sec): 3 clusters Score: Raw -870939.232905 + Penalty 2930.011428 = -868009.221477 nChanged 54 SP:Iteration 37Q (59.536314 sec): 3 clusters Score: Raw -870955.483636 + Penalty 2930.011428 = -868025.472208 nChanged 50 SP:Iteration 38Q (59.604104 sec): 3 clusters Score: Raw -870969.017282 + Penalty 2930.011428 = -868039.005854 nChanged 42 SP:Iteration 39Q (59.667459 sec): 3 clusters Score: Raw -870979.289367 + Penalty 2930.011428 = -868049.277939 nChanged 34 SP:Iteration 40F (59.720693 sec): 3 clusters Score: Raw -870987.406326 + Penalty 2930.011428 = -868057.394897 nChanged 38 SP:Iteration 41Q (59.779567 sec): 3 clusters Score: Raw -870998.927692 + Penalty 2930.011428 = -868068.916263 nChanged 44 SP:Iteration 42Q (59.855027 sec): 3 clusters Score: Raw -871012.205370 + Penalty 2930.011428 = -868082.193942 nChanged 42 SP:Iteration 43Q (59.914824 sec): 3 clusters Score: Raw -871024.360078 + Penalty 2930.011428 = -868094.348650 nChanged 34 SP:Iteration 44Q (59.979286 sec): 3 clusters Score: Raw -871034.666767 + Penalty 2930.011428 = -868104.655338 nChanged 33 SP:Iteration 45Q (60.035430 sec): 3 clusters Score: Raw -871044.196966 + Penalty 2930.011428 = -868114.185537 nChanged 35 SP:Iteration 46Q (60.102264 sec): 3 clusters Score: Raw -871055.117978 + Penalty 2930.011428 = -868125.106549 nChanged 35 SP:Iteration 47Q (60.166552 sec): 3 clusters Score: Raw -871068.648867 + Penalty 2930.011428 = -868138.637438 nChanged 41 SP:Iteration 48Q (60.225189 sec): 3 clusters Score: Raw -871083.170121 + Penalty 2930.011428 = -868153.158693 nChanged 40 SP:Iteration 49Q (60.289620 sec): 3 clusters Score: Raw -871097.847982 + Penalty 2930.011428 = -868167.836554 nChanged 36 SP:Iteration 50Q (60.342224 sec): 3 clusters Score: Raw -871110.856510 + Penalty 2930.011428 = -868180.845081 nChanged 20 SP:Iteration 51Q (60.405284 sec): 3 clusters Score: Raw -871117.315609 + Penalty 2930.011428 = -868187.304181 nChanged 19 SP:Iteration 52Q (60.463389 sec): 3 clusters Score: Raw -871124.691196 + Penalty 2930.011428 = -868194.679768 nChanged 22 SP:Iteration 53Q (60.534855 sec): 3 clusters Score: Raw -871134.554325 + Penalty 2930.011428 = -868204.542897 nChanged 20 SP:Iteration 54Q (60.604144 sec): 3 clusters Score: Raw -871142.769390 + Penalty 2930.011428 = -868212.757962 nChanged 12 SP:Iteration 55Q (60.659998 sec): 3 clusters Score: Raw -871147.445833 + Penalty 2930.011428 = -868217.434404 nChanged 11 SP:Iteration 56Q (60.726039 sec): 3 clusters Score: Raw -871151.268249 + Penalty 2930.011428 = -868221.256820 nChanged 10 SP:Iteration 57Q (60.796787 sec): 3 clusters Score: Raw -871155.274844 + Penalty 2930.011428 = -868225.263415 nChanged 8 SP:Iteration 58Q (60.856850 sec): 3 clusters Score: Raw -871158.574777 + Penalty 2930.011428 = -868228.563349 nChanged 9 SP:Iteration 59Q (60.920543 sec): 3 clusters Score: Raw -871162.304190 + Penalty 2930.011428 = -868232.292762 nChanged 14 SP:Iteration 60F (60.992618 sec): 3 clusters Score: Raw -871168.242710 + Penalty 2930.011428 = -868238.231282 nChanged 10 SP:Iteration 61Q (61.058305 sec): 3 clusters Score: Raw -871171.230551 + Penalty 2930.011428 = -868241.219123 nChanged 6 SP:Iteration 62Q (61.110910 sec): 3 clusters Score: Raw -871173.603850 + Penalty 2930.011428 = -868243.592421 nChanged 9 SP:Iteration 63Q (61.175163 sec): 3 clusters Score: Raw -871178.400483 + Penalty 2930.011428 = -868248.389055 nChanged 8 SP:Iteration 64Q (61.238948 sec): 3 clusters Score: Raw -871181.167991 + Penalty 2930.011428 = -868251.156563 nChanged 7 SP:Iteration 65Q (61.310515 sec): 3 clusters Score: Raw -871183.907666 + Penalty 2930.011428 = -868253.896238 nChanged 5 SP:Iteration 66Q (61.365633 sec): 3 clusters Score: Raw -871184.961640 + Penalty 2930.011428 = -868254.950211 nChanged 2 SP:Iteration 67Q (61.429572 sec): 3 clusters Score: Raw -871186.357584 + Penalty 2930.011428 = -868256.346155 nChanged 4 SP:Iteration 68Q (61.494914 sec): 3 clusters Score: Raw -871188.000353 + Penalty 2930.011428 = -868257.988925 nChanged 4 SP:Iteration 69Q (61.553814 sec): 3 clusters Score: Raw -871190.138000 + Penalty 2930.011428 = -868260.126572 nChanged 8 SP:Iteration 70Q (61.609935 sec): 3 clusters Score: Raw -871193.168249 + Penalty 2930.011428 = -868263.156821 nChanged 2 SP:Iteration 71Q (61.663811 sec): 3 clusters Score: Raw -871193.701322 + Penalty 2930.011428 = -868263.689894 nChanged 3 SP:Iteration 72Q (61.737391 sec): 3 clusters Score: Raw -871194.350903 + Penalty 2930.011428 = -868264.339475 nChanged 1 SP:Iteration 73Q (61.786979 sec): 3 clusters Score: Raw -871194.523745 + Penalty 2930.011428 = -868264.512316 nChanged 0 SP:Iteration 74F (61.853073 sec): 3 clusters Score: Raw -871194.523745 + Penalty 2930.011428 = -868264.512316 nChanged 0 Trying to split cluster 8 (15451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.898715 sec): 2 clusters Score: Raw -1659483.203941 + Penalty 1567.382213 = -1657915.821728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.974812 sec): 3 clusters Score: Raw -1650280.240538 + Penalty 3134.764427 = -1647145.476111 nChanged 6906 SP:Iteration 1F (62.048935 sec): 3 clusters Score: Raw -1653990.029783 + Penalty 3134.764427 = -1650855.265356 nChanged 873 SP:Iteration 2F (62.122300 sec): 3 clusters Score: Raw -1654368.543109 + Penalty 3134.764427 = -1651233.778683 nChanged 853 SP:Iteration 3F (62.196975 sec): 3 clusters Score: Raw -1654778.552378 + Penalty 3134.764427 = -1651643.787951 nChanged 907 SP:Iteration 4F (62.276595 sec): 3 clusters Score: Raw -1655277.700475 + Penalty 3134.764427 = -1652142.936049 nChanged 969 SP:Iteration 5F (62.351820 sec): 3 clusters Score: Raw -1655896.909664 + Penalty 3134.764427 = -1652762.145237 nChanged 1018 SP:Iteration 6F (62.416342 sec): 3 clusters Score: Raw -1656634.992553 + Penalty 3134.764427 = -1653500.228126 nChanged 992 SP:Iteration 7F (62.484681 sec): 3 clusters Score: Raw -1657379.218224 + Penalty 3134.764427 = -1654244.453797 nChanged 832 SP:Iteration 8F (62.560026 sec): 3 clusters Score: Raw -1658038.980354 + Penalty 3134.764427 = -1654904.215927 nChanged 661 SP:Iteration 9Q (62.643736 sec): 3 clusters Score: Raw -1658593.209512 + Penalty 3134.764427 = -1655458.445085 nChanged 462 SP:Iteration 10Q (62.718812 sec): 3 clusters Score: Raw -1659017.185436 + Penalty 3134.764427 = -1655882.421009 nChanged 314 SP:Iteration 11Q (62.782933 sec): 3 clusters Score: Raw -1659384.667341 + Penalty 3134.764427 = -1656249.902914 nChanged 208 SP:Iteration 12Q (62.855133 sec): 3 clusters Score: Raw -1659653.471194 + Penalty 3134.764427 = -1656518.706767 nChanged 156 SP:Iteration 13Q (62.924915 sec): 3 clusters Score: Raw -1659818.196239 + Penalty 3134.764427 = -1656683.431812 nChanged 123 SP:Iteration 14Q (63.003527 sec): 3 clusters Score: Raw -1659918.536155 + Penalty 3134.764427 = -1656783.771728 nChanged 82 SP:Iteration 15Q (63.074641 sec): 3 clusters Score: Raw -1659966.331664 + Penalty 3134.764427 = -1656831.567237 nChanged 43 SP:Iteration 16Q (63.141212 sec): 3 clusters Score: Raw -1659988.613432 + Penalty 3134.764427 = -1656853.849005 nChanged 27 SP:Iteration 17Q (63.209486 sec): 3 clusters Score: Raw -1659997.583023 + Penalty 3134.764427 = -1656862.818596 nChanged 12 SP:Iteration 18Q (63.279318 sec): 3 clusters Score: Raw -1660001.651505 + Penalty 3134.764427 = -1656866.887078 nChanged 9 SP:Iteration 19Q (63.347594 sec): 3 clusters Score: Raw -1660005.169890 + Penalty 3134.764427 = -1656870.405463 nChanged 5 SP:Iteration 20F (63.417720 sec): 3 clusters Score: Raw -1660006.760357 + Penalty 3134.764427 = -1656871.995930 nChanged 5 SP:Iteration 21Q (63.479518 sec): 3 clusters Score: Raw -1660008.793936 + Penalty 3134.764427 = -1656874.029509 nChanged 5 SP:Iteration 22Q (63.556137 sec): 3 clusters Score: Raw -1660010.505658 + Penalty 3134.764427 = -1656875.741232 nChanged 2 SP:Iteration 23Q (63.624967 sec): 3 clusters Score: Raw -1660011.160401 + Penalty 3134.764427 = -1656876.395975 nChanged 1 SP:Iteration 24Q (63.692830 sec): 3 clusters Score: Raw -1660011.483537 + Penalty 3134.764427 = -1656876.719111 nChanged 0 SP:Iteration 25F (63.763936 sec): 3 clusters Score: Raw -1660011.483537 + Penalty 3134.764427 = -1656876.719111 nChanged 0 Trying to split cluster 12 (8048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.801286 sec): 2 clusters Score: Raw -858494.087580 + Penalty 1461.391570 = -857032.696010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.851275 sec): 3 clusters Score: Raw -854092.001157 + Penalty 2922.783140 = -851169.218017 nChanged 3391 SP:Iteration 1F (63.912082 sec): 3 clusters Score: Raw -855929.881089 + Penalty 2922.783140 = -853007.097949 nChanged 591 SP:Iteration 2F (63.973995 sec): 3 clusters Score: Raw -856263.028040 + Penalty 2922.783140 = -853340.244900 nChanged 522 SP:Iteration 3F (64.034886 sec): 3 clusters Score: Raw -856626.000657 + Penalty 2922.783140 = -853703.217517 nChanged 565 SP:Iteration 4F (64.104816 sec): 3 clusters Score: Raw -857081.437905 + Penalty 2922.783140 = -854158.654765 nChanged 579 SP:Iteration 5F (64.170471 sec): 3 clusters Score: Raw -857618.234477 + Penalty 2922.783140 = -854695.451337 nChanged 607 SP:Iteration 6F (64.230086 sec): 3 clusters Score: Raw -858145.650702 + Penalty 2922.783140 = -855222.867562 nChanged 502 SP:Iteration 7F (64.279799 sec): 3 clusters Score: Raw -858530.519776 + Penalty 2922.783140 = -855607.736636 nChanged 311 SP:Iteration 8Q (64.353609 sec): 3 clusters Score: Raw -858750.461949 + Penalty 2922.783140 = -855827.678809 nChanged 241 SP:Iteration 9Q (64.415889 sec): 3 clusters Score: Raw -858887.826418 + Penalty 2922.783140 = -855965.043278 nChanged 170 SP:Iteration 10Q (64.464677 sec): 3 clusters Score: Raw -858989.188640 + Penalty 2922.783140 = -856066.405500 nChanged 118 SP:Iteration 11Q (64.538944 sec): 3 clusters Score: Raw -859056.144518 + Penalty 2922.783140 = -856133.361378 nChanged 100 SP:Iteration 12Q (64.588333 sec): 3 clusters Score: Raw -859116.977513 + Penalty 2922.783140 = -856194.194373 nChanged 79 SP:Iteration 13Q (64.656671 sec): 3 clusters Score: Raw -859160.248214 + Penalty 2922.783140 = -856237.465074 nChanged 63 SP:Iteration 14Q (64.717479 sec): 3 clusters Score: Raw -859189.812127 + Penalty 2922.783140 = -856267.028987 nChanged 52 SP:Iteration 15Q (64.769538 sec): 3 clusters Score: Raw -859208.416696 + Penalty 2922.783140 = -856285.633556 nChanged 34 SP:Iteration 16Q (64.825983 sec): 3 clusters Score: Raw -859217.288778 + Penalty 2922.783140 = -856294.505638 nChanged 24 SP:Iteration 17Q (64.885495 sec): 3 clusters Score: Raw -859224.389719 + Penalty 2922.783140 = -856301.606579 nChanged 34 SP:Iteration 18Q (64.948115 sec): 3 clusters Score: Raw -859237.059201 + Penalty 2922.783140 = -856314.276061 nChanged 28 SP:Iteration 19Q (65.003632 sec): 3 clusters Score: Raw -859244.191863 + Penalty 2922.783140 = -856321.408723 nChanged 18 SP:Iteration 20F (65.069811 sec): 3 clusters Score: Raw -859247.905941 + Penalty 2922.783140 = -856325.122801 nChanged 8 SP:Iteration 21Q (65.118032 sec): 3 clusters Score: Raw -859249.723259 + Penalty 2922.783140 = -856326.940119 nChanged 11 SP:Iteration 22Q (65.181460 sec): 3 clusters Score: Raw -859252.421309 + Penalty 2922.783140 = -856329.638169 nChanged 14 SP:Iteration 23Q (65.232471 sec): 3 clusters Score: Raw -859255.529304 + Penalty 2922.783140 = -856332.746164 nChanged 16 SP:Iteration 24Q (65.290831 sec): 3 clusters Score: Raw -859260.219169 + Penalty 2922.783140 = -856337.436029 nChanged 15 SP:Iteration 25Q (65.339018 sec): 3 clusters Score: Raw -859267.536273 + Penalty 2922.783140 = -856344.753133 nChanged 24 SP:Iteration 26Q (65.406478 sec): 3 clusters Score: Raw -859275.114133 + Penalty 2922.783140 = -856352.330993 nChanged 17 SP:Iteration 27Q (65.468132 sec): 3 clusters Score: Raw -859279.578586 + Penalty 2922.783140 = -856356.795446 nChanged 15 SP:Iteration 28Q (65.518819 sec): 3 clusters Score: Raw -859284.314682 + Penalty 2922.783140 = -856361.531542 nChanged 10 SP:Iteration 29Q (65.581040 sec): 3 clusters Score: Raw -859287.348228 + Penalty 2922.783140 = -856364.565088 nChanged 11 SP:Iteration 30Q (65.645619 sec): 3 clusters Score: Raw -859290.607501 + Penalty 2922.783140 = -856367.824361 nChanged 10 SP:Iteration 31Q (65.713118 sec): 3 clusters Score: Raw -859294.285128 + Penalty 2922.783140 = -856371.501988 nChanged 17 SP:Iteration 32Q (65.758012 sec): 3 clusters Score: Raw -859299.982916 + Penalty 2922.783140 = -856377.199776 nChanged 25 SP:Iteration 33Q (65.824845 sec): 3 clusters Score: Raw -859306.933945 + Penalty 2922.783140 = -856384.150805 nChanged 16 SP:Iteration 34Q (65.879388 sec): 3 clusters Score: Raw -859310.617954 + Penalty 2922.783140 = -856387.834814 nChanged 14 SP:Iteration 35Q (65.925252 sec): 3 clusters Score: Raw -859313.102780 + Penalty 2922.783140 = -856390.319640 nChanged 9 SP:Iteration 36Q (65.979548 sec): 3 clusters Score: Raw -859316.482108 + Penalty 2922.783140 = -856393.698968 nChanged 12 SP:Iteration 37Q (66.037515 sec): 3 clusters Score: Raw -859319.519519 + Penalty 2922.783140 = -856396.736379 nChanged 8 SP:Iteration 38Q (66.088441 sec): 3 clusters Score: Raw -859321.070798 + Penalty 2922.783140 = -856398.287658 nChanged 4 SP:Iteration 39Q (66.142638 sec): 3 clusters Score: Raw -859321.404594 + Penalty 2922.783140 = -856398.621454 nChanged 2 SP:Iteration 40F (66.201125 sec): 3 clusters Score: Raw -859321.864003 + Penalty 2922.783140 = -856399.080863 nChanged 0 Trying to split cluster 13 (43621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.286307 sec): 2 clusters Score: Raw -4601143.868654 + Penalty 1736.035269 = -4599407.833384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.400840 sec): 3 clusters Score: Raw -4573763.890465 + Penalty 3472.070539 = -4570291.819926 nChanged 20269 SP:Iteration 1F (66.525009 sec): 3 clusters Score: Raw -4585296.897240 + Penalty 3472.070539 = -4581824.826701 nChanged 2398 SP:Iteration 2F (66.656195 sec): 3 clusters Score: Raw -4586552.237311 + Penalty 3472.070539 = -4583080.166772 nChanged 2935 SP:Iteration 3F (66.769092 sec): 3 clusters Score: Raw -4588624.710597 + Penalty 3472.070539 = -4585152.640058 nChanged 3617 SP:Iteration 4F (66.895126 sec): 3 clusters Score: Raw -4591915.028883 + Penalty 3472.070539 = -4588442.958344 nChanged 4088 SP:Iteration 5F (67.006054 sec): 3 clusters Score: Raw -4596212.039225 + Penalty 3472.070539 = -4592739.968687 nChanged 3594 SP:Iteration 6F (67.122284 sec): 3 clusters Score: Raw -4600379.286019 + Penalty 3472.070539 = -4596907.215481 nChanged 2437 SP:Iteration 7F (67.252324 sec): 3 clusters Score: Raw -4603729.740345 + Penalty 3472.070539 = -4600257.669806 nChanged 1427 SP:Iteration 8Q (67.371876 sec): 3 clusters Score: Raw -4605543.377542 + Penalty 3472.070539 = -4602071.307004 nChanged 858 SP:Iteration 9Q (67.476663 sec): 3 clusters Score: Raw -4606169.852008 + Penalty 3472.070539 = -4602697.781470 nChanged 534 SP:Iteration 10Q (67.601735 sec): 3 clusters Score: Raw -4606417.417094 + Penalty 3472.070539 = -4602945.346556 nChanged 341 SP:Iteration 11Q (67.711560 sec): 3 clusters Score: Raw -4606548.575455 + Penalty 3472.070539 = -4603076.504917 nChanged 262 SP:Iteration 12Q (67.814953 sec): 3 clusters Score: Raw -4606621.430276 + Penalty 3472.070539 = -4603149.359737 nChanged 188 SP:Iteration 13Q (67.916903 sec): 3 clusters Score: Raw -4606662.191587 + Penalty 3472.070539 = -4603190.121048 nChanged 137 SP:Iteration 14Q (68.036375 sec): 3 clusters Score: Raw -4606689.584446 + Penalty 3472.070539 = -4603217.513907 nChanged 127 SP:Iteration 15Q (68.139079 sec): 3 clusters Score: Raw -4606711.445243 + Penalty 3472.070539 = -4603239.374704 nChanged 102 SP:Iteration 16Q (68.249779 sec): 3 clusters Score: Raw -4606725.988084 + Penalty 3472.070539 = -4603253.917546 nChanged 58 SP:Iteration 17Q (68.357142 sec): 3 clusters Score: Raw -4606731.185160 + Penalty 3472.070539 = -4603259.114621 nChanged 36 SP:Iteration 18Q (68.465981 sec): 3 clusters Score: Raw -4606734.004093 + Penalty 3472.070539 = -4603261.933554 nChanged 33 SP:Iteration 19Q (68.569627 sec): 3 clusters Score: Raw -4606736.454823 + Penalty 3472.070539 = -4603264.384284 nChanged 31 SP:Iteration 20F (68.698029 sec): 3 clusters Score: Raw -4606738.920534 + Penalty 3472.070539 = -4603266.849995 nChanged 23 SP:Iteration 21Q (68.805227 sec): 3 clusters Score: Raw -4606740.765017 + Penalty 3472.070539 = -4603268.694478 nChanged 24 SP:Iteration 22Q (68.912370 sec): 3 clusters Score: Raw -4606742.263531 + Penalty 3472.070539 = -4603270.192992 nChanged 15 SP:Iteration 23Q (69.015386 sec): 3 clusters Score: Raw -4606743.057786 + Penalty 3472.070539 = -4603270.987247 nChanged 8 SP:Iteration 24Q (69.113698 sec): 3 clusters Score: Raw -4606743.491786 + Penalty 3472.070539 = -4603271.421247 nChanged 7 SP:Iteration 25Q (69.229428 sec): 3 clusters Score: Raw -4606743.976476 + Penalty 3472.070539 = -4603271.905937 nChanged 6 SP:Iteration 26Q (69.345862 sec): 3 clusters Score: Raw -4606744.207052 + Penalty 3472.070539 = -4603272.136513 nChanged 5 SP:Iteration 27Q (69.437721 sec): 3 clusters Score: Raw -4606744.373129 + Penalty 3472.070539 = -4603272.302591 nChanged 1 SP:Iteration 28Q (69.554910 sec): 3 clusters Score: Raw -4606744.394126 + Penalty 3472.070539 = -4603272.323587 nChanged 0 SP:Iteration 29F (69.674287 sec): 3 clusters Score: Raw -4606744.394126 + Penalty 3472.070539 = -4603272.323587 nChanged 0 Score: Raw -23963507.095038 + Penalty 34146.557007 = -23929360.538030 Splitting cluster 13 changes total score from -23917797.181698 to -23929360.538030 So it's getting split into cluster 9. Trying to split cluster 14 (10347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.385611 sec): 2 clusters Score: Raw -1041445.729117 + Penalty 1502.223434 = -1039943.505683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.453630 sec): 3 clusters Score: Raw -1035578.330877 + Penalty 3004.446868 = -1032573.884009 nChanged 4457 SP:Iteration 1F (72.519384 sec): 3 clusters Score: Raw -1038100.479044 + Penalty 3004.446868 = -1035096.032176 nChanged 697 SP:Iteration 2F (72.574654 sec): 3 clusters Score: Raw -1038483.416882 + Penalty 3004.446868 = -1035478.970014 nChanged 652 SP:Iteration 3F (72.638059 sec): 3 clusters Score: Raw -1038853.770196 + Penalty 3004.446868 = -1035849.323328 nChanged 637 SP:Iteration 4F (72.713924 sec): 3 clusters Score: Raw -1039254.928364 + Penalty 3004.446868 = -1036250.481496 nChanged 603 SP:Iteration 5F (72.767881 sec): 3 clusters Score: Raw -1039688.865978 + Penalty 3004.446868 = -1036684.419110 nChanged 598 SP:Iteration 6F (72.841263 sec): 3 clusters Score: Raw -1040186.192204 + Penalty 3004.446868 = -1037181.745336 nChanged 569 SP:Iteration 7F (72.892686 sec): 3 clusters Score: Raw -1040710.352496 + Penalty 3004.446868 = -1037705.905628 nChanged 425 SP:Iteration 8Q (72.965643 sec): 3 clusters Score: Raw -1041108.848238 + Penalty 3004.446868 = -1038104.401370 nChanged 317 SP:Iteration 9Q (73.032400 sec): 3 clusters Score: Raw -1041314.118421 + Penalty 3004.446868 = -1038309.671553 nChanged 209 SP:Iteration 10Q (73.096619 sec): 3 clusters Score: Raw -1041402.603438 + Penalty 3004.446868 = -1038398.156570 nChanged 127 SP:Iteration 11Q (73.160693 sec): 3 clusters Score: Raw -1041451.345648 + Penalty 3004.446868 = -1038446.898780 nChanged 87 SP:Iteration 12Q (73.221125 sec): 3 clusters Score: Raw -1041480.639626 + Penalty 3004.446868 = -1038476.192758 nChanged 55 SP:Iteration 13Q (73.284229 sec): 3 clusters Score: Raw -1041494.920388 + Penalty 3004.446868 = -1038490.473520 nChanged 38 SP:Iteration 14Q (73.351167 sec): 3 clusters Score: Raw -1041503.842020 + Penalty 3004.446868 = -1038499.395152 nChanged 31 SP:Iteration 15Q (73.417032 sec): 3 clusters Score: Raw -1041511.781352 + Penalty 3004.446868 = -1038507.334484 nChanged 26 SP:Iteration 16Q (73.468682 sec): 3 clusters Score: Raw -1041517.278846 + Penalty 3004.446868 = -1038512.831978 nChanged 12 SP:Iteration 17Q (73.541780 sec): 3 clusters Score: Raw -1041519.518623 + Penalty 3004.446868 = -1038515.071755 nChanged 15 SP:Iteration 18Q (73.594329 sec): 3 clusters Score: Raw -1041522.156998 + Penalty 3004.446868 = -1038517.710130 nChanged 13 SP:Iteration 19Q (73.667836 sec): 3 clusters Score: Raw -1041524.423813 + Penalty 3004.446868 = -1038519.976945 nChanged 13 SP:Iteration 20F (73.735470 sec): 3 clusters Score: Raw -1041527.486374 + Penalty 3004.446868 = -1038523.039506 nChanged 12 SP:Iteration 21Q (73.791840 sec): 3 clusters Score: Raw -1041530.054131 + Penalty 3004.446868 = -1038525.607263 nChanged 11 SP:Iteration 22Q (73.856284 sec): 3 clusters Score: Raw -1041531.985503 + Penalty 3004.446868 = -1038527.538635 nChanged 12 SP:Iteration 23Q (73.933230 sec): 3 clusters Score: Raw -1041533.712733 + Penalty 3004.446868 = -1038529.265865 nChanged 6 SP:Iteration 24Q (73.984481 sec): 3 clusters Score: Raw -1041534.709560 + Penalty 3004.446868 = -1038530.262692 nChanged 7 SP:Iteration 25Q (74.061943 sec): 3 clusters Score: Raw -1041535.786156 + Penalty 3004.446868 = -1038531.339288 nChanged 4 SP:Iteration 26Q (74.114399 sec): 3 clusters Score: Raw -1041536.448899 + Penalty 3004.446868 = -1038532.002031 nChanged 4 SP:Iteration 27Q (74.177940 sec): 3 clusters Score: Raw -1041537.098974 + Penalty 3004.446868 = -1038532.652106 nChanged 5 SP:Iteration 28Q (74.256614 sec): 3 clusters Score: Raw -1041537.904155 + Penalty 3004.446868 = -1038533.457287 nChanged 2 SP:Iteration 29Q (74.320292 sec): 3 clusters Score: Raw -1041538.292826 + Penalty 3004.446868 = -1038533.845958 nChanged 6 SP:Iteration 30Q (74.383082 sec): 3 clusters Score: Raw -1041538.868587 + Penalty 3004.446868 = -1038534.421719 nChanged 0 SP:Iteration 31F (74.450750 sec): 3 clusters Score: Raw -1041538.868587 + Penalty 3004.446868 = -1038534.421719 nChanged 0 Trying to split cluster 15 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.476346 sec): 2 clusters Score: Raw -48154.866950 + Penalty 1014.992349 = -47139.874600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.527875 sec): 3 clusters Score: Raw -48133.041632 + Penalty 2029.984699 = -46103.056933 nChanged 135 SP:Iteration 1F (74.575002 sec): 3 clusters Score: Raw -48446.448942 + Penalty 2029.984699 = -46416.464243 nChanged 66 SP:Iteration 2F (74.617690 sec): 3 clusters Score: Raw -48618.571848 + Penalty 2029.984699 = -46588.587149 nChanged 41 SP:Iteration 3F (74.667189 sec): 3 clusters Score: Raw -48715.253932 + Penalty 2029.984699 = -46685.269234 nChanged 17 SP:Iteration 4Q (74.718840 sec): 3 clusters Score: Raw -48743.267382 + Penalty 2029.984699 = -46713.282683 nChanged 9 SP:Iteration 5Q (74.771206 sec): 3 clusters Score: Raw -48761.280553 + Penalty 2029.984699 = -46731.295854 nChanged 8 SP:Iteration 6Q (74.821130 sec): 3 clusters Score: Raw -48779.406670 + Penalty 2029.984699 = -46749.421971 nChanged 1 SP:Iteration 7Q (74.868774 sec): 3 clusters Score: Raw -48780.940473 + Penalty 2029.984699 = -46750.955775 nChanged 2 SP:Iteration 8Q (74.915715 sec): 3 clusters Score: Raw -48783.412279 + Penalty 2029.984699 = -46753.427580 nChanged 0 SP:Iteration 9F (74.960485 sec): 3 clusters Score: Raw -48783.412279 + Penalty 2029.984699 = -46753.427580 nChanged 0 Trying to split cluster 16 (1957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.991918 sec): 2 clusters Score: Raw -197804.467171 + Penalty 1231.614795 = -196572.852376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.036349 sec): 3 clusters Score: Raw -196934.855002 + Penalty 2463.229589 = -194471.625413 nChanged 677 SP:Iteration 1F (75.081096 sec): 3 clusters Score: Raw -197445.243925 + Penalty 2463.229589 = -194982.014336 nChanged 195 SP:Iteration 2F (75.132077 sec): 3 clusters Score: Raw -197642.159316 + Penalty 2463.229589 = -195178.929727 nChanged 130 SP:Iteration 3F (75.191995 sec): 3 clusters Score: Raw -197761.289017 + Penalty 2463.229589 = -195298.059428 nChanged 100 SP:Iteration 4F (75.230826 sec): 3 clusters Score: Raw -197863.646158 + Penalty 2463.229589 = -195400.416569 nChanged 87 SP:Iteration 5Q (75.291429 sec): 3 clusters Score: Raw -197952.657574 + Penalty 2463.229589 = -195489.427984 nChanged 81 SP:Iteration 6Q (75.331805 sec): 3 clusters Score: Raw -198032.415119 + Penalty 2463.229589 = -195569.185529 nChanged 62 SP:Iteration 7Q (75.386019 sec): 3 clusters Score: Raw -198082.347793 + Penalty 2463.229589 = -195619.118203 nChanged 42 SP:Iteration 8Q (75.440323 sec): 3 clusters Score: Raw -198112.064078 + Penalty 2463.229589 = -195648.834488 nChanged 29 SP:Iteration 9Q (75.487103 sec): 3 clusters Score: Raw -198135.465021 + Penalty 2463.229589 = -195672.235431 nChanged 26 SP:Iteration 10Q (75.533477 sec): 3 clusters Score: Raw -198152.030870 + Penalty 2463.229589 = -195688.801281 nChanged 20 SP:Iteration 11Q (75.579648 sec): 3 clusters Score: Raw -198165.359978 + Penalty 2463.229589 = -195702.130388 nChanged 11 SP:Iteration 12Q (75.625782 sec): 3 clusters Score: Raw -198171.873809 + Penalty 2463.229589 = -195708.644220 nChanged 7 SP:Iteration 13Q (75.678719 sec): 3 clusters Score: Raw -198175.411177 + Penalty 2463.229589 = -195712.181588 nChanged 6 SP:Iteration 14Q (75.732501 sec): 3 clusters Score: Raw -198178.913738 + Penalty 2463.229589 = -195715.684149 nChanged 3 SP:Iteration 15Q (75.767658 sec): 3 clusters Score: Raw -198181.742258 + Penalty 2463.229589 = -195718.512669 nChanged 3 SP:Iteration 16Q (75.823092 sec): 3 clusters Score: Raw -198183.489170 + Penalty 2463.229589 = -195720.259580 nChanged 5 SP:Iteration 17Q (75.861366 sec): 3 clusters Score: Raw -198186.995090 + Penalty 2463.229589 = -195723.765500 nChanged 5 SP:Iteration 18Q (75.912259 sec): 3 clusters Score: Raw -198189.454936 + Penalty 2463.229589 = -195726.225346 nChanged 4 SP:Iteration 19Q (75.966655 sec): 3 clusters Score: Raw -198191.033950 + Penalty 2463.229589 = -195727.804361 nChanged 0 SP:Iteration 20F (76.009193 sec): 3 clusters Score: Raw -198191.033950 + Penalty 2463.229589 = -195727.804361 nChanged 0 Trying to split cluster 17 (7668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.043599 sec): 2 clusters Score: Raw -805114.122280 + Penalty 1453.531804 = -803660.590476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.097311 sec): 3 clusters Score: Raw -800886.670233 + Penalty 2907.063609 = -797979.606624 nChanged 3223 SP:Iteration 1F (76.152776 sec): 3 clusters Score: Raw -802827.264676 + Penalty 2907.063609 = -799920.201068 nChanged 615 SP:Iteration 2F (76.207896 sec): 3 clusters Score: Raw -803196.326209 + Penalty 2907.063609 = -800289.262600 nChanged 491 SP:Iteration 3F (76.254271 sec): 3 clusters Score: Raw -803486.411836 + Penalty 2907.063609 = -800579.348227 nChanged 424 SP:Iteration 4F (76.311461 sec): 3 clusters Score: Raw -803751.332559 + Penalty 2907.063609 = -800844.268950 nChanged 395 SP:Iteration 5F (76.377215 sec): 3 clusters Score: Raw -804024.847462 + Penalty 2907.063609 = -801117.783853 nChanged 403 SP:Iteration 6F (76.432203 sec): 3 clusters Score: Raw -804300.310288 + Penalty 2907.063609 = -801393.246680 nChanged 358 SP:Iteration 7Q (76.492839 sec): 3 clusters Score: Raw -804567.276555 + Penalty 2907.063609 = -801660.212946 nChanged 328 SP:Iteration 8Q (76.551937 sec): 3 clusters Score: Raw -804831.984981 + Penalty 2907.063609 = -801924.921372 nChanged 337 SP:Iteration 9Q (76.615861 sec): 3 clusters Score: Raw -805103.285607 + Penalty 2907.063609 = -802196.221998 nChanged 263 SP:Iteration 10Q (76.664255 sec): 3 clusters Score: Raw -805282.978541 + Penalty 2907.063609 = -802375.914933 nChanged 238 SP:Iteration 11Q (76.735194 sec): 3 clusters Score: Raw -805440.826429 + Penalty 2907.063609 = -802533.762821 nChanged 187 SP:Iteration 12Q (76.786642 sec): 3 clusters Score: Raw -805546.919008 + Penalty 2907.063609 = -802639.855399 nChanged 146 SP:Iteration 13Q (76.851271 sec): 3 clusters Score: Raw -805613.526740 + Penalty 2907.063609 = -802706.463131 nChanged 106 SP:Iteration 14Q (76.905214 sec): 3 clusters Score: Raw -805661.778032 + Penalty 2907.063609 = -802754.714424 nChanged 104 SP:Iteration 15Q (76.966509 sec): 3 clusters Score: Raw -805705.257368 + Penalty 2907.063609 = -802798.193760 nChanged 96 SP:Iteration 16Q (77.029607 sec): 3 clusters Score: Raw -805746.395332 + Penalty 2907.063609 = -802839.331723 nChanged 85 SP:Iteration 17Q (77.089239 sec): 3 clusters Score: Raw -805784.492746 + Penalty 2907.063609 = -802877.429138 nChanged 73 SP:Iteration 18Q (77.152140 sec): 3 clusters Score: Raw -805815.635869 + Penalty 2907.063609 = -802908.572260 nChanged 51 SP:Iteration 19Q (77.217051 sec): 3 clusters Score: Raw -805836.133146 + Penalty 2907.063609 = -802929.069538 nChanged 42 SP:Iteration 20F (77.284935 sec): 3 clusters Score: Raw -805855.926200 + Penalty 2907.063609 = -802948.862591 nChanged 49 SP:Iteration 21Q (77.337760 sec): 3 clusters Score: Raw -805874.766175 + Penalty 2907.063609 = -802967.702566 nChanged 35 SP:Iteration 22Q (77.400216 sec): 3 clusters Score: Raw -805885.444119 + Penalty 2907.063609 = -802978.380510 nChanged 28 SP:Iteration 23Q (77.461490 sec): 3 clusters Score: Raw -805893.368920 + Penalty 2907.063609 = -802986.305311 nChanged 24 SP:Iteration 24Q (77.526203 sec): 3 clusters Score: Raw -805898.381796 + Penalty 2907.063609 = -802991.318187 nChanged 18 SP:Iteration 25Q (77.577406 sec): 3 clusters Score: Raw -805902.396151 + Penalty 2907.063609 = -802995.332543 nChanged 14 SP:Iteration 26Q (77.634262 sec): 3 clusters Score: Raw -805905.630761 + Penalty 2907.063609 = -802998.567152 nChanged 10 SP:Iteration 27Q (77.697744 sec): 3 clusters Score: Raw -805907.326333 + Penalty 2907.063609 = -803000.262724 nChanged 8 SP:Iteration 28Q (77.745008 sec): 3 clusters Score: Raw -805908.980517 + Penalty 2907.063609 = -803001.916908 nChanged 9 SP:Iteration 29Q (77.805774 sec): 3 clusters Score: Raw -805910.900879 + Penalty 2907.063609 = -803003.837271 nChanged 10 SP:Iteration 30Q (77.857689 sec): 3 clusters Score: Raw -805912.988158 + Penalty 2907.063609 = -803005.924549 nChanged 8 SP:Iteration 31Q (77.915733 sec): 3 clusters Score: Raw -805914.228731 + Penalty 2907.063609 = -803007.165122 nChanged 8 SP:Iteration 32Q (77.979998 sec): 3 clusters Score: Raw -805916.369778 + Penalty 2907.063609 = -803009.306169 nChanged 7 SP:Iteration 33Q (78.048539 sec): 3 clusters Score: Raw -805918.421795 + Penalty 2907.063609 = -803011.358186 nChanged 11 SP:Iteration 34Q (78.108223 sec): 3 clusters Score: Raw -805920.902568 + Penalty 2907.063609 = -803013.838959 nChanged 7 SP:Iteration 35Q (78.168909 sec): 3 clusters Score: Raw -805922.261907 + Penalty 2907.063609 = -803015.198298 nChanged 3 SP:Iteration 36Q (78.229797 sec): 3 clusters Score: Raw -805922.703395 + Penalty 2907.063609 = -803015.639786 nChanged 4 SP:Iteration 37Q (78.289011 sec): 3 clusters Score: Raw -805923.289339 + Penalty 2907.063609 = -803016.225730 nChanged 1 SP:Iteration 38Q (78.335641 sec): 3 clusters Score: Raw -805923.402507 + Penalty 2907.063609 = -803016.338898 nChanged 0 SP:Iteration 39F (78.393218 sec): 3 clusters Score: Raw -805923.402507 + Penalty 2907.063609 = -803016.338898 nChanged 0 Trying to split cluster 18 (4166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.430904 sec): 2 clusters Score: Raw -416039.800172 + Penalty 1354.390639 = -414685.409534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.489972 sec): 3 clusters Score: Raw -413936.843781 + Penalty 2708.781277 = -411228.062504 nChanged 1581 SP:Iteration 1F (78.545604 sec): 3 clusters Score: Raw -414919.860308 + Penalty 2708.781277 = -412211.079031 nChanged 338 SP:Iteration 2F (78.597868 sec): 3 clusters Score: Raw -415201.146067 + Penalty 2708.781277 = -412492.364789 nChanged 304 SP:Iteration 3F (78.641989 sec): 3 clusters Score: Raw -415471.663953 + Penalty 2708.781277 = -412762.882676 nChanged 280 SP:Iteration 4F (78.696304 sec): 3 clusters Score: Raw -415714.121157 + Penalty 2708.781277 = -413005.339879 nChanged 261 SP:Iteration 5F (78.751702 sec): 3 clusters Score: Raw -415940.122267 + Penalty 2708.781277 = -413231.340990 nChanged 227 SP:Iteration 6F (78.816177 sec): 3 clusters Score: Raw -416136.478441 + Penalty 2708.781277 = -413427.697164 nChanged 182 SP:Iteration 7Q (78.860061 sec): 3 clusters Score: Raw -416263.337523 + Penalty 2708.781277 = -413554.556246 nChanged 131 SP:Iteration 8Q (78.919289 sec): 3 clusters Score: Raw -416346.623137 + Penalty 2708.781277 = -413637.841860 nChanged 102 SP:Iteration 9Q (78.962483 sec): 3 clusters Score: Raw -416395.468738 + Penalty 2708.781277 = -413686.687461 nChanged 73 SP:Iteration 10Q (79.025120 sec): 3 clusters Score: Raw -416427.631516 + Penalty 2708.781277 = -413718.850239 nChanged 49 SP:Iteration 11Q (79.077522 sec): 3 clusters Score: Raw -416449.947183 + Penalty 2708.781277 = -413741.165906 nChanged 44 SP:Iteration 12Q (79.116829 sec): 3 clusters Score: Raw -416468.293589 + Penalty 2708.781277 = -413759.512312 nChanged 33 SP:Iteration 13Q (79.176931 sec): 3 clusters Score: Raw -416480.663337 + Penalty 2708.781277 = -413771.882060 nChanged 25 SP:Iteration 14Q (79.220451 sec): 3 clusters Score: Raw -416488.818269 + Penalty 2708.781277 = -413780.036992 nChanged 18 SP:Iteration 15Q (79.282547 sec): 3 clusters Score: Raw -416493.343512 + Penalty 2708.781277 = -413784.562234 nChanged 13 SP:Iteration 16Q (79.331296 sec): 3 clusters Score: Raw -416497.462077 + Penalty 2708.781277 = -413788.680800 nChanged 11 SP:Iteration 17Q (79.383286 sec): 3 clusters Score: Raw -416500.528743 + Penalty 2708.781277 = -413791.747466 nChanged 10 SP:Iteration 18Q (79.438177 sec): 3 clusters Score: Raw -416502.710501 + Penalty 2708.781277 = -413793.929224 nChanged 8 SP:Iteration 19Q (79.494832 sec): 3 clusters Score: Raw -416505.053002 + Penalty 2708.781277 = -413796.271725 nChanged 8 SP:Iteration 20F (79.548406 sec): 3 clusters Score: Raw -416506.665660 + Penalty 2708.781277 = -413797.884383 nChanged 4 SP:Iteration 21Q (79.602478 sec): 3 clusters Score: Raw -416507.463318 + Penalty 2708.781277 = -413798.682041 nChanged 3 SP:Iteration 22Q (79.656386 sec): 3 clusters Score: Raw -416508.270018 + Penalty 2708.781277 = -413799.488741 nChanged 3 SP:Iteration 23Q (79.709310 sec): 3 clusters Score: Raw -416508.806167 + Penalty 2708.781277 = -413800.024890 nChanged 0 SP:Iteration 24F (79.773163 sec): 3 clusters Score: Raw -416508.806167 + Penalty 2708.781277 = -413800.024890 nChanged 0 Trying to split cluster 19 (6569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.808520 sec): 2 clusters Score: Raw -690871.412307 + Penalty 1428.393995 = -689443.018312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.858847 sec): 3 clusters Score: Raw -687293.846339 + Penalty 2856.787990 = -684437.058349 nChanged 2806 SP:Iteration 1F (79.927452 sec): 3 clusters Score: Raw -689587.292992 + Penalty 2856.787990 = -686730.505002 nChanged 844 SP:Iteration 2F (79.986757 sec): 3 clusters Score: Raw -693104.171870 + Penalty 2856.787990 = -690247.383879 nChanged 1053 SP:Iteration 3F (80.050602 sec): 3 clusters Score: Raw -694946.819586 + Penalty 2856.787990 = -692090.031595 nChanged 594 SP:Iteration 4F (80.113941 sec): 3 clusters Score: Raw -695608.671123 + Penalty 2856.787990 = -692751.883133 nChanged 266 SP:Iteration 5Q (80.164119 sec): 3 clusters Score: Raw -695845.726759 + Penalty 2856.787990 = -692988.938768 nChanged 146 SP:Iteration 6Q (80.214839 sec): 3 clusters Score: Raw -695965.120289 + Penalty 2856.787990 = -693108.332299 nChanged 103 SP:Iteration 7Q (80.277412 sec): 3 clusters Score: Raw -696056.054517 + Penalty 2856.787990 = -693199.266526 nChanged 77 SP:Iteration 8Q (80.338849 sec): 3 clusters Score: Raw -696117.863328 + Penalty 2856.787990 = -693261.075337 nChanged 45 SP:Iteration 9Q (80.400442 sec): 3 clusters Score: Raw -696149.155299 + Penalty 2856.787990 = -693292.367309 nChanged 31 SP:Iteration 10Q (80.447171 sec): 3 clusters Score: Raw -696171.402692 + Penalty 2856.787990 = -693314.614702 nChanged 19 SP:Iteration 11Q (80.508937 sec): 3 clusters Score: Raw -696182.970484 + Penalty 2856.787990 = -693326.182494 nChanged 6 SP:Iteration 12Q (80.565399 sec): 3 clusters Score: Raw -696186.558689 + Penalty 2856.787990 = -693329.770699 nChanged 6 SP:Iteration 13Q (80.613189 sec): 3 clusters Score: Raw -696193.092228 + Penalty 2856.787990 = -693336.304238 nChanged 7 SP:Iteration 14Q (80.669423 sec): 3 clusters Score: Raw -696197.604928 + Penalty 2856.787990 = -693340.816938 nChanged 4 SP:Iteration 15Q (80.728438 sec): 3 clusters Score: Raw -696201.298348 + Penalty 2856.787990 = -693344.510358 nChanged 3 SP:Iteration 16Q (80.785374 sec): 3 clusters Score: Raw -696202.095906 + Penalty 2856.787990 = -693345.307916 nChanged 2 SP:Iteration 17Q (80.849932 sec): 3 clusters Score: Raw -696203.322177 + Penalty 2856.787990 = -693346.534187 nChanged 2 SP:Iteration 18Q (80.902426 sec): 3 clusters Score: Raw -696204.903471 + Penalty 2856.787990 = -693348.115481 nChanged 2 SP:Iteration 19Q (80.961150 sec): 3 clusters Score: Raw -696205.542754 + Penalty 2856.787990 = -693348.754764 nChanged 2 SP:Iteration 20F (81.015050 sec): 3 clusters Score: Raw -696206.740049 + Penalty 2856.787990 = -693349.952059 nChanged 3 SP:Iteration 21Q (81.072684 sec): 3 clusters Score: Raw -696207.616313 + Penalty 2856.787990 = -693350.828323 nChanged 2 SP:Iteration 22Q (81.126298 sec): 3 clusters Score: Raw -696208.359428 + Penalty 2856.787990 = -693351.571438 nChanged 1 SP:Iteration 23Q (81.174277 sec): 3 clusters Score: Raw -696208.508217 + Penalty 2856.787990 = -693351.720227 nChanged 0 SP:Iteration 24F (81.246314 sec): 3 clusters Score: Raw -696208.508217 + Penalty 2856.787990 = -693351.720227 nChanged 0 Score: Raw -23968844.190948 + Penalty 36155.178008 = -23932689.012940 Splitting cluster 19 changes total score from -23917797.181698 to -23932689.012940 So it's getting split into cluster 10. Iteration 20F (87.062052 sec): 19 clusters Score: Raw -23973375.139671 + Penalty 36155.178008 = -23937219.961664 nChanged 7070 Iteration 21Q (88.492678 sec): 19 clusters Score: Raw -23976978.501202 + Penalty 36155.178008 = -23940823.323194 nChanged 4620 Iteration 22Q (89.919203 sec): 19 clusters Score: Raw -23979056.165026 + Penalty 36155.178008 = -23942900.987018 nChanged 3934 Iteration 23Q (91.368777 sec): 19 clusters Score: Raw -23980660.305283 + Penalty 36155.178008 = -23944505.127276 nChanged 3503 Iteration 24Q (92.767932 sec): 19 clusters Score: Raw -23981955.548613 + Penalty 36155.178008 = -23945800.370605 nChanged 3363 Iteration 25Q (94.285602 sec): 19 clusters Score: Raw -23983152.841333 + Penalty 36155.178008 = -23946997.663325 nChanged 3301 Iteration 26Q (95.642238 sec): 19 clusters Score: Raw -23984305.542648 + Penalty 36155.178008 = -23948150.364640 nChanged 3218 Iteration 27Q (97.095571 sec): 19 clusters Score: Raw -23985378.073635 + Penalty 36155.178008 = -23949222.895627 nChanged 3185 Iteration 28Q (98.611120 sec): 19 clusters Score: Raw -23986458.341526 + Penalty 36155.178008 = -23950303.163518 nChanged 3235 Iteration 29Q (100.017739 sec): 19 clusters Score: Raw -23987487.336965 + Penalty 36155.178008 = -23951332.158957 nChanged 3241 Iteration 30Q (101.426845 sec): 19 clusters Score: Raw -23988438.888150 + Penalty 36155.178008 = -23952283.710143 nChanged 3313 Iteration 31Q (102.817891 sec): 19 clusters Score: Raw -23989362.062001 + Penalty 36155.178008 = -23953206.883993 nChanged 3153 Iteration 32Q (104.287450 sec): 19 clusters Score: Raw -23990245.844157 + Penalty 36155.178008 = -23954090.666149 nChanged 3151 Iteration 33Q (105.724233 sec): 19 clusters Score: Raw -23991037.795130 + Penalty 36155.178008 = -23954882.617122 nChanged 3064 Iteration 34Q (107.168179 sec): 19 clusters Score: Raw -23991808.685956 + Penalty 36155.178008 = -23955653.507948 nChanged 3083 Iteration 35Q (108.586165 sec): 19 clusters Score: Raw -23992560.246961 + Penalty 36155.178008 = -23956405.068953 nChanged 3112 Iteration 36Q (109.995939 sec): 19 clusters Score: Raw -23993309.358064 + Penalty 36155.178008 = -23957154.180056 nChanged 3058 Iteration 37Q (111.285433 sec): 19 clusters Score: Raw -23994030.049513 + Penalty 36155.178008 = -23957874.871505 nChanged 2966 Iteration 38Q (112.643154 sec): 19 clusters Score: Raw -23994699.258360 + Penalty 36155.178008 = -23958544.080353 nChanged 2842 Iteration 39Q (113.975702 sec): 19 clusters Score: Raw -23995332.111734 + Penalty 36155.178008 = -23959176.933726 nChanged 2669 Iteration 40F (116.958266 sec): 19 clusters Score: Raw -23998152.364192 + Penalty 36155.178008 = -23961997.186184 nChanged 5863 Iteration 41Q (118.421392 sec): 19 clusters Score: Raw -24001698.351443 + Penalty 36155.178008 = -23965543.173435 nChanged 6419 Iteration 42Q (119.826856 sec): 19 clusters Score: Raw -24005092.378532 + Penalty 36155.178008 = -23968937.200524 nChanged 6918 Iteration 43Q (121.302604 sec): 19 clusters Score: Raw -24008627.850994 + Penalty 36155.178008 = -23972472.672986 nChanged 7260 Iteration 44Q (122.722182 sec): 19 clusters Score: Raw -24012329.544578 + Penalty 36155.178008 = -23976174.366570 nChanged 7115 Iteration 45Q (124.168011 sec): 19 clusters Score: Raw -24015830.145686 + Penalty 36155.178008 = -23979674.967678 nChanged 6966 Iteration 46Q (125.598745 sec): 19 clusters Score: Raw -24019183.789409 + Penalty 36155.178008 = -23983028.611401 nChanged 6537 Iteration 47Q (127.088774 sec): 19 clusters Score: Raw -24022236.946147 + Penalty 36155.178008 = -23986081.768139 nChanged 6112 Iteration 48Q (128.475650 sec): 19 clusters Score: Raw -24024854.707573 + Penalty 36155.178008 = -23988699.529565 nChanged 5450 Iteration 49Q (129.967736 sec): 19 clusters Score: Raw -24027077.531914 + Penalty 36155.178008 = -23990922.353906 nChanged 4893 Iteration 50Q (131.373094 sec): 19 clusters Score: Raw -24028963.544302 + Penalty 36155.178008 = -23992808.366294 nChanged 4414 Iteration 51Q (132.796180 sec): 19 clusters Score: Raw -24030625.610280 + Penalty 36155.178008 = -23994470.432272 nChanged 4214 Iteration 52Q (134.187192 sec): 19 clusters Score: Raw -24032239.686044 + Penalty 36155.178008 = -23996084.508036 nChanged 3976 Iteration 53Q (135.541193 sec): 19 clusters Score: Raw -24033795.750446 + Penalty 36155.178008 = -23997640.572439 nChanged 3921 Iteration 54Q (137.025309 sec): 19 clusters Score: Raw -24035273.719257 + Penalty 36155.178008 = -23999118.541250 nChanged 3817 Iteration 55Q (138.551809 sec): 19 clusters Score: Raw -24036742.187087 + Penalty 36155.178008 = -24000587.009080 nChanged 3572 Iteration 56Q (140.030962 sec): 19 clusters Score: Raw -24038087.848979 + Penalty 36155.178008 = -24001932.670971 nChanged 3323 Iteration 57Q (141.364903 sec): 19 clusters Score: Raw -24039402.613809 + Penalty 36155.178008 = -24003247.435802 nChanged 3050 Iteration 58Q (142.728913 sec): 19 clusters Score: Raw -24040667.712830 + Penalty 36155.178008 = -24004512.534822 nChanged 2738 Writing temp clu file Because OldScore, -24003247.435802, is greater than current (better) Score,-24004512.534822 Compute initial score before splitting: Score: Raw -24040667.712830 + Penalty 36155.178008 = -24004512.534822 Trying to split cluster 1 (5885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.836249 sec): 2 clusters Score: Raw -565428.429907 + Penalty 1410.526328 = -564017.903579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.890596 sec): 3 clusters Score: Raw -562370.838713 + Penalty 2821.052656 = -559549.786056 nChanged 2402 SP:Iteration 1F (142.945234 sec): 3 clusters Score: Raw -563780.817854 + Penalty 2821.052656 = -560959.765198 nChanged 517 SP:Iteration 2F (142.997207 sec): 3 clusters Score: Raw -564284.903948 + Penalty 2821.052656 = -561463.851291 nChanged 575 SP:Iteration 3F (143.055451 sec): 3 clusters Score: Raw -564961.230323 + Penalty 2821.052656 = -562140.177666 nChanged 554 SP:Iteration 4F (143.106209 sec): 3 clusters Score: Raw -565532.362194 + Penalty 2821.052656 = -562711.309538 nChanged 455 SP:Iteration 5F (143.155646 sec): 3 clusters Score: Raw -565941.303717 + Penalty 2821.052656 = -563120.251060 nChanged 292 SP:Iteration 6Q (143.217610 sec): 3 clusters Score: Raw -566135.067791 + Penalty 2821.052656 = -563314.015135 nChanged 173 SP:Iteration 7Q (143.273702 sec): 3 clusters Score: Raw -566225.341635 + Penalty 2821.052656 = -563404.288979 nChanged 107 SP:Iteration 8Q (143.315776 sec): 3 clusters Score: Raw -566272.156961 + Penalty 2821.052656 = -563451.104305 nChanged 72 SP:Iteration 9Q (143.368764 sec): 3 clusters Score: Raw -566303.468786 + Penalty 2821.052656 = -563482.416130 nChanged 49 SP:Iteration 10Q (143.438103 sec): 3 clusters Score: Raw -566320.600075 + Penalty 2821.052656 = -563499.547419 nChanged 47 SP:Iteration 11Q (143.487629 sec): 3 clusters Score: Raw -566336.877702 + Penalty 2821.052656 = -563515.825045 nChanged 41 SP:Iteration 12Q (143.549465 sec): 3 clusters Score: Raw -566349.897784 + Penalty 2821.052656 = -563528.845127 nChanged 24 SP:Iteration 13Q (143.597566 sec): 3 clusters Score: Raw -566357.503166 + Penalty 2821.052656 = -563536.450509 nChanged 28 SP:Iteration 14Q (143.657122 sec): 3 clusters Score: Raw -566364.712630 + Penalty 2821.052656 = -563543.659973 nChanged 23 SP:Iteration 15Q (143.727170 sec): 3 clusters Score: Raw -566371.553636 + Penalty 2821.052656 = -563550.500979 nChanged 18 SP:Iteration 16Q (143.772322 sec): 3 clusters Score: Raw -566376.881361 + Penalty 2821.052656 = -563555.828705 nChanged 22 SP:Iteration 17Q (143.835454 sec): 3 clusters Score: Raw -566384.177545 + Penalty 2821.052656 = -563563.124888 nChanged 25 SP:Iteration 18Q (143.900837 sec): 3 clusters Score: Raw -566392.633720 + Penalty 2821.052656 = -563571.581063 nChanged 25 SP:Iteration 19Q (143.957549 sec): 3 clusters Score: Raw -566399.245698 + Penalty 2821.052656 = -563578.193042 nChanged 13 SP:Iteration 20F (144.021908 sec): 3 clusters Score: Raw -566402.459194 + Penalty 2821.052656 = -563581.406538 nChanged 13 SP:Iteration 21Q (144.080550 sec): 3 clusters Score: Raw -566405.354176 + Penalty 2821.052656 = -563584.301519 nChanged 8 SP:Iteration 22Q (144.128155 sec): 3 clusters Score: Raw -566407.984789 + Penalty 2821.052656 = -563586.932132 nChanged 12 SP:Iteration 23Q (144.186572 sec): 3 clusters Score: Raw -566410.462740 + Penalty 2821.052656 = -563589.410084 nChanged 5 SP:Iteration 24Q (144.255432 sec): 3 clusters Score: Raw -566411.385130 + Penalty 2821.052656 = -563590.332473 nChanged 6 SP:Iteration 25Q (144.303702 sec): 3 clusters Score: Raw -566413.164965 + Penalty 2821.052656 = -563592.112308 nChanged 6 SP:Iteration 26Q (144.360250 sec): 3 clusters Score: Raw -566414.614298 + Penalty 2821.052656 = -563593.561642 nChanged 7 SP:Iteration 27Q (144.423829 sec): 3 clusters Score: Raw -566416.496523 + Penalty 2821.052656 = -563595.443867 nChanged 7 SP:Iteration 28Q (144.486664 sec): 3 clusters Score: Raw -566417.819772 + Penalty 2821.052656 = -563596.767116 nChanged 5 SP:Iteration 29Q (144.533533 sec): 3 clusters Score: Raw -566419.767273 + Penalty 2821.052656 = -563598.714617 nChanged 7 SP:Iteration 30Q (144.586303 sec): 3 clusters Score: Raw -566422.300530 + Penalty 2821.052656 = -563601.247874 nChanged 6 SP:Iteration 31Q (144.655795 sec): 3 clusters Score: Raw -566423.656581 + Penalty 2821.052656 = -563602.603924 nChanged 6 SP:Iteration 32Q (144.711301 sec): 3 clusters Score: Raw -566425.598572 + Penalty 2821.052656 = -563604.545915 nChanged 7 SP:Iteration 33Q (144.755227 sec): 3 clusters Score: Raw -566426.921856 + Penalty 2821.052656 = -563605.869200 nChanged 6 SP:Iteration 34Q (144.815246 sec): 3 clusters Score: Raw -566428.704440 + Penalty 2821.052656 = -563607.651783 nChanged 6 SP:Iteration 35Q (144.863021 sec): 3 clusters Score: Raw -566430.195151 + Penalty 2821.052656 = -563609.142494 nChanged 6 SP:Iteration 36Q (144.916364 sec): 3 clusters Score: Raw -566431.699288 + Penalty 2821.052656 = -563610.646632 nChanged 5 SP:Iteration 37Q (144.980706 sec): 3 clusters Score: Raw -566432.344769 + Penalty 2821.052656 = -563611.292113 nChanged 4 SP:Iteration 38Q (145.030354 sec): 3 clusters Score: Raw -566432.737226 + Penalty 2821.052656 = -563611.684570 nChanged 3 SP:Iteration 39Q (145.082719 sec): 3 clusters Score: Raw -566433.093452 + Penalty 2821.052656 = -563612.040796 nChanged 3 SP:Iteration 40F (145.139258 sec): 3 clusters Score: Raw -566433.562317 + Penalty 2821.052656 = -563612.509661 nChanged 1 SP:Iteration 41Q (145.199005 sec): 3 clusters Score: Raw -566433.675393 + Penalty 2821.052656 = -563612.622736 nChanged 0 SP:Iteration 42F (145.255993 sec): 3 clusters Score: Raw -566433.675393 + Penalty 2821.052656 = -563612.622736 nChanged 0 Trying to split cluster 2 (4139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.275588 sec): 2 clusters Score: Raw -424829.464271 + Penalty 1353.334042 = -423476.130229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.330321 sec): 3 clusters Score: Raw -422748.627061 + Penalty 2706.668085 = -420041.958976 nChanged 1618 SP:Iteration 1F (145.390764 sec): 3 clusters Score: Raw -423762.565425 + Penalty 2706.668085 = -421055.897341 nChanged 355 SP:Iteration 2F (145.452736 sec): 3 clusters Score: Raw -424091.916700 + Penalty 2706.668085 = -421385.248615 nChanged 358 SP:Iteration 3F (145.497095 sec): 3 clusters Score: Raw -424627.604482 + Penalty 2706.668085 = -421920.936397 nChanged 395 SP:Iteration 4F (145.559467 sec): 3 clusters Score: Raw -425179.844275 + Penalty 2706.668085 = -422473.176191 nChanged 322 SP:Iteration 5F (145.616205 sec): 3 clusters Score: Raw -425497.390181 + Penalty 2706.668085 = -422790.722096 nChanged 220 SP:Iteration 6F (145.663424 sec): 3 clusters Score: Raw -425681.280392 + Penalty 2706.668085 = -422974.612307 nChanged 131 SP:Iteration 7Q (145.719945 sec): 3 clusters Score: Raw -425762.848084 + Penalty 2706.668085 = -423056.179999 nChanged 83 SP:Iteration 8Q (145.775996 sec): 3 clusters Score: Raw -425816.250299 + Penalty 2706.668085 = -423109.582214 nChanged 60 SP:Iteration 9Q (145.830994 sec): 3 clusters Score: Raw -425845.535887 + Penalty 2706.668085 = -423138.867802 nChanged 35 SP:Iteration 10Q (145.890925 sec): 3 clusters Score: Raw -425856.584118 + Penalty 2706.668085 = -423149.916033 nChanged 22 SP:Iteration 11Q (145.941040 sec): 3 clusters Score: Raw -425863.824317 + Penalty 2706.668085 = -423157.156232 nChanged 16 SP:Iteration 12Q (146.006052 sec): 3 clusters Score: Raw -425868.654464 + Penalty 2706.668085 = -423161.986379 nChanged 16 SP:Iteration 13Q (146.060604 sec): 3 clusters Score: Raw -425873.948581 + Penalty 2706.668085 = -423167.280497 nChanged 18 SP:Iteration 14Q (146.102835 sec): 3 clusters Score: Raw -425879.495260 + Penalty 2706.668085 = -423172.827176 nChanged 18 SP:Iteration 15Q (146.160079 sec): 3 clusters Score: Raw -425886.336172 + Penalty 2706.668085 = -423179.668088 nChanged 19 SP:Iteration 16Q (146.223859 sec): 3 clusters Score: Raw -425892.041940 + Penalty 2706.668085 = -423185.373856 nChanged 16 SP:Iteration 17Q (146.279399 sec): 3 clusters Score: Raw -425897.903012 + Penalty 2706.668085 = -423191.234928 nChanged 13 SP:Iteration 18Q (146.322282 sec): 3 clusters Score: Raw -425901.465525 + Penalty 2706.668085 = -423194.797440 nChanged 8 SP:Iteration 19Q (146.376566 sec): 3 clusters Score: Raw -425903.777975 + Penalty 2706.668085 = -423197.109890 nChanged 13 SP:Iteration 20F (146.432535 sec): 3 clusters Score: Raw -425907.433950 + Penalty 2706.668085 = -423200.765865 nChanged 8 SP:Iteration 21Q (146.488678 sec): 3 clusters Score: Raw -425909.583954 + Penalty 2706.668085 = -423202.915870 nChanged 9 SP:Iteration 22Q (146.539489 sec): 3 clusters Score: Raw -425911.660115 + Penalty 2706.668085 = -423204.992030 nChanged 8 SP:Iteration 23Q (146.591010 sec): 3 clusters Score: Raw -425913.900102 + Penalty 2706.668085 = -423207.232017 nChanged 7 SP:Iteration 24Q (146.655852 sec): 3 clusters Score: Raw -425915.998390 + Penalty 2706.668085 = -423209.330305 nChanged 9 SP:Iteration 25Q (146.707902 sec): 3 clusters Score: Raw -425919.155003 + Penalty 2706.668085 = -423212.486919 nChanged 14 SP:Iteration 26Q (146.755379 sec): 3 clusters Score: Raw -425922.906623 + Penalty 2706.668085 = -423216.238538 nChanged 11 SP:Iteration 27Q (146.814472 sec): 3 clusters Score: Raw -425925.933362 + Penalty 2706.668085 = -423219.265277 nChanged 10 SP:Iteration 28Q (146.873882 sec): 3 clusters Score: Raw -425929.018069 + Penalty 2706.668085 = -423222.349984 nChanged 17 SP:Iteration 29Q (146.934256 sec): 3 clusters Score: Raw -425933.927422 + Penalty 2706.668085 = -423227.259337 nChanged 17 SP:Iteration 30Q (146.993331 sec): 3 clusters Score: Raw -425939.532708 + Penalty 2706.668085 = -423232.864623 nChanged 14 SP:Iteration 31Q (147.042444 sec): 3 clusters Score: Raw -425942.771652 + Penalty 2706.668085 = -423236.103568 nChanged 9 SP:Iteration 32Q (147.104745 sec): 3 clusters Score: Raw -425945.868141 + Penalty 2706.668085 = -423239.200057 nChanged 16 SP:Iteration 33Q (147.160733 sec): 3 clusters Score: Raw -425950.852977 + Penalty 2706.668085 = -423244.184892 nChanged 18 SP:Iteration 34Q (147.205353 sec): 3 clusters Score: Raw -425955.705650 + Penalty 2706.668085 = -423249.037566 nChanged 16 SP:Iteration 35Q (147.265290 sec): 3 clusters Score: Raw -425961.856524 + Penalty 2706.668085 = -423255.188439 nChanged 26 SP:Iteration 36Q (147.313097 sec): 3 clusters Score: Raw -425971.099362 + Penalty 2706.668085 = -423264.431278 nChanged 28 SP:Iteration 37Q (147.352925 sec): 3 clusters Score: Raw -425979.645448 + Penalty 2706.668085 = -423272.977364 nChanged 20 SP:Iteration 38Q (147.407922 sec): 3 clusters Score: Raw -425985.965203 + Penalty 2706.668085 = -423279.297118 nChanged 19 SP:Iteration 39Q (147.458013 sec): 3 clusters Score: Raw -425991.327238 + Penalty 2706.668085 = -423284.659154 nChanged 24 SP:Iteration 40F (147.516266 sec): 3 clusters Score: Raw -425999.751882 + Penalty 2706.668085 = -423293.083797 nChanged 34 SP:Iteration 41Q (147.557257 sec): 3 clusters Score: Raw -426011.890738 + Penalty 2706.668085 = -423305.222653 nChanged 32 SP:Iteration 42Q (147.618029 sec): 3 clusters Score: Raw -426023.413981 + Penalty 2706.668085 = -423316.745896 nChanged 22 SP:Iteration 43Q (147.665086 sec): 3 clusters Score: Raw -426030.325697 + Penalty 2706.668085 = -423323.657613 nChanged 24 SP:Iteration 44Q (147.714384 sec): 3 clusters Score: Raw -426038.737462 + Penalty 2706.668085 = -423332.069377 nChanged 25 SP:Iteration 45Q (147.773851 sec): 3 clusters Score: Raw -426048.745622 + Penalty 2706.668085 = -423342.077537 nChanged 24 SP:Iteration 46Q (147.824355 sec): 3 clusters Score: Raw -426056.899830 + Penalty 2706.668085 = -423350.231745 nChanged 28 SP:Iteration 47Q (147.881544 sec): 3 clusters Score: Raw -426065.950138 + Penalty 2706.668085 = -423359.282053 nChanged 19 SP:Iteration 48Q (147.928031 sec): 3 clusters Score: Raw -426071.395445 + Penalty 2706.668085 = -423364.727360 nChanged 16 SP:Iteration 49Q (147.977957 sec): 3 clusters Score: Raw -426075.037231 + Penalty 2706.668085 = -423368.369146 nChanged 15 SP:Iteration 50Q (148.031171 sec): 3 clusters Score: Raw -426079.240234 + Penalty 2706.668085 = -423372.572149 nChanged 19 SP:Iteration 51Q (148.086412 sec): 3 clusters Score: Raw -426084.880954 + Penalty 2706.668085 = -423378.212869 nChanged 18 SP:Iteration 52Q (148.146061 sec): 3 clusters Score: Raw -426089.825396 + Penalty 2706.668085 = -423383.157311 nChanged 12 SP:Iteration 53Q (148.197791 sec): 3 clusters Score: Raw -426093.273884 + Penalty 2706.668085 = -423386.605799 nChanged 19 SP:Iteration 54Q (148.253964 sec): 3 clusters Score: Raw -426099.447905 + Penalty 2706.668085 = -423392.779820 nChanged 17 SP:Iteration 55Q (148.307116 sec): 3 clusters Score: Raw -426105.440463 + Penalty 2706.668085 = -423398.772378 nChanged 22 SP:Iteration 56Q (148.352579 sec): 3 clusters Score: Raw -426114.066408 + Penalty 2706.668085 = -423407.398323 nChanged 23 SP:Iteration 57Q (148.413972 sec): 3 clusters Score: Raw -426124.232124 + Penalty 2706.668085 = -423417.564039 nChanged 25 SP:Iteration 58Q (148.457422 sec): 3 clusters Score: Raw -426134.571986 + Penalty 2706.668085 = -423427.903901 nChanged 31 SP:Iteration 59Q (148.508856 sec): 3 clusters Score: Raw -426147.848995 + Penalty 2706.668085 = -423441.180910 nChanged 37 SP:Iteration 60F (148.565168 sec): 3 clusters Score: Raw -426166.300375 + Penalty 2706.668085 = -423459.632290 nChanged 51 SP:Iteration 61Q (148.614971 sec): 3 clusters Score: Raw -426192.448156 + Penalty 2706.668085 = -423485.780071 nChanged 44 SP:Iteration 62Q (148.662210 sec): 3 clusters Score: Raw -426212.177447 + Penalty 2706.668085 = -423505.509362 nChanged 43 SP:Iteration 63Q (148.723563 sec): 3 clusters Score: Raw -426233.314530 + Penalty 2706.668085 = -423526.646445 nChanged 48 SP:Iteration 64Q (148.777804 sec): 3 clusters Score: Raw -426256.809892 + Penalty 2706.668085 = -423550.141807 nChanged 46 SP:Iteration 65Q (148.820908 sec): 3 clusters Score: Raw -426279.008212 + Penalty 2706.668085 = -423572.340127 nChanged 41 SP:Iteration 66Q (148.883951 sec): 3 clusters Score: Raw -426299.648988 + Penalty 2706.668085 = -423592.980903 nChanged 34 SP:Iteration 67Q (148.939337 sec): 3 clusters Score: Raw -426318.081012 + Penalty 2706.668085 = -423611.412927 nChanged 39 SP:Iteration 68Q (148.985816 sec): 3 clusters Score: Raw -426336.180221 + Penalty 2706.668085 = -423629.512137 nChanged 33 SP:Iteration 69Q (149.032508 sec): 3 clusters Score: Raw -426352.240179 + Penalty 2706.668085 = -423645.572095 nChanged 39 SP:Iteration 70Q (149.088888 sec): 3 clusters Score: Raw -426376.592598 + Penalty 2706.668085 = -423669.924513 nChanged 45 SP:Iteration 71Q (149.133996 sec): 3 clusters Score: Raw -426404.024514 + Penalty 2706.668085 = -423697.356429 nChanged 45 SP:Iteration 72Q (149.184302 sec): 3 clusters Score: Raw -426430.765386 + Penalty 2706.668085 = -423724.097302 nChanged 42 SP:Iteration 73Q (149.241394 sec): 3 clusters Score: Raw -426455.721670 + Penalty 2706.668085 = -423749.053585 nChanged 41 SP:Iteration 74Q (149.284081 sec): 3 clusters Score: Raw -426477.141377 + Penalty 2706.668085 = -423770.473292 nChanged 33 SP:Iteration 75Q (149.341148 sec): 3 clusters Score: Raw -426496.104454 + Penalty 2706.668085 = -423789.436369 nChanged 29 SP:Iteration 76Q (149.390895 sec): 3 clusters Score: Raw -426513.285377 + Penalty 2706.668085 = -423806.617292 nChanged 31 SP:Iteration 77Q (149.439764 sec): 3 clusters Score: Raw -426533.644208 + Penalty 2706.668085 = -423826.976124 nChanged 29 SP:Iteration 78Q (149.488013 sec): 3 clusters Score: Raw -426553.436469 + Penalty 2706.668085 = -423846.768384 nChanged 38 SP:Iteration 79Q (149.538846 sec): 3 clusters Score: Raw -426578.961031 + Penalty 2706.668085 = -423872.292946 nChanged 38 SP:Iteration 80F (149.588255 sec): 3 clusters Score: Raw -426605.723633 + Penalty 2706.668085 = -423899.055548 nChanged 30 SP:Iteration 81Q (149.635799 sec): 3 clusters Score: Raw -426627.779885 + Penalty 2706.668085 = -423921.111800 nChanged 28 SP:Iteration 82Q (149.680049 sec): 3 clusters Score: Raw -426645.001703 + Penalty 2706.668085 = -423938.333618 nChanged 28 SP:Iteration 83Q (149.735444 sec): 3 clusters Score: Raw -426660.732864 + Penalty 2706.668085 = -423954.064779 nChanged 20 SP:Iteration 84Q (149.788671 sec): 3 clusters Score: Raw -426672.656010 + Penalty 2706.668085 = -423965.987925 nChanged 17 SP:Iteration 85Q (149.832856 sec): 3 clusters Score: Raw -426683.469009 + Penalty 2706.668085 = -423976.800925 nChanged 15 SP:Iteration 86Q (149.888646 sec): 3 clusters Score: Raw -426692.502173 + Penalty 2706.668085 = -423985.834088 nChanged 6 SP:Iteration 87Q (149.945873 sec): 3 clusters Score: Raw -426696.344184 + Penalty 2706.668085 = -423989.676099 nChanged 10 SP:Iteration 88Q (149.998810 sec): 3 clusters Score: Raw -426702.460785 + Penalty 2706.668085 = -423995.792700 nChanged 12 SP:Iteration 89Q (150.048898 sec): 3 clusters Score: Raw -426710.357831 + Penalty 2706.668085 = -424003.689746 nChanged 7 SP:Iteration 90Q (150.104383 sec): 3 clusters Score: Raw -426715.021281 + Penalty 2706.668085 = -424008.353196 nChanged 9 SP:Iteration 91Q (150.159389 sec): 3 clusters Score: Raw -426720.639511 + Penalty 2706.668085 = -424013.971427 nChanged 5 SP:Iteration 92Q (150.200515 sec): 3 clusters Score: Raw -426723.172215 + Penalty 2706.668085 = -424016.504131 nChanged 2 SP:Iteration 93Q (150.256881 sec): 3 clusters Score: Raw -426724.017588 + Penalty 2706.668085 = -424017.349503 nChanged 1 SP:Iteration 94Q (150.307653 sec): 3 clusters Score: Raw -426724.285197 + Penalty 2706.668085 = -424017.617112 nChanged 2 SP:Iteration 95Q (150.359017 sec): 3 clusters Score: Raw -426725.176239 + Penalty 2706.668085 = -424018.508154 nChanged 0 SP:Iteration 96F (150.407856 sec): 3 clusters Score: Raw -426725.176239 + Penalty 2706.668085 = -424018.508154 nChanged 0 Score: Raw -24043072.980162 + Penalty 38163.799008 = -24004909.181154 Splitting cluster 2 changes total score from -24004512.534822 to -24004909.181154 So it's getting split into cluster 11. Trying to split cluster 3 (40287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.505852 sec): 2 clusters Score: Raw -4278709.068450 + Penalty 1723.114919 = -4276985.953531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.623530 sec): 3 clusters Score: Raw -4253529.722690 + Penalty 3446.229837 = -4250083.492853 nChanged 18753 SP:Iteration 1F (153.727735 sec): 3 clusters Score: Raw -4264383.455335 + Penalty 3446.229837 = -4260937.225498 nChanged 2162 SP:Iteration 2F (153.841065 sec): 3 clusters Score: Raw -4265432.037401 + Penalty 3446.229837 = -4261985.807563 nChanged 2522 SP:Iteration 3F (153.958694 sec): 3 clusters Score: Raw -4266923.709053 + Penalty 3446.229837 = -4263477.479215 nChanged 2754 SP:Iteration 4F (154.078499 sec): 3 clusters Score: Raw -4268808.249650 + Penalty 3446.229837 = -4265362.019812 nChanged 2878 SP:Iteration 5F (154.182149 sec): 3 clusters Score: Raw -4270879.964387 + Penalty 3446.229837 = -4267433.734549 nChanged 2677 SP:Iteration 6F (154.303225 sec): 3 clusters Score: Raw -4272951.875994 + Penalty 3446.229837 = -4269505.646157 nChanged 2362 SP:Iteration 7F (154.421439 sec): 3 clusters Score: Raw -4274695.630861 + Penalty 3446.229837 = -4271249.401024 nChanged 1735 SP:Iteration 8Q (154.540602 sec): 3 clusters Score: Raw -4275803.460886 + Penalty 3446.229837 = -4272357.231049 nChanged 1368 SP:Iteration 9Q (154.658459 sec): 3 clusters Score: Raw -4276540.146532 + Penalty 3446.229837 = -4273093.916695 nChanged 959 SP:Iteration 10Q (154.777792 sec): 3 clusters Score: Raw -4276988.396024 + Penalty 3446.229837 = -4273542.166186 nChanged 686 SP:Iteration 11Q (154.889527 sec): 3 clusters Score: Raw -4277269.706805 + Penalty 3446.229837 = -4273823.476968 nChanged 552 SP:Iteration 12Q (154.997003 sec): 3 clusters Score: Raw -4277475.150918 + Penalty 3446.229837 = -4274028.921081 nChanged 497 SP:Iteration 13Q (155.112150 sec): 3 clusters Score: Raw -4277639.274079 + Penalty 3446.229837 = -4274193.044241 nChanged 447 SP:Iteration 14Q (155.227218 sec): 3 clusters Score: Raw -4277778.482034 + Penalty 3446.229837 = -4274332.252197 nChanged 417 SP:Iteration 15Q (155.324764 sec): 3 clusters Score: Raw -4277917.166339 + Penalty 3446.229837 = -4274470.936502 nChanged 390 SP:Iteration 16Q (155.444207 sec): 3 clusters Score: Raw -4278046.002612 + Penalty 3446.229837 = -4274599.772774 nChanged 364 SP:Iteration 17Q (155.549263 sec): 3 clusters Score: Raw -4278174.779589 + Penalty 3446.229837 = -4274728.549752 nChanged 370 SP:Iteration 18Q (155.666012 sec): 3 clusters Score: Raw -4278322.393983 + Penalty 3446.229837 = -4274876.164145 nChanged 367 SP:Iteration 19Q (155.777680 sec): 3 clusters Score: Raw -4278454.678257 + Penalty 3446.229837 = -4275008.448419 nChanged 343 SP:Iteration 20F (155.883548 sec): 3 clusters Score: Raw -4278573.554850 + Penalty 3446.229837 = -4275127.325013 nChanged 313 SP:Iteration 21Q (156.003586 sec): 3 clusters Score: Raw -4278681.614292 + Penalty 3446.229837 = -4275235.384455 nChanged 274 SP:Iteration 22Q (156.114187 sec): 3 clusters Score: Raw -4278757.733918 + Penalty 3446.229837 = -4275311.504081 nChanged 246 SP:Iteration 23Q (156.222456 sec): 3 clusters Score: Raw -4278820.270734 + Penalty 3446.229837 = -4275374.040896 nChanged 216 SP:Iteration 24Q (156.328967 sec): 3 clusters Score: Raw -4278867.349989 + Penalty 3446.229837 = -4275421.120151 nChanged 205 SP:Iteration 25Q (156.441086 sec): 3 clusters Score: Raw -4278907.785486 + Penalty 3446.229837 = -4275461.555649 nChanged 152 SP:Iteration 26Q (156.550442 sec): 3 clusters Score: Raw -4278934.956986 + Penalty 3446.229837 = -4275488.727149 nChanged 144 SP:Iteration 27Q (156.652619 sec): 3 clusters Score: Raw -4278963.719808 + Penalty 3446.229837 = -4275517.489970 nChanged 139 SP:Iteration 28Q (156.757008 sec): 3 clusters Score: Raw -4278991.909622 + Penalty 3446.229837 = -4275545.679784 nChanged 134 SP:Iteration 29Q (156.863839 sec): 3 clusters Score: Raw -4279017.153307 + Penalty 3446.229837 = -4275570.923470 nChanged 124 SP:Iteration 30Q (156.958910 sec): 3 clusters Score: Raw -4279034.614536 + Penalty 3446.229837 = -4275588.384699 nChanged 98 SP:Iteration 31Q (157.075533 sec): 3 clusters Score: Raw -4279048.989103 + Penalty 3446.229837 = -4275602.759265 nChanged 94 SP:Iteration 32Q (157.182164 sec): 3 clusters Score: Raw -4279065.046291 + Penalty 3446.229837 = -4275618.816454 nChanged 93 SP:Iteration 33Q (157.278514 sec): 3 clusters Score: Raw -4279081.470645 + Penalty 3446.229837 = -4275635.240808 nChanged 107 SP:Iteration 34Q (157.385004 sec): 3 clusters Score: Raw -4279102.533924 + Penalty 3446.229837 = -4275656.304086 nChanged 104 SP:Iteration 35Q (157.496465 sec): 3 clusters Score: Raw -4279119.378739 + Penalty 3446.229837 = -4275673.148901 nChanged 93 SP:Iteration 36Q (157.593630 sec): 3 clusters Score: Raw -4279133.401271 + Penalty 3446.229837 = -4275687.171433 nChanged 94 SP:Iteration 37Q (157.701914 sec): 3 clusters Score: Raw -4279148.536802 + Penalty 3446.229837 = -4275702.306964 nChanged 86 SP:Iteration 38Q (157.804057 sec): 3 clusters Score: Raw -4279162.517303 + Penalty 3446.229837 = -4275716.287466 nChanged 76 SP:Iteration 39Q (157.907250 sec): 3 clusters Score: Raw -4279172.088719 + Penalty 3446.229837 = -4275725.858882 nChanged 60 SP:Iteration 40F (158.020831 sec): 3 clusters Score: Raw -4279177.288048 + Penalty 3446.229837 = -4275731.058210 nChanged 35 SP:Iteration 41Q (158.119819 sec): 3 clusters Score: Raw -4279181.334183 + Penalty 3446.229837 = -4275735.104345 nChanged 37 SP:Iteration 42Q (158.216937 sec): 3 clusters Score: Raw -4279184.754573 + Penalty 3446.229837 = -4275738.524736 nChanged 37 SP:Iteration 43Q (158.327752 sec): 3 clusters Score: Raw -4279188.567469 + Penalty 3446.229837 = -4275742.337632 nChanged 34 SP:Iteration 44Q (158.429629 sec): 3 clusters Score: Raw -4279192.586325 + Penalty 3446.229837 = -4275746.356487 nChanged 28 SP:Iteration 45Q (158.537695 sec): 3 clusters Score: Raw -4279196.868652 + Penalty 3446.229837 = -4275750.638815 nChanged 35 SP:Iteration 46Q (158.644815 sec): 3 clusters Score: Raw -4279200.738560 + Penalty 3446.229837 = -4275754.508722 nChanged 31 SP:Iteration 47Q (158.749686 sec): 3 clusters Score: Raw -4279204.181849 + Penalty 3446.229837 = -4275757.952011 nChanged 31 SP:Iteration 48Q (158.853528 sec): 3 clusters Score: Raw -4279206.688724 + Penalty 3446.229837 = -4275760.458886 nChanged 18 SP:Iteration 49Q (158.949329 sec): 3 clusters Score: Raw -4279208.065244 + Penalty 3446.229837 = -4275761.835407 nChanged 19 SP:Iteration 50Q (159.054721 sec): 3 clusters Score: Raw -4279209.697477 + Penalty 3446.229837 = -4275763.467639 nChanged 21 SP:Iteration 51Q (159.168251 sec): 3 clusters Score: Raw -4279211.668510 + Penalty 3446.229837 = -4275765.438672 nChanged 21 SP:Iteration 52Q (159.277648 sec): 3 clusters Score: Raw -4279213.964374 + Penalty 3446.229837 = -4275767.734536 nChanged 22 SP:Iteration 53Q (159.386324 sec): 3 clusters Score: Raw -4279216.266730 + Penalty 3446.229837 = -4275770.036893 nChanged 14 SP:Iteration 54Q (159.498621 sec): 3 clusters Score: Raw -4279217.617846 + Penalty 3446.229837 = -4275771.388008 nChanged 17 SP:Iteration 55Q (159.606018 sec): 3 clusters Score: Raw -4279219.425015 + Penalty 3446.229837 = -4275773.195178 nChanged 23 SP:Iteration 56Q (159.698610 sec): 3 clusters Score: Raw -4279221.891973 + Penalty 3446.229837 = -4275775.662136 nChanged 21 SP:Iteration 57Q (159.811935 sec): 3 clusters Score: Raw -4279223.568281 + Penalty 3446.229837 = -4275777.338443 nChanged 17 SP:Iteration 58Q (159.920597 sec): 3 clusters Score: Raw -4279225.284018 + Penalty 3446.229837 = -4275779.054181 nChanged 26 SP:Iteration 59Q (160.018264 sec): 3 clusters Score: Raw -4279227.375444 + Penalty 3446.229837 = -4275781.145607 nChanged 26 SP:Iteration 60F (160.138670 sec): 3 clusters Score: Raw -4279229.972885 + Penalty 3446.229837 = -4275783.743048 nChanged 25 SP:Iteration 61Q (160.245724 sec): 3 clusters Score: Raw -4279232.707518 + Penalty 3446.229837 = -4275786.477681 nChanged 22 SP:Iteration 62Q (160.347364 sec): 3 clusters Score: Raw -4279235.723366 + Penalty 3446.229837 = -4275789.493529 nChanged 20 SP:Iteration 63Q (160.453390 sec): 3 clusters Score: Raw -4279237.620001 + Penalty 3446.229837 = -4275791.390164 nChanged 25 SP:Iteration 64Q (160.554935 sec): 3 clusters Score: Raw -4279240.345872 + Penalty 3446.229837 = -4275794.116034 nChanged 18 SP:Iteration 65Q (160.659785 sec): 3 clusters Score: Raw -4279242.071504 + Penalty 3446.229837 = -4275795.841666 nChanged 22 SP:Iteration 66Q (160.770190 sec): 3 clusters Score: Raw -4279243.991072 + Penalty 3446.229837 = -4275797.761235 nChanged 17 SP:Iteration 67Q (160.876031 sec): 3 clusters Score: Raw -4279245.033922 + Penalty 3446.229837 = -4275798.804084 nChanged 8 SP:Iteration 68Q (160.975352 sec): 3 clusters Score: Raw -4279245.557609 + Penalty 3446.229837 = -4275799.327772 nChanged 8 SP:Iteration 69Q (161.095517 sec): 3 clusters Score: Raw -4279246.085920 + Penalty 3446.229837 = -4275799.856082 nChanged 6 SP:Iteration 70Q (161.206125 sec): 3 clusters Score: Raw -4279246.323533 + Penalty 3446.229837 = -4275800.093695 nChanged 4 SP:Iteration 71Q (161.303695 sec): 3 clusters Score: Raw -4279246.689132 + Penalty 3446.229837 = -4275800.459294 nChanged 4 SP:Iteration 72Q (161.405142 sec): 3 clusters Score: Raw -4279247.191423 + Penalty 3446.229837 = -4275800.961585 nChanged 7 SP:Iteration 73Q (161.500414 sec): 3 clusters Score: Raw -4279247.492913 + Penalty 3446.229837 = -4275801.263076 nChanged 7 SP:Iteration 74Q (161.618355 sec): 3 clusters Score: Raw -4279247.900726 + Penalty 3446.229837 = -4275801.670888 nChanged 2 SP:Iteration 75Q (161.712407 sec): 3 clusters Score: Raw -4279247.956563 + Penalty 3446.229837 = -4275801.726725 nChanged 0 SP:Iteration 76F (161.827543 sec): 3 clusters Score: Raw -4279247.956563 + Penalty 3446.229837 = -4275801.726725 nChanged 0 Trying to split cluster 4 (7589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (161.875426 sec): 2 clusters Score: Raw -788395.711167 + Penalty 1451.848955 = -786943.862211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (161.936029 sec): 3 clusters Score: Raw -784247.914905 + Penalty 2903.697911 = -781344.216994 nChanged 3159 SP:Iteration 1F (161.998074 sec): 3 clusters Score: Raw -785870.013909 + Penalty 2903.697911 = -782966.315998 nChanged 494 SP:Iteration 2F (162.053201 sec): 3 clusters Score: Raw -786091.514771 + Penalty 2903.697911 = -783187.816860 nChanged 390 SP:Iteration 3F (162.112638 sec): 3 clusters Score: Raw -786249.621337 + Penalty 2903.697911 = -783345.923426 nChanged 312 SP:Iteration 4Q (162.175227 sec): 3 clusters Score: Raw -786358.404197 + Penalty 2903.697911 = -783454.706286 nChanged 241 SP:Iteration 5Q (162.226725 sec): 3 clusters Score: Raw -786448.940071 + Penalty 2903.697911 = -783545.242160 nChanged 241 SP:Iteration 6Q (162.284115 sec): 3 clusters Score: Raw -786546.437248 + Penalty 2903.697911 = -783642.739338 nChanged 232 SP:Iteration 7Q (162.337286 sec): 3 clusters Score: Raw -786634.359917 + Penalty 2903.697911 = -783730.662006 nChanged 209 SP:Iteration 8Q (162.394869 sec): 3 clusters Score: Raw -786722.693751 + Penalty 2903.697911 = -783818.995840 nChanged 258 SP:Iteration 9Q (162.456084 sec): 3 clusters Score: Raw -786857.059840 + Penalty 2903.697911 = -783953.361929 nChanged 284 SP:Iteration 10Q (162.518108 sec): 3 clusters Score: Raw -787019.016557 + Penalty 2903.697911 = -784115.318646 nChanged 301 SP:Iteration 11Q (162.590570 sec): 3 clusters Score: Raw -787204.812515 + Penalty 2903.697911 = -784301.114604 nChanged 304 SP:Iteration 12Q (162.650020 sec): 3 clusters Score: Raw -787406.844947 + Penalty 2903.697911 = -784503.147036 nChanged 308 SP:Iteration 13Q (162.710360 sec): 3 clusters Score: Raw -787649.684476 + Penalty 2903.697911 = -784745.986565 nChanged 289 SP:Iteration 14Q (162.769722 sec): 3 clusters Score: Raw -787900.074650 + Penalty 2903.697911 = -784996.376739 nChanged 244 SP:Iteration 15Q (162.831749 sec): 3 clusters Score: Raw -788110.883238 + Penalty 2903.697911 = -785207.185327 nChanged 166 SP:Iteration 16Q (162.880470 sec): 3 clusters Score: Raw -788264.141399 + Penalty 2903.697911 = -785360.443488 nChanged 109 SP:Iteration 17Q (162.952701 sec): 3 clusters Score: Raw -788386.961450 + Penalty 2903.697911 = -785483.263539 nChanged 74 SP:Iteration 18Q (163.001262 sec): 3 clusters Score: Raw -788489.297792 + Penalty 2903.697911 = -785585.599882 nChanged 59 SP:Iteration 19Q (163.059531 sec): 3 clusters Score: Raw -788557.704781 + Penalty 2903.697911 = -785654.006871 nChanged 43 SP:Iteration 20F (163.121218 sec): 3 clusters Score: Raw -788594.913920 + Penalty 2903.697911 = -785691.216009 nChanged 40 SP:Iteration 21Q (163.184677 sec): 3 clusters Score: Raw -788640.446432 + Penalty 2903.697911 = -785736.748522 nChanged 40 SP:Iteration 22Q (163.247249 sec): 3 clusters Score: Raw -788680.332961 + Penalty 2903.697911 = -785776.635050 nChanged 41 SP:Iteration 23Q (163.311383 sec): 3 clusters Score: Raw -788717.709898 + Penalty 2903.697911 = -785814.011987 nChanged 38 SP:Iteration 24Q (163.362233 sec): 3 clusters Score: Raw -788747.140158 + Penalty 2903.697911 = -785843.442247 nChanged 34 SP:Iteration 25Q (163.414995 sec): 3 clusters Score: Raw -788771.620214 + Penalty 2903.697911 = -785867.922304 nChanged 31 SP:Iteration 26Q (163.475513 sec): 3 clusters Score: Raw -788789.530618 + Penalty 2903.697911 = -785885.832707 nChanged 29 SP:Iteration 27Q (163.535142 sec): 3 clusters Score: Raw -788811.748090 + Penalty 2903.697911 = -785908.050179 nChanged 30 SP:Iteration 28Q (163.584114 sec): 3 clusters Score: Raw -788828.026390 + Penalty 2903.697911 = -785924.328480 nChanged 21 SP:Iteration 29Q (163.649352 sec): 3 clusters Score: Raw -788838.710753 + Penalty 2903.697911 = -785935.012842 nChanged 17 SP:Iteration 30Q (163.700722 sec): 3 clusters Score: Raw -788846.929001 + Penalty 2903.697911 = -785943.231090 nChanged 17 SP:Iteration 31Q (163.763273 sec): 3 clusters Score: Raw -788855.199246 + Penalty 2903.697911 = -785951.501336 nChanged 10 SP:Iteration 32Q (163.832879 sec): 3 clusters Score: Raw -788859.432571 + Penalty 2903.697911 = -785955.734660 nChanged 6 SP:Iteration 33Q (163.890612 sec): 3 clusters Score: Raw -788862.373401 + Penalty 2903.697911 = -785958.675490 nChanged 10 SP:Iteration 34Q (163.953893 sec): 3 clusters Score: Raw -788866.158015 + Penalty 2903.697911 = -785962.460104 nChanged 5 SP:Iteration 35Q (164.015723 sec): 3 clusters Score: Raw -788870.426076 + Penalty 2903.697911 = -785966.728165 nChanged 6 SP:Iteration 36Q (164.075758 sec): 3 clusters Score: Raw -788872.954285 + Penalty 2903.697911 = -785969.256374 nChanged 5 SP:Iteration 37Q (164.130111 sec): 3 clusters Score: Raw -788876.323700 + Penalty 2903.697911 = -785972.625789 nChanged 8 SP:Iteration 38Q (164.187785 sec): 3 clusters Score: Raw -788880.988214 + Penalty 2903.697911 = -785977.290304 nChanged 13 SP:Iteration 39Q (164.243593 sec): 3 clusters Score: Raw -788887.314364 + Penalty 2903.697911 = -785983.616453 nChanged 8 SP:Iteration 40F (164.317151 sec): 3 clusters Score: Raw -788890.816285 + Penalty 2903.697911 = -785987.118375 nChanged 5 SP:Iteration 41Q (164.371243 sec): 3 clusters Score: Raw -788892.338289 + Penalty 2903.697911 = -785988.640378 nChanged 3 SP:Iteration 42Q (164.427978 sec): 3 clusters Score: Raw -788893.505978 + Penalty 2903.697911 = -785989.808068 nChanged 3 SP:Iteration 43Q (164.490508 sec): 3 clusters Score: Raw -788895.372647 + Penalty 2903.697911 = -785991.674737 nChanged 5 SP:Iteration 44Q (164.550638 sec): 3 clusters Score: Raw -788897.042313 + Penalty 2903.697911 = -785993.344402 nChanged 2 SP:Iteration 45Q (164.597716 sec): 3 clusters Score: Raw -788897.949844 + Penalty 2903.697911 = -785994.251933 nChanged 2 SP:Iteration 46Q (164.665757 sec): 3 clusters Score: Raw -788898.811968 + Penalty 2903.697911 = -785995.114057 nChanged 1 SP:Iteration 47Q (164.723154 sec): 3 clusters Score: Raw -788899.388714 + Penalty 2903.697911 = -785995.690804 nChanged 3 SP:Iteration 48Q (164.775102 sec): 3 clusters Score: Raw -788901.185890 + Penalty 2903.697911 = -785997.487979 nChanged 1 SP:Iteration 49Q (164.843570 sec): 3 clusters Score: Raw -788901.502799 + Penalty 2903.697911 = -785997.804888 nChanged 3 SP:Iteration 50Q (164.901918 sec): 3 clusters Score: Raw -788902.713939 + Penalty 2903.697911 = -785999.016028 nChanged 1 SP:Iteration 51Q (164.960387 sec): 3 clusters Score: Raw -788903.248721 + Penalty 2903.697911 = -785999.550811 nChanged 3 SP:Iteration 52Q (165.017806 sec): 3 clusters Score: Raw -788904.267372 + Penalty 2903.697911 = -786000.569461 nChanged 1 SP:Iteration 53Q (165.074837 sec): 3 clusters Score: Raw -788904.542217 + Penalty 2903.697911 = -786000.844307 nChanged 3 SP:Iteration 54Q (165.121035 sec): 3 clusters Score: Raw -788905.440284 + Penalty 2903.697911 = -786001.742373 nChanged 3 SP:Iteration 55Q (165.189525 sec): 3 clusters Score: Raw -788906.181011 + Penalty 2903.697911 = -786002.483100 nChanged 1 SP:Iteration 56Q (165.242838 sec): 3 clusters Score: Raw -788906.340357 + Penalty 2903.697911 = -786002.642446 nChanged 0 SP:Iteration 57F (165.306534 sec): 3 clusters Score: Raw -788906.340357 + Penalty 2903.697911 = -786002.642446 nChanged 0 Trying to split cluster 5 (68266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.411260 sec): 2 clusters Score: Raw -7248045.171845 + Penalty 1808.814657 = -7246236.357188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.569778 sec): 3 clusters Score: Raw -7204049.122105 + Penalty 3617.629313 = -7200431.492792 nChanged 32375 SP:Iteration 1F (165.727001 sec): 3 clusters Score: Raw -7223180.071053 + Penalty 3617.629313 = -7219562.441739 nChanged 3043 SP:Iteration 2Q (165.895675 sec): 3 clusters Score: Raw -7224910.957188 + Penalty 3617.629313 = -7221293.327875 nChanged 3642 SP:Iteration 3F (166.046789 sec): 3 clusters Score: Raw -7227436.221771 + Penalty 3617.629313 = -7223818.592457 nChanged 4473 SP:Iteration 4F (166.200841 sec): 3 clusters Score: Raw -7230339.823989 + Penalty 3617.629313 = -7226722.194675 nChanged 4918 SP:Iteration 5F (166.356759 sec): 3 clusters Score: Raw -7233501.510136 + Penalty 3617.629313 = -7229883.880823 nChanged 5027 SP:Iteration 6F (166.512396 sec): 3 clusters Score: Raw -7236881.306158 + Penalty 3617.629313 = -7233263.676845 nChanged 4799 SP:Iteration 7F (166.677547 sec): 3 clusters Score: Raw -7240382.343790 + Penalty 3617.629313 = -7236764.714477 nChanged 4239 SP:Iteration 8F (166.833993 sec): 3 clusters Score: Raw -7243682.966433 + Penalty 3617.629313 = -7240065.337120 nChanged 3456 SP:Iteration 9F (166.990660 sec): 3 clusters Score: Raw -7246263.248290 + Penalty 3617.629313 = -7242645.618977 nChanged 2630 SP:Iteration 10Q (167.154536 sec): 3 clusters Score: Raw -7247973.578005 + Penalty 3617.629313 = -7244355.948692 nChanged 2064 SP:Iteration 11Q (167.318594 sec): 3 clusters Score: Raw -7249155.194836 + Penalty 3617.629313 = -7245537.565523 nChanged 1727 SP:Iteration 12Q (167.473543 sec): 3 clusters Score: Raw -7250091.375508 + Penalty 3617.629313 = -7246473.746195 nChanged 1463 SP:Iteration 13Q (167.633406 sec): 3 clusters Score: Raw -7250801.446623 + Penalty 3617.629313 = -7247183.817310 nChanged 1221 SP:Iteration 14Q (167.793135 sec): 3 clusters Score: Raw -7251325.638578 + Penalty 3617.629313 = -7247708.009265 nChanged 1022 SP:Iteration 15Q (167.955238 sec): 3 clusters Score: Raw -7251718.842938 + Penalty 3617.629313 = -7248101.213624 nChanged 893 SP:Iteration 16Q (168.105941 sec): 3 clusters Score: Raw -7252040.758578 + Penalty 3617.629313 = -7248423.129265 nChanged 757 SP:Iteration 17Q (168.253050 sec): 3 clusters Score: Raw -7252339.060930 + Penalty 3617.629313 = -7248721.431617 nChanged 722 SP:Iteration 18Q (168.410090 sec): 3 clusters Score: Raw -7252643.535941 + Penalty 3617.629313 = -7249025.906628 nChanged 587 SP:Iteration 19Q (168.534442 sec): 3 clusters Score: Raw -7252919.556831 + Penalty 3617.629313 = -7249301.927518 nChanged 536 SP:Iteration 20F (168.700380 sec): 3 clusters Score: Raw -7253206.482121 + Penalty 3617.629313 = -7249588.852807 nChanged 459 SP:Iteration 21Q (168.837757 sec): 3 clusters Score: Raw -7253521.618766 + Penalty 3617.629313 = -7249903.989453 nChanged 426 SP:Iteration 22Q (168.981473 sec): 3 clusters Score: Raw -7253863.209889 + Penalty 3617.629313 = -7250245.580575 nChanged 392 SP:Iteration 23Q (169.133594 sec): 3 clusters Score: Raw -7254123.493264 + Penalty 3617.629313 = -7250505.863951 nChanged 319 SP:Iteration 24Q (169.276913 sec): 3 clusters Score: Raw -7254307.571485 + Penalty 3617.629313 = -7250689.942172 nChanged 256 SP:Iteration 25Q (169.413127 sec): 3 clusters Score: Raw -7254420.899520 + Penalty 3617.629313 = -7250803.270206 nChanged 174 SP:Iteration 26Q (169.560536 sec): 3 clusters Score: Raw -7254466.963120 + Penalty 3617.629313 = -7250849.333806 nChanged 127 SP:Iteration 27Q (169.702069 sec): 3 clusters Score: Raw -7254491.295800 + Penalty 3617.629313 = -7250873.666487 nChanged 74 SP:Iteration 28Q (169.842347 sec): 3 clusters Score: Raw -7254502.366578 + Penalty 3617.629313 = -7250884.737265 nChanged 51 SP:Iteration 29Q (169.966404 sec): 3 clusters Score: Raw -7254507.740188 + Penalty 3617.629313 = -7250890.110875 nChanged 38 SP:Iteration 30Q (170.109270 sec): 3 clusters Score: Raw -7254511.174874 + Penalty 3617.629313 = -7250893.545560 nChanged 31 SP:Iteration 31Q (170.253579 sec): 3 clusters Score: Raw -7254514.349579 + Penalty 3617.629313 = -7250896.720265 nChanged 28 SP:Iteration 32Q (170.387397 sec): 3 clusters Score: Raw -7254517.310375 + Penalty 3617.629313 = -7250899.681062 nChanged 28 SP:Iteration 33Q (170.519384 sec): 3 clusters Score: Raw -7254519.796274 + Penalty 3617.629313 = -7250902.166961 nChanged 19 SP:Iteration 34Q (170.652838 sec): 3 clusters Score: Raw -7254521.013742 + Penalty 3617.629313 = -7250903.384428 nChanged 13 SP:Iteration 35Q (170.786520 sec): 3 clusters Score: Raw -7254521.898457 + Penalty 3617.629313 = -7250904.269143 nChanged 11 SP:Iteration 36Q (170.914788 sec): 3 clusters Score: Raw -7254522.346120 + Penalty 3617.629313 = -7250904.716807 nChanged 4 SP:Iteration 37Q (171.038807 sec): 3 clusters Score: Raw -7254522.510226 + Penalty 3617.629313 = -7250904.880912 nChanged 6 SP:Iteration 38Q (171.183311 sec): 3 clusters Score: Raw -7254522.823420 + Penalty 3617.629313 = -7250905.194106 nChanged 3 SP:Iteration 39Q (171.321076 sec): 3 clusters Score: Raw -7254522.960770 + Penalty 3617.629313 = -7250905.331456 nChanged 5 SP:Iteration 40F (171.475078 sec): 3 clusters Score: Raw -7254523.335406 + Penalty 3617.629313 = -7250905.706093 nChanged 3 SP:Iteration 41Q (171.620994 sec): 3 clusters Score: Raw -7254523.443165 + Penalty 3617.629313 = -7250905.813852 nChanged 1 SP:Iteration 42Q (171.756702 sec): 3 clusters Score: Raw -7254523.467015 + Penalty 3617.629313 = -7250905.837701 nChanged 2 SP:Iteration 43Q (171.889544 sec): 3 clusters Score: Raw -7254523.629790 + Penalty 3617.629313 = -7250906.000477 nChanged 2 SP:Iteration 44Q (172.026513 sec): 3 clusters Score: Raw -7254523.772666 + Penalty 3617.629313 = -7250906.143353 nChanged 3 SP:Iteration 45Q (172.174113 sec): 3 clusters Score: Raw -7254523.930931 + Penalty 3617.629313 = -7250906.301617 nChanged 2 SP:Iteration 46Q (172.321311 sec): 3 clusters Score: Raw -7254523.982042 + Penalty 3617.629313 = -7250906.352729 nChanged 1 SP:Iteration 47Q (172.451984 sec): 3 clusters Score: Raw -7254524.100351 + Penalty 3617.629313 = -7250906.471037 nChanged 3 SP:Iteration 48Q (172.582051 sec): 3 clusters Score: Raw -7254524.208194 + Penalty 3617.629313 = -7250906.578881 nChanged 1 SP:Iteration 49Q (172.715499 sec): 3 clusters Score: Raw -7254524.240968 + Penalty 3617.629313 = -7250906.611655 nChanged 1 SP:Iteration 50Q (172.867428 sec): 3 clusters Score: Raw -7254524.294086 + Penalty 3617.629313 = -7250906.664772 nChanged 1 SP:Iteration 51Q (172.995018 sec): 3 clusters Score: Raw -7254524.366826 + Penalty 3617.629313 = -7250906.737512 nChanged 1 SP:Iteration 52Q (173.132427 sec): 3 clusters Score: Raw -7254524.462456 + Penalty 3617.629313 = -7250906.833142 nChanged 2 SP:Iteration 53Q (173.273365 sec): 3 clusters Score: Raw -7254524.549723 + Penalty 3617.629313 = -7250906.920409 nChanged 2 SP:Iteration 54Q (173.413451 sec): 3 clusters Score: Raw -7254524.605159 + Penalty 3617.629313 = -7250906.975846 nChanged 3 SP:Iteration 55Q (173.550024 sec): 3 clusters Score: Raw -7254524.695894 + Penalty 3617.629313 = -7250907.066581 nChanged 1 SP:Iteration 56Q (173.685171 sec): 3 clusters Score: Raw -7254524.749796 + Penalty 3617.629313 = -7250907.120482 nChanged 3 SP:Iteration 57Q (173.830897 sec): 3 clusters Score: Raw -7254524.966954 + Penalty 3617.629313 = -7250907.337641 nChanged 3 SP:Iteration 58Q (173.973677 sec): 3 clusters Score: Raw -7254525.112458 + Penalty 3617.629313 = -7250907.483144 nChanged 2 SP:Iteration 59Q (174.105681 sec): 3 clusters Score: Raw -7254525.261273 + Penalty 3617.629313 = -7250907.631960 nChanged 2 SP:Iteration 60F (174.261320 sec): 3 clusters Score: Raw -7254525.387321 + Penalty 3617.629313 = -7250907.758007 nChanged 2 SP:Iteration 61Q (174.393662 sec): 3 clusters Score: Raw -7254525.634070 + Penalty 3617.629313 = -7250908.004757 nChanged 3 SP:Iteration 62Q (174.525053 sec): 3 clusters Score: Raw -7254525.719985 + Penalty 3617.629313 = -7250908.090672 nChanged 1 SP:Iteration 63Q (174.670872 sec): 3 clusters Score: Raw -7254525.743138 + Penalty 3617.629313 = -7250908.113825 nChanged 0 SP:Iteration 64F (174.827894 sec): 3 clusters Score: Raw -7254525.743138 + Penalty 3617.629313 = -7250908.113825 nChanged 0 Score: Raw -24049553.551455 + Penalty 40172.420009 = -24009381.131446 Splitting cluster 5 changes total score from -24004512.534822 to -24009381.131446 So it's getting split into cluster 20. Trying to split cluster 6 (2216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.036905 sec): 2 clusters Score: Raw -214501.289425 + Penalty 1251.812095 = -213249.477330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.088923 sec): 3 clusters Score: Raw -213566.739064 + Penalty 2503.624191 = -211063.114873 nChanged 815 SP:Iteration 1F (178.132401 sec): 3 clusters Score: Raw -214104.251642 + Penalty 2503.624191 = -211600.627451 nChanged 185 SP:Iteration 2F (178.187268 sec): 3 clusters Score: Raw -214269.149634 + Penalty 2503.624191 = -211765.525444 nChanged 123 SP:Iteration 3F (178.239322 sec): 3 clusters Score: Raw -214380.862939 + Penalty 2503.624191 = -211877.238748 nChanged 105 SP:Iteration 4Q (178.287658 sec): 3 clusters Score: Raw -214467.326104 + Penalty 2503.624191 = -211963.701913 nChanged 101 SP:Iteration 5Q (178.343399 sec): 3 clusters Score: Raw -214566.063953 + Penalty 2503.624191 = -212062.439763 nChanged 99 SP:Iteration 6Q (178.397535 sec): 3 clusters Score: Raw -214683.050585 + Penalty 2503.624191 = -212179.426395 nChanged 111 SP:Iteration 7F (178.444643 sec): 3 clusters Score: Raw -214847.813963 + Penalty 2503.624191 = -212344.189773 nChanged 132 SP:Iteration 8F (178.500891 sec): 3 clusters Score: Raw -215056.377757 + Penalty 2503.624191 = -212552.753567 nChanged 132 SP:Iteration 9F (178.551579 sec): 3 clusters Score: Raw -215289.576056 + Penalty 2503.624191 = -212785.951865 nChanged 96 SP:Iteration 10Q (178.604848 sec): 3 clusters Score: Raw -215438.199591 + Penalty 2503.624191 = -212934.575401 nChanged 68 SP:Iteration 11Q (178.660674 sec): 3 clusters Score: Raw -215520.740208 + Penalty 2503.624191 = -213017.116018 nChanged 45 SP:Iteration 12Q (178.707430 sec): 3 clusters Score: Raw -215563.367912 + Penalty 2503.624191 = -213059.743721 nChanged 42 SP:Iteration 13Q (178.759039 sec): 3 clusters Score: Raw -215605.030125 + Penalty 2503.624191 = -213101.405934 nChanged 29 SP:Iteration 14Q (178.797552 sec): 3 clusters Score: Raw -215636.616214 + Penalty 2503.624191 = -213132.992024 nChanged 28 SP:Iteration 15Q (178.845760 sec): 3 clusters Score: Raw -215665.864804 + Penalty 2503.624191 = -213162.240614 nChanged 16 SP:Iteration 16Q (178.899573 sec): 3 clusters Score: Raw -215683.798057 + Penalty 2503.624191 = -213180.173867 nChanged 13 SP:Iteration 17Q (178.948731 sec): 3 clusters Score: Raw -215703.261869 + Penalty 2503.624191 = -213199.637678 nChanged 17 SP:Iteration 18Q (179.000271 sec): 3 clusters Score: Raw -215724.390158 + Penalty 2503.624191 = -213220.765968 nChanged 19 SP:Iteration 19Q (179.048794 sec): 3 clusters Score: Raw -215750.405787 + Penalty 2503.624191 = -213246.781596 nChanged 19 SP:Iteration 20F (179.090725 sec): 3 clusters Score: Raw -215774.151016 + Penalty 2503.624191 = -213270.526825 nChanged 15 SP:Iteration 21Q (179.138499 sec): 3 clusters Score: Raw -215791.147711 + Penalty 2503.624191 = -213287.523521 nChanged 7 SP:Iteration 22Q (179.185059 sec): 3 clusters Score: Raw -215798.721178 + Penalty 2503.624191 = -213295.096987 nChanged 5 SP:Iteration 23Q (179.241378 sec): 3 clusters Score: Raw -215803.010861 + Penalty 2503.624191 = -213299.386671 nChanged 2 SP:Iteration 24Q (179.289830 sec): 3 clusters Score: Raw -215804.729974 + Penalty 2503.624191 = -213301.105783 nChanged 0 SP:Iteration 25F (179.338372 sec): 3 clusters Score: Raw -215804.729974 + Penalty 2503.624191 = -213301.105783 nChanged 0 Score: Raw -24050856.992004 + Penalty 42181.041009 = -24008675.950995 Splitting cluster 6 changes total score from -24004512.534822 to -24008675.950995 So it's getting split into cluster 21. Trying to split cluster 7 (8206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (182.882407 sec): 2 clusters Score: Raw -868792.348956 + Penalty 1464.550892 = -867327.798064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (182.943338 sec): 3 clusters Score: Raw -864239.859572 + Penalty 2929.101784 = -861310.757788 nChanged 3488 SP:Iteration 1F (183.002067 sec): 3 clusters Score: Raw -866148.959922 + Penalty 2929.101784 = -863219.858139 nChanged 521 SP:Iteration 2F (183.058395 sec): 3 clusters Score: Raw -866379.807437 + Penalty 2929.101784 = -863450.705653 nChanged 387 SP:Iteration 3Q (183.121401 sec): 3 clusters Score: Raw -866553.243787 + Penalty 2929.101784 = -863624.142003 nChanged 337 SP:Iteration 4Q (183.184193 sec): 3 clusters Score: Raw -866682.589826 + Penalty 2929.101784 = -863753.488042 nChanged 296 SP:Iteration 5Q (183.248505 sec): 3 clusters Score: Raw -866804.254670 + Penalty 2929.101784 = -863875.152887 nChanged 312 SP:Iteration 6Q (183.296072 sec): 3 clusters Score: Raw -866943.973715 + Penalty 2929.101784 = -864014.871931 nChanged 354 SP:Iteration 7Q (183.363150 sec): 3 clusters Score: Raw -867129.601366 + Penalty 2929.101784 = -864200.499582 nChanged 395 SP:Iteration 8Q (183.417413 sec): 3 clusters Score: Raw -867356.462081 + Penalty 2929.101784 = -864427.360297 nChanged 432 SP:Iteration 9F (183.466526 sec): 3 clusters Score: Raw -867643.160673 + Penalty 2929.101784 = -864714.058889 nChanged 450 SP:Iteration 10F (183.529814 sec): 3 clusters Score: Raw -867989.658639 + Penalty 2929.101784 = -865060.556855 nChanged 424 SP:Iteration 11F (183.586828 sec): 3 clusters Score: Raw -868328.798804 + Penalty 2929.101784 = -865399.697020 nChanged 320 SP:Iteration 12Q (183.646713 sec): 3 clusters Score: Raw -868597.147124 + Penalty 2929.101784 = -865668.045340 nChanged 231 SP:Iteration 13Q (183.705860 sec): 3 clusters Score: Raw -868774.871356 + Penalty 2929.101784 = -865845.769572 nChanged 134 SP:Iteration 14Q (183.767726 sec): 3 clusters Score: Raw -868874.858794 + Penalty 2929.101784 = -865945.757010 nChanged 90 SP:Iteration 15Q (183.842779 sec): 3 clusters Score: Raw -868932.443686 + Penalty 2929.101784 = -866003.341902 nChanged 60 SP:Iteration 16Q (183.892809 sec): 3 clusters Score: Raw -868970.621347 + Penalty 2929.101784 = -866041.519563 nChanged 41 SP:Iteration 17Q (183.960504 sec): 3 clusters Score: Raw -869000.214999 + Penalty 2929.101784 = -866071.113215 nChanged 43 SP:Iteration 18Q (184.008917 sec): 3 clusters Score: Raw -869031.329215 + Penalty 2929.101784 = -866102.227431 nChanged 32 SP:Iteration 19Q (184.073854 sec): 3 clusters Score: Raw -869058.392657 + Penalty 2929.101784 = -866129.290873 nChanged 21 SP:Iteration 20F (184.130758 sec): 3 clusters Score: Raw -869074.985453 + Penalty 2929.101784 = -866145.883670 nChanged 15 SP:Iteration 21Q (184.188998 sec): 3 clusters Score: Raw -869087.352770 + Penalty 2929.101784 = -866158.250986 nChanged 6 SP:Iteration 22Q (184.255278 sec): 3 clusters Score: Raw -869091.724954 + Penalty 2929.101784 = -866162.623170 nChanged 6 SP:Iteration 23Q (184.307982 sec): 3 clusters Score: Raw -869096.785629 + Penalty 2929.101784 = -866167.683845 nChanged 5 SP:Iteration 24Q (184.370885 sec): 3 clusters Score: Raw -869100.896163 + Penalty 2929.101784 = -866171.794380 nChanged 6 SP:Iteration 25Q (184.425103 sec): 3 clusters Score: Raw -869104.847414 + Penalty 2929.101784 = -866175.745631 nChanged 5 SP:Iteration 26Q (184.490654 sec): 3 clusters Score: Raw -869110.817462 + Penalty 2929.101784 = -866181.715678 nChanged 3 SP:Iteration 27Q (184.552059 sec): 3 clusters Score: Raw -869114.170580 + Penalty 2929.101784 = -866185.068796 nChanged 3 SP:Iteration 28Q (184.613210 sec): 3 clusters Score: Raw -869116.058018 + Penalty 2929.101784 = -866186.956234 nChanged 4 SP:Iteration 29Q (184.670432 sec): 3 clusters Score: Raw -869117.378215 + Penalty 2929.101784 = -866188.276432 nChanged 1 SP:Iteration 30Q (184.719290 sec): 3 clusters Score: Raw -869118.091576 + Penalty 2929.101784 = -866188.989792 nChanged 0 SP:Iteration 31F (184.782896 sec): 3 clusters Score: Raw -869118.091576 + Penalty 2929.101784 = -866188.989792 nChanged 0 Trying to split cluster 8 (13295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.831857 sec): 2 clusters Score: Raw -1429496.374868 + Penalty 1542.960787 = -1427953.414081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.903799 sec): 3 clusters Score: Raw -1421768.534468 + Penalty 3085.921574 = -1418682.612894 nChanged 5761 SP:Iteration 1F (184.973366 sec): 3 clusters Score: Raw -1424885.936877 + Penalty 3085.921574 = -1421800.015303 nChanged 779 SP:Iteration 2F (185.043989 sec): 3 clusters Score: Raw -1425186.205152 + Penalty 3085.921574 = -1422100.283578 nChanged 644 SP:Iteration 3Q (185.099736 sec): 3 clusters Score: Raw -1425408.290074 + Penalty 3085.921574 = -1422322.368500 nChanged 547 SP:Iteration 4Q (185.178197 sec): 3 clusters Score: Raw -1425583.042089 + Penalty 3085.921574 = -1422497.120516 nChanged 437 SP:Iteration 5Q (185.244533 sec): 3 clusters Score: Raw -1425709.826893 + Penalty 3085.921574 = -1422623.905319 nChanged 415 SP:Iteration 6Q (185.307176 sec): 3 clusters Score: Raw -1425840.550573 + Penalty 3085.921574 = -1422754.628999 nChanged 406 SP:Iteration 7Q (185.390819 sec): 3 clusters Score: Raw -1425964.846340 + Penalty 3085.921574 = -1422878.924766 nChanged 378 SP:Iteration 8Q (185.449336 sec): 3 clusters Score: Raw -1426083.168075 + Penalty 3085.921574 = -1422997.246502 nChanged 391 SP:Iteration 9Q (185.520234 sec): 3 clusters Score: Raw -1426209.119957 + Penalty 3085.921574 = -1423123.198383 nChanged 399 SP:Iteration 10Q (185.598275 sec): 3 clusters Score: Raw -1426339.346560 + Penalty 3085.921574 = -1423253.424986 nChanged 407 SP:Iteration 11Q (185.670972 sec): 3 clusters Score: Raw -1426478.953501 + Penalty 3085.921574 = -1423393.031927 nChanged 392 SP:Iteration 12Q (185.727426 sec): 3 clusters Score: Raw -1426622.627489 + Penalty 3085.921574 = -1423536.705915 nChanged 404 SP:Iteration 13Q (185.806947 sec): 3 clusters Score: Raw -1426782.017544 + Penalty 3085.921574 = -1423696.095970 nChanged 463 SP:Iteration 14Q (185.870471 sec): 3 clusters Score: Raw -1426984.439587 + Penalty 3085.921574 = -1423898.518013 nChanged 511 SP:Iteration 15Q (185.938262 sec): 3 clusters Score: Raw -1427251.425501 + Penalty 3085.921574 = -1424165.503927 nChanged 536 SP:Iteration 16Q (186.013502 sec): 3 clusters Score: Raw -1427547.341739 + Penalty 3085.921574 = -1424461.420166 nChanged 515 SP:Iteration 17Q (186.083132 sec): 3 clusters Score: Raw -1427833.718074 + Penalty 3085.921574 = -1424747.796500 nChanged 487 SP:Iteration 18Q (186.153400 sec): 3 clusters Score: Raw -1428130.144570 + Penalty 3085.921574 = -1425044.222996 nChanged 432 SP:Iteration 19Q (186.217061 sec): 3 clusters Score: Raw -1428395.974063 + Penalty 3085.921574 = -1425310.052489 nChanged 364 SP:Iteration 20F (186.282282 sec): 3 clusters Score: Raw -1428641.288736 + Penalty 3085.921574 = -1425555.367162 nChanged 288 SP:Iteration 21Q (186.353164 sec): 3 clusters Score: Raw -1428849.127682 + Penalty 3085.921574 = -1425763.206108 nChanged 257 SP:Iteration 22Q (186.420894 sec): 3 clusters Score: Raw -1429066.913957 + Penalty 3085.921574 = -1425980.992383 nChanged 231 SP:Iteration 23Q (186.490793 sec): 3 clusters Score: Raw -1429280.616400 + Penalty 3085.921574 = -1426194.694827 nChanged 200 SP:Iteration 24Q (186.557051 sec): 3 clusters Score: Raw -1429463.818244 + Penalty 3085.921574 = -1426377.896670 nChanged 169 SP:Iteration 25Q (186.630616 sec): 3 clusters Score: Raw -1429593.932422 + Penalty 3085.921574 = -1426508.010849 nChanged 119 SP:Iteration 26Q (186.687931 sec): 3 clusters Score: Raw -1429672.073821 + Penalty 3085.921574 = -1426586.152247 nChanged 76 SP:Iteration 27Q (186.751354 sec): 3 clusters Score: Raw -1429722.507153 + Penalty 3085.921574 = -1426636.585579 nChanged 56 SP:Iteration 28Q (186.824982 sec): 3 clusters Score: Raw -1429757.142670 + Penalty 3085.921574 = -1426671.221097 nChanged 48 SP:Iteration 29Q (186.879306 sec): 3 clusters Score: Raw -1429786.617887 + Penalty 3085.921574 = -1426700.696313 nChanged 37 SP:Iteration 30Q (186.945942 sec): 3 clusters Score: Raw -1429805.062260 + Penalty 3085.921574 = -1426719.140687 nChanged 25 SP:Iteration 31Q (187.015932 sec): 3 clusters Score: Raw -1429814.470899 + Penalty 3085.921574 = -1426728.549325 nChanged 21 SP:Iteration 32Q (187.077473 sec): 3 clusters Score: Raw -1429820.410895 + Penalty 3085.921574 = -1426734.489322 nChanged 13 SP:Iteration 33Q (187.143047 sec): 3 clusters Score: Raw -1429823.410642 + Penalty 3085.921574 = -1426737.489068 nChanged 12 SP:Iteration 34Q (187.208749 sec): 3 clusters Score: Raw -1429826.989096 + Penalty 3085.921574 = -1426741.067522 nChanged 12 SP:Iteration 35Q (187.261334 sec): 3 clusters Score: Raw -1429830.549743 + Penalty 3085.921574 = -1426744.628169 nChanged 13 SP:Iteration 36Q (187.332834 sec): 3 clusters Score: Raw -1429834.742780 + Penalty 3085.921574 = -1426748.821207 nChanged 16 SP:Iteration 37Q (187.403720 sec): 3 clusters Score: Raw -1429841.611407 + Penalty 3085.921574 = -1426755.689833 nChanged 11 SP:Iteration 38Q (187.471958 sec): 3 clusters Score: Raw -1429845.529542 + Penalty 3085.921574 = -1426759.607968 nChanged 10 SP:Iteration 39Q (187.536263 sec): 3 clusters Score: Raw -1429848.077434 + Penalty 3085.921574 = -1426762.155860 nChanged 7 SP:Iteration 40F (187.604914 sec): 3 clusters Score: Raw -1429849.503342 + Penalty 3085.921574 = -1426763.581768 nChanged 5 SP:Iteration 41Q (187.663949 sec): 3 clusters Score: Raw -1429850.962737 + Penalty 3085.921574 = -1426765.041164 nChanged 6 SP:Iteration 42Q (187.726282 sec): 3 clusters Score: Raw -1429852.499448 + Penalty 3085.921574 = -1426766.577874 nChanged 5 SP:Iteration 43Q (187.792071 sec): 3 clusters Score: Raw -1429853.526737 + Penalty 3085.921574 = -1426767.605164 nChanged 4 SP:Iteration 44Q (187.855782 sec): 3 clusters Score: Raw -1429854.974865 + Penalty 3085.921574 = -1426769.053291 nChanged 3 SP:Iteration 45Q (187.922528 sec): 3 clusters Score: Raw -1429855.667104 + Penalty 3085.921574 = -1426769.745530 nChanged 2 SP:Iteration 46Q (187.973157 sec): 3 clusters Score: Raw -1429856.126380 + Penalty 3085.921574 = -1426770.204806 nChanged 2 SP:Iteration 47Q (188.045556 sec): 3 clusters Score: Raw -1429856.765317 + Penalty 3085.921574 = -1426770.843743 nChanged 3 SP:Iteration 48Q (188.110616 sec): 3 clusters Score: Raw -1429857.490575 + Penalty 3085.921574 = -1426771.569001 nChanged 2 SP:Iteration 49Q (188.164459 sec): 3 clusters Score: Raw -1429857.849009 + Penalty 3085.921574 = -1426771.927436 nChanged 0 SP:Iteration 50F (188.236209 sec): 3 clusters Score: Raw -1429857.849009 + Penalty 3085.921574 = -1426771.927436 nChanged 0 Trying to split cluster 9 (31553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (188.304112 sec): 2 clusters Score: Raw -3338739.527915 + Penalty 1683.406392 = -3337056.121523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (188.398362 sec): 3 clusters Score: Raw -3319239.738497 + Penalty 3366.812784 = -3315872.925713 nChanged 14625 SP:Iteration 1F (188.499684 sec): 3 clusters Score: Raw -3327402.100888 + Penalty 3366.812784 = -3324035.288104 nChanged 1495 SP:Iteration 2Q (188.597503 sec): 3 clusters Score: Raw -3327978.156415 + Penalty 3366.812784 = -3324611.343631 nChanged 1559 SP:Iteration 3Q (188.692005 sec): 3 clusters Score: Raw -3328710.611416 + Penalty 3366.812784 = -3325343.798632 nChanged 1742 SP:Iteration 4F (188.795838 sec): 3 clusters Score: Raw -3329690.322899 + Penalty 3366.812784 = -3326323.510115 nChanged 2015 SP:Iteration 5F (188.896430 sec): 3 clusters Score: Raw -3330964.035645 + Penalty 3366.812784 = -3327597.222861 nChanged 2219 SP:Iteration 6F (188.986920 sec): 3 clusters Score: Raw -3332593.045465 + Penalty 3366.812784 = -3329226.232681 nChanged 2236 SP:Iteration 7F (189.092978 sec): 3 clusters Score: Raw -3334391.061086 + Penalty 3366.812784 = -3331024.248302 nChanged 1955 SP:Iteration 8F (189.187255 sec): 3 clusters Score: Raw -3336057.210692 + Penalty 3366.812784 = -3332690.397908 nChanged 1635 SP:Iteration 9F (189.292134 sec): 3 clusters Score: Raw -3337510.704931 + Penalty 3366.812784 = -3334143.892147 nChanged 1213 SP:Iteration 10Q (189.398279 sec): 3 clusters Score: Raw -3338394.537276 + Penalty 3366.812784 = -3335027.724492 nChanged 821 SP:Iteration 11Q (189.494048 sec): 3 clusters Score: Raw -3338777.370870 + Penalty 3366.812784 = -3335410.558086 nChanged 528 SP:Iteration 12Q (189.587297 sec): 3 clusters Score: Raw -3338941.933185 + Penalty 3366.812784 = -3335575.120401 nChanged 336 SP:Iteration 13Q (189.675012 sec): 3 clusters Score: Raw -3339009.217216 + Penalty 3366.812784 = -3335642.404432 nChanged 228 SP:Iteration 14Q (189.779505 sec): 3 clusters Score: Raw -3339051.850391 + Penalty 3366.812784 = -3335685.037607 nChanged 188 SP:Iteration 15Q (189.880843 sec): 3 clusters Score: Raw -3339082.619039 + Penalty 3366.812784 = -3335715.806255 nChanged 132 SP:Iteration 16Q (189.985175 sec): 3 clusters Score: Raw -3339101.104754 + Penalty 3366.812784 = -3335734.291970 nChanged 119 SP:Iteration 17Q (190.069839 sec): 3 clusters Score: Raw -3339115.550390 + Penalty 3366.812784 = -3335748.737606 nChanged 98 SP:Iteration 18Q (190.172132 sec): 3 clusters Score: Raw -3339125.885172 + Penalty 3366.812784 = -3335759.072388 nChanged 74 SP:Iteration 19Q (190.265738 sec): 3 clusters Score: Raw -3339132.983482 + Penalty 3366.812784 = -3335766.170698 nChanged 65 SP:Iteration 20F (190.357085 sec): 3 clusters Score: Raw -3339139.540592 + Penalty 3366.812784 = -3335772.727808 nChanged 71 SP:Iteration 21Q (190.446329 sec): 3 clusters Score: Raw -3339145.484273 + Penalty 3366.812784 = -3335778.671489 nChanged 56 SP:Iteration 22Q (190.535893 sec): 3 clusters Score: Raw -3339150.433864 + Penalty 3366.812784 = -3335783.621080 nChanged 53 SP:Iteration 23Q (190.636891 sec): 3 clusters Score: Raw -3339154.889075 + Penalty 3366.812784 = -3335788.076291 nChanged 53 SP:Iteration 24Q (190.722379 sec): 3 clusters Score: Raw -3339158.956104 + Penalty 3366.812784 = -3335792.143320 nChanged 45 SP:Iteration 25Q (190.830151 sec): 3 clusters Score: Raw -3339162.016636 + Penalty 3366.812784 = -3335795.203852 nChanged 40 SP:Iteration 26Q (190.919057 sec): 3 clusters Score: Raw -3339164.278975 + Penalty 3366.812784 = -3335797.466191 nChanged 33 SP:Iteration 27Q (191.015366 sec): 3 clusters Score: Raw -3339165.870971 + Penalty 3366.812784 = -3335799.058187 nChanged 21 SP:Iteration 28Q (191.110678 sec): 3 clusters Score: Raw -3339166.994770 + Penalty 3366.812784 = -3335800.181986 nChanged 11 SP:Iteration 29Q (191.203379 sec): 3 clusters Score: Raw -3339167.469662 + Penalty 3366.812784 = -3335800.656878 nChanged 15 SP:Iteration 30Q (191.302658 sec): 3 clusters Score: Raw -3339168.161049 + Penalty 3366.812784 = -3335801.348265 nChanged 16 SP:Iteration 31Q (191.400960 sec): 3 clusters Score: Raw -3339168.845864 + Penalty 3366.812784 = -3335802.033080 nChanged 15 SP:Iteration 32Q (191.494585 sec): 3 clusters Score: Raw -3339169.381911 + Penalty 3366.812784 = -3335802.569127 nChanged 9 SP:Iteration 33Q (191.587111 sec): 3 clusters Score: Raw -3339169.745891 + Penalty 3366.812784 = -3335802.933107 nChanged 9 SP:Iteration 34Q (191.686414 sec): 3 clusters Score: Raw -3339170.098390 + Penalty 3366.812784 = -3335803.285606 nChanged 11 SP:Iteration 35Q (191.776822 sec): 3 clusters Score: Raw -3339170.500806 + Penalty 3366.812784 = -3335803.688022 nChanged 11 SP:Iteration 36Q (191.877378 sec): 3 clusters Score: Raw -3339170.967997 + Penalty 3366.812784 = -3335804.155213 nChanged 13 SP:Iteration 37Q (191.972658 sec): 3 clusters Score: Raw -3339171.364185 + Penalty 3366.812784 = -3335804.551401 nChanged 8 SP:Iteration 38Q (192.058136 sec): 3 clusters Score: Raw -3339171.646738 + Penalty 3366.812784 = -3335804.833954 nChanged 8 SP:Iteration 39Q (192.166248 sec): 3 clusters Score: Raw -3339172.069133 + Penalty 3366.812784 = -3335805.256349 nChanged 12 SP:Iteration 40F (192.264474 sec): 3 clusters Score: Raw -3339172.668573 + Penalty 3366.812784 = -3335805.855789 nChanged 7 SP:Iteration 41Q (192.353360 sec): 3 clusters Score: Raw -3339173.058625 + Penalty 3366.812784 = -3335806.245841 nChanged 7 SP:Iteration 42Q (192.456821 sec): 3 clusters Score: Raw -3339173.283811 + Penalty 3366.812784 = -3335806.471028 nChanged 9 SP:Iteration 43Q (192.558295 sec): 3 clusters Score: Raw -3339173.684441 + Penalty 3366.812784 = -3335806.871657 nChanged 7 SP:Iteration 44Q (192.653998 sec): 3 clusters Score: Raw -3339173.899509 + Penalty 3366.812784 = -3335807.086725 nChanged 4 SP:Iteration 45Q (192.749664 sec): 3 clusters Score: Raw -3339174.019489 + Penalty 3366.812784 = -3335807.206705 nChanged 3 SP:Iteration 46Q (192.843790 sec): 3 clusters Score: Raw -3339174.167883 + Penalty 3366.812784 = -3335807.355099 nChanged 5 SP:Iteration 47Q (192.941624 sec): 3 clusters Score: Raw -3339174.331661 + Penalty 3366.812784 = -3335807.518877 nChanged 4 SP:Iteration 48Q (193.041697 sec): 3 clusters Score: Raw -3339174.477784 + Penalty 3366.812784 = -3335807.665000 nChanged 2 SP:Iteration 49Q (193.129814 sec): 3 clusters Score: Raw -3339174.569785 + Penalty 3366.812784 = -3335807.757001 nChanged 1 SP:Iteration 50Q (193.222635 sec): 3 clusters Score: Raw -3339174.608655 + Penalty 3366.812784 = -3335807.795871 nChanged 4 SP:Iteration 51Q (193.329999 sec): 3 clusters Score: Raw -3339174.740871 + Penalty 3366.812784 = -3335807.928087 nChanged 2 SP:Iteration 52Q (193.432149 sec): 3 clusters Score: Raw -3339174.811520 + Penalty 3366.812784 = -3335807.998736 nChanged 1 SP:Iteration 53Q (193.527488 sec): 3 clusters Score: Raw -3339174.886722 + Penalty 3366.812784 = -3335808.073938 nChanged 4 SP:Iteration 54Q (193.628065 sec): 3 clusters Score: Raw -3339175.154058 + Penalty 3366.812784 = -3335808.341274 nChanged 6 SP:Iteration 55Q (193.723714 sec): 3 clusters Score: Raw -3339175.397163 + Penalty 3366.812784 = -3335808.584380 nChanged 5 SP:Iteration 56Q (193.819181 sec): 3 clusters Score: Raw -3339175.592849 + Penalty 3366.812784 = -3335808.780065 nChanged 2 SP:Iteration 57Q (193.902664 sec): 3 clusters Score: Raw -3339175.646061 + Penalty 3366.812784 = -3335808.833277 nChanged 5 SP:Iteration 58Q (194.003559 sec): 3 clusters Score: Raw -3339175.802164 + Penalty 3366.812784 = -3335808.989380 nChanged 7 SP:Iteration 59Q (194.103458 sec): 3 clusters Score: Raw -3339175.958833 + Penalty 3366.812784 = -3335809.146049 nChanged 5 SP:Iteration 60F (194.205373 sec): 3 clusters Score: Raw -3339176.128203 + Penalty 3366.812784 = -3335809.315419 nChanged 6 SP:Iteration 61Q (194.298599 sec): 3 clusters Score: Raw -3339176.373391 + Penalty 3366.812784 = -3335809.560607 nChanged 8 SP:Iteration 62Q (194.379866 sec): 3 clusters Score: Raw -3339176.670004 + Penalty 3366.812784 = -3335809.857220 nChanged 13 SP:Iteration 63Q (194.484220 sec): 3 clusters Score: Raw -3339177.212499 + Penalty 3366.812784 = -3335810.399715 nChanged 7 SP:Iteration 64Q (194.583402 sec): 3 clusters Score: Raw -3339177.452093 + Penalty 3366.812784 = -3335810.639309 nChanged 3 SP:Iteration 65Q (194.683902 sec): 3 clusters Score: Raw -3339177.507036 + Penalty 3366.812784 = -3335810.694252 nChanged 3 SP:Iteration 66Q (194.770199 sec): 3 clusters Score: Raw -3339177.568243 + Penalty 3366.812784 = -3335810.755459 nChanged 2 SP:Iteration 67Q (194.869305 sec): 3 clusters Score: Raw -3339177.674312 + Penalty 3366.812784 = -3335810.861528 nChanged 1 SP:Iteration 68Q (194.954337 sec): 3 clusters Score: Raw -3339177.699158 + Penalty 3366.812784 = -3335810.886375 nChanged 3 SP:Iteration 69Q (195.063207 sec): 3 clusters Score: Raw -3339177.771403 + Penalty 3366.812784 = -3335810.958619 nChanged 0 SP:Iteration 70F (195.161721 sec): 3 clusters Score: Raw -3339177.771403 + Penalty 3366.812784 = -3335810.958619 nChanged 0 Trying to split cluster 10 (1119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (195.190787 sec): 2 clusters Score: Raw -114106.583486 + Penalty 1140.780990 = -112965.802496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (195.238194 sec): 3 clusters Score: Raw -113726.355173 + Penalty 2281.561980 = -111444.793193 nChanged 339 SP:Iteration 1F (195.283781 sec): 3 clusters Score: Raw -113976.558283 + Penalty 2281.561980 = -111694.996303 nChanged 79 SP:Iteration 2F (195.329541 sec): 3 clusters Score: Raw -114051.391033 + Penalty 2281.561980 = -111769.829053 nChanged 38 SP:Iteration 3Q (195.378888 sec): 3 clusters Score: Raw -114092.662103 + Penalty 2281.561980 = -111811.100123 nChanged 29 SP:Iteration 4Q (195.434767 sec): 3 clusters Score: Raw -114120.924625 + Penalty 2281.561980 = -111839.362644 nChanged 23 SP:Iteration 5Q (195.472572 sec): 3 clusters Score: Raw -114138.631763 + Penalty 2281.561980 = -111857.069782 nChanged 17 SP:Iteration 6Q (195.530091 sec): 3 clusters Score: Raw -114152.879167 + Penalty 2281.561980 = -111871.317186 nChanged 14 SP:Iteration 7Q (195.577207 sec): 3 clusters Score: Raw -114166.294123 + Penalty 2281.561980 = -111884.732143 nChanged 11 SP:Iteration 8Q (195.626283 sec): 3 clusters Score: Raw -114176.543070 + Penalty 2281.561980 = -111894.981089 nChanged 9 SP:Iteration 9Q (195.673804 sec): 3 clusters Score: Raw -114189.687467 + Penalty 2281.561980 = -111908.125487 nChanged 8 SP:Iteration 10Q (195.726605 sec): 3 clusters Score: Raw -114196.377800 + Penalty 2281.561980 = -111914.815820 nChanged 9 SP:Iteration 11Q (195.781337 sec): 3 clusters Score: Raw -114206.004624 + Penalty 2281.561980 = -111924.442643 nChanged 10 SP:Iteration 12Q (195.824698 sec): 3 clusters Score: Raw -114213.619309 + Penalty 2281.561980 = -111932.057329 nChanged 7 SP:Iteration 13Q (195.873703 sec): 3 clusters Score: Raw -114217.994420 + Penalty 2281.561980 = -111936.432440 nChanged 5 SP:Iteration 14Q (195.919609 sec): 3 clusters Score: Raw -114221.787746 + Penalty 2281.561980 = -111940.225766 nChanged 2 SP:Iteration 15Q (195.964907 sec): 3 clusters Score: Raw -114222.974503 + Penalty 2281.561980 = -111941.412523 nChanged 1 SP:Iteration 16Q (196.019933 sec): 3 clusters Score: Raw -114223.615428 + Penalty 2281.561980 = -111942.053448 nChanged 3 SP:Iteration 17Q (196.069290 sec): 3 clusters Score: Raw -114225.005426 + Penalty 2281.561980 = -111943.443445 nChanged 5 SP:Iteration 18Q (196.120927 sec): 3 clusters Score: Raw -114229.360646 + Penalty 2281.561980 = -111947.798665 nChanged 5 SP:Iteration 19Q (196.163630 sec): 3 clusters Score: Raw -114234.960001 + Penalty 2281.561980 = -111953.398021 nChanged 7 SP:Iteration 20F (196.214183 sec): 3 clusters Score: Raw -114241.133917 + Penalty 2281.561980 = -111959.571937 nChanged 5 SP:Iteration 21Q (196.256667 sec): 3 clusters Score: Raw -114243.978587 + Penalty 2281.561980 = -111962.416607 nChanged 3 SP:Iteration 22Q (196.297261 sec): 3 clusters Score: Raw -114246.002201 + Penalty 2281.561980 = -111964.440220 nChanged 8 SP:Iteration 23Q (196.342575 sec): 3 clusters Score: Raw -114252.278845 + Penalty 2281.561980 = -111970.716865 nChanged 2 SP:Iteration 24Q (196.387118 sec): 3 clusters Score: Raw -114253.383902 + Penalty 2281.561980 = -111971.821922 nChanged 0 SP:Iteration 25F (196.435910 sec): 3 clusters Score: Raw -114253.383902 + Penalty 2281.561980 = -111971.821922 nChanged 0 Trying to split cluster 12 (10269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (196.473786 sec): 2 clusters Score: Raw -1092014.895658 + Penalty 1500.993801 = -1090513.901857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (196.537104 sec): 3 clusters Score: Raw -1086172.065071 + Penalty 3001.987601 = -1083170.077470 nChanged 4503 SP:Iteration 1F (196.605347 sec): 3 clusters Score: Raw -1088632.597486 + Penalty 3001.987601 = -1085630.609885 nChanged 707 SP:Iteration 2F (196.661928 sec): 3 clusters Score: Raw -1089116.679660 + Penalty 3001.987601 = -1086114.692059 nChanged 711 SP:Iteration 3F (196.723801 sec): 3 clusters Score: Raw -1089691.963680 + Penalty 3001.987601 = -1086689.976078 nChanged 785 SP:Iteration 4F (196.792468 sec): 3 clusters Score: Raw -1090363.960176 + Penalty 3001.987601 = -1087361.972575 nChanged 820 SP:Iteration 5F (196.868710 sec): 3 clusters Score: Raw -1091127.737725 + Penalty 3001.987601 = -1088125.750124 nChanged 777 SP:Iteration 6F (196.923535 sec): 3 clusters Score: Raw -1091862.479475 + Penalty 3001.987601 = -1088860.491874 nChanged 599 SP:Iteration 7F (196.990631 sec): 3 clusters Score: Raw -1092367.417301 + Penalty 3001.987601 = -1089365.429700 nChanged 408 SP:Iteration 8Q (197.055201 sec): 3 clusters Score: Raw -1092628.555291 + Penalty 3001.987601 = -1089626.567690 nChanged 257 SP:Iteration 9Q (197.133167 sec): 3 clusters Score: Raw -1092785.986042 + Penalty 3001.987601 = -1089783.998441 nChanged 200 SP:Iteration 10Q (197.195095 sec): 3 clusters Score: Raw -1092892.445840 + Penalty 3001.987601 = -1089890.458239 nChanged 174 SP:Iteration 11Q (197.263762 sec): 3 clusters Score: Raw -1093000.740591 + Penalty 3001.987601 = -1089998.752989 nChanged 163 SP:Iteration 12Q (197.329190 sec): 3 clusters Score: Raw -1093105.882744 + Penalty 3001.987601 = -1090103.895143 nChanged 144 SP:Iteration 13Q (197.391837 sec): 3 clusters Score: Raw -1093198.547718 + Penalty 3001.987601 = -1090196.560117 nChanged 144 SP:Iteration 14Q (197.443998 sec): 3 clusters Score: Raw -1093285.739021 + Penalty 3001.987601 = -1090283.751420 nChanged 140 SP:Iteration 15Q (197.519332 sec): 3 clusters Score: Raw -1093366.753789 + Penalty 3001.987601 = -1090364.766187 nChanged 128 SP:Iteration 16Q (197.583399 sec): 3 clusters Score: Raw -1093449.808818 + Penalty 3001.987601 = -1090447.821217 nChanged 134 SP:Iteration 17Q (197.649143 sec): 3 clusters Score: Raw -1093550.775632 + Penalty 3001.987601 = -1090548.788031 nChanged 150 SP:Iteration 18Q (197.700342 sec): 3 clusters Score: Raw -1093628.754278 + Penalty 3001.987601 = -1090626.766677 nChanged 124 SP:Iteration 19Q (197.770885 sec): 3 clusters Score: Raw -1093692.575480 + Penalty 3001.987601 = -1090690.587879 nChanged 123 SP:Iteration 20F (197.830702 sec): 3 clusters Score: Raw -1093749.829017 + Penalty 3001.987601 = -1090747.841416 nChanged 124 SP:Iteration 21Q (197.893921 sec): 3 clusters Score: Raw -1093801.254356 + Penalty 3001.987601 = -1090799.266755 nChanged 99 SP:Iteration 22Q (197.954428 sec): 3 clusters Score: Raw -1093833.736739 + Penalty 3001.987601 = -1090831.749138 nChanged 82 SP:Iteration 23Q (198.019873 sec): 3 clusters Score: Raw -1093859.997974 + Penalty 3001.987601 = -1090858.010372 nChanged 77 SP:Iteration 24Q (198.082526 sec): 3 clusters Score: Raw -1093882.533500 + Penalty 3001.987601 = -1090880.545899 nChanged 59 SP:Iteration 25Q (198.140737 sec): 3 clusters Score: Raw -1093898.093146 + Penalty 3001.987601 = -1090896.105545 nChanged 55 SP:Iteration 26Q (198.207528 sec): 3 clusters Score: Raw -1093911.010534 + Penalty 3001.987601 = -1090909.022933 nChanged 49 SP:Iteration 27Q (198.270188 sec): 3 clusters Score: Raw -1093922.813499 + Penalty 3001.987601 = -1090920.825898 nChanged 45 SP:Iteration 28Q (198.330069 sec): 3 clusters Score: Raw -1093931.463359 + Penalty 3001.987601 = -1090929.475757 nChanged 41 SP:Iteration 29Q (198.390685 sec): 3 clusters Score: Raw -1093939.341499 + Penalty 3001.987601 = -1090937.353898 nChanged 39 SP:Iteration 30Q (198.450707 sec): 3 clusters Score: Raw -1093948.663632 + Penalty 3001.987601 = -1090946.676031 nChanged 41 SP:Iteration 31Q (198.513470 sec): 3 clusters Score: Raw -1093957.550315 + Penalty 3001.987601 = -1090955.562714 nChanged 45 SP:Iteration 32Q (198.576858 sec): 3 clusters Score: Raw -1093966.248421 + Penalty 3001.987601 = -1090964.260819 nChanged 38 SP:Iteration 33Q (198.625844 sec): 3 clusters Score: Raw -1093974.062040 + Penalty 3001.987601 = -1090972.074439 nChanged 38 SP:Iteration 34Q (198.696907 sec): 3 clusters Score: Raw -1093981.317850 + Penalty 3001.987601 = -1090979.330249 nChanged 40 SP:Iteration 35Q (198.763177 sec): 3 clusters Score: Raw -1093988.282061 + Penalty 3001.987601 = -1090986.294460 nChanged 29 SP:Iteration 36Q (198.816971 sec): 3 clusters Score: Raw -1093993.872149 + Penalty 3001.987601 = -1090991.884548 nChanged 27 SP:Iteration 37Q (198.881011 sec): 3 clusters Score: Raw -1093997.575968 + Penalty 3001.987601 = -1090995.588367 nChanged 17 SP:Iteration 38Q (198.951081 sec): 3 clusters Score: Raw -1093999.660298 + Penalty 3001.987601 = -1090997.672696 nChanged 19 SP:Iteration 39Q (199.015118 sec): 3 clusters Score: Raw -1094002.627970 + Penalty 3001.987601 = -1091000.640369 nChanged 23 SP:Iteration 40F (199.075282 sec): 3 clusters Score: Raw -1094005.964066 + Penalty 3001.987601 = -1091003.976464 nChanged 29 SP:Iteration 41Q (199.130211 sec): 3 clusters Score: Raw -1094011.502896 + Penalty 3001.987601 = -1091009.515294 nChanged 29 SP:Iteration 42Q (199.201378 sec): 3 clusters Score: Raw -1094017.072582 + Penalty 3001.987601 = -1091015.084981 nChanged 21 SP:Iteration 43Q (199.264009 sec): 3 clusters Score: Raw -1094020.643212 + Penalty 3001.987601 = -1091018.655610 nChanged 27 SP:Iteration 44Q (199.316513 sec): 3 clusters Score: Raw -1094025.070455 + Penalty 3001.987601 = -1091023.082854 nChanged 30 SP:Iteration 45Q (199.378022 sec): 3 clusters Score: Raw -1094030.192853 + Penalty 3001.987601 = -1091028.205252 nChanged 26 SP:Iteration 46Q (199.442356 sec): 3 clusters Score: Raw -1094034.192505 + Penalty 3001.987601 = -1091032.204904 nChanged 17 SP:Iteration 47Q (199.514834 sec): 3 clusters Score: Raw -1094037.503281 + Penalty 3001.987601 = -1091035.515680 nChanged 22 SP:Iteration 48Q (199.580155 sec): 3 clusters Score: Raw -1094041.392921 + Penalty 3001.987601 = -1091039.405320 nChanged 24 SP:Iteration 49Q (199.642509 sec): 3 clusters Score: Raw -1094044.642655 + Penalty 3001.987601 = -1091042.655054 nChanged 19 SP:Iteration 50Q (199.694503 sec): 3 clusters Score: Raw -1094047.602202 + Penalty 3001.987601 = -1091045.614601 nChanged 23 SP:Iteration 51Q (199.763916 sec): 3 clusters Score: Raw -1094051.491094 + Penalty 3001.987601 = -1091049.503492 nChanged 26 SP:Iteration 52Q (199.815733 sec): 3 clusters Score: Raw -1094056.076122 + Penalty 3001.987601 = -1091054.088521 nChanged 20 SP:Iteration 53Q (199.884297 sec): 3 clusters Score: Raw -1094059.015366 + Penalty 3001.987601 = -1091057.027765 nChanged 22 SP:Iteration 54Q (199.946972 sec): 3 clusters Score: Raw -1094062.295800 + Penalty 3001.987601 = -1091060.308199 nChanged 17 SP:Iteration 55Q (199.998649 sec): 3 clusters Score: Raw -1094065.218994 + Penalty 3001.987601 = -1091063.231393 nChanged 13 SP:Iteration 56Q (200.068650 sec): 3 clusters Score: Raw -1094066.897098 + Penalty 3001.987601 = -1091064.909497 nChanged 9 SP:Iteration 57Q (200.128186 sec): 3 clusters Score: Raw -1094068.246744 + Penalty 3001.987601 = -1091066.259142 nChanged 8 SP:Iteration 58Q (200.190197 sec): 3 clusters Score: Raw -1094069.820619 + Penalty 3001.987601 = -1091067.833018 nChanged 9 SP:Iteration 59Q (200.246724 sec): 3 clusters Score: Raw -1094070.928404 + Penalty 3001.987601 = -1091068.940802 nChanged 8 SP:Iteration 60F (200.313278 sec): 3 clusters Score: Raw -1094071.952362 + Penalty 3001.987601 = -1091069.964761 nChanged 9 SP:Iteration 61Q (200.372912 sec): 3 clusters Score: Raw -1094072.872220 + Penalty 3001.987601 = -1091070.884619 nChanged 6 SP:Iteration 62Q (200.436249 sec): 3 clusters Score: Raw -1094073.446655 + Penalty 3001.987601 = -1091071.459054 nChanged 6 SP:Iteration 63Q (200.498893 sec): 3 clusters Score: Raw -1094074.076965 + Penalty 3001.987601 = -1091072.089364 nChanged 7 SP:Iteration 64Q (200.566694 sec): 3 clusters Score: Raw -1094074.995940 + Penalty 3001.987601 = -1091073.008338 nChanged 4 SP:Iteration 65Q (200.616120 sec): 3 clusters Score: Raw -1094075.447658 + Penalty 3001.987601 = -1091073.460056 nChanged 3 SP:Iteration 66Q (200.684379 sec): 3 clusters Score: Raw -1094075.695684 + Penalty 3001.987601 = -1091073.708083 nChanged 2 SP:Iteration 67Q (200.737212 sec): 3 clusters Score: Raw -1094075.886180 + Penalty 3001.987601 = -1091073.898578 nChanged 2 SP:Iteration 68Q (200.804618 sec): 3 clusters Score: Raw -1094076.034692 + Penalty 3001.987601 = -1091074.047090 nChanged 2 SP:Iteration 69Q (200.854323 sec): 3 clusters Score: Raw -1094076.162160 + Penalty 3001.987601 = -1091074.174559 nChanged 1 SP:Iteration 70Q (200.918212 sec): 3 clusters Score: Raw -1094076.275422 + Penalty 3001.987601 = -1091074.287821 nChanged 1 SP:Iteration 71Q (200.984772 sec): 3 clusters Score: Raw -1094076.372630 + Penalty 3001.987601 = -1091074.385028 nChanged 1 SP:Iteration 72Q (201.051032 sec): 3 clusters Score: Raw -1094076.496973 + Penalty 3001.987601 = -1091074.509372 nChanged 2 SP:Iteration 73Q (201.113846 sec): 3 clusters Score: Raw -1094076.782279 + Penalty 3001.987601 = -1091074.794678 nChanged 4 SP:Iteration 74Q (201.176669 sec): 3 clusters Score: Raw -1094077.273676 + Penalty 3001.987601 = -1091075.286075 nChanged 7 SP:Iteration 75Q (201.239158 sec): 3 clusters Score: Raw -1094078.368968 + Penalty 3001.987601 = -1091076.381366 nChanged 7 SP:Iteration 76Q (201.304928 sec): 3 clusters Score: Raw -1094079.260354 + Penalty 3001.987601 = -1091077.272753 nChanged 9 SP:Iteration 77Q (201.361059 sec): 3 clusters Score: Raw -1094080.565322 + Penalty 3001.987601 = -1091078.577721 nChanged 7 SP:Iteration 78Q (201.413959 sec): 3 clusters Score: Raw -1094081.426668 + Penalty 3001.987601 = -1091079.439067 nChanged 7 SP:Iteration 79Q (201.480952 sec): 3 clusters Score: Raw -1094082.371959 + Penalty 3001.987601 = -1091080.384358 nChanged 9 SP:Iteration 80F (201.546908 sec): 3 clusters Score: Raw -1094083.484928 + Penalty 3001.987601 = -1091081.497327 nChanged 5 SP:Iteration 81Q (201.611473 sec): 3 clusters Score: Raw -1094083.966937 + Penalty 3001.987601 = -1091081.979336 nChanged 5 SP:Iteration 82Q (201.674572 sec): 3 clusters Score: Raw -1094084.567680 + Penalty 3001.987601 = -1091082.580078 nChanged 8 SP:Iteration 83Q (201.742363 sec): 3 clusters Score: Raw -1094085.340371 + Penalty 3001.987601 = -1091083.352770 nChanged 8 SP:Iteration 84Q (201.798595 sec): 3 clusters Score: Raw -1094086.257165 + Penalty 3001.987601 = -1091084.269563 nChanged 9 SP:Iteration 85Q (201.850188 sec): 3 clusters Score: Raw -1094087.447345 + Penalty 3001.987601 = -1091085.459743 nChanged 5 SP:Iteration 86Q (201.908166 sec): 3 clusters Score: Raw -1094088.119633 + Penalty 3001.987601 = -1091086.132031 nChanged 3 SP:Iteration 87Q (201.968142 sec): 3 clusters Score: Raw -1094088.398260 + Penalty 3001.987601 = -1091086.410658 nChanged 6 SP:Iteration 88Q (202.032886 sec): 3 clusters Score: Raw -1094089.064134 + Penalty 3001.987601 = -1091087.076532 nChanged 6 SP:Iteration 89Q (202.087042 sec): 3 clusters Score: Raw -1094089.473556 + Penalty 3001.987601 = -1091087.485954 nChanged 4 SP:Iteration 90Q (202.149026 sec): 3 clusters Score: Raw -1094089.865608 + Penalty 3001.987601 = -1091087.878007 nChanged 3 SP:Iteration 91Q (202.216354 sec): 3 clusters Score: Raw -1094090.126228 + Penalty 3001.987601 = -1091088.138626 nChanged 0 SP:Iteration 92F (202.276704 sec): 3 clusters Score: Raw -1094090.126228 + Penalty 3001.987601 = -1091088.138626 nChanged 0 Score: Raw -24052932.222573 + Penalty 44189.662009 = -24008742.560564 Splitting cluster 12 changes total score from -24004512.534822 to -24008742.560564 So it's getting split into cluster 22. Trying to split cluster 13 (6229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.800082 sec): 2 clusters Score: Raw -667849.291697 + Penalty 1419.757801 = -666429.533895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.859613 sec): 3 clusters Score: Raw -664528.414667 + Penalty 2839.515603 = -661688.899064 nChanged 2548 SP:Iteration 1F (205.918951 sec): 3 clusters Score: Raw -666045.557056 + Penalty 2839.515603 = -663206.041453 nChanged 540 SP:Iteration 2F (205.970270 sec): 3 clusters Score: Raw -666456.884806 + Penalty 2839.515603 = -663617.369204 nChanged 493 SP:Iteration 3F (206.029564 sec): 3 clusters Score: Raw -666862.761910 + Penalty 2839.515603 = -664023.246307 nChanged 459 SP:Iteration 4F (206.087980 sec): 3 clusters Score: Raw -667224.644527 + Penalty 2839.515603 = -664385.128924 nChanged 383 SP:Iteration 5F (206.140037 sec): 3 clusters Score: Raw -667507.609080 + Penalty 2839.515603 = -664668.093477 nChanged 298 SP:Iteration 6Q (206.212710 sec): 3 clusters Score: Raw -667730.893952 + Penalty 2839.515603 = -664891.378349 nChanged 236 SP:Iteration 7Q (206.271526 sec): 3 clusters Score: Raw -667875.870927 + Penalty 2839.515603 = -665036.355324 nChanged 150 SP:Iteration 8Q (206.331046 sec): 3 clusters Score: Raw -667952.303232 + Penalty 2839.515603 = -665112.787629 nChanged 104 SP:Iteration 9Q (206.378672 sec): 3 clusters Score: Raw -668011.934863 + Penalty 2839.515603 = -665172.419260 nChanged 95 SP:Iteration 10Q (206.440182 sec): 3 clusters Score: Raw -668059.284371 + Penalty 2839.515603 = -665219.768768 nChanged 66 SP:Iteration 11Q (206.497431 sec): 3 clusters Score: Raw -668096.786939 + Penalty 2839.515603 = -665257.271336 nChanged 59 SP:Iteration 12Q (206.568115 sec): 3 clusters Score: Raw -668131.961938 + Penalty 2839.515603 = -665292.446336 nChanged 63 SP:Iteration 13Q (206.625427 sec): 3 clusters Score: Raw -668160.096627 + Penalty 2839.515603 = -665320.581024 nChanged 42 SP:Iteration 14Q (206.672786 sec): 3 clusters Score: Raw -668176.623332 + Penalty 2839.515603 = -665337.107729 nChanged 32 SP:Iteration 15Q (206.741060 sec): 3 clusters Score: Raw -668189.628246 + Penalty 2839.515603 = -665350.112644 nChanged 32 SP:Iteration 16Q (206.799358 sec): 3 clusters Score: Raw -668207.329811 + Penalty 2839.515603 = -665367.814208 nChanged 35 SP:Iteration 17Q (206.849360 sec): 3 clusters Score: Raw -668220.157625 + Penalty 2839.515603 = -665380.642022 nChanged 24 SP:Iteration 18Q (206.901829 sec): 3 clusters Score: Raw -668227.424916 + Penalty 2839.515603 = -665387.909313 nChanged 11 SP:Iteration 19Q (206.960888 sec): 3 clusters Score: Raw -668232.476247 + Penalty 2839.515603 = -665392.960644 nChanged 19 SP:Iteration 20F (207.023653 sec): 3 clusters Score: Raw -668238.138078 + Penalty 2839.515603 = -665398.622475 nChanged 9 SP:Iteration 21Q (207.086852 sec): 3 clusters Score: Raw -668240.717659 + Penalty 2839.515603 = -665401.202056 nChanged 9 SP:Iteration 22Q (207.145326 sec): 3 clusters Score: Raw -668243.735144 + Penalty 2839.515603 = -665404.219541 nChanged 11 SP:Iteration 23Q (207.203121 sec): 3 clusters Score: Raw -668247.297451 + Penalty 2839.515603 = -665407.781848 nChanged 9 SP:Iteration 24Q (207.247456 sec): 3 clusters Score: Raw -668251.956578 + Penalty 2839.515603 = -665412.440975 nChanged 11 SP:Iteration 25Q (207.299902 sec): 3 clusters Score: Raw -668255.954479 + Penalty 2839.515603 = -665416.438876 nChanged 11 SP:Iteration 26Q (207.360325 sec): 3 clusters Score: Raw -668262.658832 + Penalty 2839.515603 = -665423.143229 nChanged 13 SP:Iteration 27Q (207.416337 sec): 3 clusters Score: Raw -668268.469713 + Penalty 2839.515603 = -665428.954110 nChanged 16 SP:Iteration 28Q (207.461916 sec): 3 clusters Score: Raw -668272.546120 + Penalty 2839.515603 = -665433.030517 nChanged 8 SP:Iteration 29Q (207.532509 sec): 3 clusters Score: Raw -668274.545455 + Penalty 2839.515603 = -665435.029852 nChanged 9 SP:Iteration 30Q (207.589658 sec): 3 clusters Score: Raw -668278.481289 + Penalty 2839.515603 = -665438.965687 nChanged 12 SP:Iteration 31Q (207.648782 sec): 3 clusters Score: Raw -668281.667096 + Penalty 2839.515603 = -665442.151494 nChanged 7 SP:Iteration 32Q (207.696370 sec): 3 clusters Score: Raw -668284.002810 + Penalty 2839.515603 = -665444.487208 nChanged 11 SP:Iteration 33Q (207.767158 sec): 3 clusters Score: Raw -668287.821798 + Penalty 2839.515603 = -665448.306196 nChanged 9 SP:Iteration 34Q (207.822989 sec): 3 clusters Score: Raw -668292.796022 + Penalty 2839.515603 = -665453.280420 nChanged 13 SP:Iteration 35Q (207.878750 sec): 3 clusters Score: Raw -668298.066331 + Penalty 2839.515603 = -665458.550728 nChanged 15 SP:Iteration 36Q (207.937989 sec): 3 clusters Score: Raw -668303.468825 + Penalty 2839.515603 = -665463.953222 nChanged 10 SP:Iteration 37Q (207.998338 sec): 3 clusters Score: Raw -668306.195046 + Penalty 2839.515603 = -665466.679444 nChanged 8 SP:Iteration 38Q (208.056818 sec): 3 clusters Score: Raw -668308.480944 + Penalty 2839.515603 = -665468.965342 nChanged 2 SP:Iteration 39Q (208.099735 sec): 3 clusters Score: Raw -668309.193101 + Penalty 2839.515603 = -665469.677499 nChanged 2 SP:Iteration 40F (208.156863 sec): 3 clusters Score: Raw -668309.592581 + Penalty 2839.515603 = -665470.076979 nChanged 4 SP:Iteration 41Q (208.212537 sec): 3 clusters Score: Raw -668311.198717 + Penalty 2839.515603 = -665471.683114 nChanged 3 SP:Iteration 42Q (208.285725 sec): 3 clusters Score: Raw -668312.207264 + Penalty 2839.515603 = -665472.691661 nChanged 4 SP:Iteration 43Q (208.343633 sec): 3 clusters Score: Raw -668313.213371 + Penalty 2839.515603 = -665473.697768 nChanged 1 SP:Iteration 44Q (208.400848 sec): 3 clusters Score: Raw -668313.362988 + Penalty 2839.515603 = -665473.847386 nChanged 2 SP:Iteration 45Q (208.450310 sec): 3 clusters Score: Raw -668313.704044 + Penalty 2839.515603 = -665474.188441 nChanged 2 SP:Iteration 46Q (208.505750 sec): 3 clusters Score: Raw -668314.163807 + Penalty 2839.515603 = -665474.648204 nChanged 1 SP:Iteration 47Q (208.573225 sec): 3 clusters Score: Raw -668314.470469 + Penalty 2839.515603 = -665474.954866 nChanged 0 SP:Iteration 48F (208.629345 sec): 3 clusters Score: Raw -668314.470469 + Penalty 2839.515603 = -665474.954866 nChanged 0 Trying to split cluster 14 (17573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.680804 sec): 2 clusters Score: Raw -1803051.725660 + Penalty 1588.294323 = -1801463.431337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.760121 sec): 3 clusters Score: Raw -1792725.394030 + Penalty 3176.588646 = -1789548.805383 nChanged 7795 SP:Iteration 1F (208.836800 sec): 3 clusters Score: Raw -1796844.832772 + Penalty 3176.588646 = -1793668.244125 nChanged 958 SP:Iteration 2F (208.913229 sec): 3 clusters Score: Raw -1797202.285546 + Penalty 3176.588646 = -1794025.696900 nChanged 817 SP:Iteration 3Q (208.986466 sec): 3 clusters Score: Raw -1797505.006014 + Penalty 3176.588646 = -1794328.417368 nChanged 758 SP:Iteration 4Q (209.067134 sec): 3 clusters Score: Raw -1797787.416992 + Penalty 3176.588646 = -1794610.828346 nChanged 713 SP:Iteration 5Q (209.131551 sec): 3 clusters Score: Raw -1798045.781971 + Penalty 3176.588646 = -1794869.193324 nChanged 655 SP:Iteration 6Q (209.212972 sec): 3 clusters Score: Raw -1798285.337277 + Penalty 3176.588646 = -1795108.748631 nChanged 668 SP:Iteration 7Q (209.275708 sec): 3 clusters Score: Raw -1798541.829718 + Penalty 3176.588646 = -1795365.241072 nChanged 669 SP:Iteration 8Q (209.348713 sec): 3 clusters Score: Raw -1798791.162090 + Penalty 3176.588646 = -1795614.573443 nChanged 622 SP:Iteration 9Q (209.434525 sec): 3 clusters Score: Raw -1799048.984959 + Penalty 3176.588646 = -1795872.396312 nChanged 608 SP:Iteration 10Q (209.498783 sec): 3 clusters Score: Raw -1799298.477897 + Penalty 3176.588646 = -1796121.889250 nChanged 566 SP:Iteration 11Q (209.579414 sec): 3 clusters Score: Raw -1799531.360640 + Penalty 3176.588646 = -1796354.771993 nChanged 541 SP:Iteration 12Q (209.658098 sec): 3 clusters Score: Raw -1799775.792031 + Penalty 3176.588646 = -1796599.203384 nChanged 526 SP:Iteration 13Q (209.736708 sec): 3 clusters Score: Raw -1800031.654622 + Penalty 3176.588646 = -1796855.065976 nChanged 541 SP:Iteration 14Q (209.814609 sec): 3 clusters Score: Raw -1800333.131674 + Penalty 3176.588646 = -1797156.543028 nChanged 545 SP:Iteration 15Q (209.891453 sec): 3 clusters Score: Raw -1800633.551563 + Penalty 3176.588646 = -1797456.962917 nChanged 546 SP:Iteration 16Q (209.957987 sec): 3 clusters Score: Raw -1800944.287394 + Penalty 3176.588646 = -1797767.698748 nChanged 500 SP:Iteration 17Q (210.039954 sec): 3 clusters Score: Raw -1801186.207556 + Penalty 3176.588646 = -1798009.618910 nChanged 406 SP:Iteration 18Q (210.110742 sec): 3 clusters Score: Raw -1801361.850997 + Penalty 3176.588646 = -1798185.262351 nChanged 326 SP:Iteration 19Q (210.195542 sec): 3 clusters Score: Raw -1801491.022309 + Penalty 3176.588646 = -1798314.433662 nChanged 269 SP:Iteration 20F (210.259329 sec): 3 clusters Score: Raw -1801599.064845 + Penalty 3176.588646 = -1798422.476198 nChanged 281 SP:Iteration 21Q (210.343497 sec): 3 clusters Score: Raw -1801724.991770 + Penalty 3176.588646 = -1798548.403124 nChanged 285 SP:Iteration 22Q (210.416105 sec): 3 clusters Score: Raw -1801860.084763 + Penalty 3176.588646 = -1798683.496117 nChanged 298 SP:Iteration 23Q (210.495605 sec): 3 clusters Score: Raw -1802010.050238 + Penalty 3176.588646 = -1798833.461592 nChanged 292 SP:Iteration 24Q (210.563475 sec): 3 clusters Score: Raw -1802162.523205 + Penalty 3176.588646 = -1798985.934558 nChanged 277 SP:Iteration 25Q (210.635798 sec): 3 clusters Score: Raw -1802311.804196 + Penalty 3176.588646 = -1799135.215549 nChanged 250 SP:Iteration 26Q (210.708535 sec): 3 clusters Score: Raw -1802430.959317 + Penalty 3176.588646 = -1799254.370670 nChanged 227 SP:Iteration 27Q (210.787930 sec): 3 clusters Score: Raw -1802527.851121 + Penalty 3176.588646 = -1799351.262474 nChanged 189 SP:Iteration 28Q (210.852652 sec): 3 clusters Score: Raw -1802593.165224 + Penalty 3176.588646 = -1799416.576577 nChanged 146 SP:Iteration 29Q (210.927693 sec): 3 clusters Score: Raw -1802639.983970 + Penalty 3176.588646 = -1799463.395324 nChanged 108 SP:Iteration 30Q (211.003715 sec): 3 clusters Score: Raw -1802664.211555 + Penalty 3176.588646 = -1799487.622908 nChanged 83 SP:Iteration 31Q (211.090465 sec): 3 clusters Score: Raw -1802681.541805 + Penalty 3176.588646 = -1799504.953159 nChanged 65 SP:Iteration 32Q (211.159586 sec): 3 clusters Score: Raw -1802696.061115 + Penalty 3176.588646 = -1799519.472468 nChanged 73 SP:Iteration 33Q (211.232537 sec): 3 clusters Score: Raw -1802714.094905 + Penalty 3176.588646 = -1799537.506259 nChanged 82 SP:Iteration 34Q (211.293694 sec): 3 clusters Score: Raw -1802732.653074 + Penalty 3176.588646 = -1799556.064428 nChanged 60 SP:Iteration 35Q (211.377888 sec): 3 clusters Score: Raw -1802744.597481 + Penalty 3176.588646 = -1799568.008834 nChanged 62 SP:Iteration 36Q (211.448426 sec): 3 clusters Score: Raw -1802755.341994 + Penalty 3176.588646 = -1799578.753347 nChanged 56 SP:Iteration 37Q (211.514258 sec): 3 clusters Score: Raw -1802766.586129 + Penalty 3176.588646 = -1799589.997483 nChanged 45 SP:Iteration 38Q (211.592711 sec): 3 clusters Score: Raw -1802775.789480 + Penalty 3176.588646 = -1799599.200834 nChanged 54 SP:Iteration 39Q (211.665719 sec): 3 clusters Score: Raw -1802788.114199 + Penalty 3176.588646 = -1799611.525553 nChanged 56 SP:Iteration 40F (211.743475 sec): 3 clusters Score: Raw -1802799.401891 + Penalty 3176.588646 = -1799622.813244 nChanged 51 SP:Iteration 41Q (211.825348 sec): 3 clusters Score: Raw -1802807.529249 + Penalty 3176.588646 = -1799630.940602 nChanged 43 SP:Iteration 42Q (211.898751 sec): 3 clusters Score: Raw -1802816.528565 + Penalty 3176.588646 = -1799639.939918 nChanged 45 SP:Iteration 43Q (211.970427 sec): 3 clusters Score: Raw -1802825.477393 + Penalty 3176.588646 = -1799648.888747 nChanged 28 SP:Iteration 44Q (212.030890 sec): 3 clusters Score: Raw -1802830.710640 + Penalty 3176.588646 = -1799654.121993 nChanged 34 SP:Iteration 45Q (212.110305 sec): 3 clusters Score: Raw -1802836.730084 + Penalty 3176.588646 = -1799660.141437 nChanged 31 SP:Iteration 46Q (212.185324 sec): 3 clusters Score: Raw -1802841.922055 + Penalty 3176.588646 = -1799665.333409 nChanged 33 SP:Iteration 47Q (212.258556 sec): 3 clusters Score: Raw -1802847.546412 + Penalty 3176.588646 = -1799670.957766 nChanged 25 SP:Iteration 48Q (212.323270 sec): 3 clusters Score: Raw -1802851.698384 + Penalty 3176.588646 = -1799675.109738 nChanged 32 SP:Iteration 49Q (212.391085 sec): 3 clusters Score: Raw -1802857.621719 + Penalty 3176.588646 = -1799681.033072 nChanged 32 SP:Iteration 50Q (212.464015 sec): 3 clusters Score: Raw -1802862.611493 + Penalty 3176.588646 = -1799686.022846 nChanged 19 SP:Iteration 51Q (212.548439 sec): 3 clusters Score: Raw -1802866.023392 + Penalty 3176.588646 = -1799689.434745 nChanged 16 SP:Iteration 52Q (212.611784 sec): 3 clusters Score: Raw -1802868.077544 + Penalty 3176.588646 = -1799691.488897 nChanged 14 SP:Iteration 53Q (212.682053 sec): 3 clusters Score: Raw -1802870.352322 + Penalty 3176.588646 = -1799693.763676 nChanged 17 SP:Iteration 54Q (212.763293 sec): 3 clusters Score: Raw -1802872.628203 + Penalty 3176.588646 = -1799696.039556 nChanged 17 SP:Iteration 55Q (212.826201 sec): 3 clusters Score: Raw -1802875.060687 + Penalty 3176.588646 = -1799698.472041 nChanged 17 SP:Iteration 56Q (212.895751 sec): 3 clusters Score: Raw -1802877.638123 + Penalty 3176.588646 = -1799701.049477 nChanged 21 SP:Iteration 57Q (212.977820 sec): 3 clusters Score: Raw -1802880.871728 + Penalty 3176.588646 = -1799704.283082 nChanged 19 SP:Iteration 58Q (213.052071 sec): 3 clusters Score: Raw -1802883.784000 + Penalty 3176.588646 = -1799707.195353 nChanged 15 SP:Iteration 59Q (213.125753 sec): 3 clusters Score: Raw -1802886.510257 + Penalty 3176.588646 = -1799709.921611 nChanged 22 SP:Iteration 60F (213.200023 sec): 3 clusters Score: Raw -1802891.257954 + Penalty 3176.588646 = -1799714.669308 nChanged 26 SP:Iteration 61Q (213.273919 sec): 3 clusters Score: Raw -1802896.714290 + Penalty 3176.588646 = -1799720.125643 nChanged 33 SP:Iteration 62Q (213.347564 sec): 3 clusters Score: Raw -1802905.459582 + Penalty 3176.588646 = -1799728.870936 nChanged 54 SP:Iteration 63Q (213.421302 sec): 3 clusters Score: Raw -1802919.888101 + Penalty 3176.588646 = -1799743.299454 nChanged 59 SP:Iteration 64Q (213.494397 sec): 3 clusters Score: Raw -1802936.885093 + Penalty 3176.588646 = -1799760.296447 nChanged 58 SP:Iteration 65Q (213.567408 sec): 3 clusters Score: Raw -1802952.243990 + Penalty 3176.588646 = -1799775.655343 nChanged 59 SP:Iteration 66Q (213.641165 sec): 3 clusters Score: Raw -1802966.117372 + Penalty 3176.588646 = -1799789.528726 nChanged 52 SP:Iteration 67Q (213.715293 sec): 3 clusters Score: Raw -1802977.747635 + Penalty 3176.588646 = -1799801.158988 nChanged 41 SP:Iteration 68Q (213.786155 sec): 3 clusters Score: Raw -1802988.367145 + Penalty 3176.588646 = -1799811.778499 nChanged 36 SP:Iteration 69Q (213.857571 sec): 3 clusters Score: Raw -1802996.779235 + Penalty 3176.588646 = -1799820.190589 nChanged 36 SP:Iteration 70Q (213.928239 sec): 3 clusters Score: Raw -1803004.602839 + Penalty 3176.588646 = -1799828.014192 nChanged 37 SP:Iteration 71Q (213.996858 sec): 3 clusters Score: Raw -1803012.653483 + Penalty 3176.588646 = -1799836.064836 nChanged 29 SP:Iteration 72Q (214.058009 sec): 3 clusters Score: Raw -1803018.792994 + Penalty 3176.588646 = -1799842.204348 nChanged 30 SP:Iteration 73Q (214.131033 sec): 3 clusters Score: Raw -1803024.933075 + Penalty 3176.588646 = -1799848.344429 nChanged 36 SP:Iteration 74Q (214.213893 sec): 3 clusters Score: Raw -1803031.548449 + Penalty 3176.588646 = -1799854.959802 nChanged 29 SP:Iteration 75Q (214.283057 sec): 3 clusters Score: Raw -1803037.789248 + Penalty 3176.588646 = -1799861.200601 nChanged 29 SP:Iteration 76Q (214.356286 sec): 3 clusters Score: Raw -1803043.557114 + Penalty 3176.588646 = -1799866.968467 nChanged 32 SP:Iteration 77Q (214.427932 sec): 3 clusters Score: Raw -1803051.429215 + Penalty 3176.588646 = -1799874.840568 nChanged 43 SP:Iteration 78Q (214.499601 sec): 3 clusters Score: Raw -1803062.180175 + Penalty 3176.588646 = -1799885.591528 nChanged 36 SP:Iteration 79Q (214.575494 sec): 3 clusters Score: Raw -1803071.181261 + Penalty 3176.588646 = -1799894.592615 nChanged 39 SP:Iteration 80F (214.654194 sec): 3 clusters Score: Raw -1803079.109739 + Penalty 3176.588646 = -1799902.521093 nChanged 28 SP:Iteration 81Q (214.727824 sec): 3 clusters Score: Raw -1803085.359982 + Penalty 3176.588646 = -1799908.771336 nChanged 29 SP:Iteration 82Q (214.799090 sec): 3 clusters Score: Raw -1803092.907657 + Penalty 3176.588646 = -1799916.319011 nChanged 31 SP:Iteration 83Q (214.872947 sec): 3 clusters Score: Raw -1803099.482170 + Penalty 3176.588646 = -1799922.893524 nChanged 23 SP:Iteration 84Q (214.947674 sec): 3 clusters Score: Raw -1803103.173668 + Penalty 3176.588646 = -1799926.585021 nChanged 24 SP:Iteration 85Q (215.017822 sec): 3 clusters Score: Raw -1803107.422979 + Penalty 3176.588646 = -1799930.834333 nChanged 23 SP:Iteration 86Q (215.090884 sec): 3 clusters Score: Raw -1803111.991732 + Penalty 3176.588646 = -1799935.403085 nChanged 28 SP:Iteration 87Q (215.155697 sec): 3 clusters Score: Raw -1803119.299968 + Penalty 3176.588646 = -1799942.711322 nChanged 29 SP:Iteration 88Q (215.230688 sec): 3 clusters Score: Raw -1803124.932782 + Penalty 3176.588646 = -1799948.344136 nChanged 28 SP:Iteration 89Q (215.300747 sec): 3 clusters Score: Raw -1803131.449972 + Penalty 3176.588646 = -1799954.861325 nChanged 31 SP:Iteration 90Q (215.374566 sec): 3 clusters Score: Raw -1803141.380422 + Penalty 3176.588646 = -1799964.791776 nChanged 39 SP:Iteration 91Q (215.446666 sec): 3 clusters Score: Raw -1803157.653447 + Penalty 3176.588646 = -1799981.064800 nChanged 44 SP:Iteration 92Q (215.517068 sec): 3 clusters Score: Raw -1803177.106040 + Penalty 3176.588646 = -1800000.517393 nChanged 53 SP:Iteration 93Q (215.589400 sec): 3 clusters Score: Raw -1803205.439675 + Penalty 3176.588646 = -1800028.851029 nChanged 59 SP:Iteration 94Q (215.662319 sec): 3 clusters Score: Raw -1803230.149996 + Penalty 3176.588646 = -1800053.561350 nChanged 52 SP:Iteration 95Q (215.734685 sec): 3 clusters Score: Raw -1803246.741737 + Penalty 3176.588646 = -1800070.153090 nChanged 41 SP:Iteration 96Q (215.808658 sec): 3 clusters Score: Raw -1803258.096892 + Penalty 3176.588646 = -1800081.508245 nChanged 33 SP:Iteration 97Q (215.873800 sec): 3 clusters Score: Raw -1803269.293772 + Penalty 3176.588646 = -1800092.705126 nChanged 35 SP:Iteration 98Q (215.943581 sec): 3 clusters Score: Raw -1803280.611556 + Penalty 3176.588646 = -1800104.022910 nChanged 33 SP:Iteration 99Q (216.013688 sec): 3 clusters Score: Raw -1803289.879074 + Penalty 3176.588646 = -1800113.290428 nChanged 23 SP:Iteration 100F (216.090659 sec): 3 clusters Score: Raw -1803296.183367 + Penalty 3176.588646 = -1800119.594720 nChanged 20 SP:Iteration 101Q (216.164159 sec): 3 clusters Score: Raw -1803303.432190 + Penalty 3176.588646 = -1800126.843544 nChanged 29 SP:Iteration 102Q (216.235078 sec): 3 clusters Score: Raw -1803312.642398 + Penalty 3176.588646 = -1800136.053752 nChanged 18 SP:Iteration 103Q (216.304699 sec): 3 clusters Score: Raw -1803317.730923 + Penalty 3176.588646 = -1800141.142277 nChanged 22 SP:Iteration 104Q (216.373754 sec): 3 clusters Score: Raw -1803322.541391 + Penalty 3176.588646 = -1800145.952745 nChanged 22 SP:Iteration 105Q (216.446839 sec): 3 clusters Score: Raw -1803330.466205 + Penalty 3176.588646 = -1800153.877558 nChanged 37 SP:Iteration 106Q (216.516175 sec): 3 clusters Score: Raw -1803348.841907 + Penalty 3176.588646 = -1800172.253261 nChanged 32 SP:Iteration 107Q (216.590588 sec): 3 clusters Score: Raw -1803365.241775 + Penalty 3176.588646 = -1800188.653128 nChanged 36 SP:Iteration 108Q (216.662655 sec): 3 clusters Score: Raw -1803382.194030 + Penalty 3176.588646 = -1800205.605384 nChanged 39 SP:Iteration 109Q (216.734792 sec): 3 clusters Score: Raw -1803396.627548 + Penalty 3176.588646 = -1800220.038901 nChanged 36 SP:Iteration 110Q (216.801866 sec): 3 clusters Score: Raw -1803410.503059 + Penalty 3176.588646 = -1800233.914413 nChanged 22 SP:Iteration 111Q (216.877255 sec): 3 clusters Score: Raw -1803417.243550 + Penalty 3176.588646 = -1800240.654903 nChanged 18 SP:Iteration 112Q (216.946925 sec): 3 clusters Score: Raw -1803423.961028 + Penalty 3176.588646 = -1800247.372381 nChanged 22 SP:Iteration 113Q (217.018551 sec): 3 clusters Score: Raw -1803430.677255 + Penalty 3176.588646 = -1800254.088608 nChanged 19 SP:Iteration 114Q (217.091307 sec): 3 clusters Score: Raw -1803437.390930 + Penalty 3176.588646 = -1800260.802284 nChanged 18 SP:Iteration 115Q (217.162237 sec): 3 clusters Score: Raw -1803442.473802 + Penalty 3176.588646 = -1800265.885155 nChanged 18 SP:Iteration 116Q (217.233497 sec): 3 clusters Score: Raw -1803446.327330 + Penalty 3176.588646 = -1800269.738683 nChanged 6 SP:Iteration 117Q (217.304147 sec): 3 clusters Score: Raw -1803447.410501 + Penalty 3176.588646 = -1800270.821855 nChanged 5 SP:Iteration 118Q (217.375752 sec): 3 clusters Score: Raw -1803448.659706 + Penalty 3176.588646 = -1800272.071059 nChanged 7 SP:Iteration 119Q (217.444422 sec): 3 clusters Score: Raw -1803450.689618 + Penalty 3176.588646 = -1800274.100972 nChanged 6 SP:Iteration 120F (217.520203 sec): 3 clusters Score: Raw -1803452.630893 + Penalty 3176.588646 = -1800276.042246 nChanged 6 SP:Iteration 121Q (217.590290 sec): 3 clusters Score: Raw -1803453.855112 + Penalty 3176.588646 = -1800277.266466 nChanged 5 SP:Iteration 122Q (217.660352 sec): 3 clusters Score: Raw -1803454.456964 + Penalty 3176.588646 = -1800277.868318 nChanged 2 SP:Iteration 123Q (217.726727 sec): 3 clusters Score: Raw -1803455.091573 + Penalty 3176.588646 = -1800278.502927 nChanged 1 SP:Iteration 124Q (217.793996 sec): 3 clusters Score: Raw -1803455.139786 + Penalty 3176.588646 = -1800278.551140 nChanged 1 SP:Iteration 125Q (217.867828 sec): 3 clusters Score: Raw -1803455.264924 + Penalty 3176.588646 = -1800278.676277 nChanged 0 SP:Iteration 126F (217.949084 sec): 3 clusters Score: Raw -1803455.264924 + Penalty 3176.588646 = -1800278.676277 nChanged 0 Trying to split cluster 15 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.971209 sec): 2 clusters Score: Raw -42645.321447 + Penalty 996.677182 = -41648.644265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (218.026777 sec): 3 clusters Score: Raw -42665.832353 + Penalty 1993.354364 = -40672.477989 nChanged 103 SP:Iteration 1F (218.064452 sec): 3 clusters Score: Raw -42886.715859 + Penalty 1993.354364 = -40893.361495 nChanged 43 SP:Iteration 2F (218.117804 sec): 3 clusters Score: Raw -42995.180408 + Penalty 1993.354364 = -41001.826044 nChanged 22 SP:Iteration 3Q (218.169958 sec): 3 clusters Score: Raw -43042.717736 + Penalty 1993.354364 = -41049.363372 nChanged 12 SP:Iteration 4Q (218.220818 sec): 3 clusters Score: Raw -43073.981765 + Penalty 1993.354364 = -41080.627401 nChanged 10 SP:Iteration 5Q (218.274262 sec): 3 clusters Score: Raw -43111.276891 + Penalty 1993.354364 = -41117.922527 nChanged 10 SP:Iteration 6Q (218.321215 sec): 3 clusters Score: Raw -43137.876478 + Penalty 1993.354364 = -41144.522114 nChanged 7 SP:Iteration 7Q (218.372225 sec): 3 clusters Score: Raw -43152.406527 + Penalty 1993.354364 = -41159.052163 nChanged 5 SP:Iteration 8Q (218.425016 sec): 3 clusters Score: Raw -43160.806679 + Penalty 1993.354364 = -41167.452315 nChanged 1 SP:Iteration 9Q (218.473610 sec): 3 clusters Score: Raw -43161.325824 + Penalty 1993.354364 = -41167.971460 nChanged 1 SP:Iteration 10Q (218.523626 sec): 3 clusters Score: Raw -43162.354875 + Penalty 1993.354364 = -41169.000511 nChanged 0 SP:Iteration 11F (218.574868 sec): 3 clusters Score: Raw -43162.354875 + Penalty 1993.354364 = -41169.000511 nChanged 0 Trying to split cluster 16 (1778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (218.590430 sec): 2 clusters Score: Raw -178661.922486 + Penalty 1216.027218 = -177445.895268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (218.649747 sec): 3 clusters Score: Raw -177900.543593 + Penalty 2432.054435 = -175468.489158 nChanged 625 SP:Iteration 1F (218.690177 sec): 3 clusters Score: Raw -178344.931094 + Penalty 2432.054435 = -175912.876659 nChanged 149 SP:Iteration 2F (218.746524 sec): 3 clusters Score: Raw -178458.886727 + Penalty 2432.054435 = -176026.832292 nChanged 86 SP:Iteration 3Q (218.792864 sec): 3 clusters Score: Raw -178521.893824 + Penalty 2432.054435 = -176089.839389 nChanged 60 SP:Iteration 4Q (218.836177 sec): 3 clusters Score: Raw -178571.242662 + Penalty 2432.054435 = -176139.188226 nChanged 60 SP:Iteration 5Q (218.878900 sec): 3 clusters Score: Raw -178621.561464 + Penalty 2432.054435 = -176189.507029 nChanged 53 SP:Iteration 6Q (218.916344 sec): 3 clusters Score: Raw -178662.657183 + Penalty 2432.054435 = -176230.602748 nChanged 34 SP:Iteration 7Q (218.964291 sec): 3 clusters Score: Raw -178687.455592 + Penalty 2432.054435 = -176255.401157 nChanged 24 SP:Iteration 8Q (219.012236 sec): 3 clusters Score: Raw -178700.937497 + Penalty 2432.054435 = -176268.883062 nChanged 19 SP:Iteration 9Q (219.062230 sec): 3 clusters Score: Raw -178708.786191 + Penalty 2432.054435 = -176276.731756 nChanged 12 SP:Iteration 10Q (219.097677 sec): 3 clusters Score: Raw -178714.707972 + Penalty 2432.054435 = -176282.653537 nChanged 6 SP:Iteration 11Q (219.143947 sec): 3 clusters Score: Raw -178717.779856 + Penalty 2432.054435 = -176285.725421 nChanged 8 SP:Iteration 12Q (219.188803 sec): 3 clusters Score: Raw -178721.403009 + Penalty 2432.054435 = -176289.348574 nChanged 9 SP:Iteration 13Q (219.231675 sec): 3 clusters Score: Raw -178725.067888 + Penalty 2432.054435 = -176293.013453 nChanged 10 SP:Iteration 14Q (219.287858 sec): 3 clusters Score: Raw -178732.174903 + Penalty 2432.054435 = -176300.120468 nChanged 11 SP:Iteration 15Q (219.332101 sec): 3 clusters Score: Raw -178736.272376 + Penalty 2432.054435 = -176304.217941 nChanged 5 SP:Iteration 16Q (219.374418 sec): 3 clusters Score: Raw -178737.636369 + Penalty 2432.054435 = -176305.581933 nChanged 3 SP:Iteration 17Q (219.415206 sec): 3 clusters Score: Raw -178738.903087 + Penalty 2432.054435 = -176306.848652 nChanged 1 SP:Iteration 18Q (219.475079 sec): 3 clusters Score: Raw -178739.714692 + Penalty 2432.054435 = -176307.660257 nChanged 2 SP:Iteration 19Q (219.524668 sec): 3 clusters Score: Raw -178740.477081 + Penalty 2432.054435 = -176308.422646 nChanged 0 SP:Iteration 20F (219.566801 sec): 3 clusters Score: Raw -178740.477081 + Penalty 2432.054435 = -176308.422646 nChanged 0 Trying to split cluster 17 (5711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.605662 sec): 2 clusters Score: Raw -604023.281692 + Penalty 1405.649281 = -602617.632412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.668073 sec): 3 clusters Score: Raw -600943.436419 + Penalty 2811.298561 = -598132.137858 nChanged 2337 SP:Iteration 1F (219.720789 sec): 3 clusters Score: Raw -602187.477208 + Penalty 2811.298561 = -599376.178647 nChanged 398 SP:Iteration 2F (219.779546 sec): 3 clusters Score: Raw -602408.780797 + Penalty 2811.298561 = -599597.482236 nChanged 331 SP:Iteration 3F (219.832013 sec): 3 clusters Score: Raw -602578.948309 + Penalty 2811.298561 = -599767.649748 nChanged 274 SP:Iteration 4Q (219.892035 sec): 3 clusters Score: Raw -602714.651311 + Penalty 2811.298561 = -599903.352750 nChanged 244 SP:Iteration 5Q (219.952546 sec): 3 clusters Score: Raw -602845.082753 + Penalty 2811.298561 = -600033.784192 nChanged 238 SP:Iteration 6Q (220.015431 sec): 3 clusters Score: Raw -603002.038331 + Penalty 2811.298561 = -600190.739770 nChanged 269 SP:Iteration 7Q (220.066569 sec): 3 clusters Score: Raw -603164.256473 + Penalty 2811.298561 = -600352.957912 nChanged 250 SP:Iteration 8Q (220.134332 sec): 3 clusters Score: Raw -603322.808470 + Penalty 2811.298561 = -600511.509909 nChanged 247 SP:Iteration 9Q (220.183416 sec): 3 clusters Score: Raw -603494.161209 + Penalty 2811.298561 = -600682.862648 nChanged 225 SP:Iteration 10Q (220.253653 sec): 3 clusters Score: Raw -603644.742330 + Penalty 2811.298561 = -600833.443769 nChanged 192 SP:Iteration 11Q (220.300455 sec): 3 clusters Score: Raw -603779.086710 + Penalty 2811.298561 = -600967.788148 nChanged 159 SP:Iteration 12Q (220.372168 sec): 3 clusters Score: Raw -603900.023581 + Penalty 2811.298561 = -601088.725020 nChanged 138 SP:Iteration 13Q (220.418944 sec): 3 clusters Score: Raw -603997.944134 + Penalty 2811.298561 = -601186.645573 nChanged 133 SP:Iteration 14Q (220.476893 sec): 3 clusters Score: Raw -604090.048085 + Penalty 2811.298561 = -601278.749524 nChanged 95 SP:Iteration 15Q (220.546453 sec): 3 clusters Score: Raw -604164.705350 + Penalty 2811.298561 = -601353.406789 nChanged 75 SP:Iteration 16Q (220.602889 sec): 3 clusters Score: Raw -604223.737689 + Penalty 2811.298561 = -601412.439128 nChanged 59 SP:Iteration 17Q (220.664859 sec): 3 clusters Score: Raw -604267.714368 + Penalty 2811.298561 = -601456.415807 nChanged 49 SP:Iteration 18Q (220.724133 sec): 3 clusters Score: Raw -604304.038423 + Penalty 2811.298561 = -601492.739862 nChanged 38 SP:Iteration 19Q (220.769191 sec): 3 clusters Score: Raw -604329.860250 + Penalty 2811.298561 = -601518.561689 nChanged 23 SP:Iteration 20F (220.819873 sec): 3 clusters Score: Raw -604345.750807 + Penalty 2811.298561 = -601534.452246 nChanged 18 SP:Iteration 21Q (220.888242 sec): 3 clusters Score: Raw -604356.672232 + Penalty 2811.298561 = -601545.373671 nChanged 10 SP:Iteration 22Q (220.934023 sec): 3 clusters Score: Raw -604362.529769 + Penalty 2811.298561 = -601551.231208 nChanged 15 SP:Iteration 23Q (220.994657 sec): 3 clusters Score: Raw -604370.524046 + Penalty 2811.298561 = -601559.225485 nChanged 9 SP:Iteration 24Q (221.055076 sec): 3 clusters Score: Raw -604375.894225 + Penalty 2811.298561 = -601564.595664 nChanged 6 SP:Iteration 25Q (221.114966 sec): 3 clusters Score: Raw -604379.411343 + Penalty 2811.298561 = -601568.112782 nChanged 2 SP:Iteration 26Q (221.172363 sec): 3 clusters Score: Raw -604381.330219 + Penalty 2811.298561 = -601570.031658 nChanged 4 SP:Iteration 27Q (221.220457 sec): 3 clusters Score: Raw -604387.080092 + Penalty 2811.298561 = -601575.781531 nChanged 7 SP:Iteration 28Q (221.284985 sec): 3 clusters Score: Raw -604392.833840 + Penalty 2811.298561 = -601581.535279 nChanged 7 SP:Iteration 29Q (221.346963 sec): 3 clusters Score: Raw -604396.715886 + Penalty 2811.298561 = -601585.417325 nChanged 4 SP:Iteration 30Q (221.403401 sec): 3 clusters Score: Raw -604399.834618 + Penalty 2811.298561 = -601588.536057 nChanged 7 SP:Iteration 31Q (221.458100 sec): 3 clusters Score: Raw -604403.849569 + Penalty 2811.298561 = -601592.551008 nChanged 2 SP:Iteration 32Q (221.514361 sec): 3 clusters Score: Raw -604405.110592 + Penalty 2811.298561 = -601593.812031 nChanged 2 SP:Iteration 33Q (221.556358 sec): 3 clusters Score: Raw -604406.706664 + Penalty 2811.298561 = -601595.408103 nChanged 5 SP:Iteration 34Q (221.621259 sec): 3 clusters Score: Raw -604408.253589 + Penalty 2811.298561 = -601596.955028 nChanged 2 SP:Iteration 35Q (221.676293 sec): 3 clusters Score: Raw -604409.126638 + Penalty 2811.298561 = -601597.828077 nChanged 1 SP:Iteration 36Q (221.721095 sec): 3 clusters Score: Raw -604409.580417 + Penalty 2811.298561 = -601598.281856 nChanged 0 SP:Iteration 37F (221.786916 sec): 3 clusters Score: Raw -604409.580417 + Penalty 2811.298561 = -601598.281856 nChanged 0 Trying to split cluster 18 (3309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (221.816412 sec): 2 clusters Score: Raw -324919.473686 + Penalty 1316.965213 = -323602.508473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (221.859652 sec): 3 clusters Score: Raw -323292.038258 + Penalty 2633.930425 = -320658.107833 nChanged 1272 SP:Iteration 1F (221.919575 sec): 3 clusters Score: Raw -324027.932689 + Penalty 2633.930425 = -321394.002264 nChanged 249 SP:Iteration 2F (221.970553 sec): 3 clusters Score: Raw -324190.524306 + Penalty 2633.930425 = -321556.593881 nChanged 176 SP:Iteration 3F (222.011007 sec): 3 clusters Score: Raw -324292.593709 + Penalty 2633.930425 = -321658.663284 nChanged 127 SP:Iteration 4Q (222.070044 sec): 3 clusters Score: Raw -324364.616005 + Penalty 2633.930425 = -321730.685579 nChanged 112 SP:Iteration 5Q (222.110497 sec): 3 clusters Score: Raw -324422.959014 + Penalty 2633.930425 = -321789.028589 nChanged 102 SP:Iteration 6Q (222.160949 sec): 3 clusters Score: Raw -324474.306454 + Penalty 2633.930425 = -321840.376029 nChanged 89 SP:Iteration 7Q (222.211201 sec): 3 clusters Score: Raw -324526.504371 + Penalty 2633.930425 = -321892.573945 nChanged 88 SP:Iteration 8Q (222.266822 sec): 3 clusters Score: Raw -324581.380254 + Penalty 2633.930425 = -321947.449829 nChanged 92 SP:Iteration 9Q (222.314314 sec): 3 clusters Score: Raw -324635.118415 + Penalty 2633.930425 = -322001.187990 nChanged 77 SP:Iteration 10Q (222.369567 sec): 3 clusters Score: Raw -324681.220015 + Penalty 2633.930425 = -322047.289590 nChanged 78 SP:Iteration 11Q (222.416599 sec): 3 clusters Score: Raw -324724.802653 + Penalty 2633.930425 = -322090.872228 nChanged 66 SP:Iteration 12Q (222.468975 sec): 3 clusters Score: Raw -324767.303568 + Penalty 2633.930425 = -322133.373143 nChanged 71 SP:Iteration 13Q (222.508006 sec): 3 clusters Score: Raw -324825.736334 + Penalty 2633.930425 = -322191.805909 nChanged 80 SP:Iteration 14Q (222.569209 sec): 3 clusters Score: Raw -324881.162699 + Penalty 2633.930425 = -322247.232273 nChanged 61 SP:Iteration 15Q (222.618880 sec): 3 clusters Score: Raw -324918.299278 + Penalty 2633.930425 = -322284.368853 nChanged 56 SP:Iteration 16Q (222.685560 sec): 3 clusters Score: Raw -324954.722808 + Penalty 2633.930425 = -322320.792383 nChanged 63 SP:Iteration 17Q (222.738582 sec): 3 clusters Score: Raw -325005.441682 + Penalty 2633.930425 = -322371.511257 nChanged 59 SP:Iteration 18Q (222.788618 sec): 3 clusters Score: Raw -325049.223399 + Penalty 2633.930425 = -322415.292974 nChanged 47 SP:Iteration 19Q (222.837418 sec): 3 clusters Score: Raw -325091.395750 + Penalty 2633.930425 = -322457.465324 nChanged 39 SP:Iteration 20F (222.886270 sec): 3 clusters Score: Raw -325121.737180 + Penalty 2633.930425 = -322487.806755 nChanged 34 SP:Iteration 21Q (222.934422 sec): 3 clusters Score: Raw -325151.933260 + Penalty 2633.930425 = -322518.002835 nChanged 28 SP:Iteration 22Q (222.979095 sec): 3 clusters Score: Raw -325178.276711 + Penalty 2633.930425 = -322544.346285 nChanged 25 SP:Iteration 23Q (223.038357 sec): 3 clusters Score: Raw -325200.085022 + Penalty 2633.930425 = -322566.154597 nChanged 23 SP:Iteration 24Q (223.078468 sec): 3 clusters Score: Raw -325225.488984 + Penalty 2633.930425 = -322591.558559 nChanged 18 SP:Iteration 25Q (223.137977 sec): 3 clusters Score: Raw -325244.011542 + Penalty 2633.930425 = -322610.081117 nChanged 13 SP:Iteration 26Q (223.182944 sec): 3 clusters Score: Raw -325253.015906 + Penalty 2633.930425 = -322619.085481 nChanged 8 SP:Iteration 27Q (223.239727 sec): 3 clusters Score: Raw -325261.031576 + Penalty 2633.930425 = -322627.101151 nChanged 5 SP:Iteration 28Q (223.288993 sec): 3 clusters Score: Raw -325265.154920 + Penalty 2633.930425 = -322631.224495 nChanged 6 SP:Iteration 29Q (223.346567 sec): 3 clusters Score: Raw -325270.799042 + Penalty 2633.930425 = -322636.868617 nChanged 7 SP:Iteration 30Q (223.403140 sec): 3 clusters Score: Raw -325278.316159 + Penalty 2633.930425 = -322644.385734 nChanged 3 SP:Iteration 31Q (223.445203 sec): 3 clusters Score: Raw -325282.772097 + Penalty 2633.930425 = -322648.841672 nChanged 4 SP:Iteration 32Q (223.510087 sec): 3 clusters Score: Raw -325285.844375 + Penalty 2633.930425 = -322651.913950 nChanged 1 SP:Iteration 33Q (223.556129 sec): 3 clusters Score: Raw -325286.357511 + Penalty 2633.930425 = -322652.427086 nChanged 1 SP:Iteration 34Q (223.600218 sec): 3 clusters Score: Raw -325286.840876 + Penalty 2633.930425 = -322652.910451 nChanged 1 SP:Iteration 35Q (223.660319 sec): 3 clusters Score: Raw -325287.451062 + Penalty 2633.930425 = -322653.520637 nChanged 1 SP:Iteration 36Q (223.706716 sec): 3 clusters Score: Raw -325288.257598 + Penalty 2633.930425 = -322654.327173 nChanged 0 SP:Iteration 37F (223.765244 sec): 3 clusters Score: Raw -325288.257598 + Penalty 2633.930425 = -322654.327173 nChanged 0 Trying to split cluster 19 (5505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (223.794218 sec): 2 clusters Score: Raw -589126.377040 + Penalty 1399.679458 = -587726.697582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (223.845785 sec): 3 clusters Score: Raw -586240.268686 + Penalty 2799.358916 = -583440.909770 nChanged 2266 SP:Iteration 1F (223.896374 sec): 3 clusters Score: Raw -587429.419880 + Penalty 2799.358916 = -584630.060964 nChanged 386 SP:Iteration 2F (223.955474 sec): 3 clusters Score: Raw -587600.952630 + Penalty 2799.358916 = -584801.593714 nChanged 241 SP:Iteration 3Q (224.004104 sec): 3 clusters Score: Raw -587699.210802 + Penalty 2799.358916 = -584899.851886 nChanged 190 SP:Iteration 4Q (224.068177 sec): 3 clusters Score: Raw -587777.873862 + Penalty 2799.358916 = -584978.514946 nChanged 168 SP:Iteration 5Q (224.125675 sec): 3 clusters Score: Raw -587852.228432 + Penalty 2799.358916 = -585052.869516 nChanged 158 SP:Iteration 6Q (224.171301 sec): 3 clusters Score: Raw -587911.434097 + Penalty 2799.358916 = -585112.075181 nChanged 134 SP:Iteration 7Q (224.231282 sec): 3 clusters Score: Raw -587965.808806 + Penalty 2799.358916 = -585166.449890 nChanged 126 SP:Iteration 8Q (224.281432 sec): 3 clusters Score: Raw -588016.150893 + Penalty 2799.358916 = -585216.791977 nChanged 118 SP:Iteration 9Q (224.347087 sec): 3 clusters Score: Raw -588065.671524 + Penalty 2799.358916 = -585266.312608 nChanged 140 SP:Iteration 10Q (224.406355 sec): 3 clusters Score: Raw -588131.229940 + Penalty 2799.358916 = -585331.871024 nChanged 146 SP:Iteration 11Q (224.463219 sec): 3 clusters Score: Raw -588200.059071 + Penalty 2799.358916 = -585400.700155 nChanged 151 SP:Iteration 12Q (224.512638 sec): 3 clusters Score: Raw -588287.027589 + Penalty 2799.358916 = -585487.668673 nChanged 172 SP:Iteration 13Q (224.570958 sec): 3 clusters Score: Raw -588393.395149 + Penalty 2799.358916 = -585594.036233 nChanged 178 SP:Iteration 14Q (224.621407 sec): 3 clusters Score: Raw -588505.933833 + Penalty 2799.358916 = -585706.574917 nChanged 178 SP:Iteration 15Q (224.677003 sec): 3 clusters Score: Raw -588626.229670 + Penalty 2799.358916 = -585826.870754 nChanged 163 SP:Iteration 16Q (224.733029 sec): 3 clusters Score: Raw -588752.678732 + Penalty 2799.358916 = -585953.319816 nChanged 144 SP:Iteration 17Q (224.782722 sec): 3 clusters Score: Raw -588862.566047 + Penalty 2799.358916 = -586063.207131 nChanged 126 SP:Iteration 18Q (224.843433 sec): 3 clusters Score: Raw -588964.772772 + Penalty 2799.358916 = -586165.413856 nChanged 98 SP:Iteration 19Q (224.888420 sec): 3 clusters Score: Raw -589045.611754 + Penalty 2799.358916 = -586246.252838 nChanged 83 SP:Iteration 20F (224.955745 sec): 3 clusters Score: Raw -589114.081525 + Penalty 2799.358916 = -586314.722609 nChanged 65 SP:Iteration 21Q (225.012572 sec): 3 clusters Score: Raw -589170.889014 + Penalty 2799.358916 = -586371.530099 nChanged 50 SP:Iteration 22Q (225.071562 sec): 3 clusters Score: Raw -589223.993852 + Penalty 2799.358916 = -586424.634936 nChanged 35 SP:Iteration 23Q (225.128231 sec): 3 clusters Score: Raw -589255.544708 + Penalty 2799.358916 = -586456.185792 nChanged 29 SP:Iteration 24Q (225.186575 sec): 3 clusters Score: Raw -589282.388523 + Penalty 2799.358916 = -586483.029607 nChanged 21 SP:Iteration 25Q (225.242255 sec): 3 clusters Score: Raw -589299.944610 + Penalty 2799.358916 = -586500.585694 nChanged 13 SP:Iteration 26Q (225.294409 sec): 3 clusters Score: Raw -589308.019134 + Penalty 2799.358916 = -586508.660218 nChanged 7 SP:Iteration 27Q (225.350878 sec): 3 clusters Score: Raw -589314.593153 + Penalty 2799.358916 = -586515.234237 nChanged 5 SP:Iteration 28Q (225.393941 sec): 3 clusters Score: Raw -589320.298918 + Penalty 2799.358916 = -586520.940002 nChanged 3 SP:Iteration 29Q (225.451681 sec): 3 clusters Score: Raw -589322.535981 + Penalty 2799.358916 = -586523.177065 nChanged 2 SP:Iteration 30Q (225.505096 sec): 3 clusters Score: Raw -589324.455791 + Penalty 2799.358916 = -586525.096875 nChanged 2 SP:Iteration 31Q (225.560596 sec): 3 clusters Score: Raw -589325.395096 + Penalty 2799.358916 = -586526.036180 nChanged 1 SP:Iteration 32Q (225.617743 sec): 3 clusters Score: Raw -589327.051095 + Penalty 2799.358916 = -586527.692179 nChanged 2 SP:Iteration 33Q (225.668800 sec): 3 clusters Score: Raw -589328.448520 + Penalty 2799.358916 = -586529.089604 nChanged 1 SP:Iteration 34Q (225.716152 sec): 3 clusters Score: Raw -589330.351280 + Penalty 2799.358916 = -586530.992364 nChanged 0 SP:Iteration 35F (225.779861 sec): 3 clusters Score: Raw -589330.351280 + Penalty 2799.358916 = -586530.992364 nChanged 0 Iteration 59Q (227.449015 sec): 23 clusters Score: Raw -24055153.459367 + Penalty 44189.662009 = -24010963.797357 nChanged 4529 Iteration 60F (230.956372 sec): 23 clusters Score: Raw -24059655.150344 + Penalty 44189.662009 = -24015465.488334 nChanged 5107 Iteration 61Q (232.669166 sec): 23 clusters Score: Raw -24062478.035744 + Penalty 44189.662009 = -24018288.373734 nChanged 3631 Iteration 62Q (234.239058 sec): 23 clusters Score: Raw -24063962.791075 + Penalty 44189.662009 = -24019773.129066 nChanged 2756 Iteration 63Q (235.774896 sec): 23 clusters Score: Raw -24064857.504817 + Penalty 44189.662009 = -24020667.842808 nChanged 2147 Iteration 64Q (237.339962 sec): 23 clusters Score: Raw -24065455.963062 + Penalty 44189.662009 = -24021266.301053 nChanged 1618 Iteration 65Q (239.027872 sec): 23 clusters Score: Raw -24065812.879469 + Penalty 44189.662009 = -24021623.217460 nChanged 1264 Iteration 66Q (240.688547 sec): 23 clusters Score: Raw -24066060.383011 + Penalty 44189.662009 = -24021870.721001 nChanged 1068 Iteration 67Q (242.273623 sec): 23 clusters Score: Raw -24066254.723319 + Penalty 44189.662009 = -24022065.061310 nChanged 896 Iteration 68Q (243.821340 sec): 23 clusters Score: Raw -24066405.052287 + Penalty 44189.662009 = -24022215.390277 nChanged 781 Iteration 69Q (245.278718 sec): 23 clusters Score: Raw -24066521.379182 + Penalty 44189.662009 = -24022331.717173 nChanged 642 Iteration 70Q (246.860560 sec): 23 clusters Score: Raw -24066609.230068 + Penalty 44189.662009 = -24022419.568059 nChanged 551 Iteration 71Q (248.431159 sec): 23 clusters Score: Raw -24066683.850703 + Penalty 44189.662009 = -24022494.188693 nChanged 479 Iteration 72Q (250.114755 sec): 23 clusters Score: Raw -24066748.617489 + Penalty 44189.662009 = -24022558.955479 nChanged 446 Iteration 73Q (251.763683 sec): 23 clusters Score: Raw -24066815.290507 + Penalty 44189.662009 = -24022625.628497 nChanged 414 Iteration 74Q (253.343345 sec): 23 clusters Score: Raw -24066877.834778 + Penalty 44189.662009 = -24022688.172768 nChanged 370 Iteration 75Q (254.913435 sec): 23 clusters Score: Raw -24066935.862763 + Penalty 44189.662009 = -24022746.200753 nChanged 336 Iteration 76Q (256.406696 sec): 23 clusters Score: Raw -24066986.457474 + Penalty 44189.662009 = -24022796.795464 nChanged 315 Iteration 77Q (257.825866 sec): 23 clusters Score: Raw -24067038.827344 + Penalty 44189.662009 = -24022849.165335 nChanged 330 Iteration 78Q (259.340762 sec): 23 clusters Score: Raw -24067094.481339 + Penalty 44189.662009 = -24022904.819330 nChanged 301 Iteration 79Q (260.834487 sec): 23 clusters Score: Raw -24067145.242610 + Penalty 44189.662009 = -24022955.580601 nChanged 273 Iteration 80F (264.360160 sec): 23 clusters Score: Raw -24067203.584996 + Penalty 44189.662009 = -24023013.922986 nChanged 306 Iteration 81Q (266.019804 sec): 23 clusters Score: Raw -24067263.395016 + Penalty 44189.662009 = -24023073.733007 nChanged 297 Iteration 82Q (267.596195 sec): 23 clusters Score: Raw -24067319.578364 + Penalty 44189.662009 = -24023129.916355 nChanged 303 Iteration 83Q (269.167405 sec): 23 clusters Score: Raw -24067376.323238 + Penalty 44189.662009 = -24023186.661229 nChanged 286 Iteration 84Q (270.658222 sec): 23 clusters Score: Raw -24067426.269193 + Penalty 44189.662009 = -24023236.607184 nChanged 257 Iteration 85Q (272.197566 sec): 23 clusters Score: Raw -24067471.977426 + Penalty 44189.662009 = -24023282.315417 nChanged 261 Iteration 86Q (273.711052 sec): 23 clusters Score: Raw -24067510.603788 + Penalty 44189.662009 = -24023320.941779 nChanged 223 Iteration 87Q (275.313691 sec): 23 clusters Score: Raw -24067543.313639 + Penalty 44189.662009 = -24023353.651630 nChanged 236 Iteration 88Q (276.913073 sec): 23 clusters Score: Raw -24067578.127619 + Penalty 44189.662009 = -24023388.465610 nChanged 235 Iteration 89Q (278.364643 sec): 23 clusters Score: Raw -24067613.029597 + Penalty 44189.662009 = -24023423.367588 nChanged 244 Iteration 90Q (280.183127 sec): 23 clusters Score: Raw -24067650.617516 + Penalty 44189.662009 = -24023460.955507 nChanged 276 Iteration 91Q (281.987360 sec): 23 clusters Score: Raw -24067694.122408 + Penalty 44189.662009 = -24023504.460399 nChanged 271 Iteration 92Q (283.664659 sec): 23 clusters Score: Raw -24067738.170636 + Penalty 44189.662009 = -24023548.508627 nChanged 273 Iteration 93Q (285.381496 sec): 23 clusters Score: Raw -24067781.410471 + Penalty 44189.662009 = -24023591.748461 nChanged 244 Iteration 94Q (287.076782 sec): 23 clusters Score: Raw -24067814.501305 + Penalty 44189.662009 = -24023624.839295 nChanged 210 Iteration 95Q (288.840814 sec): 23 clusters Score: Raw -24067842.124883 + Penalty 44189.662009 = -24023652.462873 nChanged 169 Iteration 96Q (290.588560 sec): 23 clusters Score: Raw -24067863.609894 + Penalty 44189.662009 = -24023673.947884 nChanged 162 Iteration 97Q (292.301883 sec): 23 clusters Score: Raw -24067881.375317 + Penalty 44189.662009 = -24023691.713308 nChanged 135 Iteration 98Q (293.988054 sec): 23 clusters Score: Raw -24067898.102773 + Penalty 44189.662009 = -24023708.440763 nChanged 148 Writing temp clu file Because OldScore, -24023691.713308, is greater than current (better) Score,-24023708.440763 Compute initial score before splitting: Score: Raw -24067898.102773 + Penalty 44189.662009 = -24023708.440763 Trying to split cluster 1 (6330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (294.094422 sec): 2 clusters Score: Raw -610832.138383 + Penalty 1422.371521 = -609409.766862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (294.148376 sec): 3 clusters Score: Raw -607442.625130 + Penalty 2844.743042 = -604597.882087 nChanged 2676 SP:Iteration 1F (294.192647 sec): 3 clusters Score: Raw -609160.943584 + Penalty 2844.743042 = -606316.200542 nChanged 560 SP:Iteration 2F (294.258402 sec): 3 clusters Score: Raw -609711.403241 + Penalty 2844.743042 = -606866.660198 nChanged 604 SP:Iteration 3F (294.304065 sec): 3 clusters Score: Raw -610337.179854 + Penalty 2844.743042 = -607492.436812 nChanged 595 SP:Iteration 4F (294.360676 sec): 3 clusters Score: Raw -610886.789971 + Penalty 2844.743042 = -608042.046928 nChanged 431 SP:Iteration 5F (294.416228 sec): 3 clusters Score: Raw -611189.526541 + Penalty 2844.743042 = -608344.783499 nChanged 274 SP:Iteration 6Q (294.472534 sec): 3 clusters Score: Raw -611351.087673 + Penalty 2844.743042 = -608506.344631 nChanged 175 SP:Iteration 7Q (294.518265 sec): 3 clusters Score: Raw -611438.642059 + Penalty 2844.743042 = -608593.899017 nChanged 131 SP:Iteration 8Q (294.578881 sec): 3 clusters Score: Raw -611493.000263 + Penalty 2844.743042 = -608648.257221 nChanged 84 SP:Iteration 9Q (294.641370 sec): 3 clusters Score: Raw -611519.476472 + Penalty 2844.743042 = -608674.733430 nChanged 53 SP:Iteration 10Q (294.696241 sec): 3 clusters Score: Raw -611536.246483 + Penalty 2844.743042 = -608691.503441 nChanged 31 SP:Iteration 11Q (294.748337 sec): 3 clusters Score: Raw -611547.537420 + Penalty 2844.743042 = -608702.794378 nChanged 25 SP:Iteration 12Q (294.803097 sec): 3 clusters Score: Raw -611552.897872 + Penalty 2844.743042 = -608708.154830 nChanged 17 SP:Iteration 13Q (294.853442 sec): 3 clusters Score: Raw -611557.285049 + Penalty 2844.743042 = -608712.542007 nChanged 13 SP:Iteration 14Q (294.910175 sec): 3 clusters Score: Raw -611560.550940 + Penalty 2844.743042 = -608715.807897 nChanged 13 SP:Iteration 15Q (294.961101 sec): 3 clusters Score: Raw -611563.829331 + Penalty 2844.743042 = -608719.086288 nChanged 15 SP:Iteration 16Q (295.014090 sec): 3 clusters Score: Raw -611567.811558 + Penalty 2844.743042 = -608723.068516 nChanged 16 SP:Iteration 17Q (295.069431 sec): 3 clusters Score: Raw -611571.084763 + Penalty 2844.743042 = -608726.341720 nChanged 14 SP:Iteration 18Q (295.120019 sec): 3 clusters Score: Raw -611573.662041 + Penalty 2844.743042 = -608728.918998 nChanged 10 SP:Iteration 19Q (295.179941 sec): 3 clusters Score: Raw -611575.618977 + Penalty 2844.743042 = -608730.875934 nChanged 8 SP:Iteration 20F (295.232826 sec): 3 clusters Score: Raw -611576.943872 + Penalty 2844.743042 = -608732.200830 nChanged 7 SP:Iteration 21Q (295.290389 sec): 3 clusters Score: Raw -611578.049982 + Penalty 2844.743042 = -608733.306939 nChanged 4 SP:Iteration 22Q (295.334080 sec): 3 clusters Score: Raw -611578.665858 + Penalty 2844.743042 = -608733.922815 nChanged 6 SP:Iteration 23Q (295.387982 sec): 3 clusters Score: Raw -611579.427978 + Penalty 2844.743042 = -608734.684935 nChanged 4 SP:Iteration 24Q (295.448634 sec): 3 clusters Score: Raw -611579.781571 + Penalty 2844.743042 = -608735.038528 nChanged 3 SP:Iteration 25Q (295.501603 sec): 3 clusters Score: Raw -611580.043108 + Penalty 2844.743042 = -608735.300066 nChanged 0 SP:Iteration 26F (295.567804 sec): 3 clusters Score: Raw -611580.043108 + Penalty 2844.743042 = -608735.300066 nChanged 0 Trying to split cluster 2 (1903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (295.597378 sec): 2 clusters Score: Raw -191784.988019 + Penalty 1227.067866 = -190557.920153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (295.650117 sec): 3 clusters Score: Raw -190992.001639 + Penalty 2454.135732 = -188537.865907 nChanged 654 SP:Iteration 1F (295.696220 sec): 3 clusters Score: Raw -191378.794372 + Penalty 2454.135732 = -188924.658641 nChanged 164 SP:Iteration 2F (295.729828 sec): 3 clusters Score: Raw -191510.407777 + Penalty 2454.135732 = -189056.272045 nChanged 98 SP:Iteration 3F (295.776282 sec): 3 clusters Score: Raw -191599.018369 + Penalty 2454.135732 = -189144.882637 nChanged 82 SP:Iteration 4Q (295.832696 sec): 3 clusters Score: Raw -191683.193632 + Penalty 2454.135732 = -189229.057900 nChanged 64 SP:Iteration 5Q (295.879636 sec): 3 clusters Score: Raw -191734.518319 + Penalty 2454.135732 = -189280.382587 nChanged 55 SP:Iteration 6Q (295.924733 sec): 3 clusters Score: Raw -191775.087629 + Penalty 2454.135732 = -189320.951897 nChanged 47 SP:Iteration 7Q (295.969253 sec): 3 clusters Score: Raw -191812.041815 + Penalty 2454.135732 = -189357.906083 nChanged 32 SP:Iteration 8Q (296.015151 sec): 3 clusters Score: Raw -191832.495341 + Penalty 2454.135732 = -189378.359609 nChanged 29 SP:Iteration 9Q (296.061792 sec): 3 clusters Score: Raw -191852.348790 + Penalty 2454.135732 = -189398.213058 nChanged 23 SP:Iteration 10Q (296.104687 sec): 3 clusters Score: Raw -191871.958360 + Penalty 2454.135732 = -189417.822628 nChanged 28 SP:Iteration 11Q (296.143830 sec): 3 clusters Score: Raw -191891.049653 + Penalty 2454.135732 = -189436.913921 nChanged 22 SP:Iteration 12Q (296.197238 sec): 3 clusters Score: Raw -191904.557708 + Penalty 2454.135732 = -189450.421976 nChanged 27 SP:Iteration 13Q (296.235992 sec): 3 clusters Score: Raw -191920.462795 + Penalty 2454.135732 = -189466.327063 nChanged 23 SP:Iteration 14Q (296.287635 sec): 3 clusters Score: Raw -191932.491691 + Penalty 2454.135732 = -189478.355959 nChanged 18 SP:Iteration 15Q (296.328368 sec): 3 clusters Score: Raw -191941.511237 + Penalty 2454.135732 = -189487.375506 nChanged 13 SP:Iteration 16Q (296.382587 sec): 3 clusters Score: Raw -191947.632253 + Penalty 2454.135732 = -189493.496522 nChanged 11 SP:Iteration 17Q (296.425663 sec): 3 clusters Score: Raw -191955.079008 + Penalty 2454.135732 = -189500.943277 nChanged 21 SP:Iteration 18Q (296.473678 sec): 3 clusters Score: Raw -191964.464751 + Penalty 2454.135732 = -189510.329019 nChanged 23 SP:Iteration 19Q (296.513921 sec): 3 clusters Score: Raw -191977.198578 + Penalty 2454.135732 = -189523.062846 nChanged 23 SP:Iteration 20F (296.560217 sec): 3 clusters Score: Raw -191988.173499 + Penalty 2454.135732 = -189534.037767 nChanged 14 SP:Iteration 21Q (296.620589 sec): 3 clusters Score: Raw -191995.773770 + Penalty 2454.135732 = -189541.638038 nChanged 13 SP:Iteration 22Q (296.660235 sec): 3 clusters Score: Raw -192005.209302 + Penalty 2454.135732 = -189551.073570 nChanged 19 SP:Iteration 23Q (296.715446 sec): 3 clusters Score: Raw -192015.105351 + Penalty 2454.135732 = -189560.969619 nChanged 15 SP:Iteration 24Q (296.764649 sec): 3 clusters Score: Raw -192021.460806 + Penalty 2454.135732 = -189567.325074 nChanged 14 SP:Iteration 25Q (296.811264 sec): 3 clusters Score: Raw -192031.758830 + Penalty 2454.135732 = -189577.623098 nChanged 9 SP:Iteration 26Q (296.866342 sec): 3 clusters Score: Raw -192035.675829 + Penalty 2454.135732 = -189581.540097 nChanged 5 SP:Iteration 27Q (296.902561 sec): 3 clusters Score: Raw -192038.146520 + Penalty 2454.135732 = -189584.010788 nChanged 5 SP:Iteration 28Q (296.948242 sec): 3 clusters Score: Raw -192041.543762 + Penalty 2454.135732 = -189587.408031 nChanged 5 SP:Iteration 29Q (297.004447 sec): 3 clusters Score: Raw -192043.223435 + Penalty 2454.135732 = -189589.087703 nChanged 5 SP:Iteration 30Q (297.048389 sec): 3 clusters Score: Raw -192045.804805 + Penalty 2454.135732 = -189591.669073 nChanged 5 SP:Iteration 31Q (297.102668 sec): 3 clusters Score: Raw -192048.247398 + Penalty 2454.135732 = -189594.111666 nChanged 3 SP:Iteration 32Q (297.155667 sec): 3 clusters Score: Raw -192049.640572 + Penalty 2454.135732 = -189595.504841 nChanged 0 SP:Iteration 33F (297.200745 sec): 3 clusters Score: Raw -192049.640572 + Penalty 2454.135732 = -189595.504841 nChanged 0 Trying to split cluster 3 (40589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (297.283279 sec): 2 clusters Score: Raw -4308298.822287 + Penalty 1724.328511 = -4306574.493777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (297.398691 sec): 3 clusters Score: Raw -4282783.210249 + Penalty 3448.657021 = -4279334.553228 nChanged 18897 SP:Iteration 1F (297.508366 sec): 3 clusters Score: Raw -4293946.304897 + Penalty 3448.657021 = -4290497.647875 nChanged 2268 SP:Iteration 2F (297.633229 sec): 3 clusters Score: Raw -4295077.859572 + Penalty 3448.657021 = -4291629.202551 nChanged 2518 SP:Iteration 3F (297.741381 sec): 3 clusters Score: Raw -4296606.158419 + Penalty 3448.657021 = -4293157.501398 nChanged 2714 SP:Iteration 4F (297.852898 sec): 3 clusters Score: Raw -4298524.080464 + Penalty 3448.657021 = -4295075.423443 nChanged 2860 SP:Iteration 5F (297.972838 sec): 3 clusters Score: Raw -4300674.004302 + Penalty 3448.657021 = -4297225.347281 nChanged 2583 SP:Iteration 6F (298.082563 sec): 3 clusters Score: Raw -4302480.741738 + Penalty 3448.657021 = -4299032.084717 nChanged 2070 SP:Iteration 7F (298.200490 sec): 3 clusters Score: Raw -4303598.185732 + Penalty 3448.657021 = -4300149.528711 nChanged 1496 SP:Iteration 8Q (298.318332 sec): 3 clusters Score: Raw -4304246.347627 + Penalty 3448.657021 = -4300797.690606 nChanged 1079 SP:Iteration 9Q (298.419397 sec): 3 clusters Score: Raw -4304606.160182 + Penalty 3448.657021 = -4301157.503160 nChanged 796 SP:Iteration 10Q (298.529334 sec): 3 clusters Score: Raw -4304799.216486 + Penalty 3448.657021 = -4301350.559465 nChanged 568 SP:Iteration 11Q (298.648148 sec): 3 clusters Score: Raw -4304907.344869 + Penalty 3448.657021 = -4301458.687848 nChanged 429 SP:Iteration 12Q (298.772665 sec): 3 clusters Score: Raw -4304986.013553 + Penalty 3448.657021 = -4301537.356532 nChanged 380 SP:Iteration 13Q (298.882298 sec): 3 clusters Score: Raw -4305058.005211 + Penalty 3448.657021 = -4301609.348190 nChanged 347 SP:Iteration 14Q (298.990071 sec): 3 clusters Score: Raw -4305127.546054 + Penalty 3448.657021 = -4301678.889033 nChanged 342 SP:Iteration 15Q (299.103223 sec): 3 clusters Score: Raw -4305186.159798 + Penalty 3448.657021 = -4301737.502777 nChanged 311 SP:Iteration 16Q (299.217314 sec): 3 clusters Score: Raw -4305247.524183 + Penalty 3448.657021 = -4301798.867162 nChanged 366 SP:Iteration 17Q (299.332429 sec): 3 clusters Score: Raw -4305338.665192 + Penalty 3448.657021 = -4301890.008171 nChanged 427 SP:Iteration 18Q (299.431534 sec): 3 clusters Score: Raw -4305462.192991 + Penalty 3448.657021 = -4302013.535970 nChanged 474 SP:Iteration 19Q (299.550259 sec): 3 clusters Score: Raw -4305618.385783 + Penalty 3448.657021 = -4302169.728762 nChanged 542 SP:Iteration 20F (299.659463 sec): 3 clusters Score: Raw -4305802.424954 + Penalty 3448.657021 = -4302353.767933 nChanged 595 SP:Iteration 21Q (299.774463 sec): 3 clusters Score: Raw -4306041.220738 + Penalty 3448.657021 = -4302592.563717 nChanged 665 SP:Iteration 22Q (299.884887 sec): 3 clusters Score: Raw -4306328.910398 + Penalty 3448.657021 = -4302880.253376 nChanged 725 SP:Iteration 23Q (300.010283 sec): 3 clusters Score: Raw -4306621.960241 + Penalty 3448.657021 = -4303173.303219 nChanged 696 SP:Iteration 24Q (300.131525 sec): 3 clusters Score: Raw -4306885.704309 + Penalty 3448.657021 = -4303437.047288 nChanged 612 SP:Iteration 25Q (300.234987 sec): 3 clusters Score: Raw -4307073.126737 + Penalty 3448.657021 = -4303624.469716 nChanged 513 SP:Iteration 26Q (300.350167 sec): 3 clusters Score: Raw -4307209.760310 + Penalty 3448.657021 = -4303761.103289 nChanged 466 SP:Iteration 27Q (300.449796 sec): 3 clusters Score: Raw -4307325.637586 + Penalty 3448.657021 = -4303876.980565 nChanged 399 SP:Iteration 28Q (300.568064 sec): 3 clusters Score: Raw -4307419.454488 + Penalty 3448.657021 = -4303970.797466 nChanged 336 SP:Iteration 29Q (300.675874 sec): 3 clusters Score: Raw -4307495.956969 + Penalty 3448.657021 = -4304047.299948 nChanged 326 SP:Iteration 30Q (300.794328 sec): 3 clusters Score: Raw -4307562.579046 + Penalty 3448.657021 = -4304113.922024 nChanged 298 SP:Iteration 31Q (300.911237 sec): 3 clusters Score: Raw -4307626.343740 + Penalty 3448.657021 = -4304177.686719 nChanged 270 SP:Iteration 32Q (301.023577 sec): 3 clusters Score: Raw -4307691.125789 + Penalty 3448.657021 = -4304242.468767 nChanged 256 SP:Iteration 33Q (301.129761 sec): 3 clusters Score: Raw -4307746.163731 + Penalty 3448.657021 = -4304297.506709 nChanged 263 SP:Iteration 34Q (301.255222 sec): 3 clusters Score: Raw -4307802.305867 + Penalty 3448.657021 = -4304353.648846 nChanged 239 SP:Iteration 35Q (301.372314 sec): 3 clusters Score: Raw -4307842.841113 + Penalty 3448.657021 = -4304394.184092 nChanged 225 SP:Iteration 36Q (301.484526 sec): 3 clusters Score: Raw -4307878.249122 + Penalty 3448.657021 = -4304429.592101 nChanged 192 SP:Iteration 37Q (301.589102 sec): 3 clusters Score: Raw -4307907.021050 + Penalty 3448.657021 = -4304458.364029 nChanged 166 SP:Iteration 38Q (301.694376 sec): 3 clusters Score: Raw -4307928.404407 + Penalty 3448.657021 = -4304479.747385 nChanged 152 SP:Iteration 39Q (301.813297 sec): 3 clusters Score: Raw -4307949.517048 + Penalty 3448.657021 = -4304500.860027 nChanged 165 SP:Iteration 40F (301.916134 sec): 3 clusters Score: Raw -4307968.513199 + Penalty 3448.657021 = -4304519.856178 nChanged 139 SP:Iteration 41Q (302.033049 sec): 3 clusters Score: Raw -4307983.535406 + Penalty 3448.657021 = -4304534.878385 nChanged 122 SP:Iteration 42Q (302.142430 sec): 3 clusters Score: Raw -4307996.371514 + Penalty 3448.657021 = -4304547.714493 nChanged 102 SP:Iteration 43Q (302.258234 sec): 3 clusters Score: Raw -4308007.092710 + Penalty 3448.657021 = -4304558.435689 nChanged 98 SP:Iteration 44Q (302.369513 sec): 3 clusters Score: Raw -4308016.559128 + Penalty 3448.657021 = -4304567.902107 nChanged 90 SP:Iteration 45Q (302.477458 sec): 3 clusters Score: Raw -4308024.696976 + Penalty 3448.657021 = -4304576.039955 nChanged 88 SP:Iteration 46Q (302.584703 sec): 3 clusters Score: Raw -4308033.807780 + Penalty 3448.657021 = -4304585.150759 nChanged 71 SP:Iteration 47Q (302.689490 sec): 3 clusters Score: Raw -4308039.599638 + Penalty 3448.657021 = -4304590.942617 nChanged 73 SP:Iteration 48Q (302.803327 sec): 3 clusters Score: Raw -4308044.930326 + Penalty 3448.657021 = -4304596.273305 nChanged 61 SP:Iteration 49Q (302.908551 sec): 3 clusters Score: Raw -4308048.970215 + Penalty 3448.657021 = -4304600.313193 nChanged 60 SP:Iteration 50Q (303.021581 sec): 3 clusters Score: Raw -4308052.560584 + Penalty 3448.657021 = -4304603.903563 nChanged 58 SP:Iteration 51Q (303.143698 sec): 3 clusters Score: Raw -4308055.803117 + Penalty 3448.657021 = -4304607.146096 nChanged 50 SP:Iteration 52Q (303.245901 sec): 3 clusters Score: Raw -4308059.201211 + Penalty 3448.657021 = -4304610.544190 nChanged 41 SP:Iteration 53Q (303.368279 sec): 3 clusters Score: Raw -4308062.080586 + Penalty 3448.657021 = -4304613.423565 nChanged 52 SP:Iteration 54Q (303.483720 sec): 3 clusters Score: Raw -4308065.340296 + Penalty 3448.657021 = -4304616.683275 nChanged 37 SP:Iteration 55Q (303.595738 sec): 3 clusters Score: Raw -4308067.612886 + Penalty 3448.657021 = -4304618.955865 nChanged 39 SP:Iteration 56Q (303.699391 sec): 3 clusters Score: Raw -4308069.778169 + Penalty 3448.657021 = -4304621.121148 nChanged 32 SP:Iteration 57Q (303.817231 sec): 3 clusters Score: Raw -4308071.627933 + Penalty 3448.657021 = -4304622.970912 nChanged 33 SP:Iteration 58Q (303.926622 sec): 3 clusters Score: Raw -4308073.362695 + Penalty 3448.657021 = -4304624.705673 nChanged 24 SP:Iteration 59Q (304.047585 sec): 3 clusters Score: Raw -4308074.494625 + Penalty 3448.657021 = -4304625.837603 nChanged 28 SP:Iteration 60F (304.155754 sec): 3 clusters Score: Raw -4308075.600089 + Penalty 3448.657021 = -4304626.943067 nChanged 29 SP:Iteration 61Q (304.260308 sec): 3 clusters Score: Raw -4308077.219386 + Penalty 3448.657021 = -4304628.562365 nChanged 46 SP:Iteration 62Q (304.368978 sec): 3 clusters Score: Raw -4308080.821161 + Penalty 3448.657021 = -4304632.164140 nChanged 47 SP:Iteration 63Q (304.483311 sec): 3 clusters Score: Raw -4308083.937358 + Penalty 3448.657021 = -4304635.280337 nChanged 44 SP:Iteration 64Q (304.590028 sec): 3 clusters Score: Raw -4308086.352175 + Penalty 3448.657021 = -4304637.695153 nChanged 33 SP:Iteration 65Q (304.709175 sec): 3 clusters Score: Raw -4308088.200901 + Penalty 3448.657021 = -4304639.543879 nChanged 35 SP:Iteration 66Q (304.812629 sec): 3 clusters Score: Raw -4308090.067222 + Penalty 3448.657021 = -4304641.410201 nChanged 40 SP:Iteration 67Q (304.922112 sec): 3 clusters Score: Raw -4308092.485683 + Penalty 3448.657021 = -4304643.828662 nChanged 40 SP:Iteration 68Q (305.040635 sec): 3 clusters Score: Raw -4308094.864288 + Penalty 3448.657021 = -4304646.207267 nChanged 39 SP:Iteration 69Q (305.151011 sec): 3 clusters Score: Raw -4308097.069427 + Penalty 3448.657021 = -4304648.412406 nChanged 36 SP:Iteration 70Q (305.265172 sec): 3 clusters Score: Raw -4308098.765808 + Penalty 3448.657021 = -4304650.108787 nChanged 39 SP:Iteration 71Q (305.380437 sec): 3 clusters Score: Raw -4308100.870812 + Penalty 3448.657021 = -4304652.213791 nChanged 44 SP:Iteration 72Q (305.485240 sec): 3 clusters Score: Raw -4308103.451100 + Penalty 3448.657021 = -4304654.794079 nChanged 45 SP:Iteration 73Q (305.597848 sec): 3 clusters Score: Raw -4308106.278724 + Penalty 3448.657021 = -4304657.621703 nChanged 51 SP:Iteration 74Q (305.722041 sec): 3 clusters Score: Raw -4308109.309264 + Penalty 3448.657021 = -4304660.652243 nChanged 44 SP:Iteration 75Q (305.819213 sec): 3 clusters Score: Raw -4308111.951593 + Penalty 3448.657021 = -4304663.294571 nChanged 45 SP:Iteration 76Q (305.938372 sec): 3 clusters Score: Raw -4308114.405234 + Penalty 3448.657021 = -4304665.748212 nChanged 46 SP:Iteration 77Q (306.042842 sec): 3 clusters Score: Raw -4308117.051614 + Penalty 3448.657021 = -4304668.394593 nChanged 46 SP:Iteration 78Q (306.151284 sec): 3 clusters Score: Raw -4308119.721790 + Penalty 3448.657021 = -4304671.064768 nChanged 41 SP:Iteration 79Q (306.275701 sec): 3 clusters Score: Raw -4308121.912051 + Penalty 3448.657021 = -4304673.255030 nChanged 45 SP:Iteration 80F (306.390870 sec): 3 clusters Score: Raw -4308124.445749 + Penalty 3448.657021 = -4304675.788728 nChanged 48 SP:Iteration 81Q (306.503571 sec): 3 clusters Score: Raw -4308127.477951 + Penalty 3448.657021 = -4304678.820930 nChanged 53 SP:Iteration 82Q (306.614383 sec): 3 clusters Score: Raw -4308130.583892 + Penalty 3448.657021 = -4304681.926871 nChanged 42 SP:Iteration 83Q (306.716565 sec): 3 clusters Score: Raw -4308132.913029 + Penalty 3448.657021 = -4304684.256008 nChanged 43 SP:Iteration 84Q (306.842510 sec): 3 clusters Score: Raw -4308135.388205 + Penalty 3448.657021 = -4304686.731184 nChanged 45 SP:Iteration 85Q (306.956885 sec): 3 clusters Score: Raw -4308138.228100 + Penalty 3448.657021 = -4304689.571079 nChanged 54 SP:Iteration 86Q (307.058756 sec): 3 clusters Score: Raw -4308141.127397 + Penalty 3448.657021 = -4304692.470375 nChanged 50 SP:Iteration 87Q (307.180748 sec): 3 clusters Score: Raw -4308144.087771 + Penalty 3448.657021 = -4304695.430750 nChanged 57 SP:Iteration 88Q (307.291467 sec): 3 clusters Score: Raw -4308147.258407 + Penalty 3448.657021 = -4304698.601385 nChanged 46 SP:Iteration 89Q (307.400790 sec): 3 clusters Score: Raw -4308149.904599 + Penalty 3448.657021 = -4304701.247578 nChanged 51 SP:Iteration 90Q (307.512863 sec): 3 clusters Score: Raw -4308153.042143 + Penalty 3448.657021 = -4304704.385122 nChanged 42 SP:Iteration 91Q (307.623117 sec): 3 clusters Score: Raw -4308156.004792 + Penalty 3448.657021 = -4304707.347770 nChanged 45 SP:Iteration 92Q (307.729320 sec): 3 clusters Score: Raw -4308158.823452 + Penalty 3448.657021 = -4304710.166431 nChanged 42 SP:Iteration 93Q (307.846480 sec): 3 clusters Score: Raw -4308161.275251 + Penalty 3448.657021 = -4304712.618230 nChanged 52 SP:Iteration 94Q (307.960292 sec): 3 clusters Score: Raw -4308164.258071 + Penalty 3448.657021 = -4304715.601050 nChanged 53 SP:Iteration 95Q (308.072719 sec): 3 clusters Score: Raw -4308168.712085 + Penalty 3448.657021 = -4304720.055064 nChanged 63 SP:Iteration 96Q (308.182783 sec): 3 clusters Score: Raw -4308173.807401 + Penalty 3448.657021 = -4304725.150380 nChanged 71 SP:Iteration 97Q (308.297336 sec): 3 clusters Score: Raw -4308178.563119 + Penalty 3448.657021 = -4304729.906098 nChanged 59 SP:Iteration 98Q (308.397690 sec): 3 clusters Score: Raw -4308182.141619 + Penalty 3448.657021 = -4304733.484597 nChanged 59 SP:Iteration 99Q (308.516606 sec): 3 clusters Score: Raw -4308185.719817 + Penalty 3448.657021 = -4304737.062796 nChanged 58 SP:Iteration 100F (308.622387 sec): 3 clusters Score: Raw -4308188.866528 + Penalty 3448.657021 = -4304740.209507 nChanged 53 SP:Iteration 101Q (308.747490 sec): 3 clusters Score: Raw -4308191.280624 + Penalty 3448.657021 = -4304742.623603 nChanged 49 SP:Iteration 102Q (308.855040 sec): 3 clusters Score: Raw -4308193.450789 + Penalty 3448.657021 = -4304744.793768 nChanged 43 SP:Iteration 103Q (308.967720 sec): 3 clusters Score: Raw -4308195.981650 + Penalty 3448.657021 = -4304747.324629 nChanged 41 SP:Iteration 104Q (309.083309 sec): 3 clusters Score: Raw -4308197.581129 + Penalty 3448.657021 = -4304748.924107 nChanged 30 SP:Iteration 105Q (309.200190 sec): 3 clusters Score: Raw -4308198.627125 + Penalty 3448.657021 = -4304749.970104 nChanged 27 SP:Iteration 106Q (309.303063 sec): 3 clusters Score: Raw -4308199.774041 + Penalty 3448.657021 = -4304751.117019 nChanged 37 SP:Iteration 107Q (309.425995 sec): 3 clusters Score: Raw -4308201.516212 + Penalty 3448.657021 = -4304752.859191 nChanged 29 SP:Iteration 108Q (309.542765 sec): 3 clusters Score: Raw -4308203.068670 + Penalty 3448.657021 = -4304754.411649 nChanged 36 SP:Iteration 109Q (309.651239 sec): 3 clusters Score: Raw -4308205.390879 + Penalty 3448.657021 = -4304756.733858 nChanged 43 SP:Iteration 110Q (309.763712 sec): 3 clusters Score: Raw -4308207.974749 + Penalty 3448.657021 = -4304759.317728 nChanged 61 SP:Iteration 111Q (309.885270 sec): 3 clusters Score: Raw -4308212.339336 + Penalty 3448.657021 = -4304763.682315 nChanged 57 SP:Iteration 112Q (309.990008 sec): 3 clusters Score: Raw -4308216.061490 + Penalty 3448.657021 = -4304767.404468 nChanged 59 SP:Iteration 113Q (310.101811 sec): 3 clusters Score: Raw -4308220.354946 + Penalty 3448.657021 = -4304771.697925 nChanged 59 SP:Iteration 114Q (310.223478 sec): 3 clusters Score: Raw -4308223.932444 + Penalty 3448.657021 = -4304775.275423 nChanged 57 SP:Iteration 115Q (310.334238 sec): 3 clusters Score: Raw -4308227.161481 + Penalty 3448.657021 = -4304778.504459 nChanged 51 SP:Iteration 116Q (310.439520 sec): 3 clusters Score: Raw -4308230.320981 + Penalty 3448.657021 = -4304781.663960 nChanged 58 SP:Iteration 117Q (310.542287 sec): 3 clusters Score: Raw -4308234.262077 + Penalty 3448.657021 = -4304785.605055 nChanged 68 SP:Iteration 118Q (310.656355 sec): 3 clusters Score: Raw -4308238.459939 + Penalty 3448.657021 = -4304789.802917 nChanged 56 SP:Iteration 119Q (310.782006 sec): 3 clusters Score: Raw -4308241.719992 + Penalty 3448.657021 = -4304793.062970 nChanged 40 SP:Iteration 120F (310.895492 sec): 3 clusters Score: Raw -4308243.728588 + Penalty 3448.657021 = -4304795.071567 nChanged 41 SP:Iteration 121Q (311.009922 sec): 3 clusters Score: Raw -4308245.667629 + Penalty 3448.657021 = -4304797.010608 nChanged 37 SP:Iteration 122Q (311.118716 sec): 3 clusters Score: Raw -4308247.541229 + Penalty 3448.657021 = -4304798.884208 nChanged 36 SP:Iteration 123Q (311.237200 sec): 3 clusters Score: Raw -4308249.516201 + Penalty 3448.657021 = -4304800.859180 nChanged 38 SP:Iteration 124Q (311.340243 sec): 3 clusters Score: Raw -4308251.911958 + Penalty 3448.657021 = -4304803.254936 nChanged 55 SP:Iteration 125Q (311.448522 sec): 3 clusters Score: Raw -4308254.885253 + Penalty 3448.657021 = -4304806.228231 nChanged 41 SP:Iteration 126Q (311.558462 sec): 3 clusters Score: Raw -4308256.901570 + Penalty 3448.657021 = -4304808.244549 nChanged 37 SP:Iteration 127Q (311.675380 sec): 3 clusters Score: Raw -4308258.191724 + Penalty 3448.657021 = -4304809.534703 nChanged 23 SP:Iteration 128Q (311.784918 sec): 3 clusters Score: Raw -4308258.993988 + Penalty 3448.657021 = -4304810.336967 nChanged 28 SP:Iteration 129Q (311.895962 sec): 3 clusters Score: Raw -4308259.931610 + Penalty 3448.657021 = -4304811.274589 nChanged 19 SP:Iteration 130Q (312.008416 sec): 3 clusters Score: Raw -4308260.529707 + Penalty 3448.657021 = -4304811.872686 nChanged 15 SP:Iteration 131Q (312.120877 sec): 3 clusters Score: Raw -4308261.012340 + Penalty 3448.657021 = -4304812.355319 nChanged 21 SP:Iteration 132Q (312.234160 sec): 3 clusters Score: Raw -4308261.808355 + Penalty 3448.657021 = -4304813.151334 nChanged 16 SP:Iteration 133Q (312.345404 sec): 3 clusters Score: Raw -4308262.359219 + Penalty 3448.657021 = -4304813.702198 nChanged 13 SP:Iteration 134Q (312.444821 sec): 3 clusters Score: Raw -4308262.728321 + Penalty 3448.657021 = -4304814.071300 nChanged 11 SP:Iteration 135Q (312.558987 sec): 3 clusters Score: Raw -4308262.942285 + Penalty 3448.657021 = -4304814.285263 nChanged 5 SP:Iteration 136Q (312.669312 sec): 3 clusters Score: Raw -4308263.032556 + Penalty 3448.657021 = -4304814.375534 nChanged 6 SP:Iteration 137Q (312.788581 sec): 3 clusters Score: Raw -4308263.106694 + Penalty 3448.657021 = -4304814.449673 nChanged 9 SP:Iteration 138Q (312.901384 sec): 3 clusters Score: Raw -4308263.269677 + Penalty 3448.657021 = -4304814.612656 nChanged 9 SP:Iteration 139Q (313.013428 sec): 3 clusters Score: Raw -4308263.463217 + Penalty 3448.657021 = -4304814.806196 nChanged 9 SP:Iteration 140F (313.128724 sec): 3 clusters Score: Raw -4308263.690735 + Penalty 3448.657021 = -4304815.033714 nChanged 11 SP:Iteration 141Q (313.232752 sec): 3 clusters Score: Raw -4308263.856485 + Penalty 3448.657021 = -4304815.199463 nChanged 6 SP:Iteration 142Q (313.355501 sec): 3 clusters Score: Raw -4308263.986772 + Penalty 3448.657021 = -4304815.329751 nChanged 4 SP:Iteration 143Q (313.476398 sec): 3 clusters Score: Raw -4308264.095489 + Penalty 3448.657021 = -4304815.438468 nChanged 8 SP:Iteration 144Q (313.575874 sec): 3 clusters Score: Raw -4308264.297014 + Penalty 3448.657021 = -4304815.639993 nChanged 6 SP:Iteration 145Q (313.693799 sec): 3 clusters Score: Raw -4308264.427652 + Penalty 3448.657021 = -4304815.770631 nChanged 2 SP:Iteration 146Q (313.798219 sec): 3 clusters Score: Raw -4308264.473912 + Penalty 3448.657021 = -4304815.816891 nChanged 2 SP:Iteration 147Q (313.917610 sec): 3 clusters Score: Raw -4308264.501179 + Penalty 3448.657021 = -4304815.844158 nChanged 2 SP:Iteration 148Q (314.015917 sec): 3 clusters Score: Raw -4308264.538610 + Penalty 3448.657021 = -4304815.881589 nChanged 2 SP:Iteration 149Q (314.134717 sec): 3 clusters Score: Raw -4308264.586528 + Penalty 3448.657021 = -4304815.929507 nChanged 2 SP:Iteration 150Q (314.245100 sec): 3 clusters Score: Raw -4308264.702890 + Penalty 3448.657021 = -4304816.045869 nChanged 3 SP:Iteration 151Q (314.343034 sec): 3 clusters Score: Raw -4308264.800300 + Penalty 3448.657021 = -4304816.143278 nChanged 2 SP:Iteration 152Q (314.463333 sec): 3 clusters Score: Raw -4308264.830865 + Penalty 3448.657021 = -4304816.173844 nChanged 0 SP:Iteration 153F (314.576812 sec): 3 clusters Score: Raw -4308264.830865 + Penalty 3448.657021 = -4304816.173844 nChanged 0 Trying to split cluster 4 (2224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (314.599998 sec): 2 clusters Score: Raw -229314.068061 + Penalty 1252.397681 = -228061.670380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (314.657411 sec): 3 clusters Score: Raw -228320.123811 + Penalty 2504.795363 = -225815.328448 nChanged 790 SP:Iteration 1F (314.699913 sec): 3 clusters Score: Raw -228798.229180 + Penalty 2504.795363 = -226293.433817 nChanged 167 SP:Iteration 2F (314.748842 sec): 3 clusters Score: Raw -228899.896921 + Penalty 2504.795363 = -226395.101558 nChanged 88 SP:Iteration 3Q (314.801956 sec): 3 clusters Score: Raw -228953.519504 + Penalty 2504.795363 = -226448.724141 nChanged 65 SP:Iteration 4Q (314.852972 sec): 3 clusters Score: Raw -228992.512768 + Penalty 2504.795363 = -226487.717405 nChanged 44 SP:Iteration 5Q (314.905040 sec): 3 clusters Score: Raw -229016.999361 + Penalty 2504.795363 = -226512.203998 nChanged 41 SP:Iteration 6Q (314.959236 sec): 3 clusters Score: Raw -229042.983738 + Penalty 2504.795363 = -226538.188375 nChanged 35 SP:Iteration 7Q (315.007340 sec): 3 clusters Score: Raw -229060.951587 + Penalty 2504.795363 = -226556.156224 nChanged 28 SP:Iteration 8Q (315.052564 sec): 3 clusters Score: Raw -229078.821310 + Penalty 2504.795363 = -226574.025947 nChanged 27 SP:Iteration 9Q (315.098231 sec): 3 clusters Score: Raw -229093.364661 + Penalty 2504.795363 = -226588.569298 nChanged 24 SP:Iteration 10Q (315.149529 sec): 3 clusters Score: Raw -229104.740720 + Penalty 2504.795363 = -226599.945357 nChanged 20 SP:Iteration 11Q (315.195077 sec): 3 clusters Score: Raw -229114.921857 + Penalty 2504.795363 = -226610.126494 nChanged 23 SP:Iteration 12Q (315.238665 sec): 3 clusters Score: Raw -229127.705550 + Penalty 2504.795363 = -226622.910187 nChanged 24 SP:Iteration 13Q (315.282534 sec): 3 clusters Score: Raw -229141.424757 + Penalty 2504.795363 = -226636.629394 nChanged 26 SP:Iteration 14Q (315.333013 sec): 3 clusters Score: Raw -229154.754607 + Penalty 2504.795363 = -226649.959244 nChanged 23 SP:Iteration 15Q (315.391324 sec): 3 clusters Score: Raw -229166.697110 + Penalty 2504.795363 = -226661.901747 nChanged 23 SP:Iteration 16Q (315.447142 sec): 3 clusters Score: Raw -229176.251029 + Penalty 2504.795363 = -226671.455667 nChanged 17 SP:Iteration 17Q (315.493305 sec): 3 clusters Score: Raw -229184.905986 + Penalty 2504.795363 = -226680.110623 nChanged 18 SP:Iteration 18Q (315.551859 sec): 3 clusters Score: Raw -229193.980684 + Penalty 2504.795363 = -226689.185321 nChanged 20 SP:Iteration 19Q (315.601663 sec): 3 clusters Score: Raw -229206.134442 + Penalty 2504.795363 = -226701.339079 nChanged 24 SP:Iteration 20F (315.659422 sec): 3 clusters Score: Raw -229225.667856 + Penalty 2504.795363 = -226720.872493 nChanged 27 SP:Iteration 21Q (315.709142 sec): 3 clusters Score: Raw -229245.395127 + Penalty 2504.795363 = -226740.599764 nChanged 22 SP:Iteration 22Q (315.752766 sec): 3 clusters Score: Raw -229257.871008 + Penalty 2504.795363 = -226753.075645 nChanged 12 SP:Iteration 23Q (315.795992 sec): 3 clusters Score: Raw -229263.734642 + Penalty 2504.795363 = -226758.939279 nChanged 10 SP:Iteration 24Q (315.846133 sec): 3 clusters Score: Raw -229268.253894 + Penalty 2504.795363 = -226763.458531 nChanged 7 SP:Iteration 25Q (315.896141 sec): 3 clusters Score: Raw -229271.398806 + Penalty 2504.795363 = -226766.603443 nChanged 8 SP:Iteration 26Q (315.948221 sec): 3 clusters Score: Raw -229275.528319 + Penalty 2504.795363 = -226770.732956 nChanged 9 SP:Iteration 27Q (316.001368 sec): 3 clusters Score: Raw -229280.011706 + Penalty 2504.795363 = -226775.216343 nChanged 11 SP:Iteration 28Q (316.045922 sec): 3 clusters Score: Raw -229285.055985 + Penalty 2504.795363 = -226780.260622 nChanged 9 SP:Iteration 29Q (316.094809 sec): 3 clusters Score: Raw -229290.296509 + Penalty 2504.795363 = -226785.501146 nChanged 10 SP:Iteration 30Q (316.148570 sec): 3 clusters Score: Raw -229295.722275 + Penalty 2504.795363 = -226790.926912 nChanged 8 SP:Iteration 31Q (316.189609 sec): 3 clusters Score: Raw -229299.428354 + Penalty 2504.795363 = -226794.632991 nChanged 5 SP:Iteration 32Q (316.233451 sec): 3 clusters Score: Raw -229301.657340 + Penalty 2504.795363 = -226796.861977 nChanged 11 SP:Iteration 33Q (316.289969 sec): 3 clusters Score: Raw -229306.406109 + Penalty 2504.795363 = -226801.610746 nChanged 6 SP:Iteration 34Q (316.332894 sec): 3 clusters Score: Raw -229310.288579 + Penalty 2504.795363 = -226805.493216 nChanged 4 SP:Iteration 35Q (316.390204 sec): 3 clusters Score: Raw -229312.401190 + Penalty 2504.795363 = -226807.605827 nChanged 7 SP:Iteration 36Q (316.440757 sec): 3 clusters Score: Raw -229316.079441 + Penalty 2504.795363 = -226811.284078 nChanged 6 SP:Iteration 37Q (316.490881 sec): 3 clusters Score: Raw -229318.829340 + Penalty 2504.795363 = -226814.033977 nChanged 2 SP:Iteration 38Q (316.527232 sec): 3 clusters Score: Raw -229319.395239 + Penalty 2504.795363 = -226814.599876 nChanged 0 SP:Iteration 39F (316.576854 sec): 3 clusters Score: Raw -229319.395239 + Penalty 2504.795363 = -226814.599876 nChanged 0 Trying to split cluster 5 (72201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (316.709383 sec): 2 clusters Score: Raw -7663506.340030 + Penalty 1817.921491 = -7661688.418539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (316.873469 sec): 3 clusters Score: Raw -7617231.213640 + Penalty 3635.842982 = -7613595.370658 nChanged 34317 SP:Iteration 1F (317.039995 sec): 3 clusters Score: Raw -7637681.702227 + Penalty 3635.842982 = -7634045.859245 nChanged 3441 SP:Iteration 2Q (317.208676 sec): 3 clusters Score: Raw -7639169.432374 + Penalty 3635.842982 = -7635533.589392 nChanged 3858 SP:Iteration 3F (317.370019 sec): 3 clusters Score: Raw -7641201.327314 + Penalty 3635.842982 = -7637565.484332 nChanged 4367 SP:Iteration 4F (317.534613 sec): 3 clusters Score: Raw -7643942.934955 + Penalty 3635.842982 = -7640307.091973 nChanged 4751 SP:Iteration 5F (317.708753 sec): 3 clusters Score: Raw -7647307.825869 + Penalty 3635.842982 = -7643671.982887 nChanged 4878 SP:Iteration 6F (317.872470 sec): 3 clusters Score: Raw -7651213.446522 + Penalty 3635.842982 = -7647577.603540 nChanged 4552 SP:Iteration 7F (318.044157 sec): 3 clusters Score: Raw -7655044.130235 + Penalty 3635.842982 = -7651408.287253 nChanged 3668 SP:Iteration 8F (318.205332 sec): 3 clusters Score: Raw -7657420.599892 + Penalty 3635.842982 = -7653784.756910 nChanged 2484 SP:Iteration 9Q (318.370175 sec): 3 clusters Score: Raw -7658499.582499 + Penalty 3635.842982 = -7654863.739518 nChanged 1592 SP:Iteration 10Q (318.541424 sec): 3 clusters Score: Raw -7659009.853778 + Penalty 3635.842982 = -7655374.010796 nChanged 1131 SP:Iteration 11Q (318.718608 sec): 3 clusters Score: Raw -7659310.523011 + Penalty 3635.842982 = -7655674.680029 nChanged 861 SP:Iteration 12Q (318.875205 sec): 3 clusters Score: Raw -7659511.532887 + Penalty 3635.842982 = -7655875.689905 nChanged 702 SP:Iteration 13Q (319.041229 sec): 3 clusters Score: Raw -7659652.828321 + Penalty 3635.842982 = -7656016.985339 nChanged 619 SP:Iteration 14Q (319.210135 sec): 3 clusters Score: Raw -7659773.912307 + Penalty 3635.842982 = -7656138.069325 nChanged 580 SP:Iteration 15Q (319.376706 sec): 3 clusters Score: Raw -7659885.180034 + Penalty 3635.842982 = -7656249.337052 nChanged 574 SP:Iteration 16Q (319.532773 sec): 3 clusters Score: Raw -7659985.533645 + Penalty 3635.842982 = -7656349.690663 nChanged 499 SP:Iteration 17Q (319.685218 sec): 3 clusters Score: Raw -7660069.577559 + Penalty 3635.842982 = -7656433.734577 nChanged 530 SP:Iteration 18Q (319.856159 sec): 3 clusters Score: Raw -7660150.092221 + Penalty 3635.842982 = -7656514.249240 nChanged 498 SP:Iteration 19Q (320.013525 sec): 3 clusters Score: Raw -7660222.762213 + Penalty 3635.842982 = -7656586.919231 nChanged 460 SP:Iteration 20F (320.172847 sec): 3 clusters Score: Raw -7660287.656733 + Penalty 3635.842982 = -7656651.813751 nChanged 479 SP:Iteration 21Q (320.330129 sec): 3 clusters Score: Raw -7660358.879698 + Penalty 3635.842982 = -7656723.036716 nChanged 494 SP:Iteration 22Q (320.484131 sec): 3 clusters Score: Raw -7660434.777701 + Penalty 3635.842982 = -7656798.934719 nChanged 485 SP:Iteration 23Q (320.648720 sec): 3 clusters Score: Raw -7660506.670140 + Penalty 3635.842982 = -7656870.827158 nChanged 472 SP:Iteration 24Q (320.805524 sec): 3 clusters Score: Raw -7660574.094045 + Penalty 3635.842982 = -7656938.251063 nChanged 456 SP:Iteration 25Q (320.962840 sec): 3 clusters Score: Raw -7660641.598376 + Penalty 3635.842982 = -7657005.755394 nChanged 460 SP:Iteration 26Q (321.119431 sec): 3 clusters Score: Raw -7660709.903857 + Penalty 3635.842982 = -7657074.060875 nChanged 461 SP:Iteration 27Q (321.279223 sec): 3 clusters Score: Raw -7660780.417729 + Penalty 3635.842982 = -7657144.574747 nChanged 469 SP:Iteration 28Q (321.431468 sec): 3 clusters Score: Raw -7660854.512875 + Penalty 3635.842982 = -7657218.669893 nChanged 495 SP:Iteration 29Q (321.590806 sec): 3 clusters Score: Raw -7660934.337993 + Penalty 3635.842982 = -7657298.495011 nChanged 481 SP:Iteration 30Q (321.736123 sec): 3 clusters Score: Raw -7661015.537921 + Penalty 3635.842982 = -7657379.694939 nChanged 486 SP:Iteration 31Q (321.898500 sec): 3 clusters Score: Raw -7661102.746395 + Penalty 3635.842982 = -7657466.903413 nChanged 509 SP:Iteration 32Q (322.056929 sec): 3 clusters Score: Raw -7661192.709112 + Penalty 3635.842982 = -7657556.866130 nChanged 488 SP:Iteration 33Q (322.212656 sec): 3 clusters Score: Raw -7661274.757806 + Penalty 3635.842982 = -7657638.914824 nChanged 460 SP:Iteration 34Q (322.375732 sec): 3 clusters Score: Raw -7661356.190803 + Penalty 3635.842982 = -7657720.347821 nChanged 459 SP:Iteration 35Q (322.532737 sec): 3 clusters Score: Raw -7661439.835812 + Penalty 3635.842982 = -7657803.992830 nChanged 448 SP:Iteration 36Q (322.677852 sec): 3 clusters Score: Raw -7661516.491170 + Penalty 3635.842982 = -7657880.648188 nChanged 449 SP:Iteration 37Q (322.823618 sec): 3 clusters Score: Raw -7661602.159149 + Penalty 3635.842982 = -7657966.316167 nChanged 472 SP:Iteration 38Q (322.982924 sec): 3 clusters Score: Raw -7661697.603566 + Penalty 3635.842982 = -7658061.760584 nChanged 473 SP:Iteration 39Q (323.141119 sec): 3 clusters Score: Raw -7661796.156390 + Penalty 3635.842982 = -7658160.313408 nChanged 456 SP:Iteration 40F (323.307593 sec): 3 clusters Score: Raw -7661895.902155 + Penalty 3635.842982 = -7658260.059173 nChanged 465 SP:Iteration 41Q (323.459470 sec): 3 clusters Score: Raw -7662001.423521 + Penalty 3635.842982 = -7658365.580540 nChanged 481 SP:Iteration 42Q (323.609941 sec): 3 clusters Score: Raw -7662124.534531 + Penalty 3635.842982 = -7658488.691549 nChanged 506 SP:Iteration 43Q (323.760926 sec): 3 clusters Score: Raw -7662259.146254 + Penalty 3635.842982 = -7658623.303272 nChanged 493 SP:Iteration 44Q (323.900150 sec): 3 clusters Score: Raw -7662388.293995 + Penalty 3635.842982 = -7658752.451013 nChanged 495 SP:Iteration 45Q (324.055709 sec): 3 clusters Score: Raw -7662520.449318 + Penalty 3635.842982 = -7658884.606336 nChanged 518 SP:Iteration 46Q (324.201575 sec): 3 clusters Score: Raw -7662676.219914 + Penalty 3635.842982 = -7659040.376932 nChanged 541 SP:Iteration 47Q (324.364063 sec): 3 clusters Score: Raw -7662849.092444 + Penalty 3635.842982 = -7659213.249462 nChanged 525 SP:Iteration 48Q (324.512989 sec): 3 clusters Score: Raw -7663014.554373 + Penalty 3635.842982 = -7659378.711391 nChanged 515 SP:Iteration 49Q (324.653374 sec): 3 clusters Score: Raw -7663177.104821 + Penalty 3635.842982 = -7659541.261839 nChanged 457 SP:Iteration 50Q (324.797733 sec): 3 clusters Score: Raw -7663309.648416 + Penalty 3635.842982 = -7659673.805434 nChanged 436 SP:Iteration 51Q (324.952279 sec): 3 clusters Score: Raw -7663444.047033 + Penalty 3635.842982 = -7659808.204051 nChanged 426 SP:Iteration 52Q (325.106778 sec): 3 clusters Score: Raw -7663575.231175 + Penalty 3635.842982 = -7659939.388193 nChanged 400 SP:Iteration 53Q (325.249357 sec): 3 clusters Score: Raw -7663699.177122 + Penalty 3635.842982 = -7660063.334140 nChanged 359 SP:Iteration 54Q (325.391357 sec): 3 clusters Score: Raw -7663799.495251 + Penalty 3635.842982 = -7660163.652269 nChanged 308 SP:Iteration 55Q (325.541011 sec): 3 clusters Score: Raw -7663893.033300 + Penalty 3635.842982 = -7660257.190318 nChanged 316 SP:Iteration 56Q (325.685707 sec): 3 clusters Score: Raw -7664001.818960 + Penalty 3635.842982 = -7660365.975978 nChanged 309 SP:Iteration 57Q (325.824251 sec): 3 clusters Score: Raw -7664123.788831 + Penalty 3635.842982 = -7660487.945849 nChanged 315 SP:Iteration 58Q (325.968939 sec): 3 clusters Score: Raw -7664267.717450 + Penalty 3635.842982 = -7660631.874468 nChanged 307 SP:Iteration 59Q (326.115599 sec): 3 clusters Score: Raw -7664448.360609 + Penalty 3635.842982 = -7660812.517627 nChanged 282 SP:Iteration 60F (326.277862 sec): 3 clusters Score: Raw -7664662.846721 + Penalty 3635.842982 = -7661027.003739 nChanged 286 SP:Iteration 61Q (326.424888 sec): 3 clusters Score: Raw -7664962.142604 + Penalty 3635.842982 = -7661326.299622 nChanged 261 SP:Iteration 62Q (326.568890 sec): 3 clusters Score: Raw -7665287.404092 + Penalty 3635.842982 = -7661651.561110 nChanged 226 SP:Iteration 63Q (326.710612 sec): 3 clusters Score: Raw -7665491.017358 + Penalty 3635.842982 = -7661855.174376 nChanged 190 SP:Iteration 64Q (326.859893 sec): 3 clusters Score: Raw -7665565.944064 + Penalty 3635.842982 = -7661930.101082 nChanged 104 SP:Iteration 65Q (326.999421 sec): 3 clusters Score: Raw -7665585.757379 + Penalty 3635.842982 = -7661949.914397 nChanged 50 SP:Iteration 66Q (327.147234 sec): 3 clusters Score: Raw -7665593.104151 + Penalty 3635.842982 = -7661957.261169 nChanged 38 SP:Iteration 67Q (327.286236 sec): 3 clusters Score: Raw -7665598.032746 + Penalty 3635.842982 = -7661962.189764 nChanged 26 SP:Iteration 68Q (327.427118 sec): 3 clusters Score: Raw -7665601.465637 + Penalty 3635.842982 = -7661965.622655 nChanged 19 SP:Iteration 69Q (327.565936 sec): 3 clusters Score: Raw -7665603.638898 + Penalty 3635.842982 = -7661967.795916 nChanged 14 SP:Iteration 70Q (327.710574 sec): 3 clusters Score: Raw -7665604.819646 + Penalty 3635.842982 = -7661968.976664 nChanged 11 SP:Iteration 71Q (327.835924 sec): 3 clusters Score: Raw -7665606.123679 + Penalty 3635.842982 = -7661970.280697 nChanged 12 SP:Iteration 72Q (327.987104 sec): 3 clusters Score: Raw -7665607.346908 + Penalty 3635.842982 = -7661971.503926 nChanged 9 SP:Iteration 73Q (328.118216 sec): 3 clusters Score: Raw -7665608.451362 + Penalty 3635.842982 = -7661972.608380 nChanged 11 SP:Iteration 74Q (328.261321 sec): 3 clusters Score: Raw -7665609.753397 + Penalty 3635.842982 = -7661973.910415 nChanged 12 SP:Iteration 75Q (328.394948 sec): 3 clusters Score: Raw -7665611.433457 + Penalty 3635.842982 = -7661975.590475 nChanged 10 SP:Iteration 76Q (328.539414 sec): 3 clusters Score: Raw -7665612.398994 + Penalty 3635.842982 = -7661976.556012 nChanged 8 SP:Iteration 77Q (328.687523 sec): 3 clusters Score: Raw -7665613.383432 + Penalty 3635.842982 = -7661977.540450 nChanged 10 SP:Iteration 78Q (328.821428 sec): 3 clusters Score: Raw -7665614.534092 + Penalty 3635.842982 = -7661978.691110 nChanged 9 SP:Iteration 79Q (328.948818 sec): 3 clusters Score: Raw -7665615.513792 + Penalty 3635.842982 = -7661979.670810 nChanged 9 SP:Iteration 80F (329.118771 sec): 3 clusters Score: Raw -7665616.247580 + Penalty 3635.842982 = -7661980.404599 nChanged 11 SP:Iteration 81Q (329.253383 sec): 3 clusters Score: Raw -7665617.415224 + Penalty 3635.842982 = -7661981.572242 nChanged 9 SP:Iteration 82Q (329.401866 sec): 3 clusters Score: Raw -7665618.375625 + Penalty 3635.842982 = -7661982.532643 nChanged 6 SP:Iteration 83Q (329.544619 sec): 3 clusters Score: Raw -7665618.680285 + Penalty 3635.842982 = -7661982.837303 nChanged 5 SP:Iteration 84Q (329.678160 sec): 3 clusters Score: Raw -7665619.165364 + Penalty 3635.842982 = -7661983.322382 nChanged 4 SP:Iteration 85Q (329.814328 sec): 3 clusters Score: Raw -7665619.541963 + Penalty 3635.842982 = -7661983.698981 nChanged 5 SP:Iteration 86Q (329.951715 sec): 3 clusters Score: Raw -7665619.867092 + Penalty 3635.842982 = -7661984.024110 nChanged 3 SP:Iteration 87Q (330.089784 sec): 3 clusters Score: Raw -7665620.165841 + Penalty 3635.842982 = -7661984.322859 nChanged 2 SP:Iteration 88Q (330.236425 sec): 3 clusters Score: Raw -7665620.397330 + Penalty 3635.842982 = -7661984.554348 nChanged 5 SP:Iteration 89Q (330.378454 sec): 3 clusters Score: Raw -7665620.926641 + Penalty 3635.842982 = -7661985.083660 nChanged 3 SP:Iteration 90Q (330.517913 sec): 3 clusters Score: Raw -7665621.189191 + Penalty 3635.842982 = -7661985.346209 nChanged 3 SP:Iteration 91Q (330.653166 sec): 3 clusters Score: Raw -7665621.401301 + Penalty 3635.842982 = -7661985.558319 nChanged 2 SP:Iteration 92Q (330.790260 sec): 3 clusters Score: Raw -7665621.479345 + Penalty 3635.842982 = -7661985.636363 nChanged 0 SP:Iteration 93F (330.963959 sec): 3 clusters Score: Raw -7665621.479345 + Penalty 3635.842982 = -7661985.636363 nChanged 0 Score: Raw -24070027.048785 + Penalty 46198.283010 = -24023828.765775 Splitting cluster 5 changes total score from -24023708.440763 to -24023828.765775 So it's getting split into cluster 23. Trying to split cluster 6 (2542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (334.629954 sec): 2 clusters Score: Raw -251537.751398 + Penalty 1274.114798 = -250263.636599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (334.673327 sec): 3 clusters Score: Raw -250342.754808 + Penalty 2548.229597 = -247794.525211 nChanged 934 SP:Iteration 1F (334.724143 sec): 3 clusters Score: Raw -250915.747915 + Penalty 2548.229597 = -248367.518319 nChanged 213 SP:Iteration 2F (334.775957 sec): 3 clusters Score: Raw -251067.405821 + Penalty 2548.229597 = -248519.176225 nChanged 136 SP:Iteration 3F (334.821806 sec): 3 clusters Score: Raw -251157.749801 + Penalty 2548.229597 = -248609.520204 nChanged 109 SP:Iteration 4Q (334.871925 sec): 3 clusters Score: Raw -251233.522347 + Penalty 2548.229597 = -248685.292750 nChanged 77 SP:Iteration 5Q (334.925402 sec): 3 clusters Score: Raw -251278.036606 + Penalty 2548.229597 = -248729.807009 nChanged 50 SP:Iteration 6Q (334.966268 sec): 3 clusters Score: Raw -251304.565500 + Penalty 2548.229597 = -248756.335903 nChanged 46 SP:Iteration 7Q (335.030377 sec): 3 clusters Score: Raw -251328.414705 + Penalty 2548.229597 = -248780.185108 nChanged 37 SP:Iteration 8Q (335.070757 sec): 3 clusters Score: Raw -251344.310616 + Penalty 2548.229597 = -248796.081020 nChanged 23 SP:Iteration 9Q (335.129649 sec): 3 clusters Score: Raw -251354.998616 + Penalty 2548.229597 = -248806.769020 nChanged 23 SP:Iteration 10Q (335.184067 sec): 3 clusters Score: Raw -251365.916093 + Penalty 2548.229597 = -248817.686496 nChanged 25 SP:Iteration 11Q (335.236254 sec): 3 clusters Score: Raw -251378.306074 + Penalty 2548.229597 = -248830.076477 nChanged 18 SP:Iteration 12Q (335.283157 sec): 3 clusters Score: Raw -251385.345113 + Penalty 2548.229597 = -248837.115517 nChanged 19 SP:Iteration 13Q (335.343944 sec): 3 clusters Score: Raw -251394.850606 + Penalty 2548.229597 = -248846.621009 nChanged 21 SP:Iteration 14Q (335.396851 sec): 3 clusters Score: Raw -251406.179441 + Penalty 2548.229597 = -248857.949844 nChanged 20 SP:Iteration 15Q (335.440400 sec): 3 clusters Score: Raw -251414.081133 + Penalty 2548.229597 = -248865.851536 nChanged 12 SP:Iteration 16Q (335.494935 sec): 3 clusters Score: Raw -251420.719360 + Penalty 2548.229597 = -248872.489763 nChanged 15 SP:Iteration 17Q (335.552509 sec): 3 clusters Score: Raw -251428.164312 + Penalty 2548.229597 = -248879.934715 nChanged 13 SP:Iteration 18Q (335.593654 sec): 3 clusters Score: Raw -251433.659388 + Penalty 2548.229597 = -248885.429791 nChanged 16 SP:Iteration 19Q (335.651276 sec): 3 clusters Score: Raw -251441.139091 + Penalty 2548.229597 = -248892.909494 nChanged 14 SP:Iteration 20F (335.706444 sec): 3 clusters Score: Raw -251446.989036 + Penalty 2548.229597 = -248898.759439 nChanged 12 SP:Iteration 21Q (335.753478 sec): 3 clusters Score: Raw -251451.450433 + Penalty 2548.229597 = -248903.220837 nChanged 10 SP:Iteration 22Q (335.816717 sec): 3 clusters Score: Raw -251455.376479 + Penalty 2548.229597 = -248907.146882 nChanged 10 SP:Iteration 23Q (335.861740 sec): 3 clusters Score: Raw -251459.597153 + Penalty 2548.229597 = -248911.367556 nChanged 9 SP:Iteration 24Q (335.909944 sec): 3 clusters Score: Raw -251462.619374 + Penalty 2548.229597 = -248914.389777 nChanged 4 SP:Iteration 25Q (335.973502 sec): 3 clusters Score: Raw -251464.321755 + Penalty 2548.229597 = -248916.092158 nChanged 9 SP:Iteration 26Q (336.016654 sec): 3 clusters Score: Raw -251467.085487 + Penalty 2548.229597 = -248918.855890 nChanged 7 SP:Iteration 27Q (336.080759 sec): 3 clusters Score: Raw -251469.810619 + Penalty 2548.229597 = -248921.581022 nChanged 8 SP:Iteration 28Q (336.120672 sec): 3 clusters Score: Raw -251472.670210 + Penalty 2548.229597 = -248924.440613 nChanged 9 SP:Iteration 29Q (336.175691 sec): 3 clusters Score: Raw -251475.826550 + Penalty 2548.229597 = -248927.596953 nChanged 8 SP:Iteration 30Q (336.222694 sec): 3 clusters Score: Raw -251479.216229 + Penalty 2548.229597 = -248930.986633 nChanged 10 SP:Iteration 31Q (336.269447 sec): 3 clusters Score: Raw -251483.613992 + Penalty 2548.229597 = -248935.384396 nChanged 14 SP:Iteration 32Q (336.325859 sec): 3 clusters Score: Raw -251488.183715 + Penalty 2548.229597 = -248939.954118 nChanged 11 SP:Iteration 33Q (336.367885 sec): 3 clusters Score: Raw -251492.078416 + Penalty 2548.229597 = -248943.848819 nChanged 9 SP:Iteration 34Q (336.416468 sec): 3 clusters Score: Raw -251496.056209 + Penalty 2548.229597 = -248947.826612 nChanged 9 SP:Iteration 35Q (336.474280 sec): 3 clusters Score: Raw -251500.513822 + Penalty 2548.229597 = -248952.284225 nChanged 14 SP:Iteration 36Q (336.518413 sec): 3 clusters Score: Raw -251504.567447 + Penalty 2548.229597 = -248956.337850 nChanged 7 SP:Iteration 37Q (336.560414 sec): 3 clusters Score: Raw -251506.442454 + Penalty 2548.229597 = -248958.212857 nChanged 6 SP:Iteration 38Q (336.617697 sec): 3 clusters Score: Raw -251509.685643 + Penalty 2548.229597 = -248961.456046 nChanged 7 SP:Iteration 39Q (336.663787 sec): 3 clusters Score: Raw -251512.042995 + Penalty 2548.229597 = -248963.813398 nChanged 6 SP:Iteration 40F (336.714563 sec): 3 clusters Score: Raw -251514.021601 + Penalty 2548.229597 = -248965.792004 nChanged 5 SP:Iteration 41Q (336.765699 sec): 3 clusters Score: Raw -251516.988169 + Penalty 2548.229597 = -248968.758572 nChanged 5 SP:Iteration 42Q (336.812437 sec): 3 clusters Score: Raw -251519.083205 + Penalty 2548.229597 = -248970.853608 nChanged 9 SP:Iteration 43Q (336.874211 sec): 3 clusters Score: Raw -251522.905999 + Penalty 2548.229597 = -248974.676402 nChanged 5 SP:Iteration 44Q (336.921694 sec): 3 clusters Score: Raw -251524.084287 + Penalty 2548.229597 = -248975.854690 nChanged 8 SP:Iteration 45Q (336.975138 sec): 3 clusters Score: Raw -251527.139342 + Penalty 2548.229597 = -248978.909745 nChanged 8 SP:Iteration 46Q (337.031739 sec): 3 clusters Score: Raw -251529.599112 + Penalty 2548.229597 = -248981.369515 nChanged 5 SP:Iteration 47Q (337.084795 sec): 3 clusters Score: Raw -251531.883298 + Penalty 2548.229597 = -248983.653701 nChanged 5 SP:Iteration 48Q (337.131869 sec): 3 clusters Score: Raw -251534.636342 + Penalty 2548.229597 = -248986.406745 nChanged 8 SP:Iteration 49Q (337.189331 sec): 3 clusters Score: Raw -251537.302987 + Penalty 2548.229597 = -248989.073390 nChanged 8 SP:Iteration 50Q (337.235507 sec): 3 clusters Score: Raw -251540.558894 + Penalty 2548.229597 = -248992.329298 nChanged 5 SP:Iteration 51Q (337.278535 sec): 3 clusters Score: Raw -251542.795781 + Penalty 2548.229597 = -248994.566184 nChanged 4 SP:Iteration 52Q (337.338915 sec): 3 clusters Score: Raw -251544.193943 + Penalty 2548.229597 = -248995.964346 nChanged 3 SP:Iteration 53Q (337.391451 sec): 3 clusters Score: Raw -251544.947199 + Penalty 2548.229597 = -248996.717603 nChanged 3 SP:Iteration 54Q (337.428365 sec): 3 clusters Score: Raw -251545.684451 + Penalty 2548.229597 = -248997.454854 nChanged 1 SP:Iteration 55Q (337.478754 sec): 3 clusters Score: Raw -251545.888182 + Penalty 2548.229597 = -248997.658585 nChanged 2 SP:Iteration 56Q (337.526720 sec): 3 clusters Score: Raw -251546.537357 + Penalty 2548.229597 = -248998.307760 nChanged 1 SP:Iteration 57Q (337.577156 sec): 3 clusters Score: Raw -251546.799352 + Penalty 2548.229597 = -248998.569756 nChanged 0 SP:Iteration 58F (337.641115 sec): 3 clusters Score: Raw -251546.799352 + Penalty 2548.229597 = -248998.569756 nChanged 0 Trying to split cluster 7 (8190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (337.675077 sec): 2 clusters Score: Raw -867051.040463 + Penalty 1464.233741 = -865586.806722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (337.721374 sec): 3 clusters Score: Raw -862568.092974 + Penalty 2928.467482 = -859639.625492 nChanged 3451 SP:Iteration 1F (337.776706 sec): 3 clusters Score: Raw -864524.540479 + Penalty 2928.467482 = -861596.072997 nChanged 564 SP:Iteration 2F (337.832473 sec): 3 clusters Score: Raw -864887.457164 + Penalty 2928.467482 = -861958.989682 nChanged 559 SP:Iteration 3F (337.895976 sec): 3 clusters Score: Raw -865285.682244 + Penalty 2928.467482 = -862357.214762 nChanged 555 SP:Iteration 4F (337.953537 sec): 3 clusters Score: Raw -865661.756174 + Penalty 2928.467482 = -862733.288692 nChanged 506 SP:Iteration 5F (338.018771 sec): 3 clusters Score: Raw -865989.588754 + Penalty 2928.467482 = -863061.121272 nChanged 437 SP:Iteration 6F (338.079118 sec): 3 clusters Score: Raw -866263.734624 + Penalty 2928.467482 = -863335.267141 nChanged 373 SP:Iteration 7Q (338.140609 sec): 3 clusters Score: Raw -866480.000746 + Penalty 2928.467482 = -863551.533263 nChanged 305 SP:Iteration 8Q (338.186976 sec): 3 clusters Score: Raw -866647.664933 + Penalty 2928.467482 = -863719.197451 nChanged 245 SP:Iteration 9Q (338.255720 sec): 3 clusters Score: Raw -866765.468899 + Penalty 2928.467482 = -863837.001417 nChanged 186 SP:Iteration 10Q (338.322196 sec): 3 clusters Score: Raw -866839.059541 + Penalty 2928.467482 = -863910.592059 nChanged 116 SP:Iteration 11Q (338.374136 sec): 3 clusters Score: Raw -866883.426426 + Penalty 2928.467482 = -863954.958943 nChanged 109 SP:Iteration 12Q (338.433735 sec): 3 clusters Score: Raw -866921.829686 + Penalty 2928.467482 = -863993.362204 nChanged 77 SP:Iteration 13Q (338.502134 sec): 3 clusters Score: Raw -866947.910591 + Penalty 2928.467482 = -864019.443109 nChanged 81 SP:Iteration 14Q (338.564478 sec): 3 clusters Score: Raw -866974.807151 + Penalty 2928.467482 = -864046.339668 nChanged 75 SP:Iteration 15Q (338.625264 sec): 3 clusters Score: Raw -866997.454512 + Penalty 2928.467482 = -864068.987029 nChanged 55 SP:Iteration 16Q (338.679999 sec): 3 clusters Score: Raw -867012.316967 + Penalty 2928.467482 = -864083.849485 nChanged 47 SP:Iteration 17Q (338.736758 sec): 3 clusters Score: Raw -867025.343172 + Penalty 2928.467482 = -864096.875690 nChanged 50 SP:Iteration 18Q (338.798238 sec): 3 clusters Score: Raw -867039.203212 + Penalty 2928.467482 = -864110.735730 nChanged 58 SP:Iteration 19Q (338.862942 sec): 3 clusters Score: Raw -867054.907082 + Penalty 2928.467482 = -864126.439600 nChanged 41 SP:Iteration 20F (338.919776 sec): 3 clusters Score: Raw -867066.224123 + Penalty 2928.467482 = -864137.756640 nChanged 34 SP:Iteration 21Q (338.978643 sec): 3 clusters Score: Raw -867075.273036 + Penalty 2928.467482 = -864146.805553 nChanged 35 SP:Iteration 22Q (339.036557 sec): 3 clusters Score: Raw -867085.149470 + Penalty 2928.467482 = -864156.681987 nChanged 39 SP:Iteration 23Q (339.100084 sec): 3 clusters Score: Raw -867095.235301 + Penalty 2928.467482 = -864166.767819 nChanged 38 SP:Iteration 24Q (339.151585 sec): 3 clusters Score: Raw -867107.603532 + Penalty 2928.467482 = -864179.136050 nChanged 29 SP:Iteration 25Q (339.222725 sec): 3 clusters Score: Raw -867117.706084 + Penalty 2928.467482 = -864189.238602 nChanged 33 SP:Iteration 26Q (339.288395 sec): 3 clusters Score: Raw -867126.626491 + Penalty 2928.467482 = -864198.159008 nChanged 25 SP:Iteration 27Q (339.351220 sec): 3 clusters Score: Raw -867134.652700 + Penalty 2928.467482 = -864206.185217 nChanged 23 SP:Iteration 28Q (339.417181 sec): 3 clusters Score: Raw -867141.095705 + Penalty 2928.467482 = -864212.628222 nChanged 19 SP:Iteration 29Q (339.476113 sec): 3 clusters Score: Raw -867146.497703 + Penalty 2928.467482 = -864218.030221 nChanged 22 SP:Iteration 30Q (339.536075 sec): 3 clusters Score: Raw -867154.062353 + Penalty 2928.467482 = -864225.594871 nChanged 19 SP:Iteration 31Q (339.602898 sec): 3 clusters Score: Raw -867159.689784 + Penalty 2928.467482 = -864231.222301 nChanged 22 SP:Iteration 32Q (339.664884 sec): 3 clusters Score: Raw -867165.436340 + Penalty 2928.467482 = -864236.968857 nChanged 18 SP:Iteration 33Q (339.726453 sec): 3 clusters Score: Raw -867169.867839 + Penalty 2928.467482 = -864241.400357 nChanged 21 SP:Iteration 34Q (339.789748 sec): 3 clusters Score: Raw -867176.294113 + Penalty 2928.467482 = -864247.826630 nChanged 24 SP:Iteration 35Q (339.849576 sec): 3 clusters Score: Raw -867185.322176 + Penalty 2928.467482 = -864256.854693 nChanged 23 SP:Iteration 36Q (339.896794 sec): 3 clusters Score: Raw -867193.882859 + Penalty 2928.467482 = -864265.415376 nChanged 21 SP:Iteration 37Q (339.957074 sec): 3 clusters Score: Raw -867200.604589 + Penalty 2928.467482 = -864272.137106 nChanged 17 SP:Iteration 38Q (340.028759 sec): 3 clusters Score: Raw -867205.511830 + Penalty 2928.467482 = -864277.044348 nChanged 15 SP:Iteration 39Q (340.089335 sec): 3 clusters Score: Raw -867211.592411 + Penalty 2928.467482 = -864283.124929 nChanged 18 SP:Iteration 40F (340.147927 sec): 3 clusters Score: Raw -867218.683193 + Penalty 2928.467482 = -864290.215711 nChanged 14 SP:Iteration 41Q (340.208586 sec): 3 clusters Score: Raw -867222.438669 + Penalty 2928.467482 = -864293.971187 nChanged 8 SP:Iteration 42Q (340.272306 sec): 3 clusters Score: Raw -867224.880466 + Penalty 2928.467482 = -864296.412983 nChanged 8 SP:Iteration 43Q (340.337279 sec): 3 clusters Score: Raw -867228.052779 + Penalty 2928.467482 = -864299.585296 nChanged 6 SP:Iteration 44Q (340.385431 sec): 3 clusters Score: Raw -867230.434195 + Penalty 2928.467482 = -864301.966713 nChanged 9 SP:Iteration 45Q (340.460259 sec): 3 clusters Score: Raw -867233.251259 + Penalty 2928.467482 = -864304.783776 nChanged 9 SP:Iteration 46Q (340.511010 sec): 3 clusters Score: Raw -867236.259572 + Penalty 2928.467482 = -864307.792090 nChanged 10 SP:Iteration 47Q (340.585845 sec): 3 clusters Score: Raw -867240.809234 + Penalty 2928.467482 = -864312.341752 nChanged 12 SP:Iteration 48Q (340.646459 sec): 3 clusters Score: Raw -867244.822951 + Penalty 2928.467482 = -864316.355468 nChanged 7 SP:Iteration 49Q (340.713686 sec): 3 clusters Score: Raw -867247.007468 + Penalty 2928.467482 = -864318.539986 nChanged 4 SP:Iteration 50Q (340.775929 sec): 3 clusters Score: Raw -867248.391670 + Penalty 2928.467482 = -864319.924187 nChanged 2 SP:Iteration 51Q (340.837123 sec): 3 clusters Score: Raw -867248.893018 + Penalty 2928.467482 = -864320.425536 nChanged 2 SP:Iteration 52Q (340.883617 sec): 3 clusters Score: Raw -867249.990414 + Penalty 2928.467482 = -864321.522931 nChanged 5 SP:Iteration 53Q (340.951939 sec): 3 clusters Score: Raw -867251.203527 + Penalty 2928.467482 = -864322.736044 nChanged 2 SP:Iteration 54Q (341.014616 sec): 3 clusters Score: Raw -867251.836148 + Penalty 2928.467482 = -864323.368666 nChanged 1 SP:Iteration 55Q (341.077839 sec): 3 clusters Score: Raw -867252.011640 + Penalty 2928.467482 = -864323.544157 nChanged 1 SP:Iteration 56Q (341.118556 sec): 3 clusters Score: Raw -867252.108418 + Penalty 2928.467482 = -864323.640935 nChanged 0 SP:Iteration 57F (341.181715 sec): 3 clusters Score: Raw -867252.108418 + Penalty 2928.467482 = -864323.640935 nChanged 0 Trying to split cluster 8 (13403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (341.233020 sec): 2 clusters Score: Raw -1441419.636681 + Penalty 1544.275499 = -1439875.361182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (341.299453 sec): 3 clusters Score: Raw -1433606.676195 + Penalty 3088.550998 = -1430518.125196 nChanged 5941 SP:Iteration 1F (341.359728 sec): 3 clusters Score: Raw -1436941.491710 + Penalty 3088.550998 = -1433852.940711 nChanged 825 SP:Iteration 2F (341.429689 sec): 3 clusters Score: Raw -1437311.501149 + Penalty 3088.550998 = -1434222.950151 nChanged 686 SP:Iteration 3F (341.501371 sec): 3 clusters Score: Raw -1437616.976863 + Penalty 3088.550998 = -1434528.425865 nChanged 625 SP:Iteration 4Q (341.573780 sec): 3 clusters Score: Raw -1437917.860315 + Penalty 3088.550998 = -1434829.309317 nChanged 595 SP:Iteration 5Q (341.645921 sec): 3 clusters Score: Raw -1438200.218027 + Penalty 3088.550998 = -1435111.667029 nChanged 533 SP:Iteration 6Q (341.718877 sec): 3 clusters Score: Raw -1438449.669511 + Penalty 3088.550998 = -1435361.118513 nChanged 536 SP:Iteration 7Q (341.787452 sec): 3 clusters Score: Raw -1438719.981416 + Penalty 3088.550998 = -1435631.430418 nChanged 536 SP:Iteration 8Q (341.855255 sec): 3 clusters Score: Raw -1439002.438824 + Penalty 3088.550998 = -1435913.887825 nChanged 525 SP:Iteration 9Q (341.914231 sec): 3 clusters Score: Raw -1439290.020109 + Penalty 3088.550998 = -1436201.469111 nChanged 500 SP:Iteration 10Q (341.981482 sec): 3 clusters Score: Raw -1439579.967399 + Penalty 3088.550998 = -1436491.416400 nChanged 491 SP:Iteration 11Q (342.058339 sec): 3 clusters Score: Raw -1439907.153072 + Penalty 3088.550998 = -1436818.602073 nChanged 481 SP:Iteration 12Q (342.120556 sec): 3 clusters Score: Raw -1440207.700785 + Penalty 3088.550998 = -1437119.149786 nChanged 383 SP:Iteration 13Q (342.183880 sec): 3 clusters Score: Raw -1440426.807369 + Penalty 3088.550998 = -1437338.256371 nChanged 330 SP:Iteration 14Q (342.248188 sec): 3 clusters Score: Raw -1440600.540417 + Penalty 3088.550998 = -1437511.989419 nChanged 262 SP:Iteration 15Q (342.317625 sec): 3 clusters Score: Raw -1440732.790132 + Penalty 3088.550998 = -1437644.239133 nChanged 246 SP:Iteration 16Q (342.396277 sec): 3 clusters Score: Raw -1440837.579460 + Penalty 3088.550998 = -1437749.028462 nChanged 182 SP:Iteration 17Q (342.466959 sec): 3 clusters Score: Raw -1440910.924784 + Penalty 3088.550998 = -1437822.373785 nChanged 160 SP:Iteration 18Q (342.519353 sec): 3 clusters Score: Raw -1440977.171104 + Penalty 3088.550998 = -1437888.620106 nChanged 141 SP:Iteration 19Q (342.593587 sec): 3 clusters Score: Raw -1441028.729242 + Penalty 3088.550998 = -1437940.178243 nChanged 127 SP:Iteration 20F (342.656161 sec): 3 clusters Score: Raw -1441069.417856 + Penalty 3088.550998 = -1437980.866858 nChanged 111 SP:Iteration 21Q (342.726453 sec): 3 clusters Score: Raw -1441094.325554 + Penalty 3088.550998 = -1438005.774555 nChanged 75 SP:Iteration 22Q (342.796757 sec): 3 clusters Score: Raw -1441110.524852 + Penalty 3088.550998 = -1438021.973854 nChanged 70 SP:Iteration 23Q (342.871675 sec): 3 clusters Score: Raw -1441125.649849 + Penalty 3088.550998 = -1438037.098851 nChanged 64 SP:Iteration 24Q (342.928365 sec): 3 clusters Score: Raw -1441136.219423 + Penalty 3088.550998 = -1438047.668425 nChanged 42 SP:Iteration 25Q (343.007268 sec): 3 clusters Score: Raw -1441141.973443 + Penalty 3088.550998 = -1438053.422445 nChanged 38 SP:Iteration 26Q (343.068385 sec): 3 clusters Score: Raw -1441147.939496 + Penalty 3088.550998 = -1438059.388497 nChanged 45 SP:Iteration 27Q (343.132454 sec): 3 clusters Score: Raw -1441154.681603 + Penalty 3088.550998 = -1438066.130605 nChanged 38 SP:Iteration 28Q (343.203182 sec): 3 clusters Score: Raw -1441160.475673 + Penalty 3088.550998 = -1438071.924674 nChanged 27 SP:Iteration 29Q (343.270814 sec): 3 clusters Score: Raw -1441164.054747 + Penalty 3088.550998 = -1438075.503749 nChanged 23 SP:Iteration 30Q (343.336515 sec): 3 clusters Score: Raw -1441166.843976 + Penalty 3088.550998 = -1438078.292978 nChanged 21 SP:Iteration 31Q (343.409699 sec): 3 clusters Score: Raw -1441169.631386 + Penalty 3088.550998 = -1438081.080387 nChanged 24 SP:Iteration 32Q (343.465902 sec): 3 clusters Score: Raw -1441173.626127 + Penalty 3088.550998 = -1438085.075128 nChanged 24 SP:Iteration 33Q (343.540852 sec): 3 clusters Score: Raw -1441177.675507 + Penalty 3088.550998 = -1438089.124509 nChanged 25 SP:Iteration 34Q (343.600166 sec): 3 clusters Score: Raw -1441181.007102 + Penalty 3088.550998 = -1438092.456104 nChanged 20 SP:Iteration 35Q (343.667551 sec): 3 clusters Score: Raw -1441183.639087 + Penalty 3088.550998 = -1438095.088089 nChanged 17 SP:Iteration 36Q (343.745846 sec): 3 clusters Score: Raw -1441185.660520 + Penalty 3088.550998 = -1438097.109521 nChanged 19 SP:Iteration 37Q (343.802576 sec): 3 clusters Score: Raw -1441187.800730 + Penalty 3088.550998 = -1438099.249732 nChanged 18 SP:Iteration 38Q (343.870852 sec): 3 clusters Score: Raw -1441189.578207 + Penalty 3088.550998 = -1438101.027208 nChanged 14 SP:Iteration 39Q (343.951433 sec): 3 clusters Score: Raw -1441191.168376 + Penalty 3088.550998 = -1438102.617377 nChanged 17 SP:Iteration 40F (344.008570 sec): 3 clusters Score: Raw -1441193.080563 + Penalty 3088.550998 = -1438104.529564 nChanged 11 SP:Iteration 41Q (344.081823 sec): 3 clusters Score: Raw -1441193.761152 + Penalty 3088.550998 = -1438105.210153 nChanged 5 SP:Iteration 42Q (344.156092 sec): 3 clusters Score: Raw -1441194.069731 + Penalty 3088.550998 = -1438105.518732 nChanged 5 SP:Iteration 43Q (344.222698 sec): 3 clusters Score: Raw -1441194.604149 + Penalty 3088.550998 = -1438106.053150 nChanged 5 SP:Iteration 44Q (344.291443 sec): 3 clusters Score: Raw -1441194.975667 + Penalty 3088.550998 = -1438106.424668 nChanged 3 SP:Iteration 45Q (344.358160 sec): 3 clusters Score: Raw -1441195.214655 + Penalty 3088.550998 = -1438106.663656 nChanged 0 SP:Iteration 46F (344.430043 sec): 3 clusters Score: Raw -1441195.214655 + Penalty 3088.550998 = -1438106.663656 nChanged 0 Trying to split cluster 9 (21547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (344.481098 sec): 2 clusters Score: Raw -2293646.048356 + Penalty 1621.423680 = -2292024.624676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (344.563541 sec): 3 clusters Score: Raw -2280724.977674 + Penalty 3242.847359 = -2277482.130315 nChanged 9719 SP:Iteration 1F (344.647755 sec): 3 clusters Score: Raw -2286260.223304 + Penalty 3242.847359 = -2283017.375945 nChanged 1033 SP:Iteration 2Q (344.726114 sec): 3 clusters Score: Raw -2286668.270429 + Penalty 3242.847359 = -2283425.423070 nChanged 988 SP:Iteration 3Q (344.809786 sec): 3 clusters Score: Raw -2287089.724828 + Penalty 3242.847359 = -2283846.877468 nChanged 981 SP:Iteration 4Q (344.893132 sec): 3 clusters Score: Raw -2287621.665339 + Penalty 3242.847359 = -2284378.817980 nChanged 1039 SP:Iteration 5Q (344.975235 sec): 3 clusters Score: Raw -2288247.523587 + Penalty 3242.847359 = -2285004.676228 nChanged 1124 SP:Iteration 6F (345.058016 sec): 3 clusters Score: Raw -2289049.790710 + Penalty 3242.847359 = -2285806.943350 nChanged 1189 SP:Iteration 7F (345.131543 sec): 3 clusters Score: Raw -2289949.994386 + Penalty 3242.847359 = -2286707.147026 nChanged 1170 SP:Iteration 8F (345.217092 sec): 3 clusters Score: Raw -2290872.326439 + Penalty 3242.847359 = -2287629.479080 nChanged 1002 SP:Iteration 9Q (345.283213 sec): 3 clusters Score: Raw -2291651.659004 + Penalty 3242.847359 = -2288408.811645 nChanged 836 SP:Iteration 10Q (345.369682 sec): 3 clusters Score: Raw -2292300.671636 + Penalty 3242.847359 = -2289057.824276 nChanged 636 SP:Iteration 11Q (345.457811 sec): 3 clusters Score: Raw -2292783.416105 + Penalty 3242.847359 = -2289540.568746 nChanged 466 SP:Iteration 12Q (345.529431 sec): 3 clusters Score: Raw -2293139.877637 + Penalty 3242.847359 = -2289897.030278 nChanged 303 SP:Iteration 13Q (345.612629 sec): 3 clusters Score: Raw -2293363.076253 + Penalty 3242.847359 = -2290120.228893 nChanged 221 SP:Iteration 14Q (345.694500 sec): 3 clusters Score: Raw -2293520.550512 + Penalty 3242.847359 = -2290277.703153 nChanged 139 SP:Iteration 15Q (345.772089 sec): 3 clusters Score: Raw -2293603.827700 + Penalty 3242.847359 = -2290360.980341 nChanged 86 SP:Iteration 16Q (345.848080 sec): 3 clusters Score: Raw -2293661.004725 + Penalty 3242.847359 = -2290418.157365 nChanged 59 SP:Iteration 17Q (345.904477 sec): 3 clusters Score: Raw -2293701.606454 + Penalty 3242.847359 = -2290458.759095 nChanged 41 SP:Iteration 18Q (345.979673 sec): 3 clusters Score: Raw -2293730.111476 + Penalty 3242.847359 = -2290487.264117 nChanged 36 SP:Iteration 19Q (346.050897 sec): 3 clusters Score: Raw -2293752.312281 + Penalty 3242.847359 = -2290509.464922 nChanged 29 SP:Iteration 20F (346.130179 sec): 3 clusters Score: Raw -2293770.418173 + Penalty 3242.847359 = -2290527.570814 nChanged 20 SP:Iteration 21Q (346.205681 sec): 3 clusters Score: Raw -2293785.039448 + Penalty 3242.847359 = -2290542.192089 nChanged 22 SP:Iteration 22Q (346.293055 sec): 3 clusters Score: Raw -2293802.163959 + Penalty 3242.847359 = -2290559.316600 nChanged 26 SP:Iteration 23Q (346.359136 sec): 3 clusters Score: Raw -2293823.594488 + Penalty 3242.847359 = -2290580.747128 nChanged 19 SP:Iteration 24Q (346.439001 sec): 3 clusters Score: Raw -2293837.256645 + Penalty 3242.847359 = -2290594.409286 nChanged 12 SP:Iteration 25Q (346.507433 sec): 3 clusters Score: Raw -2293846.316235 + Penalty 3242.847359 = -2290603.468875 nChanged 10 SP:Iteration 26Q (346.586686 sec): 3 clusters Score: Raw -2293853.476067 + Penalty 3242.847359 = -2290610.628708 nChanged 6 SP:Iteration 27Q (346.651492 sec): 3 clusters Score: Raw -2293857.451229 + Penalty 3242.847359 = -2290614.603870 nChanged 4 SP:Iteration 28Q (346.718586 sec): 3 clusters Score: Raw -2293859.400124 + Penalty 3242.847359 = -2290616.552765 nChanged 1 SP:Iteration 29Q (346.796797 sec): 3 clusters Score: Raw -2293860.258868 + Penalty 3242.847359 = -2290617.411509 nChanged 1 SP:Iteration 30Q (346.872641 sec): 3 clusters Score: Raw -2293861.190992 + Penalty 3242.847359 = -2290618.343633 nChanged 2 SP:Iteration 31Q (346.942363 sec): 3 clusters Score: Raw -2293862.393805 + Penalty 3242.847359 = -2290619.546446 nChanged 1 SP:Iteration 32Q (347.016755 sec): 3 clusters Score: Raw -2293862.832553 + Penalty 3242.847359 = -2290619.985193 nChanged 1 SP:Iteration 33Q (347.092031 sec): 3 clusters Score: Raw -2293863.292529 + Penalty 3242.847359 = -2290620.445170 nChanged 1 SP:Iteration 34Q (347.170717 sec): 3 clusters Score: Raw -2293863.549515 + Penalty 3242.847359 = -2290620.702156 nChanged 0 SP:Iteration 35F (347.246978 sec): 3 clusters Score: Raw -2293863.549515 + Penalty 3242.847359 = -2290620.702156 nChanged 0 Trying to split cluster 10 (2402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.266054 sec): 2 clusters Score: Raw -246343.324441 + Penalty 1264.909263 = -245078.415178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.322679 sec): 3 clusters Score: Raw -245292.994401 + Penalty 2529.818526 = -242763.175875 nChanged 876 SP:Iteration 1F (347.380063 sec): 3 clusters Score: Raw -245787.006032 + Penalty 2529.818526 = -243257.187506 nChanged 181 SP:Iteration 2F (347.431670 sec): 3 clusters Score: Raw -245904.883704 + Penalty 2529.818526 = -243375.065178 nChanged 125 SP:Iteration 3F (347.480559 sec): 3 clusters Score: Raw -245991.392590 + Penalty 2529.818526 = -243461.574064 nChanged 105 SP:Iteration 4Q (347.524664 sec): 3 clusters Score: Raw -246057.300234 + Penalty 2529.818526 = -243527.481708 nChanged 79 SP:Iteration 5Q (347.570438 sec): 3 clusters Score: Raw -246123.273102 + Penalty 2529.818526 = -243593.454576 nChanged 84 SP:Iteration 6Q (347.618528 sec): 3 clusters Score: Raw -246212.983054 + Penalty 2529.818526 = -243683.164528 nChanged 100 SP:Iteration 7Q (347.670564 sec): 3 clusters Score: Raw -246363.515961 + Penalty 2529.818526 = -243833.697435 nChanged 130 SP:Iteration 8F (347.710218 sec): 3 clusters Score: Raw -246530.278461 + Penalty 2529.818526 = -244000.459935 nChanged 122 SP:Iteration 9F (347.765743 sec): 3 clusters Score: Raw -246660.779243 + Penalty 2529.818526 = -244130.960717 nChanged 105 SP:Iteration 10Q (347.812960 sec): 3 clusters Score: Raw -246754.264210 + Penalty 2529.818526 = -244224.445685 nChanged 89 SP:Iteration 11Q (347.854051 sec): 3 clusters Score: Raw -246832.946739 + Penalty 2529.818526 = -244303.128213 nChanged 85 SP:Iteration 12Q (347.911093 sec): 3 clusters Score: Raw -246912.829617 + Penalty 2529.818526 = -244383.011091 nChanged 55 SP:Iteration 13Q (347.963380 sec): 3 clusters Score: Raw -246966.225366 + Penalty 2529.818526 = -244436.406841 nChanged 49 SP:Iteration 14Q (348.012175 sec): 3 clusters Score: Raw -247016.327525 + Penalty 2529.818526 = -244486.508999 nChanged 41 SP:Iteration 15Q (348.059549 sec): 3 clusters Score: Raw -247059.530503 + Penalty 2529.818526 = -244529.711977 nChanged 33 SP:Iteration 16Q (348.106050 sec): 3 clusters Score: Raw -247089.632453 + Penalty 2529.818526 = -244559.813927 nChanged 26 SP:Iteration 17Q (348.150946 sec): 3 clusters Score: Raw -247112.417389 + Penalty 2529.818526 = -244582.598863 nChanged 24 SP:Iteration 18Q (348.200498 sec): 3 clusters Score: Raw -247131.094648 + Penalty 2529.818526 = -244601.276122 nChanged 16 SP:Iteration 19Q (348.252710 sec): 3 clusters Score: Raw -247143.338336 + Penalty 2529.818526 = -244613.519811 nChanged 17 SP:Iteration 20F (348.300564 sec): 3 clusters Score: Raw -247155.373615 + Penalty 2529.818526 = -244625.555090 nChanged 10 SP:Iteration 21Q (348.337109 sec): 3 clusters Score: Raw -247162.557942 + Penalty 2529.818526 = -244632.739416 nChanged 9 SP:Iteration 22Q (348.396532 sec): 3 clusters Score: Raw -247170.339635 + Penalty 2529.818526 = -244640.521109 nChanged 9 SP:Iteration 23Q (348.441461 sec): 3 clusters Score: Raw -247175.423104 + Penalty 2529.818526 = -244645.604578 nChanged 11 SP:Iteration 24Q (348.483479 sec): 3 clusters Score: Raw -247183.060609 + Penalty 2529.818526 = -244653.242084 nChanged 9 SP:Iteration 25Q (348.524659 sec): 3 clusters Score: Raw -247187.733021 + Penalty 2529.818526 = -244657.914495 nChanged 5 SP:Iteration 26Q (348.574351 sec): 3 clusters Score: Raw -247189.636304 + Penalty 2529.818526 = -244659.817778 nChanged 2 SP:Iteration 27Q (348.619580 sec): 3 clusters Score: Raw -247190.920222 + Penalty 2529.818526 = -244661.101696 nChanged 1 SP:Iteration 28Q (348.675029 sec): 3 clusters Score: Raw -247191.442602 + Penalty 2529.818526 = -244661.624076 nChanged 1 SP:Iteration 29Q (348.722141 sec): 3 clusters Score: Raw -247191.775368 + Penalty 2529.818526 = -244661.956842 nChanged 1 SP:Iteration 30Q (348.775228 sec): 3 clusters Score: Raw -247192.160363 + Penalty 2529.818526 = -244662.341837 nChanged 1 SP:Iteration 31Q (348.821204 sec): 3 clusters Score: Raw -247193.131919 + Penalty 2529.818526 = -244663.313393 nChanged 3 SP:Iteration 32Q (348.881601 sec): 3 clusters Score: Raw -247194.874462 + Penalty 2529.818526 = -244665.055936 nChanged 4 SP:Iteration 33Q (348.930481 sec): 3 clusters Score: Raw -247197.762443 + Penalty 2529.818526 = -244667.943918 nChanged 3 SP:Iteration 34Q (348.980084 sec): 3 clusters Score: Raw -247199.511503 + Penalty 2529.818526 = -244669.692977 nChanged 1 SP:Iteration 35Q (349.026812 sec): 3 clusters Score: Raw -247199.903043 + Penalty 2529.818526 = -244670.084518 nChanged 1 SP:Iteration 36Q (349.081577 sec): 3 clusters Score: Raw -247200.019472 + Penalty 2529.818526 = -244670.200946 nChanged 0 SP:Iteration 37F (349.132294 sec): 3 clusters Score: Raw -247200.019472 + Penalty 2529.818526 = -244670.200946 nChanged 0 Trying to split cluster 11 (1142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.159645 sec): 2 clusters Score: Raw -128239.606564 + Penalty 1144.087163 = -127095.519401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.209177 sec): 3 clusters Score: Raw -127839.100535 + Penalty 2288.174327 = -125550.926208 nChanged 355 SP:Iteration 1F (349.251831 sec): 3 clusters Score: Raw -128130.255872 + Penalty 2288.174327 = -125842.081545 nChanged 80 SP:Iteration 2F (349.301605 sec): 3 clusters Score: Raw -128208.268799 + Penalty 2288.174327 = -125920.094472 nChanged 48 SP:Iteration 3Q (349.344462 sec): 3 clusters Score: Raw -128247.302947 + Penalty 2288.174327 = -125959.128620 nChanged 26 SP:Iteration 4Q (349.383312 sec): 3 clusters Score: Raw -128265.712352 + Penalty 2288.174327 = -125977.538025 nChanged 16 SP:Iteration 5Q (349.435699 sec): 3 clusters Score: Raw -128276.589622 + Penalty 2288.174327 = -125988.415295 nChanged 9 SP:Iteration 6Q (349.481272 sec): 3 clusters Score: Raw -128282.432902 + Penalty 2288.174327 = -125994.258575 nChanged 7 SP:Iteration 7Q (349.529693 sec): 3 clusters Score: Raw -128288.851576 + Penalty 2288.174327 = -126000.677250 nChanged 4 SP:Iteration 8Q (349.580327 sec): 3 clusters Score: Raw -128290.239163 + Penalty 2288.174327 = -126002.064836 nChanged 3 SP:Iteration 9Q (349.629148 sec): 3 clusters Score: Raw -128291.505706 + Penalty 2288.174327 = -126003.331379 nChanged 1 SP:Iteration 10Q (349.673828 sec): 3 clusters Score: Raw -128291.936782 + Penalty 2288.174327 = -126003.762455 nChanged 0 SP:Iteration 11F (349.725027 sec): 3 clusters Score: Raw -128291.936782 + Penalty 2288.174327 = -126003.762455 nChanged 0 Trying to split cluster 12 (5538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.745145 sec): 2 clusters Score: Raw -594479.934433 + Penalty 1400.650664 = -593079.283769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.799974 sec): 3 clusters Score: Raw -591566.023274 + Penalty 2801.301329 = -588764.721945 nChanged 2227 SP:Iteration 1F (349.863871 sec): 3 clusters Score: Raw -592725.928976 + Penalty 2801.301329 = -589924.627648 nChanged 361 SP:Iteration 2F (349.907952 sec): 3 clusters Score: Raw -592921.125931 + Penalty 2801.301329 = -590119.824603 nChanged 298 SP:Iteration 3F (349.969735 sec): 3 clusters Score: Raw -593051.495493 + Penalty 2801.301329 = -590250.194164 nChanged 230 SP:Iteration 4Q (350.029969 sec): 3 clusters Score: Raw -593152.132917 + Penalty 2801.301329 = -590350.831589 nChanged 196 SP:Iteration 5Q (350.084666 sec): 3 clusters Score: Raw -593235.281098 + Penalty 2801.301329 = -590433.979770 nChanged 158 SP:Iteration 6Q (350.133687 sec): 3 clusters Score: Raw -593296.425590 + Penalty 2801.301329 = -590495.124261 nChanged 132 SP:Iteration 7Q (350.182734 sec): 3 clusters Score: Raw -593347.388735 + Penalty 2801.301329 = -590546.087406 nChanged 109 SP:Iteration 8Q (350.245087 sec): 3 clusters Score: Raw -593400.934495 + Penalty 2801.301329 = -590599.633166 nChanged 125 SP:Iteration 9Q (350.301452 sec): 3 clusters Score: Raw -593462.507282 + Penalty 2801.301329 = -590661.205953 nChanged 138 SP:Iteration 10Q (350.347072 sec): 3 clusters Score: Raw -593526.986261 + Penalty 2801.301329 = -590725.684932 nChanged 129 SP:Iteration 11Q (350.400657 sec): 3 clusters Score: Raw -593590.422912 + Penalty 2801.301329 = -590789.121584 nChanged 128 SP:Iteration 12Q (350.456129 sec): 3 clusters Score: Raw -593640.287584 + Penalty 2801.301329 = -590838.986255 nChanged 130 SP:Iteration 13Q (350.508501 sec): 3 clusters Score: Raw -593707.228465 + Penalty 2801.301329 = -590905.927136 nChanged 129 SP:Iteration 14Q (350.563291 sec): 3 clusters Score: Raw -593791.194025 + Penalty 2801.301329 = -590989.892696 nChanged 129 SP:Iteration 15Q (350.622207 sec): 3 clusters Score: Raw -593861.581600 + Penalty 2801.301329 = -591060.280271 nChanged 128 SP:Iteration 16Q (350.673101 sec): 3 clusters Score: Raw -593919.743834 + Penalty 2801.301329 = -591118.442505 nChanged 106 SP:Iteration 17Q (350.731254 sec): 3 clusters Score: Raw -593971.605185 + Penalty 2801.301329 = -591170.303857 nChanged 120 SP:Iteration 18Q (350.791447 sec): 3 clusters Score: Raw -594035.336428 + Penalty 2801.301329 = -591234.035099 nChanged 119 SP:Iteration 19Q (350.844298 sec): 3 clusters Score: Raw -594094.512903 + Penalty 2801.301329 = -591293.211574 nChanged 106 SP:Iteration 20F (350.897155 sec): 3 clusters Score: Raw -594156.026316 + Penalty 2801.301329 = -591354.724987 nChanged 106 SP:Iteration 21Q (350.952399 sec): 3 clusters Score: Raw -594213.209934 + Penalty 2801.301329 = -591411.908605 nChanged 96 SP:Iteration 22Q (351.009045 sec): 3 clusters Score: Raw -594260.292406 + Penalty 2801.301329 = -591458.991077 nChanged 84 SP:Iteration 23Q (351.062998 sec): 3 clusters Score: Raw -594305.595352 + Penalty 2801.301329 = -591504.294023 nChanged 79 SP:Iteration 24Q (351.123600 sec): 3 clusters Score: Raw -594348.300045 + Penalty 2801.301329 = -591546.998716 nChanged 72 SP:Iteration 25Q (351.178285 sec): 3 clusters Score: Raw -594385.299907 + Penalty 2801.301329 = -591583.998579 nChanged 53 SP:Iteration 26Q (351.223405 sec): 3 clusters Score: Raw -594414.716570 + Penalty 2801.301329 = -591613.415241 nChanged 53 SP:Iteration 27Q (351.281079 sec): 3 clusters Score: Raw -594440.038414 + Penalty 2801.301329 = -591638.737086 nChanged 47 SP:Iteration 28Q (351.335925 sec): 3 clusters Score: Raw -594460.041175 + Penalty 2801.301329 = -591658.739846 nChanged 42 SP:Iteration 29Q (351.383748 sec): 3 clusters Score: Raw -594478.369878 + Penalty 2801.301329 = -591677.068550 nChanged 41 SP:Iteration 30Q (351.436622 sec): 3 clusters Score: Raw -594497.811793 + Penalty 2801.301329 = -591696.510464 nChanged 37 SP:Iteration 31Q (351.490977 sec): 3 clusters Score: Raw -594517.659524 + Penalty 2801.301329 = -591716.358195 nChanged 38 SP:Iteration 32Q (351.548241 sec): 3 clusters Score: Raw -594537.405749 + Penalty 2801.301329 = -591736.104420 nChanged 35 SP:Iteration 33Q (351.596101 sec): 3 clusters Score: Raw -594555.528757 + Penalty 2801.301329 = -591754.227428 nChanged 42 SP:Iteration 34Q (351.649995 sec): 3 clusters Score: Raw -594577.840689 + Penalty 2801.301329 = -591776.539360 nChanged 30 SP:Iteration 35Q (351.712796 sec): 3 clusters Score: Raw -594590.810428 + Penalty 2801.301329 = -591789.509099 nChanged 23 SP:Iteration 36Q (351.758483 sec): 3 clusters Score: Raw -594603.010345 + Penalty 2801.301329 = -591801.709016 nChanged 22 SP:Iteration 37Q (351.810964 sec): 3 clusters Score: Raw -594613.918328 + Penalty 2801.301329 = -591812.617000 nChanged 18 SP:Iteration 38Q (351.866687 sec): 3 clusters Score: Raw -594623.816596 + Penalty 2801.301329 = -591822.515267 nChanged 20 SP:Iteration 39Q (351.927777 sec): 3 clusters Score: Raw -594632.564294 + Penalty 2801.301329 = -591831.262966 nChanged 14 SP:Iteration 40F (351.980469 sec): 3 clusters Score: Raw -594636.723833 + Penalty 2801.301329 = -591835.422504 nChanged 9 SP:Iteration 41Q (352.031078 sec): 3 clusters Score: Raw -594640.377051 + Penalty 2801.301329 = -591839.075722 nChanged 11 SP:Iteration 42Q (352.083699 sec): 3 clusters Score: Raw -594644.393618 + Penalty 2801.301329 = -591843.092289 nChanged 6 SP:Iteration 43Q (352.139931 sec): 3 clusters Score: Raw -594646.324649 + Penalty 2801.301329 = -591845.023320 nChanged 9 SP:Iteration 44Q (352.180468 sec): 3 clusters Score: Raw -594649.104401 + Penalty 2801.301329 = -591847.803073 nChanged 6 SP:Iteration 45Q (352.231543 sec): 3 clusters Score: Raw -594651.477708 + Penalty 2801.301329 = -591850.176380 nChanged 8 SP:Iteration 46Q (352.286359 sec): 3 clusters Score: Raw -594655.529618 + Penalty 2801.301329 = -591854.228289 nChanged 5 SP:Iteration 47Q (352.349547 sec): 3 clusters Score: Raw -594658.479855 + Penalty 2801.301329 = -591857.178526 nChanged 8 SP:Iteration 48Q (352.395985 sec): 3 clusters Score: Raw -594661.282534 + Penalty 2801.301329 = -591859.981205 nChanged 5 SP:Iteration 49Q (352.454016 sec): 3 clusters Score: Raw -594663.616756 + Penalty 2801.301329 = -591862.315428 nChanged 6 SP:Iteration 50Q (352.499700 sec): 3 clusters Score: Raw -594666.866028 + Penalty 2801.301329 = -591865.564699 nChanged 10 SP:Iteration 51Q (352.552440 sec): 3 clusters Score: Raw -594671.172888 + Penalty 2801.301329 = -591869.871560 nChanged 8 SP:Iteration 52Q (352.609511 sec): 3 clusters Score: Raw -594675.068582 + Penalty 2801.301329 = -591873.767253 nChanged 7 SP:Iteration 53Q (352.654432 sec): 3 clusters Score: Raw -594677.154706 + Penalty 2801.301329 = -591875.853378 nChanged 8 SP:Iteration 54Q (352.704056 sec): 3 clusters Score: Raw -594679.842052 + Penalty 2801.301329 = -591878.540724 nChanged 5 SP:Iteration 55Q (352.755189 sec): 3 clusters Score: Raw -594681.192010 + Penalty 2801.301329 = -591879.890682 nChanged 4 SP:Iteration 56Q (352.808364 sec): 3 clusters Score: Raw -594682.645226 + Penalty 2801.301329 = -591881.343898 nChanged 4 SP:Iteration 57Q (352.868930 sec): 3 clusters Score: Raw -594684.066877 + Penalty 2801.301329 = -591882.765548 nChanged 3 SP:Iteration 58Q (352.917392 sec): 3 clusters Score: Raw -594685.235947 + Penalty 2801.301329 = -591883.934619 nChanged 2 SP:Iteration 59Q (352.972132 sec): 3 clusters Score: Raw -594685.908849 + Penalty 2801.301329 = -591884.607520 nChanged 2 SP:Iteration 60F (353.032538 sec): 3 clusters Score: Raw -594686.280090 + Penalty 2801.301329 = -591884.978761 nChanged 0 Trying to split cluster 13 (6095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (353.066534 sec): 2 clusters Score: Raw -653963.368877 + Penalty 1416.223907 = -652547.144970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (353.109314 sec): 3 clusters Score: Raw -650718.345644 + Penalty 2832.447814 = -647885.897830 nChanged 2487 SP:Iteration 1F (353.173229 sec): 3 clusters Score: Raw -652136.459693 + Penalty 2832.447814 = -649304.011880 nChanged 462 SP:Iteration 2F (353.223367 sec): 3 clusters Score: Raw -652388.284426 + Penalty 2832.447814 = -649555.836612 nChanged 349 SP:Iteration 3F (353.289252 sec): 3 clusters Score: Raw -652593.999005 + Penalty 2832.447814 = -649761.551192 nChanged 331 SP:Iteration 4F (353.346236 sec): 3 clusters Score: Raw -652815.837509 + Penalty 2832.447814 = -649983.389695 nChanged 331 SP:Iteration 5F (353.400731 sec): 3 clusters Score: Raw -653047.907725 + Penalty 2832.447814 = -650215.459912 nChanged 351 SP:Iteration 6F (353.453614 sec): 3 clusters Score: Raw -653340.638654 + Penalty 2832.447814 = -650508.190841 nChanged 352 SP:Iteration 7F (353.497097 sec): 3 clusters Score: Raw -653599.312713 + Penalty 2832.447814 = -650766.864899 nChanged 274 SP:Iteration 8Q (353.550281 sec): 3 clusters Score: Raw -653783.385324 + Penalty 2832.447814 = -650950.937510 nChanged 215 SP:Iteration 9Q (353.608418 sec): 3 clusters Score: Raw -653918.470336 + Penalty 2832.447814 = -651086.022523 nChanged 174 SP:Iteration 10Q (353.667140 sec): 3 clusters Score: Raw -654027.184829 + Penalty 2832.447814 = -651194.737015 nChanged 131 SP:Iteration 11Q (353.725537 sec): 3 clusters Score: Raw -654118.557039 + Penalty 2832.447814 = -651286.109226 nChanged 104 SP:Iteration 12Q (353.784831 sec): 3 clusters Score: Raw -654182.695188 + Penalty 2832.447814 = -651350.247374 nChanged 84 SP:Iteration 13Q (353.833146 sec): 3 clusters Score: Raw -654237.191211 + Penalty 2832.447814 = -651404.743398 nChanged 65 SP:Iteration 14Q (353.900556 sec): 3 clusters Score: Raw -654275.775503 + Penalty 2832.447814 = -651443.327690 nChanged 44 SP:Iteration 15Q (353.957547 sec): 3 clusters Score: Raw -654300.691516 + Penalty 2832.447814 = -651468.243702 nChanged 46 SP:Iteration 16Q (354.002008 sec): 3 clusters Score: Raw -654325.256652 + Penalty 2832.447814 = -651492.808838 nChanged 32 SP:Iteration 17Q (354.057812 sec): 3 clusters Score: Raw -654341.545243 + Penalty 2832.447814 = -651509.097430 nChanged 38 SP:Iteration 18Q (354.111594 sec): 3 clusters Score: Raw -654356.230202 + Penalty 2832.447814 = -651523.782388 nChanged 31 SP:Iteration 19Q (354.181112 sec): 3 clusters Score: Raw -654369.273044 + Penalty 2832.447814 = -651536.825230 nChanged 24 SP:Iteration 20F (354.231216 sec): 3 clusters Score: Raw -654379.738762 + Penalty 2832.447814 = -651547.290948 nChanged 19 SP:Iteration 21Q (354.285232 sec): 3 clusters Score: Raw -654386.956064 + Penalty 2832.447814 = -651554.508250 nChanged 16 SP:Iteration 22Q (354.332158 sec): 3 clusters Score: Raw -654393.703651 + Penalty 2832.447814 = -651561.255837 nChanged 12 SP:Iteration 23Q (354.398058 sec): 3 clusters Score: Raw -654400.731418 + Penalty 2832.447814 = -651568.283604 nChanged 17 SP:Iteration 24Q (354.442714 sec): 3 clusters Score: Raw -654409.297543 + Penalty 2832.447814 = -651576.849729 nChanged 19 SP:Iteration 25Q (354.498471 sec): 3 clusters Score: Raw -654416.081895 + Penalty 2832.447814 = -651583.634082 nChanged 11 SP:Iteration 26Q (354.566454 sec): 3 clusters Score: Raw -654419.269847 + Penalty 2832.447814 = -651586.822033 nChanged 11 SP:Iteration 27Q (354.614316 sec): 3 clusters Score: Raw -654421.979758 + Penalty 2832.447814 = -651589.531944 nChanged 7 SP:Iteration 28Q (354.658227 sec): 3 clusters Score: Raw -654423.329772 + Penalty 2832.447814 = -651590.881958 nChanged 7 SP:Iteration 29Q (354.725058 sec): 3 clusters Score: Raw -654425.068206 + Penalty 2832.447814 = -651592.620392 nChanged 6 SP:Iteration 30Q (354.765633 sec): 3 clusters Score: Raw -654426.545458 + Penalty 2832.447814 = -651594.097645 nChanged 5 SP:Iteration 31Q (354.821212 sec): 3 clusters Score: Raw -654427.653349 + Penalty 2832.447814 = -651595.205536 nChanged 2 SP:Iteration 32Q (354.881761 sec): 3 clusters Score: Raw -654427.969835 + Penalty 2832.447814 = -651595.522022 nChanged 1 SP:Iteration 33Q (354.947013 sec): 3 clusters Score: Raw -654428.442727 + Penalty 2832.447814 = -651595.994914 nChanged 2 SP:Iteration 34Q (354.990036 sec): 3 clusters Score: Raw -654428.934382 + Penalty 2832.447814 = -651596.486569 nChanged 3 SP:Iteration 35Q (355.042807 sec): 3 clusters Score: Raw -654429.406049 + Penalty 2832.447814 = -651596.958236 nChanged 3 SP:Iteration 36Q (355.102962 sec): 3 clusters Score: Raw -654429.794292 + Penalty 2832.447814 = -651597.346478 nChanged 0 SP:Iteration 37F (355.156289 sec): 3 clusters Score: Raw -654429.794292 + Penalty 2832.447814 = -651597.346478 nChanged 0 Trying to split cluster 14 (18024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.210593 sec): 2 clusters Score: Raw -1846472.295863 + Penalty 1592.412166 = -1844879.883697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.282933 sec): 3 clusters Score: Raw -1835746.663420 + Penalty 3184.824332 = -1832561.839088 nChanged 8076 SP:Iteration 1F (355.362740 sec): 3 clusters Score: Raw -1840190.100053 + Penalty 3184.824332 = -1837005.275722 nChanged 1044 SP:Iteration 2F (355.443313 sec): 3 clusters Score: Raw -1840637.374722 + Penalty 3184.824332 = -1837452.550390 nChanged 996 SP:Iteration 3F (355.522094 sec): 3 clusters Score: Raw -1841081.895550 + Penalty 3184.824332 = -1837897.071219 nChanged 932 SP:Iteration 4F (355.599742 sec): 3 clusters Score: Raw -1841566.298788 + Penalty 3184.824332 = -1838381.474457 nChanged 976 SP:Iteration 5F (355.672613 sec): 3 clusters Score: Raw -1842134.739193 + Penalty 3184.824332 = -1838949.914861 nChanged 1018 SP:Iteration 6F (355.746229 sec): 3 clusters Score: Raw -1842759.460994 + Penalty 3184.824332 = -1839574.636663 nChanged 975 SP:Iteration 7F (355.823836 sec): 3 clusters Score: Raw -1843370.516669 + Penalty 3184.824332 = -1840185.692337 nChanged 885 SP:Iteration 8Q (355.892920 sec): 3 clusters Score: Raw -1843883.757031 + Penalty 3184.824332 = -1840698.932699 nChanged 782 SP:Iteration 9Q (355.975060 sec): 3 clusters Score: Raw -1844263.468207 + Penalty 3184.824332 = -1841078.643876 nChanged 581 SP:Iteration 10Q (356.058191 sec): 3 clusters Score: Raw -1844489.782987 + Penalty 3184.824332 = -1841304.958655 nChanged 422 SP:Iteration 11Q (356.124966 sec): 3 clusters Score: Raw -1844636.490000 + Penalty 3184.824332 = -1841451.665668 nChanged 349 SP:Iteration 12Q (356.197679 sec): 3 clusters Score: Raw -1844743.779910 + Penalty 3184.824332 = -1841558.955578 nChanged 307 SP:Iteration 13Q (356.273322 sec): 3 clusters Score: Raw -1844831.446512 + Penalty 3184.824332 = -1841646.622180 nChanged 261 SP:Iteration 14Q (356.353957 sec): 3 clusters Score: Raw -1844910.019026 + Penalty 3184.824332 = -1841725.194694 nChanged 264 SP:Iteration 15Q (356.425980 sec): 3 clusters Score: Raw -1844984.093057 + Penalty 3184.824332 = -1841799.268725 nChanged 238 SP:Iteration 16Q (356.496026 sec): 3 clusters Score: Raw -1845057.565971 + Penalty 3184.824332 = -1841872.741640 nChanged 240 SP:Iteration 17Q (356.574255 sec): 3 clusters Score: Raw -1845128.014389 + Penalty 3184.824332 = -1841943.190058 nChanged 238 SP:Iteration 18Q (356.658547 sec): 3 clusters Score: Raw -1845190.176243 + Penalty 3184.824332 = -1842005.351911 nChanged 229 SP:Iteration 19Q (356.725578 sec): 3 clusters Score: Raw -1845251.223500 + Penalty 3184.824332 = -1842066.399169 nChanged 207 SP:Iteration 20F (356.809832 sec): 3 clusters Score: Raw -1845304.595244 + Penalty 3184.824332 = -1842119.770912 nChanged 184 SP:Iteration 21Q (356.891384 sec): 3 clusters Score: Raw -1845355.520637 + Penalty 3184.824332 = -1842170.696305 nChanged 176 SP:Iteration 22Q (356.958776 sec): 3 clusters Score: Raw -1845402.021793 + Penalty 3184.824332 = -1842217.197462 nChanged 175 SP:Iteration 23Q (357.045234 sec): 3 clusters Score: Raw -1845445.620325 + Penalty 3184.824332 = -1842260.795994 nChanged 155 SP:Iteration 24Q (357.112137 sec): 3 clusters Score: Raw -1845491.734461 + Penalty 3184.824332 = -1842306.910129 nChanged 171 SP:Iteration 25Q (357.197524 sec): 3 clusters Score: Raw -1845534.751533 + Penalty 3184.824332 = -1842349.927201 nChanged 164 SP:Iteration 26Q (357.277282 sec): 3 clusters Score: Raw -1845578.841968 + Penalty 3184.824332 = -1842394.017636 nChanged 180 SP:Iteration 27Q (357.352156 sec): 3 clusters Score: Raw -1845636.221989 + Penalty 3184.824332 = -1842451.397657 nChanged 193 SP:Iteration 28Q (357.423797 sec): 3 clusters Score: Raw -1845692.070701 + Penalty 3184.824332 = -1842507.246369 nChanged 186 SP:Iteration 29Q (357.492697 sec): 3 clusters Score: Raw -1845743.044690 + Penalty 3184.824332 = -1842558.220358 nChanged 186 SP:Iteration 30Q (357.561784 sec): 3 clusters Score: Raw -1845790.315285 + Penalty 3184.824332 = -1842605.490953 nChanged 179 SP:Iteration 31Q (357.634652 sec): 3 clusters Score: Raw -1845840.474542 + Penalty 3184.824332 = -1842655.650211 nChanged 183 SP:Iteration 32Q (357.705569 sec): 3 clusters Score: Raw -1845894.992593 + Penalty 3184.824332 = -1842710.168261 nChanged 184 SP:Iteration 33Q (357.780368 sec): 3 clusters Score: Raw -1845951.108701 + Penalty 3184.824332 = -1842766.284370 nChanged 157 SP:Iteration 34Q (357.862504 sec): 3 clusters Score: Raw -1845992.952103 + Penalty 3184.824332 = -1842808.127772 nChanged 153 SP:Iteration 35Q (357.936844 sec): 3 clusters Score: Raw -1846028.360204 + Penalty 3184.824332 = -1842843.535872 nChanged 137 SP:Iteration 36Q (358.013196 sec): 3 clusters Score: Raw -1846062.161225 + Penalty 3184.824332 = -1842877.336894 nChanged 139 SP:Iteration 37Q (358.087810 sec): 3 clusters Score: Raw -1846093.623113 + Penalty 3184.824332 = -1842908.798781 nChanged 117 SP:Iteration 38Q (358.169429 sec): 3 clusters Score: Raw -1846122.356994 + Penalty 3184.824332 = -1842937.532663 nChanged 120 SP:Iteration 39Q (358.236878 sec): 3 clusters Score: Raw -1846147.635017 + Penalty 3184.824332 = -1842962.810685 nChanged 111 SP:Iteration 40F (358.322018 sec): 3 clusters Score: Raw -1846165.844256 + Penalty 3184.824332 = -1842981.019925 nChanged 83 SP:Iteration 41Q (358.389521 sec): 3 clusters Score: Raw -1846179.942691 + Penalty 3184.824332 = -1842995.118359 nChanged 91 SP:Iteration 42Q (358.475359 sec): 3 clusters Score: Raw -1846195.944119 + Penalty 3184.824332 = -1843011.119787 nChanged 104 SP:Iteration 43Q (358.547020 sec): 3 clusters Score: Raw -1846213.838847 + Penalty 3184.824332 = -1843029.014516 nChanged 109 SP:Iteration 44Q (358.624292 sec): 3 clusters Score: Raw -1846237.545122 + Penalty 3184.824332 = -1843052.720791 nChanged 119 SP:Iteration 45Q (358.697030 sec): 3 clusters Score: Raw -1846263.101044 + Penalty 3184.824332 = -1843078.276712 nChanged 112 SP:Iteration 46Q (358.774402 sec): 3 clusters Score: Raw -1846285.115416 + Penalty 3184.824332 = -1843100.291084 nChanged 135 SP:Iteration 47Q (358.849860 sec): 3 clusters Score: Raw -1846314.254515 + Penalty 3184.824332 = -1843129.430183 nChanged 123 SP:Iteration 48Q (358.921848 sec): 3 clusters Score: Raw -1846340.993832 + Penalty 3184.824332 = -1843156.169500 nChanged 120 SP:Iteration 49Q (359.000961 sec): 3 clusters Score: Raw -1846363.893352 + Penalty 3184.824332 = -1843179.069020 nChanged 103 SP:Iteration 50Q (359.070784 sec): 3 clusters Score: Raw -1846384.992975 + Penalty 3184.824332 = -1843200.168643 nChanged 119 SP:Iteration 51Q (359.155189 sec): 3 clusters Score: Raw -1846412.893687 + Penalty 3184.824332 = -1843228.069355 nChanged 115 SP:Iteration 52Q (359.230628 sec): 3 clusters Score: Raw -1846441.036272 + Penalty 3184.824332 = -1843256.211940 nChanged 134 SP:Iteration 53Q (359.304431 sec): 3 clusters Score: Raw -1846475.281989 + Penalty 3184.824332 = -1843290.457658 nChanged 127 SP:Iteration 54Q (359.377484 sec): 3 clusters Score: Raw -1846505.250693 + Penalty 3184.824332 = -1843320.426362 nChanged 125 SP:Iteration 55Q (359.435329 sec): 3 clusters Score: Raw -1846530.507614 + Penalty 3184.824332 = -1843345.683283 nChanged 104 SP:Iteration 56Q (359.510158 sec): 3 clusters Score: Raw -1846552.978798 + Penalty 3184.824332 = -1843368.154466 nChanged 94 SP:Iteration 57Q (359.583209 sec): 3 clusters Score: Raw -1846573.899254 + Penalty 3184.824332 = -1843389.074923 nChanged 95 SP:Iteration 58Q (359.649638 sec): 3 clusters Score: Raw -1846592.849993 + Penalty 3184.824332 = -1843408.025661 nChanged 84 SP:Iteration 59Q (359.732032 sec): 3 clusters Score: Raw -1846610.267814 + Penalty 3184.824332 = -1843425.443482 nChanged 80 SP:Iteration 60F (359.805527 sec): 3 clusters Score: Raw -1846628.049460 + Penalty 3184.824332 = -1843443.225128 nChanged 75 SP:Iteration 61Q (359.885921 sec): 3 clusters Score: Raw -1846643.123311 + Penalty 3184.824332 = -1843458.298979 nChanged 72 SP:Iteration 62Q (359.956854 sec): 3 clusters Score: Raw -1846656.632693 + Penalty 3184.824332 = -1843471.808362 nChanged 60 SP:Iteration 63Q (360.024752 sec): 3 clusters Score: Raw -1846666.736677 + Penalty 3184.824332 = -1843481.912345 nChanged 55 SP:Iteration 64Q (360.107158 sec): 3 clusters Score: Raw -1846678.347305 + Penalty 3184.824332 = -1843493.522974 nChanged 62 SP:Iteration 65Q (360.183974 sec): 3 clusters Score: Raw -1846691.989112 + Penalty 3184.824332 = -1843507.164780 nChanged 63 SP:Iteration 66Q (360.258911 sec): 3 clusters Score: Raw -1846707.267970 + Penalty 3184.824332 = -1843522.443639 nChanged 65 SP:Iteration 67Q (360.334285 sec): 3 clusters Score: Raw -1846721.609287 + Penalty 3184.824332 = -1843536.784955 nChanged 55 SP:Iteration 68Q (360.399950 sec): 3 clusters Score: Raw -1846733.938799 + Penalty 3184.824332 = -1843549.114467 nChanged 59 SP:Iteration 69Q (360.480590 sec): 3 clusters Score: Raw -1846745.654509 + Penalty 3184.824332 = -1843560.830177 nChanged 55 SP:Iteration 70Q (360.552482 sec): 3 clusters Score: Raw -1846754.979814 + Penalty 3184.824332 = -1843570.155482 nChanged 43 SP:Iteration 71Q (360.633004 sec): 3 clusters Score: Raw -1846762.365664 + Penalty 3184.824332 = -1843577.541332 nChanged 46 SP:Iteration 72Q (360.707485 sec): 3 clusters Score: Raw -1846770.646865 + Penalty 3184.824332 = -1843585.822533 nChanged 44 SP:Iteration 73Q (360.774127 sec): 3 clusters Score: Raw -1846777.833328 + Penalty 3184.824332 = -1843593.008996 nChanged 30 SP:Iteration 74Q (360.855247 sec): 3 clusters Score: Raw -1846781.962812 + Penalty 3184.824332 = -1843597.138480 nChanged 25 SP:Iteration 75Q (360.930969 sec): 3 clusters Score: Raw -1846785.773731 + Penalty 3184.824332 = -1843600.949399 nChanged 21 SP:Iteration 76Q (360.999873 sec): 3 clusters Score: Raw -1846788.772984 + Penalty 3184.824332 = -1843603.948652 nChanged 26 SP:Iteration 77Q (361.066135 sec): 3 clusters Score: Raw -1846793.012417 + Penalty 3184.824332 = -1843608.188085 nChanged 25 SP:Iteration 78Q (361.135631 sec): 3 clusters Score: Raw -1846797.681479 + Penalty 3184.824332 = -1843612.857147 nChanged 31 SP:Iteration 79Q (361.209981 sec): 3 clusters Score: Raw -1846802.258139 + Penalty 3184.824332 = -1843617.433807 nChanged 33 SP:Iteration 80F (361.291816 sec): 3 clusters Score: Raw -1846807.726235 + Penalty 3184.824332 = -1843622.901903 nChanged 35 SP:Iteration 81Q (361.367562 sec): 3 clusters Score: Raw -1846814.803939 + Penalty 3184.824332 = -1843629.979607 nChanged 44 SP:Iteration 82Q (361.440497 sec): 3 clusters Score: Raw -1846822.709114 + Penalty 3184.824332 = -1843637.884782 nChanged 33 SP:Iteration 83Q (361.515047 sec): 3 clusters Score: Raw -1846827.717775 + Penalty 3184.824332 = -1843642.893443 nChanged 29 SP:Iteration 84Q (361.586846 sec): 3 clusters Score: Raw -1846833.160018 + Penalty 3184.824332 = -1843648.335686 nChanged 34 SP:Iteration 85Q (361.656489 sec): 3 clusters Score: Raw -1846840.055445 + Penalty 3184.824332 = -1843655.231113 nChanged 30 SP:Iteration 86Q (361.718091 sec): 3 clusters Score: Raw -1846844.439640 + Penalty 3184.824332 = -1843659.615308 nChanged 24 SP:Iteration 87Q (361.800166 sec): 3 clusters Score: Raw -1846849.288690 + Penalty 3184.824332 = -1843664.464358 nChanged 15 SP:Iteration 88Q (361.867681 sec): 3 clusters Score: Raw -1846852.310109 + Penalty 3184.824332 = -1843667.485778 nChanged 18 SP:Iteration 89Q (361.932927 sec): 3 clusters Score: Raw -1846855.513866 + Penalty 3184.824332 = -1843670.689534 nChanged 18 SP:Iteration 90Q (362.006565 sec): 3 clusters Score: Raw -1846858.502683 + Penalty 3184.824332 = -1843673.678351 nChanged 23 SP:Iteration 91Q (362.089821 sec): 3 clusters Score: Raw -1846862.735069 + Penalty 3184.824332 = -1843677.910738 nChanged 20 SP:Iteration 92Q (362.165900 sec): 3 clusters Score: Raw -1846865.801343 + Penalty 3184.824332 = -1843680.977012 nChanged 15 SP:Iteration 93Q (362.241635 sec): 3 clusters Score: Raw -1846867.532044 + Penalty 3184.824332 = -1843682.707712 nChanged 9 SP:Iteration 94Q (362.316195 sec): 3 clusters Score: Raw -1846868.941042 + Penalty 3184.824332 = -1843684.116710 nChanged 11 SP:Iteration 95Q (362.385901 sec): 3 clusters Score: Raw -1846871.131897 + Penalty 3184.824332 = -1843686.307566 nChanged 17 SP:Iteration 96Q (362.460264 sec): 3 clusters Score: Raw -1846874.446923 + Penalty 3184.824332 = -1843689.622592 nChanged 22 SP:Iteration 97Q (362.530977 sec): 3 clusters Score: Raw -1846878.658602 + Penalty 3184.824332 = -1843693.834270 nChanged 25 SP:Iteration 98Q (362.598196 sec): 3 clusters Score: Raw -1846882.674807 + Penalty 3184.824332 = -1843697.850475 nChanged 13 SP:Iteration 99Q (362.680966 sec): 3 clusters Score: Raw -1846885.229217 + Penalty 3184.824332 = -1843700.404886 nChanged 15 SP:Iteration 100F (362.754939 sec): 3 clusters Score: Raw -1846887.910884 + Penalty 3184.824332 = -1843703.086552 nChanged 17 SP:Iteration 101Q (362.824490 sec): 3 clusters Score: Raw -1846891.193952 + Penalty 3184.824332 = -1843706.369621 nChanged 16 SP:Iteration 102Q (362.891208 sec): 3 clusters Score: Raw -1846893.113694 + Penalty 3184.824332 = -1843708.289362 nChanged 11 SP:Iteration 103Q (362.957913 sec): 3 clusters Score: Raw -1846894.920466 + Penalty 3184.824332 = -1843710.096134 nChanged 8 SP:Iteration 104Q (363.041574 sec): 3 clusters Score: Raw -1846896.836570 + Penalty 3184.824332 = -1843712.012238 nChanged 13 SP:Iteration 105Q (363.114406 sec): 3 clusters Score: Raw -1846899.035706 + Penalty 3184.824332 = -1843714.211374 nChanged 11 SP:Iteration 106Q (363.189643 sec): 3 clusters Score: Raw -1846901.506076 + Penalty 3184.824332 = -1843716.681745 nChanged 21 SP:Iteration 107Q (363.264943 sec): 3 clusters Score: Raw -1846906.039735 + Penalty 3184.824332 = -1843721.215403 nChanged 24 SP:Iteration 108Q (363.334560 sec): 3 clusters Score: Raw -1846909.891291 + Penalty 3184.824332 = -1843725.066959 nChanged 15 SP:Iteration 109Q (363.413571 sec): 3 clusters Score: Raw -1846912.544458 + Penalty 3184.824332 = -1843727.720126 nChanged 18 SP:Iteration 110Q (363.485453 sec): 3 clusters Score: Raw -1846915.163489 + Penalty 3184.824332 = -1843730.339157 nChanged 17 SP:Iteration 111Q (363.559449 sec): 3 clusters Score: Raw -1846919.107543 + Penalty 3184.824332 = -1843734.283212 nChanged 23 SP:Iteration 112Q (363.624414 sec): 3 clusters Score: Raw -1846924.829750 + Penalty 3184.824332 = -1843740.005418 nChanged 22 SP:Iteration 113Q (363.697873 sec): 3 clusters Score: Raw -1846929.740207 + Penalty 3184.824332 = -1843744.915875 nChanged 20 SP:Iteration 114Q (363.772556 sec): 3 clusters Score: Raw -1846934.903538 + Penalty 3184.824332 = -1843750.079206 nChanged 21 SP:Iteration 115Q (363.841824 sec): 3 clusters Score: Raw -1846939.158999 + Penalty 3184.824332 = -1843754.334667 nChanged 20 SP:Iteration 116Q (363.916765 sec): 3 clusters Score: Raw -1846942.514553 + Penalty 3184.824332 = -1843757.690221 nChanged 17 SP:Iteration 117Q (363.990545 sec): 3 clusters Score: Raw -1846945.359416 + Penalty 3184.824332 = -1843760.535084 nChanged 18 SP:Iteration 118Q (364.069654 sec): 3 clusters Score: Raw -1846948.750196 + Penalty 3184.824332 = -1843763.925864 nChanged 15 SP:Iteration 119Q (364.131538 sec): 3 clusters Score: Raw -1846951.920519 + Penalty 3184.824332 = -1843767.096188 nChanged 15 SP:Iteration 120F (364.221820 sec): 3 clusters Score: Raw -1846955.265740 + Penalty 3184.824332 = -1843770.441409 nChanged 17 SP:Iteration 121Q (364.296024 sec): 3 clusters Score: Raw -1846958.693106 + Penalty 3184.824332 = -1843773.868774 nChanged 14 SP:Iteration 122Q (364.371606 sec): 3 clusters Score: Raw -1846961.295252 + Penalty 3184.824332 = -1843776.470921 nChanged 13 SP:Iteration 123Q (364.444576 sec): 3 clusters Score: Raw -1846964.064682 + Penalty 3184.824332 = -1843779.240351 nChanged 15 SP:Iteration 124Q (364.514784 sec): 3 clusters Score: Raw -1846967.570971 + Penalty 3184.824332 = -1843782.746639 nChanged 20 SP:Iteration 125Q (364.587289 sec): 3 clusters Score: Raw -1846971.943982 + Penalty 3184.824332 = -1843787.119650 nChanged 26 SP:Iteration 126Q (364.657935 sec): 3 clusters Score: Raw -1846978.758625 + Penalty 3184.824332 = -1843793.934293 nChanged 27 SP:Iteration 127Q (364.725954 sec): 3 clusters Score: Raw -1846985.000707 + Penalty 3184.824332 = -1843800.176375 nChanged 24 SP:Iteration 128Q (364.792968 sec): 3 clusters Score: Raw -1846989.374909 + Penalty 3184.824332 = -1843804.550578 nChanged 18 SP:Iteration 129Q (364.874402 sec): 3 clusters Score: Raw -1846992.681524 + Penalty 3184.824332 = -1843807.857192 nChanged 17 SP:Iteration 130Q (364.946363 sec): 3 clusters Score: Raw -1846996.839774 + Penalty 3184.824332 = -1843812.015443 nChanged 22 SP:Iteration 131Q (365.017041 sec): 3 clusters Score: Raw -1847002.327122 + Penalty 3184.824332 = -1843817.502790 nChanged 25 SP:Iteration 132Q (365.087669 sec): 3 clusters Score: Raw -1847007.626736 + Penalty 3184.824332 = -1843822.802405 nChanged 23 SP:Iteration 133Q (365.163560 sec): 3 clusters Score: Raw -1847012.620308 + Penalty 3184.824332 = -1843827.795976 nChanged 17 SP:Iteration 134Q (365.232072 sec): 3 clusters Score: Raw -1847017.359605 + Penalty 3184.824332 = -1843832.535273 nChanged 21 SP:Iteration 135Q (365.312046 sec): 3 clusters Score: Raw -1847021.872437 + Penalty 3184.824332 = -1843837.048105 nChanged 25 SP:Iteration 136Q (365.384067 sec): 3 clusters Score: Raw -1847027.271349 + Penalty 3184.824332 = -1843842.447017 nChanged 21 SP:Iteration 137Q (365.459995 sec): 3 clusters Score: Raw -1847030.636210 + Penalty 3184.824332 = -1843845.811878 nChanged 17 SP:Iteration 138Q (365.538499 sec): 3 clusters Score: Raw -1847033.933540 + Penalty 3184.824332 = -1843849.109208 nChanged 18 SP:Iteration 139Q (365.607906 sec): 3 clusters Score: Raw -1847037.078877 + Penalty 3184.824332 = -1843852.254545 nChanged 14 SP:Iteration 140F (365.682073 sec): 3 clusters Score: Raw -1847039.289835 + Penalty 3184.824332 = -1843854.465503 nChanged 9 SP:Iteration 141Q (365.749501 sec): 3 clusters Score: Raw -1847040.768155 + Penalty 3184.824332 = -1843855.943823 nChanged 12 SP:Iteration 142Q (365.833248 sec): 3 clusters Score: Raw -1847043.671494 + Penalty 3184.824332 = -1843858.847162 nChanged 18 SP:Iteration 143Q (365.903999 sec): 3 clusters Score: Raw -1847048.024277 + Penalty 3184.824332 = -1843863.199946 nChanged 14 SP:Iteration 144Q (365.977267 sec): 3 clusters Score: Raw -1847050.778403 + Penalty 3184.824332 = -1843865.954072 nChanged 16 SP:Iteration 145Q (366.045620 sec): 3 clusters Score: Raw -1847053.778316 + Penalty 3184.824332 = -1843868.953984 nChanged 16 SP:Iteration 146Q (366.104493 sec): 3 clusters Score: Raw -1847056.498710 + Penalty 3184.824332 = -1843871.674378 nChanged 9 SP:Iteration 147Q (366.186881 sec): 3 clusters Score: Raw -1847058.062165 + Penalty 3184.824332 = -1843873.237834 nChanged 8 SP:Iteration 148Q (366.258008 sec): 3 clusters Score: Raw -1847059.399437 + Penalty 3184.824332 = -1843874.575106 nChanged 9 SP:Iteration 149Q (366.332288 sec): 3 clusters Score: Raw -1847062.413710 + Penalty 3184.824332 = -1843877.589378 nChanged 10 SP:Iteration 150Q (366.399179 sec): 3 clusters Score: Raw -1847064.235352 + Penalty 3184.824332 = -1843879.411021 nChanged 5 SP:Iteration 151Q (366.476031 sec): 3 clusters Score: Raw -1847065.033562 + Penalty 3184.824332 = -1843880.209230 nChanged 2 SP:Iteration 152Q (366.550372 sec): 3 clusters Score: Raw -1847065.223457 + Penalty 3184.824332 = -1843880.399125 nChanged 2 SP:Iteration 153Q (366.622107 sec): 3 clusters Score: Raw -1847065.472785 + Penalty 3184.824332 = -1843880.648453 nChanged 3 SP:Iteration 154Q (366.695968 sec): 3 clusters Score: Raw -1847065.975978 + Penalty 3184.824332 = -1843881.151646 nChanged 5 SP:Iteration 155Q (366.765029 sec): 3 clusters Score: Raw -1847066.733054 + Penalty 3184.824332 = -1843881.908723 nChanged 3 SP:Iteration 156Q (366.830212 sec): 3 clusters Score: Raw -1847067.286728 + Penalty 3184.824332 = -1843882.462396 nChanged 3 SP:Iteration 157Q (366.905418 sec): 3 clusters Score: Raw -1847067.821802 + Penalty 3184.824332 = -1843882.997471 nChanged 2 SP:Iteration 158Q (366.977292 sec): 3 clusters Score: Raw -1847067.955074 + Penalty 3184.824332 = -1843883.130742 nChanged 1 SP:Iteration 159Q (367.049925 sec): 3 clusters Score: Raw -1847068.051096 + Penalty 3184.824332 = -1843883.226764 nChanged 0 SP:Iteration 160F (367.125478 sec): 3 clusters Score: Raw -1847068.051096 + Penalty 3184.824332 = -1843883.226764 nChanged 0 Trying to split cluster 15 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (367.142259 sec): 2 clusters Score: Raw -29596.985852 + Penalty 940.868528 = -28656.117324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (367.192846 sec): 3 clusters Score: Raw -29683.042672 + Penalty 1881.737056 = -27801.305616 nChanged 74 SP:Iteration 1F (367.246697 sec): 3 clusters Score: Raw -29840.538011 + Penalty 1881.737056 = -27958.800956 nChanged 11 SP:Iteration 2Q (367.291699 sec): 3 clusters Score: Raw -29864.796963 + Penalty 1881.737056 = -27983.059908 nChanged 5 SP:Iteration 3Q (367.339547 sec): 3 clusters Score: Raw -29872.544670 + Penalty 1881.737056 = -27990.807614 nChanged 2 SP:Iteration 4Q (367.378264 sec): 3 clusters Score: Raw -29876.240080 + Penalty 1881.737056 = -27994.503025 nChanged 2 SP:Iteration 5Q (367.424864 sec): 3 clusters Score: Raw -29881.664257 + Penalty 1881.737056 = -27999.927201 nChanged 2 SP:Iteration 6Q (367.468623 sec): 3 clusters Score: Raw -29883.671564 + Penalty 1881.737056 = -28001.934509 nChanged 0 SP:Iteration 7F (367.512346 sec): 3 clusters Score: Raw -29883.671564 + Penalty 1881.737056 = -28001.934509 nChanged 0 Trying to split cluster 16 (1758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (367.543846 sec): 2 clusters Score: Raw -177217.627253 + Penalty 1214.188963 = -176003.438290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (367.597045 sec): 3 clusters Score: Raw -176492.860424 + Penalty 2428.377925 = -174064.482498 nChanged 642 SP:Iteration 1F (367.649733 sec): 3 clusters Score: Raw -176912.913607 + Penalty 2428.377925 = -174484.535682 nChanged 122 SP:Iteration 2F (367.700556 sec): 3 clusters Score: Raw -177017.324079 + Penalty 2428.377925 = -174588.946154 nChanged 87 SP:Iteration 3Q (367.748043 sec): 3 clusters Score: Raw -177093.692291 + Penalty 2428.377925 = -174665.314365 nChanged 63 SP:Iteration 4Q (367.796108 sec): 3 clusters Score: Raw -177133.657511 + Penalty 2428.377925 = -174705.279586 nChanged 43 SP:Iteration 5Q (367.850324 sec): 3 clusters Score: Raw -177163.199899 + Penalty 2428.377925 = -174734.821973 nChanged 48 SP:Iteration 6Q (367.900108 sec): 3 clusters Score: Raw -177196.461375 + Penalty 2428.377925 = -174768.083450 nChanged 25 SP:Iteration 7Q (367.958153 sec): 3 clusters Score: Raw -177212.196054 + Penalty 2428.377925 = -174783.818129 nChanged 21 SP:Iteration 8Q (368.009127 sec): 3 clusters Score: Raw -177225.789673 + Penalty 2428.377925 = -174797.411747 nChanged 24 SP:Iteration 9Q (368.061042 sec): 3 clusters Score: Raw -177239.133135 + Penalty 2428.377925 = -174810.755210 nChanged 16 SP:Iteration 10Q (368.110154 sec): 3 clusters Score: Raw -177251.054146 + Penalty 2428.377925 = -174822.676220 nChanged 18 SP:Iteration 11Q (368.164454 sec): 3 clusters Score: Raw -177263.720798 + Penalty 2428.377925 = -174835.342872 nChanged 22 SP:Iteration 12Q (368.207222 sec): 3 clusters Score: Raw -177283.449850 + Penalty 2428.377925 = -174855.071924 nChanged 18 SP:Iteration 13Q (368.266554 sec): 3 clusters Score: Raw -177292.444668 + Penalty 2428.377925 = -174864.066743 nChanged 6 SP:Iteration 14Q (368.311275 sec): 3 clusters Score: Raw -177298.204187 + Penalty 2428.377925 = -174869.826261 nChanged 8 SP:Iteration 15Q (368.363878 sec): 3 clusters Score: Raw -177301.317351 + Penalty 2428.377925 = -174872.939426 nChanged 7 SP:Iteration 16Q (368.416534 sec): 3 clusters Score: Raw -177304.329734 + Penalty 2428.377925 = -174875.951808 nChanged 11 SP:Iteration 17Q (368.471320 sec): 3 clusters Score: Raw -177310.860521 + Penalty 2428.377925 = -174882.482595 nChanged 12 SP:Iteration 18Q (368.531671 sec): 3 clusters Score: Raw -177315.837458 + Penalty 2428.377925 = -174887.459533 nChanged 13 SP:Iteration 19Q (368.567265 sec): 3 clusters Score: Raw -177322.373539 + Penalty 2428.377925 = -174893.995613 nChanged 12 SP:Iteration 20F (368.624099 sec): 3 clusters Score: Raw -177329.802083 + Penalty 2428.377925 = -174901.424158 nChanged 13 SP:Iteration 21Q (368.671402 sec): 3 clusters Score: Raw -177338.162691 + Penalty 2428.377925 = -174909.784765 nChanged 14 SP:Iteration 22Q (368.716774 sec): 3 clusters Score: Raw -177345.651986 + Penalty 2428.377925 = -174917.274060 nChanged 14 SP:Iteration 23Q (368.765433 sec): 3 clusters Score: Raw -177356.800597 + Penalty 2428.377925 = -174928.422671 nChanged 20 SP:Iteration 24Q (368.811322 sec): 3 clusters Score: Raw -177366.490005 + Penalty 2428.377925 = -174938.112080 nChanged 20 SP:Iteration 25Q (368.856301 sec): 3 clusters Score: Raw -177380.592949 + Penalty 2428.377925 = -174952.215023 nChanged 23 SP:Iteration 26Q (368.904368 sec): 3 clusters Score: Raw -177397.839397 + Penalty 2428.377925 = -174969.461472 nChanged 24 SP:Iteration 27Q (368.943455 sec): 3 clusters Score: Raw -177413.340732 + Penalty 2428.377925 = -174984.962807 nChanged 27 SP:Iteration 28Q (368.996043 sec): 3 clusters Score: Raw -177433.087176 + Penalty 2428.377925 = -175004.709250 nChanged 30 SP:Iteration 29Q (369.040249 sec): 3 clusters Score: Raw -177457.144771 + Penalty 2428.377925 = -175028.766845 nChanged 23 SP:Iteration 30Q (369.088468 sec): 3 clusters Score: Raw -177475.327672 + Penalty 2428.377925 = -175046.949747 nChanged 23 SP:Iteration 31Q (369.127405 sec): 3 clusters Score: Raw -177495.035526 + Penalty 2428.377925 = -175066.657601 nChanged 22 SP:Iteration 32Q (369.181508 sec): 3 clusters Score: Raw -177520.048371 + Penalty 2428.377925 = -175091.670445 nChanged 23 SP:Iteration 33Q (369.227421 sec): 3 clusters Score: Raw -177543.902080 + Penalty 2428.377925 = -175115.524154 nChanged 23 SP:Iteration 34Q (369.268575 sec): 3 clusters Score: Raw -177569.204359 + Penalty 2428.377925 = -175140.826434 nChanged 29 SP:Iteration 35Q (369.318220 sec): 3 clusters Score: Raw -177601.170571 + Penalty 2428.377925 = -175172.792645 nChanged 23 SP:Iteration 36Q (369.357494 sec): 3 clusters Score: Raw -177627.076122 + Penalty 2428.377925 = -175198.698197 nChanged 27 SP:Iteration 37Q (369.410537 sec): 3 clusters Score: Raw -177655.290598 + Penalty 2428.377925 = -175226.912672 nChanged 18 SP:Iteration 38Q (369.449465 sec): 3 clusters Score: Raw -177668.264605 + Penalty 2428.377925 = -175239.886680 nChanged 25 SP:Iteration 39Q (369.493975 sec): 3 clusters Score: Raw -177690.940555 + Penalty 2428.377925 = -175262.562629 nChanged 16 SP:Iteration 40F (369.541667 sec): 3 clusters Score: Raw -177705.095590 + Penalty 2428.377925 = -175276.717664 nChanged 13 SP:Iteration 41Q (369.589041 sec): 3 clusters Score: Raw -177713.638182 + Penalty 2428.377925 = -175285.260257 nChanged 12 SP:Iteration 42Q (369.634923 sec): 3 clusters Score: Raw -177721.239996 + Penalty 2428.377925 = -175292.862070 nChanged 8 SP:Iteration 43Q (369.683749 sec): 3 clusters Score: Raw -177726.482856 + Penalty 2428.377925 = -175298.104931 nChanged 7 SP:Iteration 44Q (369.719622 sec): 3 clusters Score: Raw -177730.435747 + Penalty 2428.377925 = -175302.057821 nChanged 4 SP:Iteration 45Q (369.776452 sec): 3 clusters Score: Raw -177732.761961 + Penalty 2428.377925 = -175304.384036 nChanged 2 SP:Iteration 46Q (369.819069 sec): 3 clusters Score: Raw -177734.218398 + Penalty 2428.377925 = -175305.840473 nChanged 1 SP:Iteration 47Q (369.867145 sec): 3 clusters Score: Raw -177734.963216 + Penalty 2428.377925 = -175306.585290 nChanged 1 SP:Iteration 48Q (369.914990 sec): 3 clusters Score: Raw -177735.256440 + Penalty 2428.377925 = -175306.878515 nChanged 0 SP:Iteration 49F (369.965465 sec): 3 clusters Score: Raw -177735.256440 + Penalty 2428.377925 = -175306.878515 nChanged 0 Trying to split cluster 17 (5733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (370.010301 sec): 2 clusters Score: Raw -609572.453384 + Penalty 1406.274063 = -608166.179321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (370.063859 sec): 3 clusters Score: Raw -606618.014901 + Penalty 2812.548126 = -603805.466775 nChanged 2357 SP:Iteration 1F (370.121740 sec): 3 clusters Score: Raw -607894.116651 + Penalty 2812.548126 = -605081.568526 nChanged 358 SP:Iteration 2F (370.174439 sec): 3 clusters Score: Raw -608081.766907 + Penalty 2812.548126 = -605269.218782 nChanged 278 SP:Iteration 3Q (370.221141 sec): 3 clusters Score: Raw -608240.205131 + Penalty 2812.548126 = -605427.657006 nChanged 250 SP:Iteration 4Q (370.280526 sec): 3 clusters Score: Raw -608360.829689 + Penalty 2812.548126 = -605548.281563 nChanged 204 SP:Iteration 5Q (370.346629 sec): 3 clusters Score: Raw -608452.356831 + Penalty 2812.548126 = -605639.808705 nChanged 177 SP:Iteration 6Q (370.403358 sec): 3 clusters Score: Raw -608527.621181 + Penalty 2812.548126 = -605715.073055 nChanged 142 SP:Iteration 7Q (370.462344 sec): 3 clusters Score: Raw -608585.960857 + Penalty 2812.548126 = -605773.412731 nChanged 124 SP:Iteration 8Q (370.520525 sec): 3 clusters Score: Raw -608648.402543 + Penalty 2812.548126 = -605835.854417 nChanged 151 SP:Iteration 9Q (370.581363 sec): 3 clusters Score: Raw -608722.643593 + Penalty 2812.548126 = -605910.095467 nChanged 146 SP:Iteration 10Q (370.639240 sec): 3 clusters Score: Raw -608796.514594 + Penalty 2812.548126 = -605983.966468 nChanged 150 SP:Iteration 11Q (370.696903 sec): 3 clusters Score: Raw -608866.286002 + Penalty 2812.548126 = -606053.737876 nChanged 150 SP:Iteration 12Q (370.755801 sec): 3 clusters Score: Raw -608937.343192 + Penalty 2812.548126 = -606124.795066 nChanged 143 SP:Iteration 13Q (370.815003 sec): 3 clusters Score: Raw -609000.769387 + Penalty 2812.548126 = -606188.221261 nChanged 119 SP:Iteration 14Q (370.865355 sec): 3 clusters Score: Raw -609055.489153 + Penalty 2812.548126 = -606242.941028 nChanged 125 SP:Iteration 15Q (370.922470 sec): 3 clusters Score: Raw -609115.156211 + Penalty 2812.548126 = -606302.608086 nChanged 131 SP:Iteration 16Q (370.976164 sec): 3 clusters Score: Raw -609178.685425 + Penalty 2812.548126 = -606366.137299 nChanged 132 SP:Iteration 17Q (371.029512 sec): 3 clusters Score: Raw -609236.406137 + Penalty 2812.548126 = -606423.858011 nChanged 120 SP:Iteration 18Q (371.092206 sec): 3 clusters Score: Raw -609287.669706 + Penalty 2812.548126 = -606475.121581 nChanged 112 SP:Iteration 19Q (371.151216 sec): 3 clusters Score: Raw -609334.850865 + Penalty 2812.548126 = -606522.302740 nChanged 93 SP:Iteration 20F (371.209516 sec): 3 clusters Score: Raw -609375.457827 + Penalty 2812.548126 = -606562.909701 nChanged 93 SP:Iteration 21Q (371.269832 sec): 3 clusters Score: Raw -609422.727001 + Penalty 2812.548126 = -606610.178876 nChanged 93 SP:Iteration 22Q (371.316563 sec): 3 clusters Score: Raw -609464.347357 + Penalty 2812.548126 = -606651.799231 nChanged 86 SP:Iteration 23Q (371.372281 sec): 3 clusters Score: Raw -609503.748931 + Penalty 2812.548126 = -606691.200805 nChanged 84 SP:Iteration 24Q (371.427428 sec): 3 clusters Score: Raw -609552.342988 + Penalty 2812.548126 = -606739.794863 nChanged 110 SP:Iteration 25Q (371.486263 sec): 3 clusters Score: Raw -609611.005288 + Penalty 2812.548126 = -606798.457162 nChanged 92 SP:Iteration 26Q (371.543354 sec): 3 clusters Score: Raw -609656.921852 + Penalty 2812.548126 = -606844.373726 nChanged 74 SP:Iteration 27Q (371.603973 sec): 3 clusters Score: Raw -609690.104190 + Penalty 2812.548126 = -606877.556065 nChanged 55 SP:Iteration 28Q (371.649598 sec): 3 clusters Score: Raw -609710.662438 + Penalty 2812.548126 = -606898.114312 nChanged 44 SP:Iteration 29Q (371.696244 sec): 3 clusters Score: Raw -609725.403641 + Penalty 2812.548126 = -606912.855515 nChanged 42 SP:Iteration 30Q (371.748081 sec): 3 clusters Score: Raw -609737.737824 + Penalty 2812.548126 = -606925.189698 nChanged 35 SP:Iteration 31Q (371.796809 sec): 3 clusters Score: Raw -609747.007313 + Penalty 2812.548126 = -606934.459187 nChanged 29 SP:Iteration 32Q (371.841754 sec): 3 clusters Score: Raw -609755.293335 + Penalty 2812.548126 = -606942.745209 nChanged 20 SP:Iteration 33Q (371.911231 sec): 3 clusters Score: Raw -609759.769869 + Penalty 2812.548126 = -606947.221744 nChanged 16 SP:Iteration 34Q (371.968017 sec): 3 clusters Score: Raw -609763.102151 + Penalty 2812.548126 = -606950.554025 nChanged 14 SP:Iteration 35Q (372.027225 sec): 3 clusters Score: Raw -609765.779613 + Penalty 2812.548126 = -606953.231487 nChanged 10 SP:Iteration 36Q (372.085106 sec): 3 clusters Score: Raw -609767.964878 + Penalty 2812.548126 = -606955.416752 nChanged 12 SP:Iteration 37Q (372.138756 sec): 3 clusters Score: Raw -609770.439002 + Penalty 2812.548126 = -606957.890876 nChanged 6 SP:Iteration 38Q (372.196257 sec): 3 clusters Score: Raw -609771.238107 + Penalty 2812.548126 = -606958.689982 nChanged 5 SP:Iteration 39Q (372.255554 sec): 3 clusters Score: Raw -609771.791645 + Penalty 2812.548126 = -606959.243520 nChanged 3 SP:Iteration 40F (372.306890 sec): 3 clusters Score: Raw -609772.449522 + Penalty 2812.548126 = -606959.901396 nChanged 2 SP:Iteration 41Q (372.370196 sec): 3 clusters Score: Raw -609772.819976 + Penalty 2812.548126 = -606960.271850 nChanged 5 SP:Iteration 42Q (372.421466 sec): 3 clusters Score: Raw -609773.630567 + Penalty 2812.548126 = -606961.082441 nChanged 6 SP:Iteration 43Q (372.475066 sec): 3 clusters Score: Raw -609775.166740 + Penalty 2812.548126 = -606962.618614 nChanged 7 SP:Iteration 44Q (372.532870 sec): 3 clusters Score: Raw -609776.683463 + Penalty 2812.548126 = -606964.135337 nChanged 9 SP:Iteration 45Q (372.599526 sec): 3 clusters Score: Raw -609778.491671 + Penalty 2812.548126 = -606965.943546 nChanged 11 SP:Iteration 46Q (372.656171 sec): 3 clusters Score: Raw -609780.138806 + Penalty 2812.548126 = -606967.590681 nChanged 9 SP:Iteration 47Q (372.713715 sec): 3 clusters Score: Raw -609781.276013 + Penalty 2812.548126 = -606968.727887 nChanged 7 SP:Iteration 48Q (372.771797 sec): 3 clusters Score: Raw -609782.498982 + Penalty 2812.548126 = -606969.950856 nChanged 5 SP:Iteration 49Q (372.820330 sec): 3 clusters Score: Raw -609783.165412 + Penalty 2812.548126 = -606970.617287 nChanged 4 SP:Iteration 50Q (372.873755 sec): 3 clusters Score: Raw -609784.144322 + Penalty 2812.548126 = -606971.596196 nChanged 4 SP:Iteration 51Q (372.940715 sec): 3 clusters Score: Raw -609784.762026 + Penalty 2812.548126 = -606972.213900 nChanged 6 SP:Iteration 52Q (372.993228 sec): 3 clusters Score: Raw -609786.089233 + Penalty 2812.548126 = -606973.541107 nChanged 5 SP:Iteration 53Q (373.052615 sec): 3 clusters Score: Raw -609787.965724 + Penalty 2812.548126 = -606975.417599 nChanged 8 SP:Iteration 54Q (373.101338 sec): 3 clusters Score: Raw -609790.089784 + Penalty 2812.548126 = -606977.541658 nChanged 7 SP:Iteration 55Q (373.158371 sec): 3 clusters Score: Raw -609791.273863 + Penalty 2812.548126 = -606978.725737 nChanged 7 SP:Iteration 56Q (373.225702 sec): 3 clusters Score: Raw -609792.757355 + Penalty 2812.548126 = -606980.209229 nChanged 10 SP:Iteration 57Q (373.282383 sec): 3 clusters Score: Raw -609795.457419 + Penalty 2812.548126 = -606982.909293 nChanged 12 SP:Iteration 58Q (373.336463 sec): 3 clusters Score: Raw -609798.621336 + Penalty 2812.548126 = -606986.073210 nChanged 13 SP:Iteration 59Q (373.396292 sec): 3 clusters Score: Raw -609801.844201 + Penalty 2812.548126 = -606989.296075 nChanged 13 SP:Iteration 60F (373.442662 sec): 3 clusters Score: Raw -609805.273529 + Penalty 2812.548126 = -606992.725404 nChanged 15 SP:Iteration 61Q (373.505825 sec): 3 clusters Score: Raw -609808.895788 + Penalty 2812.548126 = -606996.347662 nChanged 17 SP:Iteration 62Q (373.571337 sec): 3 clusters Score: Raw -609812.544304 + Penalty 2812.548126 = -606999.996178 nChanged 15 SP:Iteration 63Q (373.618890 sec): 3 clusters Score: Raw -609815.094839 + Penalty 2812.548126 = -607002.546714 nChanged 8 SP:Iteration 64Q (373.686844 sec): 3 clusters Score: Raw -609816.360172 + Penalty 2812.548126 = -607003.812047 nChanged 6 SP:Iteration 65Q (373.745648 sec): 3 clusters Score: Raw -609817.333131 + Penalty 2812.548126 = -607004.785005 nChanged 6 SP:Iteration 66Q (373.800172 sec): 3 clusters Score: Raw -609818.257666 + Penalty 2812.548126 = -607005.709540 nChanged 4 SP:Iteration 67Q (373.844482 sec): 3 clusters Score: Raw -609818.789493 + Penalty 2812.548126 = -607006.241368 nChanged 0 SP:Iteration 68F (373.900595 sec): 3 clusters Score: Raw -609818.789493 + Penalty 2812.548126 = -607006.241368 nChanged 0 Trying to split cluster 18 (1794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (373.928114 sec): 2 clusters Score: Raw -174002.283301 + Penalty 1217.482994 = -172784.800306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (373.988292 sec): 3 clusters Score: Raw -173239.752976 + Penalty 2434.965989 = -170804.786987 nChanged 610 SP:Iteration 1F (374.041200 sec): 3 clusters Score: Raw -173627.182228 + Penalty 2434.965989 = -171192.216239 nChanged 134 SP:Iteration 2F (374.091063 sec): 3 clusters Score: Raw -173737.738159 + Penalty 2434.965989 = -171302.772170 nChanged 92 SP:Iteration 3F (374.134367 sec): 3 clusters Score: Raw -173813.376505 + Penalty 2434.965989 = -171378.410516 nChanged 67 SP:Iteration 4Q (374.188816 sec): 3 clusters Score: Raw -173859.027447 + Penalty 2434.965989 = -171424.061458 nChanged 39 SP:Iteration 5Q (374.234768 sec): 3 clusters Score: Raw -173887.845310 + Penalty 2434.965989 = -171452.879321 nChanged 35 SP:Iteration 6Q (374.286963 sec): 3 clusters Score: Raw -173910.093356 + Penalty 2434.965989 = -171475.127367 nChanged 29 SP:Iteration 7Q (374.349808 sec): 3 clusters Score: Raw -173928.541653 + Penalty 2434.965989 = -171493.575664 nChanged 25 SP:Iteration 8Q (374.390549 sec): 3 clusters Score: Raw -173943.860627 + Penalty 2434.965989 = -171508.894638 nChanged 15 SP:Iteration 9Q (374.452587 sec): 3 clusters Score: Raw -173953.571845 + Penalty 2434.965989 = -171518.605856 nChanged 11 SP:Iteration 10Q (374.501208 sec): 3 clusters Score: Raw -173959.377623 + Penalty 2434.965989 = -171524.411634 nChanged 10 SP:Iteration 11Q (374.550805 sec): 3 clusters Score: Raw -173964.900393 + Penalty 2434.965989 = -171529.934404 nChanged 10 SP:Iteration 12Q (374.600396 sec): 3 clusters Score: Raw -173969.158877 + Penalty 2434.965989 = -171534.192888 nChanged 4 SP:Iteration 13Q (374.657468 sec): 3 clusters Score: Raw -173970.764449 + Penalty 2434.965989 = -171535.798460 nChanged 2 SP:Iteration 14Q (374.706507 sec): 3 clusters Score: Raw -173972.097513 + Penalty 2434.965989 = -171537.131524 nChanged 2 SP:Iteration 15Q (374.761663 sec): 3 clusters Score: Raw -173972.518594 + Penalty 2434.965989 = -171537.552605 nChanged 0 SP:Iteration 16F (374.817581 sec): 3 clusters Score: Raw -173972.518594 + Penalty 2434.965989 = -171537.552605 nChanged 0 Trying to split cluster 19 (5746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (374.852371 sec): 2 clusters Score: Raw -612944.357151 + Penalty 1406.642126 = -611537.715025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (374.901652 sec): 3 clusters Score: Raw -609893.083957 + Penalty 2813.284253 = -607079.799704 nChanged 2344 SP:Iteration 1F (374.963822 sec): 3 clusters Score: Raw -611122.065577 + Penalty 2813.284253 = -608308.781324 nChanged 381 SP:Iteration 2F (375.019630 sec): 3 clusters Score: Raw -611323.852344 + Penalty 2813.284253 = -608510.568092 nChanged 302 SP:Iteration 3F (375.074393 sec): 3 clusters Score: Raw -611479.465739 + Penalty 2813.284253 = -608666.181486 nChanged 245 SP:Iteration 4Q (375.135281 sec): 3 clusters Score: Raw -611618.546976 + Penalty 2813.284253 = -608805.262724 nChanged 242 SP:Iteration 5Q (375.195094 sec): 3 clusters Score: Raw -611748.737374 + Penalty 2813.284253 = -608935.453121 nChanged 201 SP:Iteration 6Q (375.253296 sec): 3 clusters Score: Raw -611859.903330 + Penalty 2813.284253 = -609046.619077 nChanged 213 SP:Iteration 7Q (375.304744 sec): 3 clusters Score: Raw -611986.254162 + Penalty 2813.284253 = -609172.969910 nChanged 229 SP:Iteration 8Q (375.365036 sec): 3 clusters Score: Raw -612136.895615 + Penalty 2813.284253 = -609323.611362 nChanged 236 SP:Iteration 9Q (375.415955 sec): 3 clusters Score: Raw -612307.194873 + Penalty 2813.284253 = -609493.910620 nChanged 222 SP:Iteration 10Q (375.472684 sec): 3 clusters Score: Raw -612477.227478 + Penalty 2813.284253 = -609663.943226 nChanged 193 SP:Iteration 11Q (375.528514 sec): 3 clusters Score: Raw -612631.465147 + Penalty 2813.284253 = -609818.180894 nChanged 170 SP:Iteration 12Q (375.596095 sec): 3 clusters Score: Raw -612767.589438 + Penalty 2813.284253 = -609954.305185 nChanged 126 SP:Iteration 13Q (375.656690 sec): 3 clusters Score: Raw -612874.768765 + Penalty 2813.284253 = -610061.484512 nChanged 109 SP:Iteration 14Q (375.708295 sec): 3 clusters Score: Raw -612981.817201 + Penalty 2813.284253 = -610168.532949 nChanged 95 SP:Iteration 15Q (375.769931 sec): 3 clusters Score: Raw -613086.852164 + Penalty 2813.284253 = -610273.567911 nChanged 87 SP:Iteration 16Q (375.825782 sec): 3 clusters Score: Raw -613189.891665 + Penalty 2813.284253 = -610376.607412 nChanged 65 SP:Iteration 17Q (375.883672 sec): 3 clusters Score: Raw -613256.975066 + Penalty 2813.284253 = -610443.690813 nChanged 72 SP:Iteration 18Q (375.928588 sec): 3 clusters Score: Raw -613315.741556 + Penalty 2813.284253 = -610502.457303 nChanged 53 SP:Iteration 19Q (375.984299 sec): 3 clusters Score: Raw -613342.311890 + Penalty 2813.284253 = -610529.027637 nChanged 36 SP:Iteration 20F (376.044465 sec): 3 clusters Score: Raw -613363.201812 + Penalty 2813.284253 = -610549.917560 nChanged 37 SP:Iteration 21Q (376.099502 sec): 3 clusters Score: Raw -613382.684366 + Penalty 2813.284253 = -610569.400114 nChanged 34 SP:Iteration 22Q (376.151411 sec): 3 clusters Score: Raw -613396.465619 + Penalty 2813.284253 = -610583.181367 nChanged 26 SP:Iteration 23Q (376.216265 sec): 3 clusters Score: Raw -613408.135692 + Penalty 2813.284253 = -610594.851439 nChanged 30 SP:Iteration 24Q (376.262333 sec): 3 clusters Score: Raw -613423.404838 + Penalty 2813.284253 = -610610.120585 nChanged 23 SP:Iteration 25Q (376.326509 sec): 3 clusters Score: Raw -613434.644195 + Penalty 2813.284253 = -610621.359942 nChanged 30 SP:Iteration 26Q (376.385686 sec): 3 clusters Score: Raw -613446.682376 + Penalty 2813.284253 = -610633.398123 nChanged 22 SP:Iteration 27Q (376.430840 sec): 3 clusters Score: Raw -613456.506450 + Penalty 2813.284253 = -610643.222197 nChanged 24 SP:Iteration 28Q (376.495865 sec): 3 clusters Score: Raw -613466.172549 + Penalty 2813.284253 = -610652.888296 nChanged 22 SP:Iteration 29Q (376.544341 sec): 3 clusters Score: Raw -613475.032122 + Penalty 2813.284253 = -610661.747869 nChanged 23 SP:Iteration 30Q (376.597656 sec): 3 clusters Score: Raw -613484.731486 + Penalty 2813.284253 = -610671.447234 nChanged 19 SP:Iteration 31Q (376.655556 sec): 3 clusters Score: Raw -613492.945454 + Penalty 2813.284253 = -610679.661201 nChanged 15 SP:Iteration 32Q (376.701885 sec): 3 clusters Score: Raw -613498.676546 + Penalty 2813.284253 = -610685.392293 nChanged 16 SP:Iteration 33Q (376.753447 sec): 3 clusters Score: Raw -613505.105535 + Penalty 2813.284253 = -610691.821282 nChanged 19 SP:Iteration 34Q (376.814548 sec): 3 clusters Score: Raw -613515.237636 + Penalty 2813.284253 = -610701.953383 nChanged 21 SP:Iteration 35Q (376.875087 sec): 3 clusters Score: Raw -613523.740407 + Penalty 2813.284253 = -610710.456154 nChanged 26 SP:Iteration 36Q (376.918672 sec): 3 clusters Score: Raw -613533.987396 + Penalty 2813.284253 = -610720.703143 nChanged 20 SP:Iteration 37Q (376.971110 sec): 3 clusters Score: Raw -613540.565661 + Penalty 2813.284253 = -610727.281408 nChanged 17 SP:Iteration 38Q (377.023025 sec): 3 clusters Score: Raw -613546.862469 + Penalty 2813.284253 = -610733.578216 nChanged 18 SP:Iteration 39Q (377.068497 sec): 3 clusters Score: Raw -613554.125811 + Penalty 2813.284253 = -610740.841558 nChanged 19 SP:Iteration 40F (377.124913 sec): 3 clusters Score: Raw -613559.002565 + Penalty 2813.284253 = -610745.718312 nChanged 15 SP:Iteration 41Q (377.190573 sec): 3 clusters Score: Raw -613564.010463 + Penalty 2813.284253 = -610750.726211 nChanged 22 SP:Iteration 42Q (377.244368 sec): 3 clusters Score: Raw -613572.900572 + Penalty 2813.284253 = -610759.616319 nChanged 29 SP:Iteration 43Q (377.302599 sec): 3 clusters Score: Raw -613587.199831 + Penalty 2813.284253 = -610773.915578 nChanged 42 SP:Iteration 44Q (377.361711 sec): 3 clusters Score: Raw -613602.527846 + Penalty 2813.284253 = -610789.243593 nChanged 36 SP:Iteration 45Q (377.415810 sec): 3 clusters Score: Raw -613617.760216 + Penalty 2813.284253 = -610804.475964 nChanged 33 SP:Iteration 46Q (377.473540 sec): 3 clusters Score: Raw -613632.302594 + Penalty 2813.284253 = -610819.018341 nChanged 39 SP:Iteration 47Q (377.530190 sec): 3 clusters Score: Raw -613647.396871 + Penalty 2813.284253 = -610834.112618 nChanged 39 SP:Iteration 48Q (377.572843 sec): 3 clusters Score: Raw -613667.762475 + Penalty 2813.284253 = -610854.478222 nChanged 53 SP:Iteration 49Q (377.634854 sec): 3 clusters Score: Raw -613694.218892 + Penalty 2813.284253 = -610880.934639 nChanged 57 SP:Iteration 50Q (377.694572 sec): 3 clusters Score: Raw -613725.213126 + Penalty 2813.284253 = -610911.928873 nChanged 64 SP:Iteration 51Q (377.746338 sec): 3 clusters Score: Raw -613765.456786 + Penalty 2813.284253 = -610952.172534 nChanged 84 SP:Iteration 52Q (377.798653 sec): 3 clusters Score: Raw -613813.606322 + Penalty 2813.284253 = -611000.322069 nChanged 86 SP:Iteration 53Q (377.846655 sec): 3 clusters Score: Raw -613862.530742 + Penalty 2813.284253 = -611049.246489 nChanged 81 SP:Iteration 54Q (377.913029 sec): 3 clusters Score: Raw -613916.031276 + Penalty 2813.284253 = -611102.747024 nChanged 93 SP:Iteration 55Q (377.964282 sec): 3 clusters Score: Raw -613976.106881 + Penalty 2813.284253 = -611162.822628 nChanged 103 SP:Iteration 56Q (378.016447 sec): 3 clusters Score: Raw -614053.573305 + Penalty 2813.284253 = -611240.289052 nChanged 119 SP:Iteration 57Q (378.077036 sec): 3 clusters Score: Raw -614158.715677 + Penalty 2813.284253 = -611345.431424 nChanged 113 SP:Iteration 58Q (378.134427 sec): 3 clusters Score: Raw -614280.824800 + Penalty 2813.284253 = -611467.540548 nChanged 104 SP:Iteration 59Q (378.181928 sec): 3 clusters Score: Raw -614405.211450 + Penalty 2813.284253 = -611591.927197 nChanged 100 SP:Iteration 60F (378.237302 sec): 3 clusters Score: Raw -614564.607173 + Penalty 2813.284253 = -611751.322920 nChanged 112 SP:Iteration 61Q (378.288391 sec): 3 clusters Score: Raw -614715.595299 + Penalty 2813.284253 = -611902.311046 nChanged 94 SP:Iteration 62Q (378.348399 sec): 3 clusters Score: Raw -614819.693761 + Penalty 2813.284253 = -612006.409508 nChanged 66 SP:Iteration 63Q (378.408443 sec): 3 clusters Score: Raw -614875.601319 + Penalty 2813.284253 = -612062.317066 nChanged 44 SP:Iteration 64Q (378.456531 sec): 3 clusters Score: Raw -614902.566700 + Penalty 2813.284253 = -612089.282447 nChanged 19 SP:Iteration 65Q (378.509403 sec): 3 clusters Score: Raw -614910.325905 + Penalty 2813.284253 = -612097.041653 nChanged 10 SP:Iteration 66Q (378.567850 sec): 3 clusters Score: Raw -614912.859845 + Penalty 2813.284253 = -612099.575592 nChanged 9 SP:Iteration 67Q (378.614504 sec): 3 clusters Score: Raw -614915.001730 + Penalty 2813.284253 = -612101.717477 nChanged 7 SP:Iteration 68Q (378.668491 sec): 3 clusters Score: Raw -614916.150480 + Penalty 2813.284253 = -612102.866227 nChanged 3 SP:Iteration 69Q (378.722891 sec): 3 clusters Score: Raw -614916.836575 + Penalty 2813.284253 = -612103.552322 nChanged 2 SP:Iteration 70Q (378.777251 sec): 3 clusters Score: Raw -614917.208224 + Penalty 2813.284253 = -612103.923971 nChanged 0 SP:Iteration 71F (378.831294 sec): 3 clusters Score: Raw -614917.208224 + Penalty 2813.284253 = -612103.923971 nChanged 0 Score: Raw -24071999.899857 + Penalty 48206.904010 = -24023792.995847 Splitting cluster 19 changes total score from -24023708.440763 to -24023792.995847 So it's getting split into cluster 24. Trying to split cluster 20 (10348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (382.672512 sec): 2 clusters Score: Raw -1097695.061200 + Penalty 1502.239138 = -1096192.822061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (382.741168 sec): 3 clusters Score: Raw -1091852.321936 + Penalty 3004.478277 = -1088847.843659 nChanged 4452 SP:Iteration 1F (382.808035 sec): 3 clusters Score: Raw -1094361.979022 + Penalty 3004.478277 = -1091357.500745 nChanged 763 SP:Iteration 2F (382.872471 sec): 3 clusters Score: Raw -1094793.661531 + Penalty 3004.478277 = -1091789.183254 nChanged 710 SP:Iteration 3F (382.927956 sec): 3 clusters Score: Raw -1095215.868525 + Penalty 3004.478277 = -1092211.390248 nChanged 627 SP:Iteration 4F (382.994287 sec): 3 clusters Score: Raw -1095605.934021 + Penalty 3004.478277 = -1092601.455745 nChanged 575 SP:Iteration 5F (383.063317 sec): 3 clusters Score: Raw -1095960.360849 + Penalty 3004.478277 = -1092955.882572 nChanged 487 SP:Iteration 6Q (383.130363 sec): 3 clusters Score: Raw -1096270.965109 + Penalty 3004.478277 = -1093266.486832 nChanged 455 SP:Iteration 7Q (383.196443 sec): 3 clusters Score: Raw -1096564.620555 + Penalty 3004.478277 = -1093560.142279 nChanged 444 SP:Iteration 8Q (383.253803 sec): 3 clusters Score: Raw -1096849.624182 + Penalty 3004.478277 = -1093845.145906 nChanged 367 SP:Iteration 9Q (383.332676 sec): 3 clusters Score: Raw -1097085.364148 + Penalty 3004.478277 = -1094080.885871 nChanged 299 SP:Iteration 10Q (383.400007 sec): 3 clusters Score: Raw -1097288.200717 + Penalty 3004.478277 = -1094283.722441 nChanged 259 SP:Iteration 11Q (383.459911 sec): 3 clusters Score: Raw -1097439.247493 + Penalty 3004.478277 = -1094434.769216 nChanged 187 SP:Iteration 12Q (383.515543 sec): 3 clusters Score: Raw -1097535.392101 + Penalty 3004.478277 = -1094530.913825 nChanged 140 SP:Iteration 13Q (383.589383 sec): 3 clusters Score: Raw -1097613.545522 + Penalty 3004.478277 = -1094609.067245 nChanged 133 SP:Iteration 14Q (383.654447 sec): 3 clusters Score: Raw -1097687.832225 + Penalty 3004.478277 = -1094683.353948 nChanged 104 SP:Iteration 15Q (383.705048 sec): 3 clusters Score: Raw -1097737.688572 + Penalty 3004.478277 = -1094733.210296 nChanged 76 SP:Iteration 16Q (383.777961 sec): 3 clusters Score: Raw -1097767.253286 + Penalty 3004.478277 = -1094762.775010 nChanged 72 SP:Iteration 17Q (383.845168 sec): 3 clusters Score: Raw -1097797.236673 + Penalty 3004.478277 = -1094792.758397 nChanged 71 SP:Iteration 18Q (383.903533 sec): 3 clusters Score: Raw -1097819.846858 + Penalty 3004.478277 = -1094815.368582 nChanged 54 SP:Iteration 19Q (383.967924 sec): 3 clusters Score: Raw -1097836.719448 + Penalty 3004.478277 = -1094832.241172 nChanged 51 SP:Iteration 20F (384.023023 sec): 3 clusters Score: Raw -1097856.859163 + Penalty 3004.478277 = -1094852.380887 nChanged 51 SP:Iteration 21Q (384.089718 sec): 3 clusters Score: Raw -1097873.253441 + Penalty 3004.478277 = -1094868.775165 nChanged 44 SP:Iteration 22Q (384.154363 sec): 3 clusters Score: Raw -1097887.109466 + Penalty 3004.478277 = -1094882.631190 nChanged 56 SP:Iteration 23Q (384.217524 sec): 3 clusters Score: Raw -1097901.603325 + Penalty 3004.478277 = -1094897.125048 nChanged 40 SP:Iteration 24Q (384.281984 sec): 3 clusters Score: Raw -1097915.569343 + Penalty 3004.478277 = -1094911.091067 nChanged 45 SP:Iteration 25Q (384.350950 sec): 3 clusters Score: Raw -1097931.738875 + Penalty 3004.478277 = -1094927.260599 nChanged 47 SP:Iteration 26Q (384.418414 sec): 3 clusters Score: Raw -1097943.230533 + Penalty 3004.478277 = -1094938.752256 nChanged 33 SP:Iteration 27Q (384.479883 sec): 3 clusters Score: Raw -1097950.968688 + Penalty 3004.478277 = -1094946.490411 nChanged 28 SP:Iteration 28Q (384.535703 sec): 3 clusters Score: Raw -1097961.518179 + Penalty 3004.478277 = -1094957.039903 nChanged 32 SP:Iteration 29Q (384.606554 sec): 3 clusters Score: Raw -1097970.439773 + Penalty 3004.478277 = -1094965.961496 nChanged 32 SP:Iteration 30Q (384.672736 sec): 3 clusters Score: Raw -1097978.264635 + Penalty 3004.478277 = -1094973.786359 nChanged 23 SP:Iteration 31Q (384.735216 sec): 3 clusters Score: Raw -1097984.160041 + Penalty 3004.478277 = -1094979.681764 nChanged 21 SP:Iteration 32Q (384.790461 sec): 3 clusters Score: Raw -1097989.188494 + Penalty 3004.478277 = -1094984.710217 nChanged 20 SP:Iteration 33Q (384.857150 sec): 3 clusters Score: Raw -1097995.076786 + Penalty 3004.478277 = -1094990.598509 nChanged 22 SP:Iteration 34Q (384.917128 sec): 3 clusters Score: Raw -1098001.072037 + Penalty 3004.478277 = -1094996.593760 nChanged 20 SP:Iteration 35Q (384.981682 sec): 3 clusters Score: Raw -1098005.182650 + Penalty 3004.478277 = -1095000.704373 nChanged 17 SP:Iteration 36Q (385.037721 sec): 3 clusters Score: Raw -1098009.350221 + Penalty 3004.478277 = -1095004.871944 nChanged 18 SP:Iteration 37Q (385.094360 sec): 3 clusters Score: Raw -1098014.906633 + Penalty 3004.478277 = -1095010.428356 nChanged 22 SP:Iteration 38Q (385.162637 sec): 3 clusters Score: Raw -1098020.254580 + Penalty 3004.478277 = -1095015.776303 nChanged 16 SP:Iteration 39Q (385.224535 sec): 3 clusters Score: Raw -1098023.614046 + Penalty 3004.478277 = -1095019.135769 nChanged 15 SP:Iteration 40F (385.278955 sec): 3 clusters Score: Raw -1098026.357006 + Penalty 3004.478277 = -1095021.878730 nChanged 7 SP:Iteration 41Q (385.338852 sec): 3 clusters Score: Raw -1098028.007394 + Penalty 3004.478277 = -1095023.529117 nChanged 10 SP:Iteration 42Q (385.404171 sec): 3 clusters Score: Raw -1098029.744876 + Penalty 3004.478277 = -1095025.266600 nChanged 8 SP:Iteration 43Q (385.464233 sec): 3 clusters Score: Raw -1098031.613068 + Penalty 3004.478277 = -1095027.134791 nChanged 8 SP:Iteration 44Q (385.532410 sec): 3 clusters Score: Raw -1098033.896019 + Penalty 3004.478277 = -1095029.417742 nChanged 5 SP:Iteration 45Q (385.593480 sec): 3 clusters Score: Raw -1098035.313877 + Penalty 3004.478277 = -1095030.835600 nChanged 6 SP:Iteration 46Q (385.650125 sec): 3 clusters Score: Raw -1098037.252107 + Penalty 3004.478277 = -1095032.773831 nChanged 14 SP:Iteration 47Q (385.715374 sec): 3 clusters Score: Raw -1098039.969987 + Penalty 3004.478277 = -1095035.491711 nChanged 8 SP:Iteration 48Q (385.778436 sec): 3 clusters Score: Raw -1098041.373877 + Penalty 3004.478277 = -1095036.895600 nChanged 9 SP:Iteration 49Q (385.838192 sec): 3 clusters Score: Raw -1098043.300005 + Penalty 3004.478277 = -1095038.821728 nChanged 10 SP:Iteration 50Q (385.897851 sec): 3 clusters Score: Raw -1098045.404019 + Penalty 3004.478277 = -1095040.925743 nChanged 7 SP:Iteration 51Q (385.967121 sec): 3 clusters Score: Raw -1098047.159581 + Penalty 3004.478277 = -1095042.681304 nChanged 12 SP:Iteration 52Q (386.019324 sec): 3 clusters Score: Raw -1098050.033477 + Penalty 3004.478277 = -1095045.555200 nChanged 14 SP:Iteration 53Q (386.088294 sec): 3 clusters Score: Raw -1098053.293308 + Penalty 3004.478277 = -1095048.815031 nChanged 10 SP:Iteration 54Q (386.147431 sec): 3 clusters Score: Raw -1098055.871239 + Penalty 3004.478277 = -1095051.392962 nChanged 11 SP:Iteration 55Q (386.197728 sec): 3 clusters Score: Raw -1098058.861523 + Penalty 3004.478277 = -1095054.383246 nChanged 11 SP:Iteration 56Q (386.265868 sec): 3 clusters Score: Raw -1098061.760022 + Penalty 3004.478277 = -1095057.281746 nChanged 13 SP:Iteration 57Q (386.325183 sec): 3 clusters Score: Raw -1098064.565463 + Penalty 3004.478277 = -1095060.087186 nChanged 11 SP:Iteration 58Q (386.384906 sec): 3 clusters Score: Raw -1098066.853059 + Penalty 3004.478277 = -1095062.374782 nChanged 6 SP:Iteration 59Q (386.442215 sec): 3 clusters Score: Raw -1098068.313949 + Penalty 3004.478277 = -1095063.835672 nChanged 4 SP:Iteration 60F (386.509655 sec): 3 clusters Score: Raw -1098069.027780 + Penalty 3004.478277 = -1095064.549503 nChanged 3 SP:Iteration 61Q (386.572984 sec): 3 clusters Score: Raw -1098069.572838 + Penalty 3004.478277 = -1095065.094561 nChanged 5 SP:Iteration 62Q (386.637524 sec): 3 clusters Score: Raw -1098070.554628 + Penalty 3004.478277 = -1095066.076351 nChanged 6 SP:Iteration 63Q (386.687508 sec): 3 clusters Score: Raw -1098072.054124 + Penalty 3004.478277 = -1095067.575848 nChanged 3 SP:Iteration 64Q (386.759624 sec): 3 clusters Score: Raw -1098072.429612 + Penalty 3004.478277 = -1095067.951335 nChanged 2 SP:Iteration 65Q (386.809929 sec): 3 clusters Score: Raw -1098072.913038 + Penalty 3004.478277 = -1095068.434761 nChanged 2 SP:Iteration 66Q (386.871473 sec): 3 clusters Score: Raw -1098073.289941 + Penalty 3004.478277 = -1095068.811665 nChanged 6 SP:Iteration 67Q (386.940745 sec): 3 clusters Score: Raw -1098074.689604 + Penalty 3004.478277 = -1095070.211327 nChanged 2 SP:Iteration 68Q (386.991751 sec): 3 clusters Score: Raw -1098074.859688 + Penalty 3004.478277 = -1095070.381411 nChanged 1 SP:Iteration 69Q (387.059846 sec): 3 clusters Score: Raw -1098075.136015 + Penalty 3004.478277 = -1095070.657738 nChanged 4 SP:Iteration 70Q (387.109792 sec): 3 clusters Score: Raw -1098076.191410 + Penalty 3004.478277 = -1095071.713133 nChanged 3 SP:Iteration 71Q (387.169443 sec): 3 clusters Score: Raw -1098076.984574 + Penalty 3004.478277 = -1095072.506297 nChanged 5 SP:Iteration 72Q (387.227456 sec): 3 clusters Score: Raw -1098077.769166 + Penalty 3004.478277 = -1095073.290890 nChanged 0 SP:Iteration 73F (387.294441 sec): 3 clusters Score: Raw -1098077.769166 + Penalty 3004.478277 = -1095073.290890 nChanged 0 Trying to split cluster 21 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (387.313869 sec): 2 clusters Score: Raw -40378.750391 + Penalty 984.607519 = -39394.142872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (387.357258 sec): 3 clusters Score: Raw -40390.523977 + Penalty 1969.215039 = -38421.308938 nChanged 81 SP:Iteration 1F (387.409523 sec): 3 clusters Score: Raw -40531.258787 + Penalty 1969.215039 = -38562.043748 nChanged 23 SP:Iteration 2F (387.464684 sec): 3 clusters Score: Raw -40579.350760 + Penalty 1969.215039 = -38610.135722 nChanged 7 SP:Iteration 3Q (387.508937 sec): 3 clusters Score: Raw -40589.662857 + Penalty 1969.215039 = -38620.447819 nChanged 7 SP:Iteration 4Q (387.554391 sec): 3 clusters Score: Raw -40606.680679 + Penalty 1969.215039 = -38637.465641 nChanged 6 SP:Iteration 5Q (387.605236 sec): 3 clusters Score: Raw -40616.486952 + Penalty 1969.215039 = -38647.271913 nChanged 1 SP:Iteration 6Q (387.642442 sec): 3 clusters Score: Raw -40617.441753 + Penalty 1969.215039 = -38648.226715 nChanged 0 SP:Iteration 7F (387.689542 sec): 3 clusters Score: Raw -40617.441753 + Penalty 1969.215039 = -38648.226715 nChanged 0 Trying to split cluster 22 (5128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (387.728423 sec): 2 clusters Score: Raw -549468.092495 + Penalty 1388.151537 = -548079.940958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (387.781982 sec): 3 clusters Score: Raw -546803.730508 + Penalty 2776.303075 = -544027.427433 nChanged 2096 SP:Iteration 1F (387.835302 sec): 3 clusters Score: Raw -547995.731089 + Penalty 2776.303075 = -545219.428014 nChanged 396 SP:Iteration 2F (387.891123 sec): 3 clusters Score: Raw -548226.208127 + Penalty 2776.303075 = -545449.905052 nChanged 282 SP:Iteration 3F (387.936552 sec): 3 clusters Score: Raw -548377.289552 + Penalty 2776.303075 = -545600.986478 nChanged 228 SP:Iteration 4Q (387.992463 sec): 3 clusters Score: Raw -548502.675707 + Penalty 2776.303075 = -545726.372633 nChanged 227 SP:Iteration 5Q (388.050781 sec): 3 clusters Score: Raw -548617.240561 + Penalty 2776.303075 = -545840.937487 nChanged 196 SP:Iteration 6Q (388.111085 sec): 3 clusters Score: Raw -548724.879465 + Penalty 2776.303075 = -545948.576390 nChanged 207 SP:Iteration 7Q (388.169444 sec): 3 clusters Score: Raw -548846.567989 + Penalty 2776.303075 = -546070.264914 nChanged 183 SP:Iteration 8Q (388.219693 sec): 3 clusters Score: Raw -548957.074387 + Penalty 2776.303075 = -546180.771312 nChanged 177 SP:Iteration 9Q (388.285010 sec): 3 clusters Score: Raw -549068.718131 + Penalty 2776.303075 = -546292.415056 nChanged 161 SP:Iteration 10Q (388.339643 sec): 3 clusters Score: Raw -549185.175749 + Penalty 2776.303075 = -546408.872675 nChanged 165 SP:Iteration 11Q (388.386042 sec): 3 clusters Score: Raw -549315.158296 + Penalty 2776.303075 = -546538.855221 nChanged 145 SP:Iteration 12Q (388.439539 sec): 3 clusters Score: Raw -549405.857172 + Penalty 2776.303075 = -546629.554098 nChanged 107 SP:Iteration 13Q (388.491399 sec): 3 clusters Score: Raw -549474.045360 + Penalty 2776.303075 = -546697.742285 nChanged 86 SP:Iteration 14Q (388.543458 sec): 3 clusters Score: Raw -549523.954050 + Penalty 2776.303075 = -546747.650976 nChanged 73 SP:Iteration 15Q (388.595360 sec): 3 clusters Score: Raw -549561.460501 + Penalty 2776.303075 = -546785.157426 nChanged 64 SP:Iteration 16Q (388.653404 sec): 3 clusters Score: Raw -549587.359215 + Penalty 2776.303075 = -546811.056140 nChanged 41 SP:Iteration 17Q (388.709474 sec): 3 clusters Score: Raw -549603.857794 + Penalty 2776.303075 = -546827.554719 nChanged 33 SP:Iteration 18Q (388.762674 sec): 3 clusters Score: Raw -549617.677905 + Penalty 2776.303075 = -546841.374830 nChanged 39 SP:Iteration 19Q (388.813795 sec): 3 clusters Score: Raw -549634.223768 + Penalty 2776.303075 = -546857.920693 nChanged 25 SP:Iteration 20F (388.866514 sec): 3 clusters Score: Raw -549641.846019 + Penalty 2776.303075 = -546865.542944 nChanged 17 SP:Iteration 21Q (388.922511 sec): 3 clusters Score: Raw -549648.218261 + Penalty 2776.303075 = -546871.915186 nChanged 17 SP:Iteration 22Q (388.979084 sec): 3 clusters Score: Raw -549654.690747 + Penalty 2776.303075 = -546878.387673 nChanged 17 SP:Iteration 23Q (389.036986 sec): 3 clusters Score: Raw -549660.224098 + Penalty 2776.303075 = -546883.921024 nChanged 15 SP:Iteration 24Q (389.097508 sec): 3 clusters Score: Raw -549664.418367 + Penalty 2776.303075 = -546888.115292 nChanged 11 SP:Iteration 25Q (389.151163 sec): 3 clusters Score: Raw -549668.144115 + Penalty 2776.303075 = -546891.841041 nChanged 12 SP:Iteration 26Q (389.204511 sec): 3 clusters Score: Raw -549671.290685 + Penalty 2776.303075 = -546894.987610 nChanged 8 SP:Iteration 27Q (389.256877 sec): 3 clusters Score: Raw -549673.613605 + Penalty 2776.303075 = -546897.310530 nChanged 6 SP:Iteration 28Q (389.310019 sec): 3 clusters Score: Raw -549674.953533 + Penalty 2776.303075 = -546898.650458 nChanged 5 SP:Iteration 29Q (389.357163 sec): 3 clusters Score: Raw -549676.290109 + Penalty 2776.303075 = -546899.987034 nChanged 5 SP:Iteration 30Q (389.424883 sec): 3 clusters Score: Raw -549678.047796 + Penalty 2776.303075 = -546901.744722 nChanged 4 SP:Iteration 31Q (389.478347 sec): 3 clusters Score: Raw -549680.011457 + Penalty 2776.303075 = -546903.708383 nChanged 5 SP:Iteration 32Q (389.524583 sec): 3 clusters Score: Raw -549681.305464 + Penalty 2776.303075 = -546905.002389 nChanged 4 SP:Iteration 33Q (389.581823 sec): 3 clusters Score: Raw -549682.206075 + Penalty 2776.303075 = -546905.903001 nChanged 2 SP:Iteration 34Q (389.635375 sec): 3 clusters Score: Raw -549682.723474 + Penalty 2776.303075 = -546906.420399 nChanged 3 SP:Iteration 35Q (389.693153 sec): 3 clusters Score: Raw -549683.242499 + Penalty 2776.303075 = -546906.939424 nChanged 4 SP:Iteration 36Q (389.757322 sec): 3 clusters Score: Raw -549684.696367 + Penalty 2776.303075 = -546908.393292 nChanged 2 SP:Iteration 37Q (389.807959 sec): 3 clusters Score: Raw -549685.301980 + Penalty 2776.303075 = -546908.998905 nChanged 5 SP:Iteration 38Q (389.876971 sec): 3 clusters Score: Raw -549686.750365 + Penalty 2776.303075 = -546910.447291 nChanged 4 SP:Iteration 39Q (389.933219 sec): 3 clusters Score: Raw -549687.865061 + Penalty 2776.303075 = -546911.561987 nChanged 6 SP:Iteration 40F (389.978436 sec): 3 clusters Score: Raw -549688.826204 + Penalty 2776.303075 = -546912.523130 nChanged 3 SP:Iteration 41Q (390.044075 sec): 3 clusters Score: Raw -549689.814023 + Penalty 2776.303075 = -546913.510949 nChanged 3 SP:Iteration 42Q (390.092656 sec): 3 clusters Score: Raw -549690.328800 + Penalty 2776.303075 = -546914.025725 nChanged 1 SP:Iteration 43Q (390.153083 sec): 3 clusters Score: Raw -549690.373927 + Penalty 2776.303075 = -546914.070852 nChanged 0 SP:Iteration 44F (390.211404 sec): 3 clusters Score: Raw -549690.373927 + Penalty 2776.303075 = -546914.070852 nChanged 0 Iteration 99Q (392.663076 sec): 25 clusters Score: Raw -24072344.733036 + Penalty 48206.904010 = -24024137.829025 nChanged 684 Iteration 100F (396.689929 sec): 25 clusters Score: Raw -24072595.338455 + Penalty 48206.904010 = -24024388.434445 nChanged 868 Iteration 101Q (398.503650 sec): 25 clusters Score: Raw -24072735.902828 + Penalty 48206.904010 = -24024528.998817 nChanged 492 Iteration 102Q (400.128015 sec): 25 clusters Score: Raw -24072833.097913 + Penalty 48206.904010 = -24024626.193903 nChanged 395 Iteration 103Q (401.935646 sec): 25 clusters Score: Raw -24072943.098141 + Penalty 48206.904010 = -24024736.194131 nChanged 347 Iteration 104Q (403.895400 sec): 25 clusters Score: Raw -24073060.926223 + Penalty 48206.904010 = -24024854.022212 nChanged 320 Iteration 105Q (405.604890 sec): 25 clusters Score: Raw -24073174.092580 + Penalty 48206.904010 = -24024967.188570 nChanged 312 Iteration 106Q (407.313444 sec): 25 clusters Score: Raw -24073288.716137 + Penalty 48206.904010 = -24025081.812127 nChanged 280 Iteration 107Q (409.152230 sec): 25 clusters Score: Raw -24073376.678239 + Penalty 48206.904010 = -24025169.774229 nChanged 285 Iteration 108Q (410.917462 sec): 25 clusters Score: Raw -24073441.366342 + Penalty 48206.904010 = -24025234.462332 nChanged 277 Iteration 109Q (412.768462 sec): 25 clusters Score: Raw -24073501.507245 + Penalty 48206.904010 = -24025294.603235 nChanged 239 Iteration 110Q (414.716915 sec): 25 clusters Score: Raw -24073553.421434 + Penalty 48206.904010 = -24025346.517424 nChanged 233 Iteration 111Q (416.424550 sec): 25 clusters Score: Raw -24073601.764248 + Penalty 48206.904010 = -24025394.860237 nChanged 208 Iteration 112Q (418.248335 sec): 25 clusters Score: Raw -24073640.061062 + Penalty 48206.904010 = -24025433.157052 nChanged 208 Iteration 113Q (420.051958 sec): 25 clusters Score: Raw -24073671.474938 + Penalty 48206.904010 = -24025464.570928 nChanged 198 Iteration 114Q (421.809503 sec): 25 clusters Score: Raw -24073698.610368 + Penalty 48206.904010 = -24025491.706358 nChanged 192 Iteration 115Q (423.622150 sec): 25 clusters Score: Raw -24073722.246923 + Penalty 48206.904010 = -24025515.342913 nChanged 171 Iteration 116Q (425.465100 sec): 25 clusters Score: Raw -24073742.162572 + Penalty 48206.904010 = -24025535.258561 nChanged 162 Iteration 117Q (427.333043 sec): 25 clusters Score: Raw -24073765.515037 + Penalty 48206.904010 = -24025558.611027 nChanged 154 Iteration 118Q (429.172017 sec): 25 clusters Score: Raw -24073785.775914 + Penalty 48206.904010 = -24025578.871904 nChanged 119 Iteration 119Q (430.896483 sec): 25 clusters Score: Raw -24073799.982867 + Penalty 48206.904010 = -24025593.078857 nChanged 104 Iteration 120F (434.955640 sec): 25 clusters Score: Raw -24073834.310037 + Penalty 48206.904010 = -24025627.406027 nChanged 93 Iteration 121Q (436.784666 sec): 25 clusters Score: Raw -24073858.727269 + Penalty 48206.904010 = -24025651.823258 nChanged 73 Iteration 122Q (438.701654 sec): 25 clusters Score: Raw -24073866.734025 + Penalty 48206.904010 = -24025659.830015 nChanged 62 Iteration 123Q (440.518281 sec): 25 clusters Score: Raw -24073874.559532 + Penalty 48206.904010 = -24025667.655522 nChanged 69 Iteration 124Q (442.224213 sec): 25 clusters Score: Raw -24073883.307005 + Penalty 48206.904010 = -24025676.402995 nChanged 70 Iteration 125Q (444.134199 sec): 25 clusters Score: Raw -24073892.637658 + Penalty 48206.904010 = -24025685.733648 nChanged 70 Iteration 126Q (445.838744 sec): 25 clusters Score: Raw -24073901.492558 + Penalty 48206.904010 = -24025694.588547 nChanged 67 Iteration 127Q (447.685113 sec): 25 clusters Score: Raw -24073909.948611 + Penalty 48206.904010 = -24025703.044601 nChanged 68 Iteration 128Q (449.434805 sec): 25 clusters Score: Raw -24073917.177031 + Penalty 48206.904010 = -24025710.273021 nChanged 52 Iteration 129Q (451.320196 sec): 25 clusters Score: Raw -24073922.860463 + Penalty 48206.904010 = -24025715.956452 nChanged 46 Iteration 130Q (453.093621 sec): 25 clusters Score: Raw -24073926.429178 + Penalty 48206.904010 = -24025719.525168 nChanged 49 Iteration 131Q (454.749041 sec): 25 clusters Score: Raw -24073930.448500 + Penalty 48206.904010 = -24025723.544489 nChanged 35 Iteration 132Q (456.495744 sec): 25 clusters Score: Raw -24073933.100230 + Penalty 48206.904010 = -24025726.196220 nChanged 39 Iteration 133Q (458.236477 sec): 25 clusters Score: Raw -24073935.827523 + Penalty 48206.904010 = -24025728.923512 nChanged 37 Iteration 134Q (459.999954 sec): 25 clusters Score: Raw -24073938.812804 + Penalty 48206.904010 = -24025731.908794 nChanged 36 Iteration 135Q (461.893969 sec): 25 clusters Score: Raw -24073941.690589 + Penalty 48206.904010 = -24025734.786578 nChanged 31 Iteration 136Q (463.574343 sec): 25 clusters Score: Raw -24073944.989728 + Penalty 48206.904010 = -24025738.085718 nChanged 34 Iteration 137Q (465.140068 sec): 25 clusters Score: Raw -24073947.591955 + Penalty 48206.904010 = -24025740.687945 nChanged 33 Iteration 138Q (467.026954 sec): 25 clusters Score: Raw -24073950.396450 + Penalty 48206.904010 = -24025743.492440 nChanged 34 Writing temp clu file Because OldScore, -24025740.687945, is greater than current (better) Score,-24025743.492440 Compute initial score before splitting: Score: Raw -24073950.396450 + Penalty 48206.904010 = -24025743.492440 Trying to split cluster 1 (6644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (467.134562 sec): 2 clusters Score: Raw -641807.417549 + Penalty 1430.238789 = -640377.178760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (467.190326 sec): 3 clusters Score: Raw -638270.799260 + Penalty 2860.477578 = -635410.321682 nChanged 2825 SP:Iteration 1F (467.250675 sec): 3 clusters Score: Raw -640022.869900 + Penalty 2860.477578 = -637162.392322 nChanged 508 SP:Iteration 2F (467.312365 sec): 3 clusters Score: Raw -640345.271854 + Penalty 2860.477578 = -637484.794276 nChanged 435 SP:Iteration 3F (467.366901 sec): 3 clusters Score: Raw -640654.306095 + Penalty 2860.477578 = -637793.828517 nChanged 410 SP:Iteration 4F (467.419604 sec): 3 clusters Score: Raw -640962.475950 + Penalty 2860.477578 = -638101.998372 nChanged 409 SP:Iteration 5F (467.474126 sec): 3 clusters Score: Raw -641319.681216 + Penalty 2860.477578 = -638459.203638 nChanged 391 SP:Iteration 6F (467.537726 sec): 3 clusters Score: Raw -641674.320715 + Penalty 2860.477578 = -638813.843137 nChanged 384 SP:Iteration 7F (467.605732 sec): 3 clusters Score: Raw -641976.616806 + Penalty 2860.477578 = -639116.139228 nChanged 291 SP:Iteration 8Q (467.652402 sec): 3 clusters Score: Raw -642174.062588 + Penalty 2860.477578 = -639313.585010 nChanged 225 SP:Iteration 9Q (467.722985 sec): 3 clusters Score: Raw -642324.537481 + Penalty 2860.477578 = -639464.059903 nChanged 170 SP:Iteration 10Q (467.777905 sec): 3 clusters Score: Raw -642431.011473 + Penalty 2860.477578 = -639570.533895 nChanged 125 SP:Iteration 11Q (467.838896 sec): 3 clusters Score: Raw -642504.564138 + Penalty 2860.477578 = -639644.086560 nChanged 93 SP:Iteration 12Q (467.884963 sec): 3 clusters Score: Raw -642553.798153 + Penalty 2860.477578 = -639693.320575 nChanged 69 SP:Iteration 13Q (467.946445 sec): 3 clusters Score: Raw -642589.932725 + Penalty 2860.477578 = -639729.455147 nChanged 57 SP:Iteration 14Q (468.007229 sec): 3 clusters Score: Raw -642612.690045 + Penalty 2860.477578 = -639752.212467 nChanged 25 SP:Iteration 15Q (468.061409 sec): 3 clusters Score: Raw -642621.829909 + Penalty 2860.477578 = -639761.352331 nChanged 29 SP:Iteration 16Q (468.113627 sec): 3 clusters Score: Raw -642634.454299 + Penalty 2860.477578 = -639773.976721 nChanged 26 SP:Iteration 17Q (468.171709 sec): 3 clusters Score: Raw -642645.365135 + Penalty 2860.477578 = -639784.887557 nChanged 23 SP:Iteration 18Q (468.231091 sec): 3 clusters Score: Raw -642655.079767 + Penalty 2860.477578 = -639794.602189 nChanged 18 SP:Iteration 19Q (468.288640 sec): 3 clusters Score: Raw -642663.831590 + Penalty 2860.477578 = -639803.354012 nChanged 21 SP:Iteration 20F (468.338821 sec): 3 clusters Score: Raw -642673.602587 + Penalty 2860.477578 = -639813.125010 nChanged 18 SP:Iteration 21Q (468.403318 sec): 3 clusters Score: Raw -642680.631974 + Penalty 2860.477578 = -639820.154396 nChanged 14 SP:Iteration 22Q (468.455928 sec): 3 clusters Score: Raw -642685.656726 + Penalty 2860.477578 = -639825.179148 nChanged 11 SP:Iteration 23Q (468.504243 sec): 3 clusters Score: Raw -642688.886219 + Penalty 2860.477578 = -639828.408641 nChanged 2 SP:Iteration 24Q (468.560691 sec): 3 clusters Score: Raw -642689.201204 + Penalty 2860.477578 = -639828.723626 nChanged 0 SP:Iteration 25F (468.618747 sec): 3 clusters Score: Raw -642689.201204 + Penalty 2860.477578 = -639828.723626 nChanged 0 Trying to split cluster 2 (1918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (468.650927 sec): 2 clusters Score: Raw -193260.502324 + Penalty 1228.343717 = -192032.158608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (468.686569 sec): 3 clusters Score: Raw -192493.839040 + Penalty 2456.687433 = -190037.151607 nChanged 624 SP:Iteration 1F (468.732522 sec): 3 clusters Score: Raw -192942.451413 + Penalty 2456.687433 = -190485.763980 nChanged 168 SP:Iteration 2F (468.789378 sec): 3 clusters Score: Raw -193110.144653 + Penalty 2456.687433 = -190653.457220 nChanged 118 SP:Iteration 3F (468.831158 sec): 3 clusters Score: Raw -193234.118405 + Penalty 2456.687433 = -190777.430972 nChanged 103 SP:Iteration 4F (468.876670 sec): 3 clusters Score: Raw -193357.286305 + Penalty 2456.687433 = -190900.598872 nChanged 95 SP:Iteration 5Q (468.929220 sec): 3 clusters Score: Raw -193480.696945 + Penalty 2456.687433 = -191024.009512 nChanged 96 SP:Iteration 6F (468.983678 sec): 3 clusters Score: Raw -193625.875954 + Penalty 2456.687433 = -191169.188521 nChanged 94 SP:Iteration 7Q (469.024466 sec): 3 clusters Score: Raw -193757.686143 + Penalty 2456.687433 = -191300.998710 nChanged 78 SP:Iteration 8Q (469.082627 sec): 3 clusters Score: Raw -193866.754831 + Penalty 2456.687433 = -191410.067398 nChanged 63 SP:Iteration 9Q (469.123799 sec): 3 clusters Score: Raw -193980.737125 + Penalty 2456.687433 = -191524.049692 nChanged 56 SP:Iteration 10Q (469.185419 sec): 3 clusters Score: Raw -194142.968520 + Penalty 2456.687433 = -191686.281087 nChanged 65 SP:Iteration 11Q (469.233790 sec): 3 clusters Score: Raw -194436.020457 + Penalty 2456.687433 = -191979.333024 nChanged 56 SP:Iteration 12Q (469.284383 sec): 3 clusters Score: Raw -194705.315862 + Penalty 2456.687433 = -192248.628429 nChanged 30 SP:Iteration 13Q (469.327518 sec): 3 clusters Score: Raw -194764.682636 + Penalty 2456.687433 = -192307.995203 nChanged 21 SP:Iteration 14Q (469.383226 sec): 3 clusters Score: Raw -194784.071716 + Penalty 2456.687433 = -192327.384283 nChanged 9 SP:Iteration 15Q (469.432364 sec): 3 clusters Score: Raw -194789.667807 + Penalty 2456.687433 = -192332.980374 nChanged 6 SP:Iteration 16Q (469.468091 sec): 3 clusters Score: Raw -194793.992725 + Penalty 2456.687433 = -192337.305292 nChanged 5 SP:Iteration 17Q (469.516760 sec): 3 clusters Score: Raw -194797.252256 + Penalty 2456.687433 = -192340.564823 nChanged 1 SP:Iteration 18Q (469.575691 sec): 3 clusters Score: Raw -194798.135670 + Penalty 2456.687433 = -192341.448237 nChanged 0 SP:Iteration 19F (469.622131 sec): 3 clusters Score: Raw -194798.135670 + Penalty 2456.687433 = -192341.448237 nChanged 0 Score: Raw -24075490.580324 + Penalty 50215.525011 = -24025275.055313 Splitting cluster 2 changes total score from -24025743.492440 to -24025275.055313 So it's not getting split. Trying to split cluster 3 (39284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (473.782165 sec): 2 clusters Score: Raw -4174410.129631 + Penalty 1719.018046 = -4172691.111585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (473.893955 sec): 3 clusters Score: Raw -4149817.148965 + Penalty 3438.036092 = -4146379.112873 nChanged 18305 SP:Iteration 1F (474.009218 sec): 3 clusters Score: Raw -4160064.811711 + Penalty 3438.036092 = -4156626.775619 nChanged 1760 SP:Iteration 2Q (474.121957 sec): 3 clusters Score: Raw -4160668.816935 + Penalty 3438.036092 = -4157230.780843 nChanged 1872 SP:Iteration 3Q (474.236923 sec): 3 clusters Score: Raw -4161435.088486 + Penalty 3438.036092 = -4157997.052394 nChanged 1983 SP:Iteration 4F (474.354217 sec): 3 clusters Score: Raw -4162410.311447 + Penalty 3438.036092 = -4158972.275355 nChanged 2174 SP:Iteration 5F (474.465143 sec): 3 clusters Score: Raw -4163698.324357 + Penalty 3438.036092 = -4160260.288265 nChanged 2410 SP:Iteration 6F (474.566255 sec): 3 clusters Score: Raw -4165322.289957 + Penalty 3438.036092 = -4161884.253865 nChanged 2493 SP:Iteration 7F (474.678325 sec): 3 clusters Score: Raw -4167066.043702 + Penalty 3438.036092 = -4163628.007611 nChanged 2254 SP:Iteration 8F (474.792079 sec): 3 clusters Score: Raw -4168603.145060 + Penalty 3438.036092 = -4165165.108968 nChanged 1960 SP:Iteration 9Q (474.894188 sec): 3 clusters Score: Raw -4169864.152582 + Penalty 3438.036092 = -4166426.116490 nChanged 1539 SP:Iteration 10Q (475.011809 sec): 3 clusters Score: Raw -4170748.598965 + Penalty 3438.036092 = -4167310.562873 nChanged 1206 SP:Iteration 11Q (475.117455 sec): 3 clusters Score: Raw -4171335.385417 + Penalty 3438.036092 = -4167897.349325 nChanged 913 SP:Iteration 12Q (475.235288 sec): 3 clusters Score: Raw -4171723.473468 + Penalty 3438.036092 = -4168285.437377 nChanged 739 SP:Iteration 13Q (475.346413 sec): 3 clusters Score: Raw -4172034.555565 + Penalty 3438.036092 = -4168596.519473 nChanged 641 SP:Iteration 14Q (475.461987 sec): 3 clusters Score: Raw -4172272.239071 + Penalty 3438.036092 = -4168834.202979 nChanged 556 SP:Iteration 15Q (475.562443 sec): 3 clusters Score: Raw -4172464.704519 + Penalty 3438.036092 = -4169026.668427 nChanged 536 SP:Iteration 16Q (475.681811 sec): 3 clusters Score: Raw -4172653.758035 + Penalty 3438.036092 = -4169215.721944 nChanged 527 SP:Iteration 17Q (475.791453 sec): 3 clusters Score: Raw -4172844.799449 + Penalty 3438.036092 = -4169406.763357 nChanged 493 SP:Iteration 18Q (475.896385 sec): 3 clusters Score: Raw -4173026.053868 + Penalty 3438.036092 = -4169588.017777 nChanged 488 SP:Iteration 19Q (476.011607 sec): 3 clusters Score: Raw -4173226.459413 + Penalty 3438.036092 = -4169788.423321 nChanged 460 SP:Iteration 20F (476.120148 sec): 3 clusters Score: Raw -4173405.834483 + Penalty 3438.036092 = -4169967.798392 nChanged 463 SP:Iteration 21Q (476.223307 sec): 3 clusters Score: Raw -4173589.040961 + Penalty 3438.036092 = -4170151.004869 nChanged 479 SP:Iteration 22Q (476.338609 sec): 3 clusters Score: Raw -4173800.339565 + Penalty 3438.036092 = -4170362.303474 nChanged 469 SP:Iteration 23Q (476.449639 sec): 3 clusters Score: Raw -4174027.526452 + Penalty 3438.036092 = -4170589.490360 nChanged 489 SP:Iteration 24Q (476.562293 sec): 3 clusters Score: Raw -4174267.419755 + Penalty 3438.036092 = -4170829.383663 nChanged 436 SP:Iteration 25Q (476.652479 sec): 3 clusters Score: Raw -4174473.179423 + Penalty 3438.036092 = -4171035.143332 nChanged 390 SP:Iteration 26Q (476.753572 sec): 3 clusters Score: Raw -4174647.267200 + Penalty 3438.036092 = -4171209.231108 nChanged 355 SP:Iteration 27Q (476.861056 sec): 3 clusters Score: Raw -4174806.164078 + Penalty 3438.036092 = -4171368.127987 nChanged 308 SP:Iteration 28Q (476.972732 sec): 3 clusters Score: Raw -4174913.113124 + Penalty 3438.036092 = -4171475.077032 nChanged 246 SP:Iteration 29Q (477.072478 sec): 3 clusters Score: Raw -4174986.357254 + Penalty 3438.036092 = -4171548.321162 nChanged 214 SP:Iteration 30Q (477.162253 sec): 3 clusters Score: Raw -4175045.136616 + Penalty 3438.036092 = -4171607.100524 nChanged 164 SP:Iteration 31Q (477.273995 sec): 3 clusters Score: Raw -4175084.011159 + Penalty 3438.036092 = -4171645.975067 nChanged 144 SP:Iteration 32Q (477.372686 sec): 3 clusters Score: Raw -4175116.298470 + Penalty 3438.036092 = -4171678.262378 nChanged 112 SP:Iteration 33Q (477.480235 sec): 3 clusters Score: Raw -4175139.102106 + Penalty 3438.036092 = -4171701.066014 nChanged 97 SP:Iteration 34Q (477.589678 sec): 3 clusters Score: Raw -4175157.799416 + Penalty 3438.036092 = -4171719.763324 nChanged 100 SP:Iteration 35Q (477.696150 sec): 3 clusters Score: Raw -4175175.853946 + Penalty 3438.036092 = -4171737.817854 nChanged 81 SP:Iteration 36Q (477.788853 sec): 3 clusters Score: Raw -4175192.395906 + Penalty 3438.036092 = -4171754.359814 nChanged 71 SP:Iteration 37Q (477.905895 sec): 3 clusters Score: Raw -4175204.499074 + Penalty 3438.036092 = -4171766.462982 nChanged 58 SP:Iteration 38Q (478.006456 sec): 3 clusters Score: Raw -4175212.400169 + Penalty 3438.036092 = -4171774.364077 nChanged 42 SP:Iteration 39Q (478.108150 sec): 3 clusters Score: Raw -4175218.203831 + Penalty 3438.036092 = -4171780.167739 nChanged 44 SP:Iteration 40F (478.227497 sec): 3 clusters Score: Raw -4175223.615053 + Penalty 3438.036092 = -4171785.578962 nChanged 39 SP:Iteration 41Q (478.333624 sec): 3 clusters Score: Raw -4175228.989886 + Penalty 3438.036092 = -4171790.953794 nChanged 33 SP:Iteration 42Q (478.428267 sec): 3 clusters Score: Raw -4175233.238205 + Penalty 3438.036092 = -4171795.202113 nChanged 29 SP:Iteration 43Q (478.538511 sec): 3 clusters Score: Raw -4175237.975056 + Penalty 3438.036092 = -4171799.938965 nChanged 42 SP:Iteration 44Q (478.638058 sec): 3 clusters Score: Raw -4175243.366483 + Penalty 3438.036092 = -4171805.330391 nChanged 41 SP:Iteration 45Q (478.729871 sec): 3 clusters Score: Raw -4175249.861333 + Penalty 3438.036092 = -4171811.825241 nChanged 34 SP:Iteration 46Q (478.840296 sec): 3 clusters Score: Raw -4175255.044570 + Penalty 3438.036092 = -4171817.008478 nChanged 36 SP:Iteration 47Q (478.938353 sec): 3 clusters Score: Raw -4175260.213723 + Penalty 3438.036092 = -4171822.177631 nChanged 36 SP:Iteration 48Q (479.041551 sec): 3 clusters Score: Raw -4175264.601032 + Penalty 3438.036092 = -4171826.564940 nChanged 31 SP:Iteration 49Q (479.149075 sec): 3 clusters Score: Raw -4175268.137989 + Penalty 3438.036092 = -4171830.101898 nChanged 26 SP:Iteration 50Q (479.237538 sec): 3 clusters Score: Raw -4175270.816494 + Penalty 3438.036092 = -4171832.780402 nChanged 19 SP:Iteration 51Q (479.346719 sec): 3 clusters Score: Raw -4175272.218789 + Penalty 3438.036092 = -4171834.182697 nChanged 17 SP:Iteration 52Q (479.448192 sec): 3 clusters Score: Raw -4175274.291676 + Penalty 3438.036092 = -4171836.255584 nChanged 15 SP:Iteration 53Q (479.545426 sec): 3 clusters Score: Raw -4175275.855931 + Penalty 3438.036092 = -4171837.819839 nChanged 12 SP:Iteration 54Q (479.649232 sec): 3 clusters Score: Raw -4175277.143330 + Penalty 3438.036092 = -4171839.107238 nChanged 10 SP:Iteration 55Q (479.744947 sec): 3 clusters Score: Raw -4175278.106817 + Penalty 3438.036092 = -4171840.070725 nChanged 12 SP:Iteration 56Q (479.841575 sec): 3 clusters Score: Raw -4175279.065469 + Penalty 3438.036092 = -4171841.029377 nChanged 13 SP:Iteration 57Q (479.939385 sec): 3 clusters Score: Raw -4175279.957444 + Penalty 3438.036092 = -4171841.921352 nChanged 5 SP:Iteration 58Q (480.039701 sec): 3 clusters Score: Raw -4175280.408512 + Penalty 3438.036092 = -4171842.372421 nChanged 6 SP:Iteration 59Q (480.153018 sec): 3 clusters Score: Raw -4175281.039735 + Penalty 3438.036092 = -4171843.003643 nChanged 5 SP:Iteration 60F (480.259001 sec): 3 clusters Score: Raw -4175281.492736 + Penalty 3438.036092 = -4171843.456644 nChanged 2 SP:Iteration 61Q (480.362036 sec): 3 clusters Score: Raw -4175281.625549 + Penalty 3438.036092 = -4171843.589457 nChanged 2 SP:Iteration 62Q (480.464892 sec): 3 clusters Score: Raw -4175281.873698 + Penalty 3438.036092 = -4171843.837606 nChanged 0 SP:Iteration 63F (480.574167 sec): 3 clusters Score: Raw -4175281.873698 + Penalty 3438.036092 = -4171843.837606 nChanged 0 Trying to split cluster 4 (1763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (480.595254 sec): 2 clusters Score: Raw -181494.905432 + Penalty 1214.650480 = -180280.254952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.647076 sec): 3 clusters Score: Raw -180755.317563 + Penalty 2429.300959 = -178326.016604 nChanged 607 SP:Iteration 1F (480.712513 sec): 3 clusters Score: Raw -181137.751745 + Penalty 2429.300959 = -178708.450786 nChanged 137 SP:Iteration 2F (480.763459 sec): 3 clusters Score: Raw -181236.398857 + Penalty 2429.300959 = -178807.097898 nChanged 89 SP:Iteration 3F (480.814922 sec): 3 clusters Score: Raw -181304.352904 + Penalty 2429.300959 = -178875.051945 nChanged 57 SP:Iteration 4Q (480.866623 sec): 3 clusters Score: Raw -181343.675016 + Penalty 2429.300959 = -178914.374057 nChanged 36 SP:Iteration 5Q (480.905410 sec): 3 clusters Score: Raw -181370.171950 + Penalty 2429.300959 = -178940.870990 nChanged 28 SP:Iteration 6Q (480.958541 sec): 3 clusters Score: Raw -181391.776212 + Penalty 2429.300959 = -178962.475253 nChanged 28 SP:Iteration 7Q (481.006978 sec): 3 clusters Score: Raw -181407.697809 + Penalty 2429.300959 = -178978.396850 nChanged 18 SP:Iteration 8Q (481.059252 sec): 3 clusters Score: Raw -181418.809626 + Penalty 2429.300959 = -178989.508667 nChanged 11 SP:Iteration 9Q (481.115417 sec): 3 clusters Score: Raw -181423.838256 + Penalty 2429.300959 = -178994.537297 nChanged 10 SP:Iteration 10Q (481.163482 sec): 3 clusters Score: Raw -181429.816468 + Penalty 2429.300959 = -179000.515509 nChanged 12 SP:Iteration 11Q (481.205801 sec): 3 clusters Score: Raw -181434.797345 + Penalty 2429.300959 = -179005.496386 nChanged 10 SP:Iteration 12Q (481.253712 sec): 3 clusters Score: Raw -181439.910392 + Penalty 2429.300959 = -179010.609432 nChanged 6 SP:Iteration 13Q (481.307007 sec): 3 clusters Score: Raw -181442.655561 + Penalty 2429.300959 = -179013.354602 nChanged 6 SP:Iteration 14Q (481.358235 sec): 3 clusters Score: Raw -181445.846143 + Penalty 2429.300959 = -179016.545184 nChanged 7 SP:Iteration 15Q (481.401629 sec): 3 clusters Score: Raw -181448.954588 + Penalty 2429.300959 = -179019.653628 nChanged 5 SP:Iteration 16Q (481.447913 sec): 3 clusters Score: Raw -181451.285534 + Penalty 2429.300959 = -179021.984574 nChanged 8 SP:Iteration 17Q (481.491583 sec): 3 clusters Score: Raw -181458.379149 + Penalty 2429.300959 = -179029.078190 nChanged 9 SP:Iteration 18Q (481.543599 sec): 3 clusters Score: Raw -181462.738639 + Penalty 2429.300959 = -179033.437679 nChanged 5 SP:Iteration 19Q (481.595875 sec): 3 clusters Score: Raw -181465.479198 + Penalty 2429.300959 = -179036.178238 nChanged 4 SP:Iteration 20F (481.651674 sec): 3 clusters Score: Raw -181466.940225 + Penalty 2429.300959 = -179037.639266 nChanged 2 SP:Iteration 21Q (481.705682 sec): 3 clusters Score: Raw -181468.590136 + Penalty 2429.300959 = -179039.289177 nChanged 5 SP:Iteration 22Q (481.759449 sec): 3 clusters Score: Raw -181471.199472 + Penalty 2429.300959 = -179041.898513 nChanged 2 SP:Iteration 23Q (481.805751 sec): 3 clusters Score: Raw -181471.891483 + Penalty 2429.300959 = -179042.590524 nChanged 0 SP:Iteration 24F (481.841286 sec): 3 clusters Score: Raw -181471.891483 + Penalty 2429.300959 = -179042.590524 nChanged 0 Trying to split cluster 5 (3374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (481.867848 sec): 2 clusters Score: Raw -366450.246017 + Penalty 1320.126318 = -365130.119699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (481.917064 sec): 3 clusters Score: Raw -364817.379873 + Penalty 2640.252636 = -362177.127237 nChanged 1321 SP:Iteration 1F (481.966700 sec): 3 clusters Score: Raw -365590.675370 + Penalty 2640.252636 = -362950.422735 nChanged 219 SP:Iteration 2F (482.033816 sec): 3 clusters Score: Raw -365732.750008 + Penalty 2640.252636 = -363092.497372 nChanged 182 SP:Iteration 3F (482.080708 sec): 3 clusters Score: Raw -365844.431452 + Penalty 2640.252636 = -363204.178817 nChanged 130 SP:Iteration 4Q (482.141208 sec): 3 clusters Score: Raw -365911.709141 + Penalty 2640.252636 = -363271.456506 nChanged 100 SP:Iteration 5Q (482.197276 sec): 3 clusters Score: Raw -365961.924553 + Penalty 2640.252636 = -363321.671917 nChanged 78 SP:Iteration 6Q (482.249934 sec): 3 clusters Score: Raw -366004.423506 + Penalty 2640.252636 = -363364.170870 nChanged 69 SP:Iteration 7Q (482.300361 sec): 3 clusters Score: Raw -366036.541572 + Penalty 2640.252636 = -363396.288936 nChanged 60 SP:Iteration 8Q (482.348854 sec): 3 clusters Score: Raw -366063.512404 + Penalty 2640.252636 = -363423.259768 nChanged 63 SP:Iteration 9Q (482.401952 sec): 3 clusters Score: Raw -366092.221791 + Penalty 2640.252636 = -363451.969156 nChanged 48 SP:Iteration 10Q (482.459569 sec): 3 clusters Score: Raw -366115.589797 + Penalty 2640.252636 = -363475.337161 nChanged 50 SP:Iteration 11Q (482.513305 sec): 3 clusters Score: Raw -366140.919936 + Penalty 2640.252636 = -363500.667300 nChanged 47 SP:Iteration 12Q (482.569886 sec): 3 clusters Score: Raw -366162.890405 + Penalty 2640.252636 = -363522.637769 nChanged 53 SP:Iteration 13Q (482.620359 sec): 3 clusters Score: Raw -366186.838607 + Penalty 2640.252636 = -363546.585971 nChanged 44 SP:Iteration 14Q (482.676525 sec): 3 clusters Score: Raw -366208.006268 + Penalty 2640.252636 = -363567.753633 nChanged 50 SP:Iteration 15Q (482.726119 sec): 3 clusters Score: Raw -366228.960187 + Penalty 2640.252636 = -363588.707552 nChanged 41 SP:Iteration 16Q (482.778235 sec): 3 clusters Score: Raw -366247.817309 + Penalty 2640.252636 = -363607.564673 nChanged 35 SP:Iteration 17Q (482.823565 sec): 3 clusters Score: Raw -366264.067389 + Penalty 2640.252636 = -363623.814753 nChanged 40 SP:Iteration 18Q (482.883240 sec): 3 clusters Score: Raw -366280.026363 + Penalty 2640.252636 = -363639.773727 nChanged 42 SP:Iteration 19Q (482.933289 sec): 3 clusters Score: Raw -366297.332728 + Penalty 2640.252636 = -363657.080092 nChanged 38 SP:Iteration 20F (482.986819 sec): 3 clusters Score: Raw -366318.052252 + Penalty 2640.252636 = -363677.799617 nChanged 43 SP:Iteration 21Q (483.035816 sec): 3 clusters Score: Raw -366339.308343 + Penalty 2640.252636 = -363699.055708 nChanged 55 SP:Iteration 22Q (483.085204 sec): 3 clusters Score: Raw -366366.609985 + Penalty 2640.252636 = -363726.357350 nChanged 57 SP:Iteration 23Q (483.128100 sec): 3 clusters Score: Raw -366397.433233 + Penalty 2640.252636 = -363757.180597 nChanged 45 SP:Iteration 24Q (483.179582 sec): 3 clusters Score: Raw -366418.025804 + Penalty 2640.252636 = -363777.773169 nChanged 39 SP:Iteration 25Q (483.232914 sec): 3 clusters Score: Raw -366438.887564 + Penalty 2640.252636 = -363798.634929 nChanged 37 SP:Iteration 26Q (483.291112 sec): 3 clusters Score: Raw -366455.602359 + Penalty 2640.252636 = -363815.349724 nChanged 42 SP:Iteration 27Q (483.345695 sec): 3 clusters Score: Raw -366477.577470 + Penalty 2640.252636 = -363837.324835 nChanged 40 SP:Iteration 28Q (483.392057 sec): 3 clusters Score: Raw -366499.953201 + Penalty 2640.252636 = -363859.700565 nChanged 47 SP:Iteration 29Q (483.442774 sec): 3 clusters Score: Raw -366525.125950 + Penalty 2640.252636 = -363884.873314 nChanged 42 SP:Iteration 30Q (483.507090 sec): 3 clusters Score: Raw -366545.197746 + Penalty 2640.252636 = -363904.945110 nChanged 28 SP:Iteration 31Q (483.562252 sec): 3 clusters Score: Raw -366557.526619 + Penalty 2640.252636 = -363917.273983 nChanged 26 SP:Iteration 32Q (483.617128 sec): 3 clusters Score: Raw -366567.865182 + Penalty 2640.252636 = -363927.612547 nChanged 21 SP:Iteration 33Q (483.664873 sec): 3 clusters Score: Raw -366575.637791 + Penalty 2640.252636 = -363935.385155 nChanged 15 SP:Iteration 34Q (483.717439 sec): 3 clusters Score: Raw -366581.945739 + Penalty 2640.252636 = -363941.693104 nChanged 16 SP:Iteration 35Q (483.762773 sec): 3 clusters Score: Raw -366587.187813 + Penalty 2640.252636 = -363946.935177 nChanged 12 SP:Iteration 36Q (483.828250 sec): 3 clusters Score: Raw -366591.705956 + Penalty 2640.252636 = -363951.453321 nChanged 12 SP:Iteration 37Q (483.871471 sec): 3 clusters Score: Raw -366596.295618 + Penalty 2640.252636 = -363956.042983 nChanged 14 SP:Iteration 38Q (483.925136 sec): 3 clusters Score: Raw -366602.842570 + Penalty 2640.252636 = -363962.589935 nChanged 13 SP:Iteration 39Q (483.982792 sec): 3 clusters Score: Raw -366609.538820 + Penalty 2640.252636 = -363969.286185 nChanged 16 SP:Iteration 40F (484.023188 sec): 3 clusters Score: Raw -366617.194542 + Penalty 2640.252636 = -363976.941907 nChanged 18 SP:Iteration 41Q (484.089668 sec): 3 clusters Score: Raw -366623.636359 + Penalty 2640.252636 = -363983.383723 nChanged 9 SP:Iteration 42Q (484.133888 sec): 3 clusters Score: Raw -366628.709263 + Penalty 2640.252636 = -363988.456628 nChanged 13 SP:Iteration 43Q (484.194929 sec): 3 clusters Score: Raw -366634.207187 + Penalty 2640.252636 = -363993.954552 nChanged 11 SP:Iteration 44Q (484.238249 sec): 3 clusters Score: Raw -366638.973124 + Penalty 2640.252636 = -363998.720489 nChanged 10 SP:Iteration 45Q (484.301647 sec): 3 clusters Score: Raw -366641.914186 + Penalty 2640.252636 = -364001.661551 nChanged 12 SP:Iteration 46Q (484.355251 sec): 3 clusters Score: Raw -366645.374141 + Penalty 2640.252636 = -364005.121505 nChanged 10 SP:Iteration 47Q (484.413532 sec): 3 clusters Score: Raw -366651.351252 + Penalty 2640.252636 = -364011.098616 nChanged 18 SP:Iteration 48Q (484.456892 sec): 3 clusters Score: Raw -366659.230219 + Penalty 2640.252636 = -364018.977583 nChanged 18 SP:Iteration 49Q (484.521973 sec): 3 clusters Score: Raw -366664.868044 + Penalty 2640.252636 = -364024.615409 nChanged 11 SP:Iteration 50Q (484.572117 sec): 3 clusters Score: Raw -366668.955788 + Penalty 2640.252636 = -364028.703153 nChanged 7 SP:Iteration 51Q (484.625631 sec): 3 clusters Score: Raw -366671.188744 + Penalty 2640.252636 = -364030.936109 nChanged 3 SP:Iteration 52Q (484.678155 sec): 3 clusters Score: Raw -366672.592552 + Penalty 2640.252636 = -364032.339916 nChanged 5 SP:Iteration 53Q (484.734412 sec): 3 clusters Score: Raw -366674.372575 + Penalty 2640.252636 = -364034.119939 nChanged 4 SP:Iteration 54Q (484.780272 sec): 3 clusters Score: Raw -366675.730880 + Penalty 2640.252636 = -364035.478245 nChanged 3 SP:Iteration 55Q (484.831824 sec): 3 clusters Score: Raw -366676.350272 + Penalty 2640.252636 = -364036.097636 nChanged 1 SP:Iteration 56Q (484.886084 sec): 3 clusters Score: Raw -366676.513951 + Penalty 2640.252636 = -364036.261316 nChanged 0 SP:Iteration 57F (484.943779 sec): 3 clusters Score: Raw -366676.513951 + Penalty 2640.252636 = -364036.261316 nChanged 0 Trying to split cluster 6 (2534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (484.972303 sec): 2 clusters Score: Raw -250740.412321 + Penalty 1273.602584 = -249466.809738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.023201 sec): 3 clusters Score: Raw -249587.666799 + Penalty 2547.205167 = -247040.461632 nChanged 929 SP:Iteration 1F (485.075045 sec): 3 clusters Score: Raw -250174.734947 + Penalty 2547.205167 = -247627.529779 nChanged 194 SP:Iteration 2F (485.126837 sec): 3 clusters Score: Raw -250309.948498 + Penalty 2547.205167 = -247762.743331 nChanged 129 SP:Iteration 3F (485.169342 sec): 3 clusters Score: Raw -250399.323815 + Penalty 2547.205167 = -247852.118648 nChanged 95 SP:Iteration 4Q (485.218600 sec): 3 clusters Score: Raw -250453.317495 + Penalty 2547.205167 = -247906.112328 nChanged 76 SP:Iteration 5Q (485.273583 sec): 3 clusters Score: Raw -250512.674726 + Penalty 2547.205167 = -247965.469558 nChanged 81 SP:Iteration 6Q (485.328562 sec): 3 clusters Score: Raw -250571.733909 + Penalty 2547.205167 = -248024.528742 nChanged 71 SP:Iteration 7Q (485.390319 sec): 3 clusters Score: Raw -250619.102854 + Penalty 2547.205167 = -248071.897686 nChanged 70 SP:Iteration 8Q (485.438064 sec): 3 clusters Score: Raw -250662.773074 + Penalty 2547.205167 = -248115.567907 nChanged 58 SP:Iteration 9Q (485.493192 sec): 3 clusters Score: Raw -250689.891527 + Penalty 2547.205167 = -248142.686360 nChanged 38 SP:Iteration 10Q (485.545411 sec): 3 clusters Score: Raw -250713.120325 + Penalty 2547.205167 = -248165.915158 nChanged 44 SP:Iteration 11Q (485.598499 sec): 3 clusters Score: Raw -250744.097326 + Penalty 2547.205167 = -248196.892159 nChanged 47 SP:Iteration 12Q (485.651476 sec): 3 clusters Score: Raw -250780.308635 + Penalty 2547.205167 = -248233.103467 nChanged 43 SP:Iteration 13Q (485.705694 sec): 3 clusters Score: Raw -250807.917658 + Penalty 2547.205167 = -248260.712491 nChanged 43 SP:Iteration 14Q (485.758283 sec): 3 clusters Score: Raw -250833.815205 + Penalty 2547.205167 = -248286.610038 nChanged 47 SP:Iteration 15Q (485.804012 sec): 3 clusters Score: Raw -250855.701112 + Penalty 2547.205167 = -248308.495945 nChanged 34 SP:Iteration 16Q (485.852986 sec): 3 clusters Score: Raw -250876.295244 + Penalty 2547.205167 = -248329.090077 nChanged 32 SP:Iteration 17Q (485.916620 sec): 3 clusters Score: Raw -250894.750092 + Penalty 2547.205167 = -248347.544925 nChanged 36 SP:Iteration 18Q (485.968065 sec): 3 clusters Score: Raw -250914.360021 + Penalty 2547.205167 = -248367.154854 nChanged 27 SP:Iteration 19Q (486.020617 sec): 3 clusters Score: Raw -250928.090242 + Penalty 2547.205167 = -248380.885075 nChanged 21 SP:Iteration 20F (486.070520 sec): 3 clusters Score: Raw -250937.728954 + Penalty 2547.205167 = -248390.523787 nChanged 21 SP:Iteration 21Q (486.112529 sec): 3 clusters Score: Raw -250948.066846 + Penalty 2547.205167 = -248400.861679 nChanged 18 SP:Iteration 22Q (486.169215 sec): 3 clusters Score: Raw -250958.727408 + Penalty 2547.205167 = -248411.522241 nChanged 19 SP:Iteration 23Q (486.222682 sec): 3 clusters Score: Raw -250967.373394 + Penalty 2547.205167 = -248420.168227 nChanged 17 SP:Iteration 24Q (486.272840 sec): 3 clusters Score: Raw -250973.928002 + Penalty 2547.205167 = -248426.722834 nChanged 10 SP:Iteration 25Q (486.324497 sec): 3 clusters Score: Raw -250977.305642 + Penalty 2547.205167 = -248430.100475 nChanged 9 SP:Iteration 26Q (486.365653 sec): 3 clusters Score: Raw -250982.621902 + Penalty 2547.205167 = -248435.416734 nChanged 9 SP:Iteration 27Q (486.425058 sec): 3 clusters Score: Raw -250986.690743 + Penalty 2547.205167 = -248439.485576 nChanged 8 SP:Iteration 28Q (486.478468 sec): 3 clusters Score: Raw -250992.672053 + Penalty 2547.205167 = -248445.466886 nChanged 14 SP:Iteration 29Q (486.530175 sec): 3 clusters Score: Raw -251004.033063 + Penalty 2547.205167 = -248456.827896 nChanged 26 SP:Iteration 30Q (486.583928 sec): 3 clusters Score: Raw -251024.312619 + Penalty 2547.205167 = -248477.107452 nChanged 24 SP:Iteration 31Q (486.641279 sec): 3 clusters Score: Raw -251040.749185 + Penalty 2547.205167 = -248493.544018 nChanged 27 SP:Iteration 32Q (486.696836 sec): 3 clusters Score: Raw -251060.749373 + Penalty 2547.205167 = -248513.544206 nChanged 27 SP:Iteration 33Q (486.736477 sec): 3 clusters Score: Raw -251075.420000 + Penalty 2547.205167 = -248528.214833 nChanged 14 SP:Iteration 34Q (486.791330 sec): 3 clusters Score: Raw -251083.571011 + Penalty 2547.205167 = -248536.365844 nChanged 10 SP:Iteration 35Q (486.834728 sec): 3 clusters Score: Raw -251087.414144 + Penalty 2547.205167 = -248540.208977 nChanged 10 SP:Iteration 36Q (486.887053 sec): 3 clusters Score: Raw -251093.574180 + Penalty 2547.205167 = -248546.369012 nChanged 10 SP:Iteration 37Q (486.945473 sec): 3 clusters Score: Raw -251098.323487 + Penalty 2547.205167 = -248551.118320 nChanged 10 SP:Iteration 38Q (486.982971 sec): 3 clusters Score: Raw -251104.646296 + Penalty 2547.205167 = -248557.441129 nChanged 12 SP:Iteration 39Q (487.033482 sec): 3 clusters Score: Raw -251108.931887 + Penalty 2547.205167 = -248561.726720 nChanged 8 SP:Iteration 40F (487.095300 sec): 3 clusters Score: Raw -251112.101869 + Penalty 2547.205167 = -248564.896701 nChanged 7 SP:Iteration 41Q (487.138303 sec): 3 clusters Score: Raw -251115.321061 + Penalty 2547.205167 = -248568.115893 nChanged 5 SP:Iteration 42Q (487.194899 sec): 3 clusters Score: Raw -251118.115937 + Penalty 2547.205167 = -248570.910770 nChanged 9 SP:Iteration 43Q (487.243740 sec): 3 clusters Score: Raw -251124.362490 + Penalty 2547.205167 = -248577.157323 nChanged 10 SP:Iteration 44Q (487.293473 sec): 3 clusters Score: Raw -251130.409210 + Penalty 2547.205167 = -248583.204043 nChanged 10 SP:Iteration 45Q (487.332983 sec): 3 clusters Score: Raw -251134.829264 + Penalty 2547.205167 = -248587.624097 nChanged 9 SP:Iteration 46Q (487.392244 sec): 3 clusters Score: Raw -251140.673021 + Penalty 2547.205167 = -248593.467854 nChanged 13 SP:Iteration 47Q (487.442712 sec): 3 clusters Score: Raw -251151.018036 + Penalty 2547.205167 = -248603.812869 nChanged 15 SP:Iteration 48Q (487.484790 sec): 3 clusters Score: Raw -251159.463876 + Penalty 2547.205167 = -248612.258709 nChanged 13 SP:Iteration 49Q (487.540984 sec): 3 clusters Score: Raw -251165.946416 + Penalty 2547.205167 = -248618.741249 nChanged 11 SP:Iteration 50Q (487.587175 sec): 3 clusters Score: Raw -251171.198453 + Penalty 2547.205167 = -248623.993286 nChanged 5 SP:Iteration 51Q (487.638850 sec): 3 clusters Score: Raw -251173.600027 + Penalty 2547.205167 = -248626.394859 nChanged 5 SP:Iteration 52Q (487.685953 sec): 3 clusters Score: Raw -251175.455553 + Penalty 2547.205167 = -248628.250386 nChanged 2 SP:Iteration 53Q (487.737383 sec): 3 clusters Score: Raw -251176.067690 + Penalty 2547.205167 = -248628.862523 nChanged 2 SP:Iteration 54Q (487.793452 sec): 3 clusters Score: Raw -251177.046189 + Penalty 2547.205167 = -248629.841022 nChanged 1 SP:Iteration 55Q (487.846474 sec): 3 clusters Score: Raw -251177.273816 + Penalty 2547.205167 = -248630.068648 nChanged 2 SP:Iteration 56Q (487.903969 sec): 3 clusters Score: Raw -251177.924326 + Penalty 2547.205167 = -248630.719159 nChanged 1 SP:Iteration 57Q (487.951693 sec): 3 clusters Score: Raw -251178.097146 + Penalty 2547.205167 = -248630.891979 nChanged 1 SP:Iteration 58Q (488.001524 sec): 3 clusters Score: Raw -251178.309355 + Penalty 2547.205167 = -248631.104187 nChanged 1 SP:Iteration 59Q (488.057928 sec): 3 clusters Score: Raw -251178.428675 + Penalty 2547.205167 = -248631.223508 nChanged 0 SP:Iteration 60F (488.101847 sec): 3 clusters Score: Raw -251178.428675 + Penalty 2547.205167 = -248631.223508 nChanged 0 Trying to split cluster 7 (8190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (488.148694 sec): 2 clusters Score: Raw -867047.601581 + Penalty 1464.233741 = -865583.367840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (488.208923 sec): 3 clusters Score: Raw -862521.391559 + Penalty 2928.467482 = -859592.924077 nChanged 3531 SP:Iteration 1F (488.261202 sec): 3 clusters Score: Raw -864414.127296 + Penalty 2928.467482 = -861485.659814 nChanged 508 SP:Iteration 2F (488.333148 sec): 3 clusters Score: Raw -864640.497674 + Penalty 2928.467482 = -861712.030192 nChanged 410 SP:Iteration 3F (488.398151 sec): 3 clusters Score: Raw -864831.581618 + Penalty 2928.467482 = -861903.114136 nChanged 341 SP:Iteration 4Q (488.452292 sec): 3 clusters Score: Raw -865011.170931 + Penalty 2928.467482 = -862082.703448 nChanged 338 SP:Iteration 5Q (488.517485 sec): 3 clusters Score: Raw -865192.437738 + Penalty 2928.467482 = -862263.970256 nChanged 320 SP:Iteration 6Q (488.564374 sec): 3 clusters Score: Raw -865391.001009 + Penalty 2928.467482 = -862462.533527 nChanged 323 SP:Iteration 7Q (488.636881 sec): 3 clusters Score: Raw -865596.052313 + Penalty 2928.467482 = -862667.584830 nChanged 337 SP:Iteration 8Q (488.699460 sec): 3 clusters Score: Raw -865793.283092 + Penalty 2928.467482 = -862864.815609 nChanged 322 SP:Iteration 9Q (488.761549 sec): 3 clusters Score: Raw -865978.545286 + Penalty 2928.467482 = -863050.077804 nChanged 285 SP:Iteration 10Q (488.807382 sec): 3 clusters Score: Raw -866125.225535 + Penalty 2928.467482 = -863196.758052 nChanged 241 SP:Iteration 11Q (488.868298 sec): 3 clusters Score: Raw -866245.421858 + Penalty 2928.467482 = -863316.954375 nChanged 221 SP:Iteration 12Q (488.924764 sec): 3 clusters Score: Raw -866364.452623 + Penalty 2928.467482 = -863435.985140 nChanged 197 SP:Iteration 13Q (488.988570 sec): 3 clusters Score: Raw -866455.172980 + Penalty 2928.467482 = -863526.705498 nChanged 173 SP:Iteration 14Q (489.048735 sec): 3 clusters Score: Raw -866536.672794 + Penalty 2928.467482 = -863608.205312 nChanged 154 SP:Iteration 15Q (489.116123 sec): 3 clusters Score: Raw -866613.217789 + Penalty 2928.467482 = -863684.750307 nChanged 171 SP:Iteration 16Q (489.176517 sec): 3 clusters Score: Raw -866687.098281 + Penalty 2928.467482 = -863758.630799 nChanged 154 SP:Iteration 17Q (489.238387 sec): 3 clusters Score: Raw -866760.056633 + Penalty 2928.467482 = -863831.589150 nChanged 131 SP:Iteration 18Q (489.292523 sec): 3 clusters Score: Raw -866820.406307 + Penalty 2928.467482 = -863891.938824 nChanged 124 SP:Iteration 19Q (489.354281 sec): 3 clusters Score: Raw -866877.336666 + Penalty 2928.467482 = -863948.869184 nChanged 120 SP:Iteration 20F (489.404202 sec): 3 clusters Score: Raw -866929.590195 + Penalty 2928.467482 = -864001.122713 nChanged 98 SP:Iteration 21Q (489.465242 sec): 3 clusters Score: Raw -866971.392711 + Penalty 2928.467482 = -864042.925229 nChanged 88 SP:Iteration 22Q (489.522681 sec): 3 clusters Score: Raw -867008.902208 + Penalty 2928.467482 = -864080.434725 nChanged 67 SP:Iteration 23Q (489.580373 sec): 3 clusters Score: Raw -867036.365266 + Penalty 2928.467482 = -864107.897784 nChanged 59 SP:Iteration 24Q (489.648484 sec): 3 clusters Score: Raw -867057.994521 + Penalty 2928.467482 = -864129.527038 nChanged 53 SP:Iteration 25Q (489.700853 sec): 3 clusters Score: Raw -867078.635511 + Penalty 2928.467482 = -864150.168029 nChanged 47 SP:Iteration 26Q (489.768714 sec): 3 clusters Score: Raw -867099.253385 + Penalty 2928.467482 = -864170.785903 nChanged 54 SP:Iteration 27Q (489.824772 sec): 3 clusters Score: Raw -867124.776300 + Penalty 2928.467482 = -864196.308817 nChanged 50 SP:Iteration 28Q (489.875218 sec): 3 clusters Score: Raw -867146.375170 + Penalty 2928.467482 = -864217.907688 nChanged 51 SP:Iteration 29Q (489.945387 sec): 3 clusters Score: Raw -867169.353692 + Penalty 2928.467482 = -864240.886209 nChanged 37 SP:Iteration 30Q (489.988909 sec): 3 clusters Score: Raw -867183.315388 + Penalty 2928.467482 = -864254.847906 nChanged 25 SP:Iteration 31Q (490.056125 sec): 3 clusters Score: Raw -867194.986138 + Penalty 2928.467482 = -864266.518655 nChanged 22 SP:Iteration 32Q (490.122916 sec): 3 clusters Score: Raw -867204.269261 + Penalty 2928.467482 = -864275.801778 nChanged 19 SP:Iteration 33Q (490.179951 sec): 3 clusters Score: Raw -867211.826664 + Penalty 2928.467482 = -864283.359181 nChanged 19 SP:Iteration 34Q (490.240489 sec): 3 clusters Score: Raw -867219.496602 + Penalty 2928.467482 = -864291.029120 nChanged 20 SP:Iteration 35Q (490.298295 sec): 3 clusters Score: Raw -867228.150053 + Penalty 2928.467482 = -864299.682571 nChanged 17 SP:Iteration 36Q (490.354283 sec): 3 clusters Score: Raw -867234.399407 + Penalty 2928.467482 = -864305.931924 nChanged 16 SP:Iteration 37Q (490.411631 sec): 3 clusters Score: Raw -867240.628184 + Penalty 2928.467482 = -864312.160702 nChanged 17 SP:Iteration 38Q (490.463251 sec): 3 clusters Score: Raw -867247.508085 + Penalty 2928.467482 = -864319.040602 nChanged 12 SP:Iteration 39Q (490.522229 sec): 3 clusters Score: Raw -867252.083526 + Penalty 2928.467482 = -864323.616043 nChanged 12 SP:Iteration 40F (490.576353 sec): 3 clusters Score: Raw -867256.118949 + Penalty 2928.467482 = -864327.651466 nChanged 10 SP:Iteration 41Q (490.644704 sec): 3 clusters Score: Raw -867261.320420 + Penalty 2928.467482 = -864332.852938 nChanged 15 SP:Iteration 42Q (490.706866 sec): 3 clusters Score: Raw -867266.791621 + Penalty 2928.467482 = -864338.324139 nChanged 12 SP:Iteration 43Q (490.765233 sec): 3 clusters Score: Raw -867271.531872 + Penalty 2928.467482 = -864343.064390 nChanged 14 SP:Iteration 44Q (490.808727 sec): 3 clusters Score: Raw -867275.946297 + Penalty 2928.467482 = -864347.478815 nChanged 10 SP:Iteration 45Q (490.868810 sec): 3 clusters Score: Raw -867280.565153 + Penalty 2928.467482 = -864352.097670 nChanged 16 SP:Iteration 46Q (490.935331 sec): 3 clusters Score: Raw -867287.937170 + Penalty 2928.467482 = -864359.469688 nChanged 15 SP:Iteration 47Q (490.990104 sec): 3 clusters Score: Raw -867294.461947 + Penalty 2928.467482 = -864365.994465 nChanged 13 SP:Iteration 48Q (491.054246 sec): 3 clusters Score: Raw -867301.159825 + Penalty 2928.467482 = -864372.692343 nChanged 10 SP:Iteration 49Q (491.103323 sec): 3 clusters Score: Raw -867305.756668 + Penalty 2928.467482 = -864377.289185 nChanged 8 SP:Iteration 50Q (491.169837 sec): 3 clusters Score: Raw -867310.871795 + Penalty 2928.467482 = -864382.404312 nChanged 6 SP:Iteration 51Q (491.234287 sec): 3 clusters Score: Raw -867313.251782 + Penalty 2928.467482 = -864384.784300 nChanged 5 SP:Iteration 52Q (491.294637 sec): 3 clusters Score: Raw -867316.240945 + Penalty 2928.467482 = -864387.773463 nChanged 5 SP:Iteration 53Q (491.353774 sec): 3 clusters Score: Raw -867317.682368 + Penalty 2928.467482 = -864389.214885 nChanged 2 SP:Iteration 54Q (491.406241 sec): 3 clusters Score: Raw -867318.671155 + Penalty 2928.467482 = -864390.203673 nChanged 1 SP:Iteration 55Q (491.478277 sec): 3 clusters Score: Raw -867318.905115 + Penalty 2928.467482 = -864390.437633 nChanged 2 SP:Iteration 56Q (491.535323 sec): 3 clusters Score: Raw -867319.771911 + Penalty 2928.467482 = -864391.304429 nChanged 3 SP:Iteration 57Q (491.580828 sec): 3 clusters Score: Raw -867321.274072 + Penalty 2928.467482 = -864392.806590 nChanged 6 SP:Iteration 58Q (491.641442 sec): 3 clusters Score: Raw -867324.127870 + Penalty 2928.467482 = -864395.660388 nChanged 7 SP:Iteration 59Q (491.692267 sec): 3 clusters Score: Raw -867326.429216 + Penalty 2928.467482 = -864397.961733 nChanged 5 SP:Iteration 60F (491.757609 sec): 3 clusters Score: Raw -867328.056484 + Penalty 2928.467482 = -864399.589002 nChanged 4 SP:Iteration 61Q (491.820181 sec): 3 clusters Score: Raw -867329.172194 + Penalty 2928.467482 = -864400.704711 nChanged 2 SP:Iteration 62Q (491.877565 sec): 3 clusters Score: Raw -867329.636573 + Penalty 2928.467482 = -864401.169090 nChanged 0 SP:Iteration 63F (491.935861 sec): 3 clusters Score: Raw -867329.636573 + Penalty 2928.467482 = -864401.169090 nChanged 0 Trying to split cluster 8 (13444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (491.968881 sec): 2 clusters Score: Raw -1445917.258597 + Penalty 1544.771831 = -1444372.486766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (492.047602 sec): 3 clusters Score: Raw -1438098.376045 + Penalty 3089.543661 = -1435008.832383 nChanged 5923 SP:Iteration 1F (492.122759 sec): 3 clusters Score: Raw -1441267.498141 + Penalty 3089.543661 = -1438177.954480 nChanged 736 SP:Iteration 2F (492.183918 sec): 3 clusters Score: Raw -1441558.538876 + Penalty 3089.543661 = -1438468.995215 nChanged 626 SP:Iteration 3Q (492.256679 sec): 3 clusters Score: Raw -1441841.456547 + Penalty 3089.543661 = -1438751.912886 nChanged 625 SP:Iteration 4Q (492.330025 sec): 3 clusters Score: Raw -1442147.955095 + Penalty 3089.543661 = -1439058.411434 nChanged 593 SP:Iteration 5Q (492.395062 sec): 3 clusters Score: Raw -1442454.347888 + Penalty 3089.543661 = -1439364.804226 nChanged 630 SP:Iteration 6Q (492.472661 sec): 3 clusters Score: Raw -1442802.966330 + Penalty 3089.543661 = -1439713.422668 nChanged 690 SP:Iteration 7F (492.543609 sec): 3 clusters Score: Raw -1443221.885219 + Penalty 3089.543661 = -1440132.341557 nChanged 683 SP:Iteration 8F (492.602825 sec): 3 clusters Score: Raw -1443658.140915 + Penalty 3089.543661 = -1440568.597254 nChanged 684 SP:Iteration 9F (492.676885 sec): 3 clusters Score: Raw -1444117.262667 + Penalty 3089.543661 = -1441027.719006 nChanged 625 SP:Iteration 10Q (492.747107 sec): 3 clusters Score: Raw -1444547.533611 + Penalty 3089.543661 = -1441457.989950 nChanged 567 SP:Iteration 11Q (492.816459 sec): 3 clusters Score: Raw -1444950.790281 + Penalty 3089.543661 = -1441861.246619 nChanged 483 SP:Iteration 12Q (492.875691 sec): 3 clusters Score: Raw -1445307.851054 + Penalty 3089.543661 = -1442218.307393 nChanged 364 SP:Iteration 13Q (492.949981 sec): 3 clusters Score: Raw -1445570.926298 + Penalty 3089.543661 = -1442481.382637 nChanged 244 SP:Iteration 14Q (493.013539 sec): 3 clusters Score: Raw -1445759.640475 + Penalty 3089.543661 = -1442670.096813 nChanged 180 SP:Iteration 15Q (493.075753 sec): 3 clusters Score: Raw -1445907.539204 + Penalty 3089.543661 = -1442817.995543 nChanged 129 SP:Iteration 16Q (493.147435 sec): 3 clusters Score: Raw -1446026.770688 + Penalty 3089.543661 = -1442937.227027 nChanged 81 SP:Iteration 17Q (493.209385 sec): 3 clusters Score: Raw -1446095.841812 + Penalty 3089.543661 = -1443006.298150 nChanged 57 SP:Iteration 18Q (493.273867 sec): 3 clusters Score: Raw -1446157.262237 + Penalty 3089.543661 = -1443067.718576 nChanged 53 SP:Iteration 19Q (493.338041 sec): 3 clusters Score: Raw -1446208.806901 + Penalty 3089.543661 = -1443119.263240 nChanged 34 SP:Iteration 20F (493.412935 sec): 3 clusters Score: Raw -1446253.938508 + Penalty 3089.543661 = -1443164.394847 nChanged 25 SP:Iteration 21Q (493.475536 sec): 3 clusters Score: Raw -1446276.479924 + Penalty 3089.543661 = -1443186.936263 nChanged 26 SP:Iteration 22Q (493.547574 sec): 3 clusters Score: Raw -1446296.110679 + Penalty 3089.543661 = -1443206.567017 nChanged 11 SP:Iteration 23Q (493.611403 sec): 3 clusters Score: Raw -1446305.401616 + Penalty 3089.543661 = -1443215.857955 nChanged 12 SP:Iteration 24Q (493.661088 sec): 3 clusters Score: Raw -1446312.082003 + Penalty 3089.543661 = -1443222.538341 nChanged 3 SP:Iteration 25Q (493.735308 sec): 3 clusters Score: Raw -1446313.592850 + Penalty 3089.543661 = -1443224.049189 nChanged 4 SP:Iteration 26Q (493.787154 sec): 3 clusters Score: Raw -1446315.210429 + Penalty 3089.543661 = -1443225.666768 nChanged 3 SP:Iteration 27Q (493.868430 sec): 3 clusters Score: Raw -1446316.654360 + Penalty 3089.543661 = -1443227.110699 nChanged 2 SP:Iteration 28Q (493.928643 sec): 3 clusters Score: Raw -1446317.835754 + Penalty 3089.543661 = -1443228.292093 nChanged 1 SP:Iteration 29Q (493.988432 sec): 3 clusters Score: Raw -1446318.213727 + Penalty 3089.543661 = -1443228.670065 nChanged 0 SP:Iteration 30F (494.059230 sec): 3 clusters Score: Raw -1446318.213727 + Penalty 3089.543661 = -1443228.670065 nChanged 0 Trying to split cluster 9 (21014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (494.118045 sec): 2 clusters Score: Raw -2237427.555835 + Penalty 1617.353426 = -2235810.202409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (494.200558 sec): 3 clusters Score: Raw -2224806.878183 + Penalty 3234.706852 = -2221572.171330 nChanged 9513 SP:Iteration 1F (494.277653 sec): 3 clusters Score: Raw -2230074.404556 + Penalty 3234.706852 = -2226839.697703 nChanged 966 SP:Iteration 2Q (494.358437 sec): 3 clusters Score: Raw -2230397.817144 + Penalty 3234.706852 = -2227163.110292 nChanged 905 SP:Iteration 3Q (494.434198 sec): 3 clusters Score: Raw -2230700.737924 + Penalty 3234.706852 = -2227466.031072 nChanged 845 SP:Iteration 4Q (494.528242 sec): 3 clusters Score: Raw -2231018.022651 + Penalty 3234.706852 = -2227783.315799 nChanged 854 SP:Iteration 5Q (494.608092 sec): 3 clusters Score: Raw -2231364.261084 + Penalty 3234.706852 = -2228129.554232 nChanged 831 SP:Iteration 6Q (494.691709 sec): 3 clusters Score: Raw -2231688.201482 + Penalty 3234.706852 = -2228453.494630 nChanged 825 SP:Iteration 7Q (494.766424 sec): 3 clusters Score: Raw -2232066.643017 + Penalty 3234.706852 = -2228831.936165 nChanged 890 SP:Iteration 8Q (494.859415 sec): 3 clusters Score: Raw -2232542.888418 + Penalty 3234.706852 = -2229308.181566 nChanged 978 SP:Iteration 9Q (494.945604 sec): 3 clusters Score: Raw -2233064.553571 + Penalty 3234.706852 = -2229829.846719 nChanged 967 SP:Iteration 10Q (495.025244 sec): 3 clusters Score: Raw -2233591.023594 + Penalty 3234.706852 = -2230356.316742 nChanged 893 SP:Iteration 11Q (495.108979 sec): 3 clusters Score: Raw -2234020.651029 + Penalty 3234.706852 = -2230785.944177 nChanged 709 SP:Iteration 12Q (495.186899 sec): 3 clusters Score: Raw -2234330.899627 + Penalty 3234.706852 = -2231096.192775 nChanged 555 SP:Iteration 13Q (495.259968 sec): 3 clusters Score: Raw -2234503.168524 + Penalty 3234.706852 = -2231268.461672 nChanged 404 SP:Iteration 14Q (495.348562 sec): 3 clusters Score: Raw -2234598.301579 + Penalty 3234.706852 = -2231363.594727 nChanged 280 SP:Iteration 15Q (495.423271 sec): 3 clusters Score: Raw -2234659.516586 + Penalty 3234.706852 = -2231424.809733 nChanged 219 SP:Iteration 16Q (495.500092 sec): 3 clusters Score: Raw -2234698.482752 + Penalty 3234.706852 = -2231463.775899 nChanged 183 SP:Iteration 17Q (495.583640 sec): 3 clusters Score: Raw -2234727.999641 + Penalty 3234.706852 = -2231493.292789 nChanged 146 SP:Iteration 18Q (495.665948 sec): 3 clusters Score: Raw -2234750.450895 + Penalty 3234.706852 = -2231515.744043 nChanged 133 SP:Iteration 19Q (495.755247 sec): 3 clusters Score: Raw -2234773.748625 + Penalty 3234.706852 = -2231539.041772 nChanged 137 SP:Iteration 20F (495.829504 sec): 3 clusters Score: Raw -2234797.359323 + Penalty 3234.706852 = -2231562.652471 nChanged 143 SP:Iteration 21Q (495.925089 sec): 3 clusters Score: Raw -2234821.390185 + Penalty 3234.706852 = -2231586.683333 nChanged 145 SP:Iteration 22Q (496.008591 sec): 3 clusters Score: Raw -2234846.028478 + Penalty 3234.706852 = -2231611.321626 nChanged 163 SP:Iteration 23Q (496.090067 sec): 3 clusters Score: Raw -2234875.741526 + Penalty 3234.706852 = -2231641.034674 nChanged 185 SP:Iteration 24Q (496.174710 sec): 3 clusters Score: Raw -2234914.134807 + Penalty 3234.706852 = -2231679.427954 nChanged 201 SP:Iteration 25Q (496.246469 sec): 3 clusters Score: Raw -2234957.042490 + Penalty 3234.706852 = -2231722.335637 nChanged 206 SP:Iteration 26Q (496.336106 sec): 3 clusters Score: Raw -2235003.372192 + Penalty 3234.706852 = -2231768.665340 nChanged 207 SP:Iteration 27Q (496.420054 sec): 3 clusters Score: Raw -2235044.603025 + Penalty 3234.706852 = -2231809.896172 nChanged 201 SP:Iteration 28Q (496.495575 sec): 3 clusters Score: Raw -2235090.907174 + Penalty 3234.706852 = -2231856.200322 nChanged 210 SP:Iteration 29Q (496.581735 sec): 3 clusters Score: Raw -2235141.336541 + Penalty 3234.706852 = -2231906.629689 nChanged 223 SP:Iteration 30Q (496.651076 sec): 3 clusters Score: Raw -2235194.632048 + Penalty 3234.706852 = -2231959.925195 nChanged 248 SP:Iteration 31Q (496.741015 sec): 3 clusters Score: Raw -2235256.325945 + Penalty 3234.706852 = -2232021.619092 nChanged 234 SP:Iteration 32Q (496.820754 sec): 3 clusters Score: Raw -2235320.272769 + Penalty 3234.706852 = -2232085.565917 nChanged 250 SP:Iteration 33Q (496.903795 sec): 3 clusters Score: Raw -2235396.861091 + Penalty 3234.706852 = -2232162.154238 nChanged 293 SP:Iteration 34Q (496.984516 sec): 3 clusters Score: Raw -2235497.503731 + Penalty 3234.706852 = -2232262.796878 nChanged 354 SP:Iteration 35Q (497.067262 sec): 3 clusters Score: Raw -2235641.964836 + Penalty 3234.706852 = -2232407.257984 nChanged 393 SP:Iteration 36Q (497.145919 sec): 3 clusters Score: Raw -2235817.950986 + Penalty 3234.706852 = -2232583.244133 nChanged 409 SP:Iteration 37Q (497.227753 sec): 3 clusters Score: Raw -2236005.278575 + Penalty 3234.706852 = -2232770.571723 nChanged 421 SP:Iteration 38Q (497.302495 sec): 3 clusters Score: Raw -2236195.502732 + Penalty 3234.706852 = -2232960.795880 nChanged 359 SP:Iteration 39Q (497.388904 sec): 3 clusters Score: Raw -2236345.269726 + Penalty 3234.706852 = -2233110.562873 nChanged 314 SP:Iteration 40F (497.467301 sec): 3 clusters Score: Raw -2236482.139387 + Penalty 3234.706852 = -2233247.432534 nChanged 312 SP:Iteration 41Q (497.550712 sec): 3 clusters Score: Raw -2236622.374881 + Penalty 3234.706852 = -2233387.668029 nChanged 282 SP:Iteration 42Q (497.631319 sec): 3 clusters Score: Raw -2236737.857333 + Penalty 3234.706852 = -2233503.150481 nChanged 252 SP:Iteration 43Q (497.720540 sec): 3 clusters Score: Raw -2236839.255217 + Penalty 3234.706852 = -2233604.548365 nChanged 246 SP:Iteration 44Q (497.799983 sec): 3 clusters Score: Raw -2236937.070531 + Penalty 3234.706852 = -2233702.363678 nChanged 227 SP:Iteration 45Q (497.873362 sec): 3 clusters Score: Raw -2237024.864346 + Penalty 3234.706852 = -2233790.157494 nChanged 218 SP:Iteration 46Q (497.956079 sec): 3 clusters Score: Raw -2237120.020673 + Penalty 3234.706852 = -2233885.313821 nChanged 212 SP:Iteration 47Q (498.046758 sec): 3 clusters Score: Raw -2237214.186208 + Penalty 3234.706852 = -2233979.479356 nChanged 203 SP:Iteration 48Q (498.127160 sec): 3 clusters Score: Raw -2237304.299458 + Penalty 3234.706852 = -2234069.592606 nChanged 183 SP:Iteration 49Q (498.199713 sec): 3 clusters Score: Raw -2237374.663525 + Penalty 3234.706852 = -2234139.956673 nChanged 150 SP:Iteration 50Q (498.287366 sec): 3 clusters Score: Raw -2237434.521519 + Penalty 3234.706852 = -2234199.814666 nChanged 133 SP:Iteration 51Q (498.368026 sec): 3 clusters Score: Raw -2237487.468871 + Penalty 3234.706852 = -2234252.762019 nChanged 114 SP:Iteration 52Q (498.445612 sec): 3 clusters Score: Raw -2237533.563875 + Penalty 3234.706852 = -2234298.857022 nChanged 92 SP:Iteration 53Q (498.521201 sec): 3 clusters Score: Raw -2237573.342907 + Penalty 3234.706852 = -2234338.636055 nChanged 82 SP:Iteration 54Q (498.597510 sec): 3 clusters Score: Raw -2237601.183750 + Penalty 3234.706852 = -2234366.476898 nChanged 55 SP:Iteration 55Q (498.674495 sec): 3 clusters Score: Raw -2237618.081352 + Penalty 3234.706852 = -2234383.374500 nChanged 46 SP:Iteration 56Q (498.755642 sec): 3 clusters Score: Raw -2237630.046971 + Penalty 3234.706852 = -2234395.340118 nChanged 41 SP:Iteration 57Q (498.823395 sec): 3 clusters Score: Raw -2237640.351873 + Penalty 3234.706852 = -2234405.645021 nChanged 37 SP:Iteration 58Q (498.900926 sec): 3 clusters Score: Raw -2237650.166566 + Penalty 3234.706852 = -2234415.459713 nChanged 38 SP:Iteration 59Q (498.981841 sec): 3 clusters Score: Raw -2237660.863341 + Penalty 3234.706852 = -2234426.156489 nChanged 35 SP:Iteration 60F (499.068516 sec): 3 clusters Score: Raw -2237670.783754 + Penalty 3234.706852 = -2234436.076902 nChanged 34 SP:Iteration 61Q (499.144148 sec): 3 clusters Score: Raw -2237680.703953 + Penalty 3234.706852 = -2234445.997100 nChanged 29 SP:Iteration 62Q (499.220697 sec): 3 clusters Score: Raw -2237688.316677 + Penalty 3234.706852 = -2234453.609825 nChanged 28 SP:Iteration 63Q (499.280128 sec): 3 clusters Score: Raw -2237695.046455 + Penalty 3234.706852 = -2234460.339602 nChanged 24 SP:Iteration 64Q (499.365692 sec): 3 clusters Score: Raw -2237700.772465 + Penalty 3234.706852 = -2234466.065613 nChanged 15 SP:Iteration 65Q (499.438798 sec): 3 clusters Score: Raw -2237704.061565 + Penalty 3234.706852 = -2234469.354712 nChanged 9 SP:Iteration 66Q (499.511959 sec): 3 clusters Score: Raw -2237706.629458 + Penalty 3234.706852 = -2234471.922606 nChanged 11 SP:Iteration 67Q (499.588207 sec): 3 clusters Score: Raw -2237709.062052 + Penalty 3234.706852 = -2234474.355199 nChanged 12 SP:Iteration 68Q (499.668582 sec): 3 clusters Score: Raw -2237711.724617 + Penalty 3234.706852 = -2234477.017765 nChanged 9 SP:Iteration 69Q (499.746691 sec): 3 clusters Score: Raw -2237714.224807 + Penalty 3234.706852 = -2234479.517955 nChanged 6 SP:Iteration 70Q (499.821025 sec): 3 clusters Score: Raw -2237715.950411 + Penalty 3234.706852 = -2234481.243558 nChanged 7 SP:Iteration 71Q (499.893432 sec): 3 clusters Score: Raw -2237717.943765 + Penalty 3234.706852 = -2234483.236913 nChanged 1 SP:Iteration 72Q (499.968654 sec): 3 clusters Score: Raw -2237718.064248 + Penalty 3234.706852 = -2234483.357395 nChanged 1 SP:Iteration 73Q (500.037294 sec): 3 clusters Score: Raw -2237718.177106 + Penalty 3234.706852 = -2234483.470254 nChanged 1 SP:Iteration 74Q (500.125410 sec): 3 clusters Score: Raw -2237718.310518 + Penalty 3234.706852 = -2234483.603665 nChanged 3 SP:Iteration 75Q (500.192369 sec): 3 clusters Score: Raw -2237718.971833 + Penalty 3234.706852 = -2234484.264980 nChanged 3 SP:Iteration 76Q (500.277877 sec): 3 clusters Score: Raw -2237719.623740 + Penalty 3234.706852 = -2234484.916887 nChanged 4 SP:Iteration 77Q (500.355004 sec): 3 clusters Score: Raw -2237720.004079 + Penalty 3234.706852 = -2234485.297226 nChanged 2 SP:Iteration 78Q (500.433669 sec): 3 clusters Score: Raw -2237720.287698 + Penalty 3234.706852 = -2234485.580845 nChanged 0 SP:Iteration 79F (500.513225 sec): 3 clusters Score: Raw -2237720.287698 + Penalty 3234.706852 = -2234485.580845 nChanged 0 Trying to split cluster 10 (3763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (500.541315 sec): 2 clusters Score: Raw -390456.398961 + Penalty 1337.857916 = -389118.541045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (500.594606 sec): 3 clusters Score: Raw -388568.880618 + Penalty 2675.715832 = -385893.164786 nChanged 1439 SP:Iteration 1F (500.634611 sec): 3 clusters Score: Raw -389384.884029 + Penalty 2675.715832 = -386709.168197 nChanged 290 SP:Iteration 2F (500.684248 sec): 3 clusters Score: Raw -389577.470786 + Penalty 2675.715832 = -386901.754954 nChanged 212 SP:Iteration 3F (500.732193 sec): 3 clusters Score: Raw -389710.299582 + Penalty 2675.715832 = -387034.583751 nChanged 172 SP:Iteration 4Q (500.780597 sec): 3 clusters Score: Raw -389840.053855 + Penalty 2675.715832 = -387164.338023 nChanged 174 SP:Iteration 5Q (500.830449 sec): 3 clusters Score: Raw -389975.280744 + Penalty 2675.715832 = -387299.564912 nChanged 149 SP:Iteration 6Q (500.880710 sec): 3 clusters Score: Raw -390090.596940 + Penalty 2675.715832 = -387414.881108 nChanged 151 SP:Iteration 7Q (500.937925 sec): 3 clusters Score: Raw -390203.605834 + Penalty 2675.715832 = -387527.890002 nChanged 144 SP:Iteration 8Q (500.991948 sec): 3 clusters Score: Raw -390308.494787 + Penalty 2675.715832 = -387632.778955 nChanged 127 SP:Iteration 9Q (501.033443 sec): 3 clusters Score: Raw -390383.030134 + Penalty 2675.715832 = -387707.314302 nChanged 94 SP:Iteration 10Q (501.095235 sec): 3 clusters Score: Raw -390437.576795 + Penalty 2675.715832 = -387761.860963 nChanged 85 SP:Iteration 11Q (501.147595 sec): 3 clusters Score: Raw -390488.666505 + Penalty 2675.715832 = -387812.950673 nChanged 67 SP:Iteration 12Q (501.200878 sec): 3 clusters Score: Raw -390534.474749 + Penalty 2675.715832 = -387858.758917 nChanged 62 SP:Iteration 13Q (501.253140 sec): 3 clusters Score: Raw -390569.173195 + Penalty 2675.715832 = -387893.457363 nChanged 50 SP:Iteration 14Q (501.303760 sec): 3 clusters Score: Raw -390592.678991 + Penalty 2675.715832 = -387916.963159 nChanged 40 SP:Iteration 15Q (501.360619 sec): 3 clusters Score: Raw -390609.662564 + Penalty 2675.715832 = -387933.946733 nChanged 30 SP:Iteration 16Q (501.414286 sec): 3 clusters Score: Raw -390624.424090 + Penalty 2675.715832 = -387948.708258 nChanged 31 SP:Iteration 17Q (501.455356 sec): 3 clusters Score: Raw -390637.891191 + Penalty 2675.715832 = -387962.175359 nChanged 17 SP:Iteration 18Q (501.518546 sec): 3 clusters Score: Raw -390642.907486 + Penalty 2675.715832 = -387967.191654 nChanged 10 SP:Iteration 19Q (501.569843 sec): 3 clusters Score: Raw -390646.084825 + Penalty 2675.715832 = -387970.368993 nChanged 12 SP:Iteration 20F (501.617339 sec): 3 clusters Score: Raw -390649.422030 + Penalty 2675.715832 = -387973.706198 nChanged 9 SP:Iteration 21Q (501.662618 sec): 3 clusters Score: Raw -390652.274673 + Penalty 2675.715832 = -387976.558842 nChanged 10 SP:Iteration 22Q (501.710765 sec): 3 clusters Score: Raw -390654.306541 + Penalty 2675.715832 = -387978.590709 nChanged 7 SP:Iteration 23Q (501.754788 sec): 3 clusters Score: Raw -390655.846689 + Penalty 2675.715832 = -387980.130857 nChanged 3 SP:Iteration 24Q (501.809110 sec): 3 clusters Score: Raw -390656.931697 + Penalty 2675.715832 = -387981.215865 nChanged 6 SP:Iteration 25Q (501.863618 sec): 3 clusters Score: Raw -390659.433437 + Penalty 2675.715832 = -387983.717605 nChanged 6 SP:Iteration 26Q (501.913155 sec): 3 clusters Score: Raw -390661.123236 + Penalty 2675.715832 = -387985.407404 nChanged 5 SP:Iteration 27Q (501.968676 sec): 3 clusters Score: Raw -390662.197030 + Penalty 2675.715832 = -387986.481198 nChanged 3 SP:Iteration 28Q (502.025737 sec): 3 clusters Score: Raw -390662.885717 + Penalty 2675.715832 = -387987.169885 nChanged 2 SP:Iteration 29Q (502.074007 sec): 3 clusters Score: Raw -390663.914627 + Penalty 2675.715832 = -387988.198795 nChanged 2 SP:Iteration 30Q (502.117441 sec): 3 clusters Score: Raw -390664.453492 + Penalty 2675.715832 = -387988.737660 nChanged 3 SP:Iteration 31Q (502.171069 sec): 3 clusters Score: Raw -390665.480121 + Penalty 2675.715832 = -387989.764289 nChanged 3 SP:Iteration 32Q (502.223625 sec): 3 clusters Score: Raw -390666.283950 + Penalty 2675.715832 = -387990.568118 nChanged 3 SP:Iteration 33Q (502.279354 sec): 3 clusters Score: Raw -390667.033681 + Penalty 2675.715832 = -387991.317849 nChanged 5 SP:Iteration 34Q (502.329635 sec): 3 clusters Score: Raw -390668.334024 + Penalty 2675.715832 = -387992.618192 nChanged 9 SP:Iteration 35Q (502.371145 sec): 3 clusters Score: Raw -390670.913127 + Penalty 2675.715832 = -387995.197296 nChanged 4 SP:Iteration 36Q (502.424068 sec): 3 clusters Score: Raw -390672.546350 + Penalty 2675.715832 = -387996.830518 nChanged 8 SP:Iteration 37Q (502.480879 sec): 3 clusters Score: Raw -390674.380850 + Penalty 2675.715832 = -387998.665018 nChanged 4 SP:Iteration 38Q (502.525461 sec): 3 clusters Score: Raw -390675.731306 + Penalty 2675.715832 = -388000.015474 nChanged 7 SP:Iteration 39Q (502.577201 sec): 3 clusters Score: Raw -390677.109375 + Penalty 2675.715832 = -388001.393543 nChanged 7 SP:Iteration 40F (502.625189 sec): 3 clusters Score: Raw -390679.609101 + Penalty 2675.715832 = -388003.893269 nChanged 7 SP:Iteration 41Q (502.675833 sec): 3 clusters Score: Raw -390681.492380 + Penalty 2675.715832 = -388005.776548 nChanged 4 SP:Iteration 42Q (502.736118 sec): 3 clusters Score: Raw -390682.592856 + Penalty 2675.715832 = -388006.877024 nChanged 6 SP:Iteration 43Q (502.784484 sec): 3 clusters Score: Raw -390684.069097 + Penalty 2675.715832 = -388008.353265 nChanged 3 SP:Iteration 44Q (502.830628 sec): 3 clusters Score: Raw -390684.724430 + Penalty 2675.715832 = -388009.008598 nChanged 2 SP:Iteration 45Q (502.878565 sec): 3 clusters Score: Raw -390685.074344 + Penalty 2675.715832 = -388009.358513 nChanged 0 SP:Iteration 46F (502.931148 sec): 3 clusters Score: Raw -390685.074344 + Penalty 2675.715832 = -388009.358513 nChanged 0 Trying to split cluster 11 (1142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.956231 sec): 2 clusters Score: Raw -128249.745673 + Penalty 1144.087163 = -127105.658510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (503.005942 sec): 3 clusters Score: Raw -127832.556824 + Penalty 2288.174327 = -125544.382497 nChanged 336 SP:Iteration 1F (503.055856 sec): 3 clusters Score: Raw -128112.255565 + Penalty 2288.174327 = -125824.081238 nChanged 97 SP:Iteration 2F (503.095583 sec): 3 clusters Score: Raw -128204.772657 + Penalty 2288.174327 = -125916.598330 nChanged 43 SP:Iteration 3Q (503.155095 sec): 3 clusters Score: Raw -128245.114820 + Penalty 2288.174327 = -125956.940494 nChanged 27 SP:Iteration 4Q (503.203148 sec): 3 clusters Score: Raw -128274.314660 + Penalty 2288.174327 = -125986.140333 nChanged 24 SP:Iteration 5Q (503.255849 sec): 3 clusters Score: Raw -128294.090644 + Penalty 2288.174327 = -126005.916317 nChanged 13 SP:Iteration 6Q (503.305785 sec): 3 clusters Score: Raw -128304.722637 + Penalty 2288.174327 = -126016.548310 nChanged 10 SP:Iteration 7Q (503.344404 sec): 3 clusters Score: Raw -128311.672222 + Penalty 2288.174327 = -126023.497895 nChanged 8 SP:Iteration 8Q (503.401759 sec): 3 clusters Score: Raw -128315.598946 + Penalty 2288.174327 = -126027.424620 nChanged 7 SP:Iteration 9Q (503.446429 sec): 3 clusters Score: Raw -128320.807137 + Penalty 2288.174327 = -126032.632810 nChanged 4 SP:Iteration 10Q (503.484488 sec): 3 clusters Score: Raw -128322.743158 + Penalty 2288.174327 = -126034.568832 nChanged 3 SP:Iteration 11Q (503.525973 sec): 3 clusters Score: Raw -128325.339161 + Penalty 2288.174327 = -126037.164834 nChanged 1 SP:Iteration 12Q (503.573482 sec): 3 clusters Score: Raw -128325.968972 + Penalty 2288.174327 = -126037.794645 nChanged 1 SP:Iteration 13Q (503.619258 sec): 3 clusters Score: Raw -128326.345535 + Penalty 2288.174327 = -126038.171209 nChanged 1 SP:Iteration 14Q (503.665334 sec): 3 clusters Score: Raw -128327.024033 + Penalty 2288.174327 = -126038.849706 nChanged 2 SP:Iteration 15Q (503.703204 sec): 3 clusters Score: Raw -128327.819977 + Penalty 2288.174327 = -126039.645650 nChanged 2 SP:Iteration 16Q (503.751132 sec): 3 clusters Score: Raw -128328.375476 + Penalty 2288.174327 = -126040.201150 nChanged 1 SP:Iteration 17Q (503.798965 sec): 3 clusters Score: Raw -128329.055014 + Penalty 2288.174327 = -126040.880687 nChanged 0 SP:Iteration 18F (503.836044 sec): 3 clusters Score: Raw -128329.055014 + Penalty 2288.174327 = -126040.880687 nChanged 0 Trying to split cluster 12 (5540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (503.867851 sec): 2 clusters Score: Raw -594674.355538 + Penalty 1400.709339 = -593273.646199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (503.925713 sec): 3 clusters Score: Raw -591801.817977 + Penalty 2801.418678 = -589000.399298 nChanged 2241 SP:Iteration 1F (503.981446 sec): 3 clusters Score: Raw -593006.787959 + Penalty 2801.418678 = -590205.369281 nChanged 388 SP:Iteration 2F (504.035714 sec): 3 clusters Score: Raw -593188.611199 + Penalty 2801.418678 = -590387.192521 nChanged 291 SP:Iteration 3F (504.094251 sec): 3 clusters Score: Raw -593312.319471 + Penalty 2801.418678 = -590510.900792 nChanged 233 SP:Iteration 4Q (504.154801 sec): 3 clusters Score: Raw -593410.126753 + Penalty 2801.418678 = -590608.708074 nChanged 165 SP:Iteration 5Q (504.206043 sec): 3 clusters Score: Raw -593471.291653 + Penalty 2801.418678 = -590669.872975 nChanged 146 SP:Iteration 6Q (504.267745 sec): 3 clusters Score: Raw -593529.343693 + Penalty 2801.418678 = -590727.925015 nChanged 135 SP:Iteration 7Q (504.318342 sec): 3 clusters Score: Raw -593580.057254 + Penalty 2801.418678 = -590778.638576 nChanged 123 SP:Iteration 8Q (504.375952 sec): 3 clusters Score: Raw -593626.338939 + Penalty 2801.418678 = -590824.920261 nChanged 115 SP:Iteration 9Q (504.424822 sec): 3 clusters Score: Raw -593673.901931 + Penalty 2801.418678 = -590872.483253 nChanged 111 SP:Iteration 10Q (504.481926 sec): 3 clusters Score: Raw -593714.964992 + Penalty 2801.418678 = -590913.546313 nChanged 99 SP:Iteration 11Q (504.544584 sec): 3 clusters Score: Raw -593749.199464 + Penalty 2801.418678 = -590947.780786 nChanged 76 SP:Iteration 12Q (504.596493 sec): 3 clusters Score: Raw -593774.324276 + Penalty 2801.418678 = -590972.905598 nChanged 74 SP:Iteration 13Q (504.649837 sec): 3 clusters Score: Raw -593798.451634 + Penalty 2801.418678 = -590997.032956 nChanged 69 SP:Iteration 14Q (504.713238 sec): 3 clusters Score: Raw -593818.329806 + Penalty 2801.418678 = -591016.911128 nChanged 61 SP:Iteration 15Q (504.765283 sec): 3 clusters Score: Raw -593836.475463 + Penalty 2801.418678 = -591035.056784 nChanged 55 SP:Iteration 16Q (504.823581 sec): 3 clusters Score: Raw -593852.083271 + Penalty 2801.418678 = -591050.664592 nChanged 50 SP:Iteration 17Q (504.866657 sec): 3 clusters Score: Raw -593865.591509 + Penalty 2801.418678 = -591064.172831 nChanged 50 SP:Iteration 18Q (504.933289 sec): 3 clusters Score: Raw -593883.407378 + Penalty 2801.418678 = -591081.988700 nChanged 51 SP:Iteration 19Q (504.989410 sec): 3 clusters Score: Raw -593902.214216 + Penalty 2801.418678 = -591100.795538 nChanged 55 SP:Iteration 20F (505.034576 sec): 3 clusters Score: Raw -593915.517824 + Penalty 2801.418678 = -591114.099146 nChanged 51 SP:Iteration 21Q (505.085550 sec): 3 clusters Score: Raw -593928.525111 + Penalty 2801.418678 = -591127.106433 nChanged 53 SP:Iteration 22Q (505.149165 sec): 3 clusters Score: Raw -593944.499348 + Penalty 2801.418678 = -591143.080669 nChanged 47 SP:Iteration 23Q (505.207784 sec): 3 clusters Score: Raw -593960.023850 + Penalty 2801.418678 = -591158.605172 nChanged 59 SP:Iteration 24Q (505.264932 sec): 3 clusters Score: Raw -593978.357027 + Penalty 2801.418678 = -591176.938349 nChanged 56 SP:Iteration 25Q (505.322529 sec): 3 clusters Score: Raw -593996.639481 + Penalty 2801.418678 = -591195.220802 nChanged 70 SP:Iteration 26Q (505.383369 sec): 3 clusters Score: Raw -594022.995979 + Penalty 2801.418678 = -591221.577301 nChanged 89 SP:Iteration 27Q (505.429663 sec): 3 clusters Score: Raw -594058.070394 + Penalty 2801.418678 = -591256.651715 nChanged 72 SP:Iteration 28Q (505.487313 sec): 3 clusters Score: Raw -594086.865328 + Penalty 2801.418678 = -591285.446650 nChanged 83 SP:Iteration 29Q (505.546004 sec): 3 clusters Score: Raw -594124.725346 + Penalty 2801.418678 = -591323.306667 nChanged 87 SP:Iteration 30Q (505.601902 sec): 3 clusters Score: Raw -594161.547504 + Penalty 2801.418678 = -591360.128826 nChanged 89 SP:Iteration 31Q (505.663203 sec): 3 clusters Score: Raw -594197.487980 + Penalty 2801.418678 = -591396.069302 nChanged 94 SP:Iteration 32Q (505.721085 sec): 3 clusters Score: Raw -594240.264304 + Penalty 2801.418678 = -591438.845626 nChanged 87 SP:Iteration 33Q (505.775013 sec): 3 clusters Score: Raw -594282.193226 + Penalty 2801.418678 = -591480.774547 nChanged 90 SP:Iteration 34Q (505.820223 sec): 3 clusters Score: Raw -594326.758076 + Penalty 2801.418678 = -591525.339398 nChanged 107 SP:Iteration 35Q (505.872972 sec): 3 clusters Score: Raw -594381.618685 + Penalty 2801.418678 = -591580.200007 nChanged 93 SP:Iteration 36Q (505.924774 sec): 3 clusters Score: Raw -594434.249620 + Penalty 2801.418678 = -591632.830942 nChanged 89 SP:Iteration 37Q (505.975031 sec): 3 clusters Score: Raw -594485.966582 + Penalty 2801.418678 = -591684.547903 nChanged 94 SP:Iteration 38Q (506.036134 sec): 3 clusters Score: Raw -594542.714414 + Penalty 2801.418678 = -591741.295735 nChanged 85 SP:Iteration 39Q (506.091045 sec): 3 clusters Score: Raw -594591.573258 + Penalty 2801.418678 = -591790.154579 nChanged 79 SP:Iteration 40F (506.140733 sec): 3 clusters Score: Raw -594636.530152 + Penalty 2801.418678 = -591835.111474 nChanged 67 SP:Iteration 41Q (506.208650 sec): 3 clusters Score: Raw -594677.032766 + Penalty 2801.418678 = -591875.614087 nChanged 69 SP:Iteration 42Q (506.263359 sec): 3 clusters Score: Raw -594712.227822 + Penalty 2801.418678 = -591910.809143 nChanged 47 SP:Iteration 43Q (506.310949 sec): 3 clusters Score: Raw -594738.520198 + Penalty 2801.418678 = -591937.101520 nChanged 47 SP:Iteration 44Q (506.360657 sec): 3 clusters Score: Raw -594764.686698 + Penalty 2801.418678 = -591963.268020 nChanged 41 SP:Iteration 45Q (506.416868 sec): 3 clusters Score: Raw -594791.593273 + Penalty 2801.418678 = -591990.174595 nChanged 26 SP:Iteration 46Q (506.463797 sec): 3 clusters Score: Raw -594806.625465 + Penalty 2801.418678 = -592005.206787 nChanged 21 SP:Iteration 47Q (506.525532 sec): 3 clusters Score: Raw -594820.108037 + Penalty 2801.418678 = -592018.689358 nChanged 18 SP:Iteration 48Q (506.580106 sec): 3 clusters Score: Raw -594830.851729 + Penalty 2801.418678 = -592029.433050 nChanged 15 SP:Iteration 49Q (506.631749 sec): 3 clusters Score: Raw -594840.526328 + Penalty 2801.418678 = -592039.107649 nChanged 9 SP:Iteration 50Q (506.686845 sec): 3 clusters Score: Raw -594845.862552 + Penalty 2801.418678 = -592044.443873 nChanged 9 SP:Iteration 51Q (506.731903 sec): 3 clusters Score: Raw -594851.265190 + Penalty 2801.418678 = -592049.846512 nChanged 9 SP:Iteration 52Q (506.780815 sec): 3 clusters Score: Raw -594855.721499 + Penalty 2801.418678 = -592054.302821 nChanged 10 SP:Iteration 53Q (506.835598 sec): 3 clusters Score: Raw -594862.826379 + Penalty 2801.418678 = -592061.407700 nChanged 5 SP:Iteration 54Q (506.892655 sec): 3 clusters Score: Raw -594865.871433 + Penalty 2801.418678 = -592064.452754 nChanged 1 SP:Iteration 55Q (506.949592 sec): 3 clusters Score: Raw -594866.384113 + Penalty 2801.418678 = -592064.965434 nChanged 0 SP:Iteration 56F (506.997593 sec): 3 clusters Score: Raw -594866.384113 + Penalty 2801.418678 = -592064.965434 nChanged 0 Trying to split cluster 13 (5861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (507.038650 sec): 2 clusters Score: Raw -629393.932713 + Penalty 1409.862271 = -627984.070442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (507.087219 sec): 3 clusters Score: Raw -626299.012246 + Penalty 2819.724543 = -623479.287703 nChanged 2359 SP:Iteration 1F (507.141673 sec): 3 clusters Score: Raw -627589.146808 + Penalty 2819.724543 = -624769.422265 nChanged 435 SP:Iteration 2F (507.210678 sec): 3 clusters Score: Raw -627848.258715 + Penalty 2819.724543 = -625028.534172 nChanged 372 SP:Iteration 3F (507.263130 sec): 3 clusters Score: Raw -628085.624098 + Penalty 2819.724543 = -625265.899556 nChanged 331 SP:Iteration 4F (507.324141 sec): 3 clusters Score: Raw -628359.100011 + Penalty 2819.724543 = -625539.375468 nChanged 388 SP:Iteration 5F (507.368425 sec): 3 clusters Score: Raw -628679.384496 + Penalty 2819.724543 = -625859.659953 nChanged 362 SP:Iteration 6F (507.430640 sec): 3 clusters Score: Raw -628956.232394 + Penalty 2819.724543 = -626136.507851 nChanged 317 SP:Iteration 7F (507.482750 sec): 3 clusters Score: Raw -629176.074784 + Penalty 2819.724543 = -626356.350241 nChanged 228 SP:Iteration 8Q (507.537019 sec): 3 clusters Score: Raw -629336.311323 + Penalty 2819.724543 = -626516.586780 nChanged 180 SP:Iteration 9Q (507.602130 sec): 3 clusters Score: Raw -629449.505580 + Penalty 2819.724543 = -626629.781037 nChanged 133 SP:Iteration 10Q (507.659517 sec): 3 clusters Score: Raw -629518.337664 + Penalty 2819.724543 = -626698.613121 nChanged 100 SP:Iteration 11Q (507.709300 sec): 3 clusters Score: Raw -629560.444842 + Penalty 2819.724543 = -626740.720299 nChanged 66 SP:Iteration 12Q (507.766134 sec): 3 clusters Score: Raw -629587.733094 + Penalty 2819.724543 = -626768.008551 nChanged 56 SP:Iteration 13Q (507.825874 sec): 3 clusters Score: Raw -629607.902307 + Penalty 2819.724543 = -626788.177765 nChanged 35 SP:Iteration 14Q (507.889198 sec): 3 clusters Score: Raw -629619.022909 + Penalty 2819.724543 = -626799.298366 nChanged 35 SP:Iteration 15Q (507.941825 sec): 3 clusters Score: Raw -629631.837319 + Penalty 2819.724543 = -626812.112776 nChanged 30 SP:Iteration 16Q (508.004153 sec): 3 clusters Score: Raw -629643.495998 + Penalty 2819.724543 = -626823.771455 nChanged 33 SP:Iteration 17Q (508.053192 sec): 3 clusters Score: Raw -629655.396518 + Penalty 2819.724543 = -626835.671975 nChanged 45 SP:Iteration 18Q (508.115300 sec): 3 clusters Score: Raw -629672.555607 + Penalty 2819.724543 = -626852.831064 nChanged 42 SP:Iteration 19Q (508.168780 sec): 3 clusters Score: Raw -629690.046833 + Penalty 2819.724543 = -626870.322290 nChanged 39 SP:Iteration 20F (508.213005 sec): 3 clusters Score: Raw -629704.953157 + Penalty 2819.724543 = -626885.228614 nChanged 47 SP:Iteration 21Q (508.269489 sec): 3 clusters Score: Raw -629723.095958 + Penalty 2819.724543 = -626903.371416 nChanged 36 SP:Iteration 22Q (508.331999 sec): 3 clusters Score: Raw -629739.657505 + Penalty 2819.724543 = -626919.932962 nChanged 39 SP:Iteration 23Q (508.373865 sec): 3 clusters Score: Raw -629758.299693 + Penalty 2819.724543 = -626938.575150 nChanged 30 SP:Iteration 24Q (508.426392 sec): 3 clusters Score: Raw -629770.970701 + Penalty 2819.724543 = -626951.246158 nChanged 29 SP:Iteration 25Q (508.489256 sec): 3 clusters Score: Raw -629783.606899 + Penalty 2819.724543 = -626963.882356 nChanged 21 SP:Iteration 26Q (508.531160 sec): 3 clusters Score: Raw -629791.194694 + Penalty 2819.724543 = -626971.470151 nChanged 18 SP:Iteration 27Q (508.583502 sec): 3 clusters Score: Raw -629796.191210 + Penalty 2819.724543 = -626976.466667 nChanged 13 SP:Iteration 28Q (508.642919 sec): 3 clusters Score: Raw -629799.392592 + Penalty 2819.724543 = -626979.668049 nChanged 9 SP:Iteration 29Q (508.693617 sec): 3 clusters Score: Raw -629801.387805 + Penalty 2819.724543 = -626981.663262 nChanged 4 SP:Iteration 30Q (508.763149 sec): 3 clusters Score: Raw -629802.244671 + Penalty 2819.724543 = -626982.520128 nChanged 2 SP:Iteration 31Q (508.815881 sec): 3 clusters Score: Raw -629802.508659 + Penalty 2819.724543 = -626982.784116 nChanged 0 SP:Iteration 32F (508.869653 sec): 3 clusters Score: Raw -629802.508659 + Penalty 2819.724543 = -626982.784116 nChanged 0 Trying to split cluster 14 (18137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (508.922003 sec): 2 clusters Score: Raw -1859393.510596 + Penalty 1593.427766 = -1857800.082830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (508.993281 sec): 3 clusters Score: Raw -1848546.815289 + Penalty 3186.855532 = -1845359.959756 nChanged 8129 SP:Iteration 1F (509.063800 sec): 3 clusters Score: Raw -1853047.644582 + Penalty 3186.855532 = -1849860.789050 nChanged 1050 SP:Iteration 2F (509.150837 sec): 3 clusters Score: Raw -1853529.648985 + Penalty 3186.855532 = -1850342.793452 nChanged 1017 SP:Iteration 3F (509.217821 sec): 3 clusters Score: Raw -1854070.361718 + Penalty 3186.855532 = -1850883.506186 nChanged 1012 SP:Iteration 4F (509.306077 sec): 3 clusters Score: Raw -1854675.352463 + Penalty 3186.855532 = -1851488.496931 nChanged 1095 SP:Iteration 5F (509.381025 sec): 3 clusters Score: Raw -1855396.197082 + Penalty 3186.855532 = -1852209.341550 nChanged 1123 SP:Iteration 6F (509.449254 sec): 3 clusters Score: Raw -1856126.729114 + Penalty 3186.855532 = -1852939.873582 nChanged 975 SP:Iteration 7F (509.534721 sec): 3 clusters Score: Raw -1856745.174286 + Penalty 3186.855532 = -1853558.318754 nChanged 875 SP:Iteration 8Q (509.609410 sec): 3 clusters Score: Raw -1857221.907177 + Penalty 3186.855532 = -1854035.051645 nChanged 704 SP:Iteration 9Q (509.681145 sec): 3 clusters Score: Raw -1857548.782418 + Penalty 3186.855532 = -1854361.926886 nChanged 563 SP:Iteration 10Q (509.752712 sec): 3 clusters Score: Raw -1857783.410416 + Penalty 3186.855532 = -1854596.554884 nChanged 417 SP:Iteration 11Q (509.836502 sec): 3 clusters Score: Raw -1857944.896469 + Penalty 3186.855532 = -1854758.040937 nChanged 367 SP:Iteration 12Q (509.913903 sec): 3 clusters Score: Raw -1858058.217377 + Penalty 3186.855532 = -1854871.361845 nChanged 255 SP:Iteration 13Q (509.994831 sec): 3 clusters Score: Raw -1858129.110782 + Penalty 3186.855532 = -1854942.255250 nChanged 213 SP:Iteration 14Q (510.077225 sec): 3 clusters Score: Raw -1858182.409249 + Penalty 3186.855532 = -1854995.553717 nChanged 198 SP:Iteration 15Q (510.159004 sec): 3 clusters Score: Raw -1858231.018728 + Penalty 3186.855532 = -1855044.163196 nChanged 185 SP:Iteration 16Q (510.226932 sec): 3 clusters Score: Raw -1858269.428714 + Penalty 3186.855532 = -1855082.573182 nChanged 158 SP:Iteration 17Q (510.292870 sec): 3 clusters Score: Raw -1858297.788626 + Penalty 3186.855532 = -1855110.933094 nChanged 145 SP:Iteration 18Q (510.369485 sec): 3 clusters Score: Raw -1858325.414132 + Penalty 3186.855532 = -1855138.558600 nChanged 140 SP:Iteration 19Q (510.460089 sec): 3 clusters Score: Raw -1858348.475123 + Penalty 3186.855532 = -1855161.619591 nChanged 121 SP:Iteration 20F (510.525958 sec): 3 clusters Score: Raw -1858368.608335 + Penalty 3186.855532 = -1855181.752803 nChanged 104 SP:Iteration 21Q (510.616344 sec): 3 clusters Score: Raw -1858385.824993 + Penalty 3186.855532 = -1855198.969461 nChanged 101 SP:Iteration 22Q (510.684731 sec): 3 clusters Score: Raw -1858401.950670 + Penalty 3186.855532 = -1855215.095138 nChanged 111 SP:Iteration 23Q (510.769228 sec): 3 clusters Score: Raw -1858420.847582 + Penalty 3186.855532 = -1855233.992050 nChanged 111 SP:Iteration 24Q (510.839817 sec): 3 clusters Score: Raw -1858439.881766 + Penalty 3186.855532 = -1855253.026234 nChanged 107 SP:Iteration 25Q (510.921318 sec): 3 clusters Score: Raw -1858457.662003 + Penalty 3186.855532 = -1855270.806471 nChanged 100 SP:Iteration 26Q (510.991462 sec): 3 clusters Score: Raw -1858474.077399 + Penalty 3186.855532 = -1855287.221867 nChanged 93 SP:Iteration 27Q (511.072584 sec): 3 clusters Score: Raw -1858487.159223 + Penalty 3186.855532 = -1855300.303691 nChanged 81 SP:Iteration 28Q (511.140801 sec): 3 clusters Score: Raw -1858496.053389 + Penalty 3186.855532 = -1855309.197857 nChanged 61 SP:Iteration 29Q (511.224552 sec): 3 clusters Score: Raw -1858503.460886 + Penalty 3186.855532 = -1855316.605354 nChanged 61 SP:Iteration 30Q (511.299287 sec): 3 clusters Score: Raw -1858511.643927 + Penalty 3186.855532 = -1855324.788395 nChanged 67 SP:Iteration 31Q (511.370687 sec): 3 clusters Score: Raw -1858520.653902 + Penalty 3186.855532 = -1855333.798370 nChanged 67 SP:Iteration 32Q (511.448231 sec): 3 clusters Score: Raw -1858530.401579 + Penalty 3186.855532 = -1855343.546047 nChanged 70 SP:Iteration 33Q (511.532677 sec): 3 clusters Score: Raw -1858540.132363 + Penalty 3186.855532 = -1855353.276830 nChanged 75 SP:Iteration 34Q (511.609131 sec): 3 clusters Score: Raw -1858552.666234 + Penalty 3186.855532 = -1855365.810702 nChanged 72 SP:Iteration 35Q (511.687230 sec): 3 clusters Score: Raw -1858563.222778 + Penalty 3186.855532 = -1855376.367246 nChanged 71 SP:Iteration 36Q (511.759395 sec): 3 clusters Score: Raw -1858574.754242 + Penalty 3186.855532 = -1855387.898709 nChanged 94 SP:Iteration 37Q (511.833816 sec): 3 clusters Score: Raw -1858593.489944 + Penalty 3186.855532 = -1855406.634412 nChanged 108 SP:Iteration 38Q (511.917838 sec): 3 clusters Score: Raw -1858613.892757 + Penalty 3186.855532 = -1855427.037225 nChanged 106 SP:Iteration 39Q (511.996819 sec): 3 clusters Score: Raw -1858635.862697 + Penalty 3186.855532 = -1855449.007165 nChanged 105 SP:Iteration 40F (512.070978 sec): 3 clusters Score: Raw -1858658.890918 + Penalty 3186.855532 = -1855472.035386 nChanged 119 SP:Iteration 41Q (512.151577 sec): 3 clusters Score: Raw -1858685.680516 + Penalty 3186.855532 = -1855498.824984 nChanged 110 SP:Iteration 42Q (512.216875 sec): 3 clusters Score: Raw -1858709.685957 + Penalty 3186.855532 = -1855522.830425 nChanged 111 SP:Iteration 43Q (512.291409 sec): 3 clusters Score: Raw -1858730.500374 + Penalty 3186.855532 = -1855543.644841 nChanged 115 SP:Iteration 44Q (512.382545 sec): 3 clusters Score: Raw -1858754.490376 + Penalty 3186.855532 = -1855567.634844 nChanged 112 SP:Iteration 45Q (512.466021 sec): 3 clusters Score: Raw -1858779.796480 + Penalty 3186.855532 = -1855592.940948 nChanged 123 SP:Iteration 46Q (512.542587 sec): 3 clusters Score: Raw -1858815.818623 + Penalty 3186.855532 = -1855628.963091 nChanged 153 SP:Iteration 47Q (512.614731 sec): 3 clusters Score: Raw -1858858.242537 + Penalty 3186.855532 = -1855671.387005 nChanged 174 SP:Iteration 48Q (512.692785 sec): 3 clusters Score: Raw -1858902.982975 + Penalty 3186.855532 = -1855716.127443 nChanged 144 SP:Iteration 49Q (512.765995 sec): 3 clusters Score: Raw -1858936.993869 + Penalty 3186.855532 = -1855750.138337 nChanged 137 SP:Iteration 50Q (512.833979 sec): 3 clusters Score: Raw -1858974.281764 + Penalty 3186.855532 = -1855787.426232 nChanged 152 SP:Iteration 51Q (512.916999 sec): 3 clusters Score: Raw -1859016.331067 + Penalty 3186.855532 = -1855829.475535 nChanged 121 SP:Iteration 52Q (512.988366 sec): 3 clusters Score: Raw -1859047.636984 + Penalty 3186.855532 = -1855860.781452 nChanged 106 SP:Iteration 53Q (513.062490 sec): 3 clusters Score: Raw -1859073.255192 + Penalty 3186.855532 = -1855886.399660 nChanged 106 SP:Iteration 54Q (513.134763 sec): 3 clusters Score: Raw -1859101.032140 + Penalty 3186.855532 = -1855914.176608 nChanged 93 SP:Iteration 55Q (513.222818 sec): 3 clusters Score: Raw -1859128.393495 + Penalty 3186.855532 = -1855941.537963 nChanged 107 SP:Iteration 56Q (513.299942 sec): 3 clusters Score: Raw -1859159.251581 + Penalty 3186.855532 = -1855972.396049 nChanged 100 SP:Iteration 57Q (513.369675 sec): 3 clusters Score: Raw -1859185.895209 + Penalty 3186.855532 = -1855999.039677 nChanged 87 SP:Iteration 58Q (513.445085 sec): 3 clusters Score: Raw -1859204.740080 + Penalty 3186.855532 = -1856017.884548 nChanged 80 SP:Iteration 59Q (513.518463 sec): 3 clusters Score: Raw -1859220.546334 + Penalty 3186.855532 = -1856033.690801 nChanged 83 SP:Iteration 60F (513.601673 sec): 3 clusters Score: Raw -1859238.827178 + Penalty 3186.855532 = -1856051.971646 nChanged 88 SP:Iteration 61Q (513.674805 sec): 3 clusters Score: Raw -1859256.481419 + Penalty 3186.855532 = -1856069.625886 nChanged 64 SP:Iteration 62Q (513.750225 sec): 3 clusters Score: Raw -1859266.000199 + Penalty 3186.855532 = -1856079.144667 nChanged 48 SP:Iteration 63Q (513.817139 sec): 3 clusters Score: Raw -1859274.227696 + Penalty 3186.855532 = -1856087.372164 nChanged 40 SP:Iteration 64Q (513.888010 sec): 3 clusters Score: Raw -1859281.174769 + Penalty 3186.855532 = -1856094.319237 nChanged 46 SP:Iteration 65Q (513.969083 sec): 3 clusters Score: Raw -1859288.836740 + Penalty 3186.855532 = -1856101.981208 nChanged 45 SP:Iteration 66Q (514.047841 sec): 3 clusters Score: Raw -1859297.086623 + Penalty 3186.855532 = -1856110.231090 nChanged 41 SP:Iteration 67Q (514.107725 sec): 3 clusters Score: Raw -1859303.406005 + Penalty 3186.855532 = -1856116.550473 nChanged 37 SP:Iteration 68Q (514.195551 sec): 3 clusters Score: Raw -1859308.442669 + Penalty 3186.855532 = -1856121.587137 nChanged 39 SP:Iteration 69Q (514.266725 sec): 3 clusters Score: Raw -1859313.958455 + Penalty 3186.855532 = -1856127.102923 nChanged 38 SP:Iteration 70Q (514.343262 sec): 3 clusters Score: Raw -1859319.011955 + Penalty 3186.855532 = -1856132.156423 nChanged 37 SP:Iteration 71Q (514.421278 sec): 3 clusters Score: Raw -1859324.038962 + Penalty 3186.855532 = -1856137.183430 nChanged 34 SP:Iteration 72Q (514.492086 sec): 3 clusters Score: Raw -1859328.538266 + Penalty 3186.855532 = -1856141.682734 nChanged 37 SP:Iteration 73Q (514.565903 sec): 3 clusters Score: Raw -1859333.884676 + Penalty 3186.855532 = -1856147.029144 nChanged 46 SP:Iteration 74Q (514.648564 sec): 3 clusters Score: Raw -1859339.917856 + Penalty 3186.855532 = -1856153.062324 nChanged 38 SP:Iteration 75Q (514.727527 sec): 3 clusters Score: Raw -1859344.512142 + Penalty 3186.855532 = -1856157.656610 nChanged 25 SP:Iteration 76Q (514.801898 sec): 3 clusters Score: Raw -1859346.595568 + Penalty 3186.855532 = -1856159.740036 nChanged 13 SP:Iteration 77Q (514.871574 sec): 3 clusters Score: Raw -1859348.184758 + Penalty 3186.855532 = -1856161.329226 nChanged 20 SP:Iteration 78Q (514.935578 sec): 3 clusters Score: Raw -1859350.714106 + Penalty 3186.855532 = -1856163.858574 nChanged 22 SP:Iteration 79Q (515.003774 sec): 3 clusters Score: Raw -1859353.674214 + Penalty 3186.855532 = -1856166.818682 nChanged 30 SP:Iteration 80F (515.085238 sec): 3 clusters Score: Raw -1859357.309878 + Penalty 3186.855532 = -1856170.454346 nChanged 26 SP:Iteration 81Q (515.150748 sec): 3 clusters Score: Raw -1859360.455045 + Penalty 3186.855532 = -1856173.599513 nChanged 21 SP:Iteration 82Q (515.235125 sec): 3 clusters Score: Raw -1859362.856389 + Penalty 3186.855532 = -1856176.000856 nChanged 21 SP:Iteration 83Q (515.298978 sec): 3 clusters Score: Raw -1859365.768020 + Penalty 3186.855532 = -1856178.912488 nChanged 26 SP:Iteration 84Q (515.381933 sec): 3 clusters Score: Raw -1859369.295968 + Penalty 3186.855532 = -1856182.440436 nChanged 28 SP:Iteration 85Q (515.457667 sec): 3 clusters Score: Raw -1859373.173611 + Penalty 3186.855532 = -1856186.318079 nChanged 34 SP:Iteration 86Q (515.533800 sec): 3 clusters Score: Raw -1859378.230023 + Penalty 3186.855532 = -1856191.374491 nChanged 39 SP:Iteration 87Q (515.603447 sec): 3 clusters Score: Raw -1859385.852759 + Penalty 3186.855532 = -1856198.997227 nChanged 35 SP:Iteration 88Q (515.670740 sec): 3 clusters Score: Raw -1859391.001892 + Penalty 3186.855532 = -1856204.146360 nChanged 28 SP:Iteration 89Q (515.751311 sec): 3 clusters Score: Raw -1859394.171231 + Penalty 3186.855532 = -1856207.315699 nChanged 22 SP:Iteration 90Q (515.823689 sec): 3 clusters Score: Raw -1859396.491548 + Penalty 3186.855532 = -1856209.636016 nChanged 15 SP:Iteration 91Q (515.894005 sec): 3 clusters Score: Raw -1859398.155516 + Penalty 3186.855532 = -1856211.299984 nChanged 7 SP:Iteration 92Q (515.968410 sec): 3 clusters Score: Raw -1859398.713908 + Penalty 3186.855532 = -1856211.858376 nChanged 6 SP:Iteration 93Q (516.046443 sec): 3 clusters Score: Raw -1859399.152056 + Penalty 3186.855532 = -1856212.296524 nChanged 3 SP:Iteration 94Q (516.117557 sec): 3 clusters Score: Raw -1859399.394221 + Penalty 3186.855532 = -1856212.538689 nChanged 4 SP:Iteration 95Q (516.184510 sec): 3 clusters Score: Raw -1859399.862268 + Penalty 3186.855532 = -1856213.006736 nChanged 3 SP:Iteration 96Q (516.264386 sec): 3 clusters Score: Raw -1859400.042756 + Penalty 3186.855532 = -1856213.187224 nChanged 1 SP:Iteration 97Q (516.338444 sec): 3 clusters Score: Raw -1859400.097660 + Penalty 3186.855532 = -1856213.242128 nChanged 1 SP:Iteration 98Q (516.412824 sec): 3 clusters Score: Raw -1859400.120660 + Penalty 3186.855532 = -1856213.265128 nChanged 0 SP:Iteration 99F (516.476712 sec): 3 clusters Score: Raw -1859400.120660 + Penalty 3186.855532 = -1856213.265128 nChanged 0 Trying to split cluster 15 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (516.507482 sec): 2 clusters Score: Raw -28866.877887 + Penalty 938.868503 = -27928.009384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (516.549539 sec): 3 clusters Score: Raw -28929.973839 + Penalty 1877.737005 = -27052.236834 nChanged 61 SP:Iteration 1F (516.592413 sec): 3 clusters Score: Raw -29057.724755 + Penalty 1877.737005 = -27179.987750 nChanged 17 SP:Iteration 2F (516.635575 sec): 3 clusters Score: Raw -29101.526294 + Penalty 1877.737005 = -27223.789289 nChanged 10 SP:Iteration 3Q (516.678755 sec): 3 clusters Score: Raw -29127.344877 + Penalty 1877.737005 = -27249.607872 nChanged 3 SP:Iteration 4Q (516.723097 sec): 3 clusters Score: Raw -29138.388357 + Penalty 1877.737005 = -27260.651352 nChanged 6 SP:Iteration 5Q (516.772998 sec): 3 clusters Score: Raw -29155.114672 + Penalty 1877.737005 = -27277.377667 nChanged 4 SP:Iteration 6Q (516.814731 sec): 3 clusters Score: Raw -29164.089966 + Penalty 1877.737005 = -27286.352961 nChanged 3 SP:Iteration 7Q (516.857707 sec): 3 clusters Score: Raw -29171.095317 + Penalty 1877.737005 = -27293.358312 nChanged 3 SP:Iteration 8Q (516.901765 sec): 3 clusters Score: Raw -29174.792087 + Penalty 1877.737005 = -27297.055082 nChanged 0 SP:Iteration 9F (516.944689 sec): 3 clusters Score: Raw -29174.792087 + Penalty 1877.737005 = -27297.055082 nChanged 0 Trying to split cluster 16 (1760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (516.969858 sec): 2 clusters Score: Raw -177456.605409 + Penalty 1214.373727 = -176242.231682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (517.024928 sec): 3 clusters Score: Raw -176754.314209 + Penalty 2428.747454 = -174325.566756 nChanged 588 SP:Iteration 1F (517.069574 sec): 3 clusters Score: Raw -177159.567066 + Penalty 2428.747454 = -174730.819612 nChanged 132 SP:Iteration 2F (517.127842 sec): 3 clusters Score: Raw -177254.599127 + Penalty 2428.747454 = -174825.851674 nChanged 79 SP:Iteration 3Q (517.169868 sec): 3 clusters Score: Raw -177324.494488 + Penalty 2428.747454 = -174895.747035 nChanged 61 SP:Iteration 4Q (517.213084 sec): 3 clusters Score: Raw -177383.191384 + Penalty 2428.747454 = -174954.443930 nChanged 63 SP:Iteration 5Q (517.261652 sec): 3 clusters Score: Raw -177440.622571 + Penalty 2428.747454 = -175011.875118 nChanged 49 SP:Iteration 6Q (517.317249 sec): 3 clusters Score: Raw -177482.839929 + Penalty 2428.747454 = -175054.092476 nChanged 35 SP:Iteration 7Q (517.360898 sec): 3 clusters Score: Raw -177518.295141 + Penalty 2428.747454 = -175089.547687 nChanged 35 SP:Iteration 8Q (517.407154 sec): 3 clusters Score: Raw -177544.274032 + Penalty 2428.747454 = -175115.526579 nChanged 28 SP:Iteration 9Q (517.458288 sec): 3 clusters Score: Raw -177561.676562 + Penalty 2428.747454 = -175132.929109 nChanged 34 SP:Iteration 10Q (517.499494 sec): 3 clusters Score: Raw -177579.435110 + Penalty 2428.747454 = -175150.687656 nChanged 23 SP:Iteration 11Q (517.559150 sec): 3 clusters Score: Raw -177594.637785 + Penalty 2428.747454 = -175165.890332 nChanged 22 SP:Iteration 12Q (517.606321 sec): 3 clusters Score: Raw -177609.191837 + Penalty 2428.747454 = -175180.444383 nChanged 19 SP:Iteration 13Q (517.646234 sec): 3 clusters Score: Raw -177618.206443 + Penalty 2428.747454 = -175189.458989 nChanged 13 SP:Iteration 14Q (517.697180 sec): 3 clusters Score: Raw -177624.881828 + Penalty 2428.747454 = -175196.134375 nChanged 11 SP:Iteration 15Q (517.754381 sec): 3 clusters Score: Raw -177629.239388 + Penalty 2428.747454 = -175200.491935 nChanged 7 SP:Iteration 16Q (517.800298 sec): 3 clusters Score: Raw -177632.509034 + Penalty 2428.747454 = -175203.761581 nChanged 4 SP:Iteration 17Q (517.844134 sec): 3 clusters Score: Raw -177634.314291 + Penalty 2428.747454 = -175205.566837 nChanged 6 SP:Iteration 18Q (517.895612 sec): 3 clusters Score: Raw -177636.490122 + Penalty 2428.747454 = -175207.742668 nChanged 8 SP:Iteration 19Q (517.936090 sec): 3 clusters Score: Raw -177644.362361 + Penalty 2428.747454 = -175215.614907 nChanged 15 SP:Iteration 20F (517.990274 sec): 3 clusters Score: Raw -177658.840922 + Penalty 2428.747454 = -175230.093468 nChanged 21 SP:Iteration 21Q (518.036402 sec): 3 clusters Score: Raw -177672.064422 + Penalty 2428.747454 = -175243.316969 nChanged 20 SP:Iteration 22Q (518.088719 sec): 3 clusters Score: Raw -177688.522256 + Penalty 2428.747454 = -175259.774803 nChanged 15 SP:Iteration 23Q (518.132775 sec): 3 clusters Score: Raw -177697.282728 + Penalty 2428.747454 = -175268.535274 nChanged 13 SP:Iteration 24Q (518.185298 sec): 3 clusters Score: Raw -177704.004927 + Penalty 2428.747454 = -175275.257473 nChanged 15 SP:Iteration 25Q (518.222385 sec): 3 clusters Score: Raw -177714.925000 + Penalty 2428.747454 = -175286.177546 nChanged 19 SP:Iteration 26Q (518.272273 sec): 3 clusters Score: Raw -177728.352895 + Penalty 2428.747454 = -175299.605442 nChanged 16 SP:Iteration 27Q (518.313981 sec): 3 clusters Score: Raw -177738.053410 + Penalty 2428.747454 = -175309.305956 nChanged 14 SP:Iteration 28Q (518.366250 sec): 3 clusters Score: Raw -177746.600234 + Penalty 2428.747454 = -175317.852781 nChanged 8 SP:Iteration 29Q (518.417539 sec): 3 clusters Score: Raw -177750.301539 + Penalty 2428.747454 = -175321.554085 nChanged 4 SP:Iteration 30Q (518.460533 sec): 3 clusters Score: Raw -177751.954557 + Penalty 2428.747454 = -175323.207103 nChanged 2 SP:Iteration 31Q (518.510899 sec): 3 clusters Score: Raw -177752.324005 + Penalty 2428.747454 = -175323.576551 nChanged 1 SP:Iteration 32Q (518.566361 sec): 3 clusters Score: Raw -177752.601542 + Penalty 2428.747454 = -175323.854089 nChanged 0 SP:Iteration 33F (518.617592 sec): 3 clusters Score: Raw -177752.601542 + Penalty 2428.747454 = -175323.854089 nChanged 0 Trying to split cluster 17 (5603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (518.650505 sec): 2 clusters Score: Raw -595789.428968 + Penalty 1402.546835 = -594386.882133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (518.704473 sec): 3 clusters Score: Raw -592761.786572 + Penalty 2805.093670 = -589956.692901 nChanged 2408 SP:Iteration 1F (518.752837 sec): 3 clusters Score: Raw -594141.691631 + Penalty 2805.093670 = -591336.597961 nChanged 373 SP:Iteration 2F (518.806172 sec): 3 clusters Score: Raw -594352.445046 + Penalty 2805.093670 = -591547.351376 nChanged 301 SP:Iteration 3F (518.868698 sec): 3 clusters Score: Raw -594511.313338 + Penalty 2805.093670 = -591706.219668 nChanged 254 SP:Iteration 4Q (518.921789 sec): 3 clusters Score: Raw -594636.847540 + Penalty 2805.093670 = -591831.753870 nChanged 203 SP:Iteration 5Q (518.971916 sec): 3 clusters Score: Raw -594736.767407 + Penalty 2805.093670 = -591931.673736 nChanged 181 SP:Iteration 6Q (519.023462 sec): 3 clusters Score: Raw -594835.648714 + Penalty 2805.093670 = -592030.555044 nChanged 180 SP:Iteration 7Q (519.076900 sec): 3 clusters Score: Raw -594938.555367 + Penalty 2805.093670 = -592133.461697 nChanged 187 SP:Iteration 8Q (519.128231 sec): 3 clusters Score: Raw -595064.246628 + Penalty 2805.093670 = -592259.152958 nChanged 186 SP:Iteration 9Q (519.192267 sec): 3 clusters Score: Raw -595167.615707 + Penalty 2805.093670 = -592362.522037 nChanged 150 SP:Iteration 10Q (519.252660 sec): 3 clusters Score: Raw -595237.941513 + Penalty 2805.093670 = -592432.847843 nChanged 132 SP:Iteration 11Q (519.309586 sec): 3 clusters Score: Raw -595302.567764 + Penalty 2805.093670 = -592497.474094 nChanged 142 SP:Iteration 12Q (519.365020 sec): 3 clusters Score: Raw -595375.971189 + Penalty 2805.093670 = -592570.877518 nChanged 123 SP:Iteration 13Q (519.414792 sec): 3 clusters Score: Raw -595435.360879 + Penalty 2805.093670 = -592630.267209 nChanged 118 SP:Iteration 14Q (519.472189 sec): 3 clusters Score: Raw -595498.756950 + Penalty 2805.093670 = -592693.663280 nChanged 116 SP:Iteration 15Q (519.539352 sec): 3 clusters Score: Raw -595557.023167 + Penalty 2805.093670 = -592751.929497 nChanged 105 SP:Iteration 16Q (519.589436 sec): 3 clusters Score: Raw -595606.131054 + Penalty 2805.093670 = -592801.037384 nChanged 98 SP:Iteration 17Q (519.656437 sec): 3 clusters Score: Raw -595652.746538 + Penalty 2805.093670 = -592847.652868 nChanged 79 SP:Iteration 18Q (519.713424 sec): 3 clusters Score: Raw -595681.641473 + Penalty 2805.093670 = -592876.547803 nChanged 62 SP:Iteration 19Q (519.765959 sec): 3 clusters Score: Raw -595706.026669 + Penalty 2805.093670 = -592900.932998 nChanged 57 SP:Iteration 20F (519.818719 sec): 3 clusters Score: Raw -595726.486326 + Penalty 2805.093670 = -592921.392655 nChanged 46 SP:Iteration 21Q (519.874411 sec): 3 clusters Score: Raw -595745.037881 + Penalty 2805.093670 = -592939.944210 nChanged 52 SP:Iteration 22Q (519.928014 sec): 3 clusters Score: Raw -595760.975331 + Penalty 2805.093670 = -592955.881661 nChanged 46 SP:Iteration 23Q (519.984140 sec): 3 clusters Score: Raw -595777.434119 + Penalty 2805.093670 = -592972.340448 nChanged 49 SP:Iteration 24Q (520.042346 sec): 3 clusters Score: Raw -595798.579654 + Penalty 2805.093670 = -592993.485984 nChanged 47 SP:Iteration 25Q (520.094890 sec): 3 clusters Score: Raw -595818.379383 + Penalty 2805.093670 = -593013.285713 nChanged 43 SP:Iteration 26Q (520.140315 sec): 3 clusters Score: Raw -595831.594450 + Penalty 2805.093670 = -593026.500779 nChanged 41 SP:Iteration 27Q (520.199704 sec): 3 clusters Score: Raw -595844.771722 + Penalty 2805.093670 = -593039.678051 nChanged 30 SP:Iteration 28Q (520.246161 sec): 3 clusters Score: Raw -595852.584649 + Penalty 2805.093670 = -593047.490979 nChanged 22 SP:Iteration 29Q (520.315172 sec): 3 clusters Score: Raw -595858.237195 + Penalty 2805.093670 = -593053.143524 nChanged 25 SP:Iteration 30Q (520.373017 sec): 3 clusters Score: Raw -595866.445923 + Penalty 2805.093670 = -593061.352252 nChanged 26 SP:Iteration 31Q (520.425163 sec): 3 clusters Score: Raw -595871.772184 + Penalty 2805.093670 = -593066.678513 nChanged 17 SP:Iteration 32Q (520.482160 sec): 3 clusters Score: Raw -595874.621688 + Penalty 2805.093670 = -593069.528018 nChanged 12 SP:Iteration 33Q (520.537371 sec): 3 clusters Score: Raw -595876.962684 + Penalty 2805.093670 = -593071.869013 nChanged 11 SP:Iteration 34Q (520.578231 sec): 3 clusters Score: Raw -595878.762315 + Penalty 2805.093670 = -593073.668644 nChanged 5 SP:Iteration 35Q (520.636701 sec): 3 clusters Score: Raw -595879.563328 + Penalty 2805.093670 = -593074.469657 nChanged 2 SP:Iteration 36Q (520.691815 sec): 3 clusters Score: Raw -595880.167069 + Penalty 2805.093670 = -593075.073399 nChanged 2 SP:Iteration 37Q (520.750944 sec): 3 clusters Score: Raw -595880.501811 + Penalty 2805.093670 = -593075.408141 nChanged 5 SP:Iteration 38Q (520.803573 sec): 3 clusters Score: Raw -595881.129037 + Penalty 2805.093670 = -593076.035367 nChanged 5 SP:Iteration 39Q (520.850526 sec): 3 clusters Score: Raw -595882.208212 + Penalty 2805.093670 = -593077.114542 nChanged 6 SP:Iteration 40F (520.906695 sec): 3 clusters Score: Raw -595883.152447 + Penalty 2805.093670 = -593078.058777 nChanged 4 SP:Iteration 41Q (520.960025 sec): 3 clusters Score: Raw -595884.125874 + Penalty 2805.093670 = -593079.032203 nChanged 6 SP:Iteration 42Q (521.011419 sec): 3 clusters Score: Raw -595884.917096 + Penalty 2805.093670 = -593079.823425 nChanged 3 SP:Iteration 43Q (521.065759 sec): 3 clusters Score: Raw -595885.480649 + Penalty 2805.093670 = -593080.386978 nChanged 3 SP:Iteration 44Q (521.130982 sec): 3 clusters Score: Raw -595886.581554 + Penalty 2805.093670 = -593081.487883 nChanged 8 SP:Iteration 45Q (521.176791 sec): 3 clusters Score: Raw -595888.017265 + Penalty 2805.093670 = -593082.923594 nChanged 3 SP:Iteration 46Q (521.231231 sec): 3 clusters Score: Raw -595888.843408 + Penalty 2805.093670 = -593083.749737 nChanged 2 SP:Iteration 47Q (521.290485 sec): 3 clusters Score: Raw -595889.517291 + Penalty 2805.093670 = -593084.423621 nChanged 1 SP:Iteration 48Q (521.346016 sec): 3 clusters Score: Raw -595889.784233 + Penalty 2805.093670 = -593084.690563 nChanged 3 SP:Iteration 49Q (521.398145 sec): 3 clusters Score: Raw -595890.529160 + Penalty 2805.093670 = -593085.435490 nChanged 4 SP:Iteration 50Q (521.453041 sec): 3 clusters Score: Raw -595891.085079 + Penalty 2805.093670 = -593085.991409 nChanged 4 SP:Iteration 51Q (521.510679 sec): 3 clusters Score: Raw -595891.715773 + Penalty 2805.093670 = -593086.622102 nChanged 3 SP:Iteration 52Q (521.560054 sec): 3 clusters Score: Raw -595891.983752 + Penalty 2805.093670 = -593086.890081 nChanged 2 SP:Iteration 53Q (521.625403 sec): 3 clusters Score: Raw -595892.171185 + Penalty 2805.093670 = -593087.077514 nChanged 3 SP:Iteration 54Q (521.674686 sec): 3 clusters Score: Raw -595892.638447 + Penalty 2805.093670 = -593087.544776 nChanged 6 SP:Iteration 55Q (521.726760 sec): 3 clusters Score: Raw -595893.627437 + Penalty 2805.093670 = -593088.533766 nChanged 5 SP:Iteration 56Q (521.773088 sec): 3 clusters Score: Raw -595894.781611 + Penalty 2805.093670 = -593089.687940 nChanged 7 SP:Iteration 57Q (521.825287 sec): 3 clusters Score: Raw -595896.265121 + Penalty 2805.093670 = -593091.171450 nChanged 10 SP:Iteration 58Q (521.876690 sec): 3 clusters Score: Raw -595898.006325 + Penalty 2805.093670 = -593092.912654 nChanged 9 SP:Iteration 59Q (521.938350 sec): 3 clusters Score: Raw -595899.976462 + Penalty 2805.093670 = -593094.882792 nChanged 6 SP:Iteration 60F (521.986693 sec): 3 clusters Score: Raw -595902.052696 + Penalty 2805.093670 = -593096.959026 nChanged 8 SP:Iteration 61Q (522.042781 sec): 3 clusters Score: Raw -595904.732423 + Penalty 2805.093670 = -593099.638752 nChanged 6 SP:Iteration 62Q (522.095720 sec): 3 clusters Score: Raw -595907.006860 + Penalty 2805.093670 = -593101.913189 nChanged 8 SP:Iteration 63Q (522.154665 sec): 3 clusters Score: Raw -595908.369174 + Penalty 2805.093670 = -593103.275504 nChanged 5 SP:Iteration 64Q (522.203927 sec): 3 clusters Score: Raw -595909.191006 + Penalty 2805.093670 = -593104.097336 nChanged 5 SP:Iteration 65Q (522.262355 sec): 3 clusters Score: Raw -595910.343331 + Penalty 2805.093670 = -593105.249661 nChanged 4 SP:Iteration 66Q (522.314002 sec): 3 clusters Score: Raw -595911.137892 + Penalty 2805.093670 = -593106.044221 nChanged 5 SP:Iteration 67Q (522.371824 sec): 3 clusters Score: Raw -595912.547425 + Penalty 2805.093670 = -593107.453754 nChanged 9 SP:Iteration 68Q (522.430127 sec): 3 clusters Score: Raw -595914.015760 + Penalty 2805.093670 = -593108.922090 nChanged 6 SP:Iteration 69Q (522.472482 sec): 3 clusters Score: Raw -595915.251092 + Penalty 2805.093670 = -593110.157421 nChanged 4 SP:Iteration 70Q (522.527979 sec): 3 clusters Score: Raw -595916.427473 + Penalty 2805.093670 = -593111.333803 nChanged 8 SP:Iteration 71Q (522.588169 sec): 3 clusters Score: Raw -595918.091422 + Penalty 2805.093670 = -593112.997751 nChanged 4 SP:Iteration 72Q (522.645823 sec): 3 clusters Score: Raw -595919.123369 + Penalty 2805.093670 = -593114.029698 nChanged 4 SP:Iteration 73Q (522.706293 sec): 3 clusters Score: Raw -595920.009829 + Penalty 2805.093670 = -593114.916158 nChanged 3 SP:Iteration 74Q (522.759692 sec): 3 clusters Score: Raw -595920.394699 + Penalty 2805.093670 = -593115.301028 nChanged 2 SP:Iteration 75Q (522.814241 sec): 3 clusters Score: Raw -595920.836258 + Penalty 2805.093670 = -593115.742588 nChanged 4 SP:Iteration 76Q (522.859996 sec): 3 clusters Score: Raw -595921.965448 + Penalty 2805.093670 = -593116.871777 nChanged 4 SP:Iteration 77Q (522.916914 sec): 3 clusters Score: Raw -595922.815408 + Penalty 2805.093670 = -593117.721738 nChanged 6 SP:Iteration 78Q (522.979524 sec): 3 clusters Score: Raw -595923.961710 + Penalty 2805.093670 = -593118.868039 nChanged 4 SP:Iteration 79Q (523.031955 sec): 3 clusters Score: Raw -595925.017228 + Penalty 2805.093670 = -593119.923558 nChanged 7 SP:Iteration 80F (523.077187 sec): 3 clusters Score: Raw -595927.087557 + Penalty 2805.093670 = -593121.993887 nChanged 9 SP:Iteration 81Q (523.136891 sec): 3 clusters Score: Raw -595930.137586 + Penalty 2805.093670 = -593125.043916 nChanged 7 SP:Iteration 82Q (523.190432 sec): 3 clusters Score: Raw -595931.791135 + Penalty 2805.093670 = -593126.697465 nChanged 3 SP:Iteration 83Q (523.240154 sec): 3 clusters Score: Raw -595932.233690 + Penalty 2805.093670 = -593127.140020 nChanged 2 SP:Iteration 84Q (523.303339 sec): 3 clusters Score: Raw -595932.481949 + Penalty 2805.093670 = -593127.388279 nChanged 2 SP:Iteration 85Q (523.362992 sec): 3 clusters Score: Raw -595932.930096 + Penalty 2805.093670 = -593127.836426 nChanged 4 SP:Iteration 86Q (523.414260 sec): 3 clusters Score: Raw -595933.839933 + Penalty 2805.093670 = -593128.746263 nChanged 5 SP:Iteration 87Q (523.451415 sec): 3 clusters Score: Raw -595935.167464 + Penalty 2805.093670 = -593130.073793 nChanged 5 SP:Iteration 88Q (523.520410 sec): 3 clusters Score: Raw -595936.526209 + Penalty 2805.093670 = -593131.432539 nChanged 4 SP:Iteration 89Q (523.572460 sec): 3 clusters Score: Raw -595937.189416 + Penalty 2805.093670 = -593132.095746 nChanged 3 SP:Iteration 90Q (523.632910 sec): 3 clusters Score: Raw -595937.554614 + Penalty 2805.093670 = -593132.460944 nChanged 1 SP:Iteration 91Q (523.683976 sec): 3 clusters Score: Raw -595938.121562 + Penalty 2805.093670 = -593133.027892 nChanged 4 SP:Iteration 92Q (523.731452 sec): 3 clusters Score: Raw -595939.344606 + Penalty 2805.093670 = -593134.250936 nChanged 3 SP:Iteration 93Q (523.787196 sec): 3 clusters Score: Raw -595940.198240 + Penalty 2805.093670 = -593135.104569 nChanged 3 SP:Iteration 94Q (523.836683 sec): 3 clusters Score: Raw -595940.804107 + Penalty 2805.093670 = -593135.710436 nChanged 3 SP:Iteration 95Q (523.881821 sec): 3 clusters Score: Raw -595941.417644 + Penalty 2805.093670 = -593136.323973 nChanged 5 SP:Iteration 96Q (523.947538 sec): 3 clusters Score: Raw -595942.324624 + Penalty 2805.093670 = -593137.230953 nChanged 8 SP:Iteration 97Q (523.991866 sec): 3 clusters Score: Raw -595944.339924 + Penalty 2805.093670 = -593139.246253 nChanged 5 SP:Iteration 98Q (524.057199 sec): 3 clusters Score: Raw -595945.370419 + Penalty 2805.093670 = -593140.276749 nChanged 5 SP:Iteration 99Q (524.103358 sec): 3 clusters Score: Raw -595946.376867 + Penalty 2805.093670 = -593141.283196 nChanged 5 SP:Iteration 100F (524.152328 sec): 3 clusters Score: Raw -595947.118921 + Penalty 2805.093670 = -593142.025251 nChanged 2 SP:Iteration 101Q (524.204339 sec): 3 clusters Score: Raw -595947.739813 + Penalty 2805.093670 = -593142.646142 nChanged 4 SP:Iteration 102Q (524.256928 sec): 3 clusters Score: Raw -595948.586518 + Penalty 2805.093670 = -593143.492847 nChanged 3 SP:Iteration 103Q (524.308622 sec): 3 clusters Score: Raw -595949.231109 + Penalty 2805.093670 = -593144.137439 nChanged 2 SP:Iteration 104Q (524.370676 sec): 3 clusters Score: Raw -595949.444353 + Penalty 2805.093670 = -593144.350683 nChanged 0 SP:Iteration 105F (524.415304 sec): 3 clusters Score: Raw -595949.444353 + Penalty 2805.093670 = -593144.350683 nChanged 0 Trying to split cluster 18 (1486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (524.444736 sec): 2 clusters Score: Raw -143326.155285 + Penalty 1186.874524 = -142139.280761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (524.492816 sec): 3 clusters Score: Raw -142743.802614 + Penalty 2373.749048 = -140370.053566 nChanged 500 SP:Iteration 1F (524.530402 sec): 3 clusters Score: Raw -143104.008179 + Penalty 2373.749048 = -140730.259131 nChanged 120 SP:Iteration 2F (524.579676 sec): 3 clusters Score: Raw -143202.925707 + Penalty 2373.749048 = -140829.176659 nChanged 68 SP:Iteration 3Q (524.622914 sec): 3 clusters Score: Raw -143256.613495 + Penalty 2373.749048 = -140882.864447 nChanged 48 SP:Iteration 4Q (524.681092 sec): 3 clusters Score: Raw -143289.262711 + Penalty 2373.749048 = -140915.513662 nChanged 30 SP:Iteration 5Q (524.722256 sec): 3 clusters Score: Raw -143308.141650 + Penalty 2373.749048 = -140934.392602 nChanged 20 SP:Iteration 6Q (524.764220 sec): 3 clusters Score: Raw -143320.440707 + Penalty 2373.749048 = -140946.691659 nChanged 16 SP:Iteration 7Q (524.810732 sec): 3 clusters Score: Raw -143330.694479 + Penalty 2373.749048 = -140956.945431 nChanged 17 SP:Iteration 8Q (524.863758 sec): 3 clusters Score: Raw -143345.826164 + Penalty 2373.749048 = -140972.077116 nChanged 19 SP:Iteration 9Q (524.908414 sec): 3 clusters Score: Raw -143354.146047 + Penalty 2373.749048 = -140980.396999 nChanged 9 SP:Iteration 10Q (524.943566 sec): 3 clusters Score: Raw -143358.508473 + Penalty 2373.749048 = -140984.759424 nChanged 5 SP:Iteration 11Q (524.992988 sec): 3 clusters Score: Raw -143361.943159 + Penalty 2373.749048 = -140988.194110 nChanged 4 SP:Iteration 12Q (525.041801 sec): 3 clusters Score: Raw -143363.702834 + Penalty 2373.749048 = -140989.953785 nChanged 2 SP:Iteration 13Q (525.080464 sec): 3 clusters Score: Raw -143364.173171 + Penalty 2373.749048 = -140990.424123 nChanged 1 SP:Iteration 14Q (525.126657 sec): 3 clusters Score: Raw -143364.289050 + Penalty 2373.749048 = -140990.540002 nChanged 0 SP:Iteration 15F (525.175703 sec): 3 clusters Score: Raw -143364.289050 + Penalty 2373.749048 = -140990.540002 nChanged 0 Trying to split cluster 19 (3229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (525.203097 sec): 2 clusters Score: Raw -344582.331405 + Penalty 1312.988263 = -343269.343142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (525.255252 sec): 3 clusters Score: Raw -343045.777966 + Penalty 2625.976525 = -340419.801441 nChanged 1238 SP:Iteration 1F (525.304877 sec): 3 clusters Score: Raw -343727.049582 + Penalty 2625.976525 = -341101.073057 nChanged 238 SP:Iteration 2F (525.354690 sec): 3 clusters Score: Raw -343858.644256 + Penalty 2625.976525 = -341232.667731 nChanged 147 SP:Iteration 3Q (525.397852 sec): 3 clusters Score: Raw -343942.553351 + Penalty 2625.976525 = -341316.576825 nChanged 123 SP:Iteration 4Q (525.454587 sec): 3 clusters Score: Raw -344016.664451 + Penalty 2625.976525 = -341390.687926 nChanged 133 SP:Iteration 5Q (525.507787 sec): 3 clusters Score: Raw -344118.276395 + Penalty 2625.976525 = -341492.299869 nChanged 153 SP:Iteration 6Q (525.546930 sec): 3 clusters Score: Raw -344276.483583 + Penalty 2625.976525 = -341650.507058 nChanged 184 SP:Iteration 7F (525.603558 sec): 3 clusters Score: Raw -344479.940434 + Penalty 2625.976525 = -341853.963908 nChanged 204 SP:Iteration 8F (525.653106 sec): 3 clusters Score: Raw -344739.802786 + Penalty 2625.976525 = -342113.826261 nChanged 199 SP:Iteration 9F (525.695721 sec): 3 clusters Score: Raw -344973.903316 + Penalty 2625.976525 = -342347.926791 nChanged 184 SP:Iteration 10F (525.748679 sec): 3 clusters Score: Raw -345172.118100 + Penalty 2625.976525 = -342546.141575 nChanged 114 SP:Iteration 11Q (525.805029 sec): 3 clusters Score: Raw -345264.305902 + Penalty 2625.976525 = -342638.329377 nChanged 70 SP:Iteration 12Q (525.854606 sec): 3 clusters Score: Raw -345308.782823 + Penalty 2625.976525 = -342682.806297 nChanged 50 SP:Iteration 13Q (525.904422 sec): 3 clusters Score: Raw -345338.374460 + Penalty 2625.976525 = -342712.397934 nChanged 34 SP:Iteration 14Q (525.942754 sec): 3 clusters Score: Raw -345356.263110 + Penalty 2625.976525 = -342730.286584 nChanged 19 SP:Iteration 15Q (525.990738 sec): 3 clusters Score: Raw -345366.288903 + Penalty 2625.976525 = -342740.312377 nChanged 16 SP:Iteration 16Q (526.039954 sec): 3 clusters Score: Raw -345374.407717 + Penalty 2625.976525 = -342748.431192 nChanged 13 SP:Iteration 17Q (526.100414 sec): 3 clusters Score: Raw -345381.235467 + Penalty 2625.976525 = -342755.258942 nChanged 6 SP:Iteration 18Q (526.139750 sec): 3 clusters Score: Raw -345386.527537 + Penalty 2625.976525 = -342760.551012 nChanged 12 SP:Iteration 19Q (526.189392 sec): 3 clusters Score: Raw -345393.171812 + Penalty 2625.976525 = -342767.195287 nChanged 8 SP:Iteration 20F (526.243469 sec): 3 clusters Score: Raw -345396.059158 + Penalty 2625.976525 = -342770.082632 nChanged 3 SP:Iteration 21Q (526.287431 sec): 3 clusters Score: Raw -345397.147816 + Penalty 2625.976525 = -342771.171291 nChanged 2 SP:Iteration 22Q (526.331187 sec): 3 clusters Score: Raw -345397.727652 + Penalty 2625.976525 = -342771.751127 nChanged 0 SP:Iteration 23F (526.379128 sec): 3 clusters Score: Raw -345397.727652 + Penalty 2625.976525 = -342771.751127 nChanged 0 Trying to split cluster 20 (10932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (526.417056 sec): 2 clusters Score: Raw -1160054.473765 + Penalty 1511.160551 = -1158543.313213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (526.483718 sec): 3 clusters Score: Raw -1153869.423897 + Penalty 3022.321103 = -1150847.102794 nChanged 4736 SP:Iteration 1F (526.549358 sec): 3 clusters Score: Raw -1156692.893224 + Penalty 3022.321103 = -1153670.572121 nChanged 770 SP:Iteration 2F (526.611070 sec): 3 clusters Score: Raw -1157188.077445 + Penalty 3022.321103 = -1154165.756342 nChanged 731 SP:Iteration 3F (526.678377 sec): 3 clusters Score: Raw -1157688.397693 + Penalty 3022.321103 = -1154666.076591 nChanged 709 SP:Iteration 4F (526.757106 sec): 3 clusters Score: Raw -1158211.473641 + Penalty 3022.321103 = -1155189.152538 nChanged 653 SP:Iteration 5F (526.813047 sec): 3 clusters Score: Raw -1158642.192068 + Penalty 3022.321103 = -1155619.870965 nChanged 510 SP:Iteration 6Q (526.880197 sec): 3 clusters Score: Raw -1158933.452909 + Penalty 3022.321103 = -1155911.131807 nChanged 402 SP:Iteration 7Q (526.952856 sec): 3 clusters Score: Raw -1159100.765602 + Penalty 3022.321103 = -1156078.444499 nChanged 276 SP:Iteration 8Q (527.009064 sec): 3 clusters Score: Raw -1159181.849563 + Penalty 3022.321103 = -1156159.528460 nChanged 200 SP:Iteration 9Q (527.073082 sec): 3 clusters Score: Raw -1159239.699555 + Penalty 3022.321103 = -1156217.378453 nChanged 157 SP:Iteration 10Q (527.145694 sec): 3 clusters Score: Raw -1159282.236792 + Penalty 3022.321103 = -1156259.915689 nChanged 131 SP:Iteration 11Q (527.214344 sec): 3 clusters Score: Raw -1159315.784039 + Penalty 3022.321103 = -1156293.462936 nChanged 124 SP:Iteration 12Q (527.282764 sec): 3 clusters Score: Raw -1159343.941669 + Penalty 3022.321103 = -1156321.620566 nChanged 93 SP:Iteration 13Q (527.346189 sec): 3 clusters Score: Raw -1159364.527992 + Penalty 3022.321103 = -1156342.206889 nChanged 76 SP:Iteration 14Q (527.401719 sec): 3 clusters Score: Raw -1159379.402234 + Penalty 3022.321103 = -1156357.081131 nChanged 45 SP:Iteration 15Q (527.476297 sec): 3 clusters Score: Raw -1159387.303408 + Penalty 3022.321103 = -1156364.982306 nChanged 42 SP:Iteration 16Q (527.534035 sec): 3 clusters Score: Raw -1159395.990669 + Penalty 3022.321103 = -1156373.669567 nChanged 45 SP:Iteration 17Q (527.593695 sec): 3 clusters Score: Raw -1159403.392083 + Penalty 3022.321103 = -1156381.070980 nChanged 45 SP:Iteration 18Q (527.655755 sec): 3 clusters Score: Raw -1159410.731856 + Penalty 3022.321103 = -1156388.410753 nChanged 39 SP:Iteration 19Q (527.729567 sec): 3 clusters Score: Raw -1159417.303184 + Penalty 3022.321103 = -1156394.982081 nChanged 36 SP:Iteration 20F (527.788871 sec): 3 clusters Score: Raw -1159423.958767 + Penalty 3022.321103 = -1156401.637664 nChanged 38 SP:Iteration 21Q (527.841814 sec): 3 clusters Score: Raw -1159432.113224 + Penalty 3022.321103 = -1156409.792121 nChanged 45 SP:Iteration 22Q (527.908284 sec): 3 clusters Score: Raw -1159440.171618 + Penalty 3022.321103 = -1156417.850515 nChanged 51 SP:Iteration 23Q (527.980023 sec): 3 clusters Score: Raw -1159447.980569 + Penalty 3022.321103 = -1156425.659466 nChanged 42 SP:Iteration 24Q (528.038023 sec): 3 clusters Score: Raw -1159455.029831 + Penalty 3022.321103 = -1156432.708729 nChanged 46 SP:Iteration 25Q (528.113174 sec): 3 clusters Score: Raw -1159464.385218 + Penalty 3022.321103 = -1156442.064115 nChanged 44 SP:Iteration 26Q (528.181513 sec): 3 clusters Score: Raw -1159471.539213 + Penalty 3022.321103 = -1156449.218110 nChanged 39 SP:Iteration 27Q (528.232126 sec): 3 clusters Score: Raw -1159478.651232 + Penalty 3022.321103 = -1156456.330129 nChanged 51 SP:Iteration 28Q (528.295954 sec): 3 clusters Score: Raw -1159489.068439 + Penalty 3022.321103 = -1156466.747336 nChanged 59 SP:Iteration 29Q (528.360388 sec): 3 clusters Score: Raw -1159500.494411 + Penalty 3022.321103 = -1156478.173308 nChanged 55 SP:Iteration 30Q (528.433566 sec): 3 clusters Score: Raw -1159511.284833 + Penalty 3022.321103 = -1156488.963730 nChanged 55 SP:Iteration 31Q (528.501570 sec): 3 clusters Score: Raw -1159521.930481 + Penalty 3022.321103 = -1156499.609379 nChanged 58 SP:Iteration 32Q (528.557276 sec): 3 clusters Score: Raw -1159530.999619 + Penalty 3022.321103 = -1156508.678517 nChanged 50 SP:Iteration 33Q (528.622710 sec): 3 clusters Score: Raw -1159539.407351 + Penalty 3022.321103 = -1156517.086248 nChanged 49 SP:Iteration 34Q (528.694626 sec): 3 clusters Score: Raw -1159546.283430 + Penalty 3022.321103 = -1156523.962327 nChanged 35 SP:Iteration 35Q (528.762110 sec): 3 clusters Score: Raw -1159551.302104 + Penalty 3022.321103 = -1156528.981001 nChanged 39 SP:Iteration 36Q (528.815662 sec): 3 clusters Score: Raw -1159556.676617 + Penalty 3022.321103 = -1156534.355514 nChanged 38 SP:Iteration 37Q (528.887591 sec): 3 clusters Score: Raw -1159562.695400 + Penalty 3022.321103 = -1156540.374298 nChanged 35 SP:Iteration 38Q (528.939303 sec): 3 clusters Score: Raw -1159566.853775 + Penalty 3022.321103 = -1156544.532672 nChanged 29 SP:Iteration 39Q (529.003250 sec): 3 clusters Score: Raw -1159571.282570 + Penalty 3022.321103 = -1156548.961467 nChanged 33 SP:Iteration 40F (529.084046 sec): 3 clusters Score: Raw -1159576.545013 + Penalty 3022.321103 = -1156554.223910 nChanged 31 SP:Iteration 41Q (529.141128 sec): 3 clusters Score: Raw -1159580.892699 + Penalty 3022.321103 = -1156558.571596 nChanged 41 SP:Iteration 42Q (529.207542 sec): 3 clusters Score: Raw -1159588.682908 + Penalty 3022.321103 = -1156566.361806 nChanged 53 SP:Iteration 43Q (529.272848 sec): 3 clusters Score: Raw -1159600.140944 + Penalty 3022.321103 = -1156577.819841 nChanged 70 SP:Iteration 44Q (529.329335 sec): 3 clusters Score: Raw -1159619.167279 + Penalty 3022.321103 = -1156596.846176 nChanged 77 SP:Iteration 45Q (529.402895 sec): 3 clusters Score: Raw -1159640.782519 + Penalty 3022.321103 = -1156618.461417 nChanged 92 SP:Iteration 46Q (529.461270 sec): 3 clusters Score: Raw -1159667.790368 + Penalty 3022.321103 = -1156645.469265 nChanged 90 SP:Iteration 47Q (529.518416 sec): 3 clusters Score: Raw -1159692.519356 + Penalty 3022.321103 = -1156670.198253 nChanged 88 SP:Iteration 48Q (529.593196 sec): 3 clusters Score: Raw -1159712.963582 + Penalty 3022.321103 = -1156690.642479 nChanged 89 SP:Iteration 49Q (529.657999 sec): 3 clusters Score: Raw -1159738.980109 + Penalty 3022.321103 = -1156716.659006 nChanged 74 SP:Iteration 50Q (529.720230 sec): 3 clusters Score: Raw -1159758.977027 + Penalty 3022.321103 = -1156736.655924 nChanged 85 SP:Iteration 51Q (529.771733 sec): 3 clusters Score: Raw -1159779.852456 + Penalty 3022.321103 = -1156757.531353 nChanged 84 SP:Iteration 52Q (529.834760 sec): 3 clusters Score: Raw -1159800.155955 + Penalty 3022.321103 = -1156777.834852 nChanged 85 SP:Iteration 53Q (529.906719 sec): 3 clusters Score: Raw -1159819.480550 + Penalty 3022.321103 = -1156797.159448 nChanged 84 SP:Iteration 54Q (529.962292 sec): 3 clusters Score: Raw -1159837.824758 + Penalty 3022.321103 = -1156815.503655 nChanged 89 SP:Iteration 55Q (530.041249 sec): 3 clusters Score: Raw -1159863.415306 + Penalty 3022.321103 = -1156841.094203 nChanged 83 SP:Iteration 56Q (530.104156 sec): 3 clusters Score: Raw -1159885.219779 + Penalty 3022.321103 = -1156862.898676 nChanged 89 SP:Iteration 57Q (530.163827 sec): 3 clusters Score: Raw -1159910.496594 + Penalty 3022.321103 = -1156888.175492 nChanged 83 SP:Iteration 58Q (530.231068 sec): 3 clusters Score: Raw -1159929.579475 + Penalty 3022.321103 = -1156907.258372 nChanged 77 SP:Iteration 59Q (530.298276 sec): 3 clusters Score: Raw -1159950.530014 + Penalty 3022.321103 = -1156928.208911 nChanged 91 SP:Iteration 60F (530.374676 sec): 3 clusters Score: Raw -1159976.628140 + Penalty 3022.321103 = -1156954.307037 nChanged 101 SP:Iteration 61Q (530.431572 sec): 3 clusters Score: Raw -1160006.666992 + Penalty 3022.321103 = -1156984.345889 nChanged 93 SP:Iteration 62Q (530.508143 sec): 3 clusters Score: Raw -1160033.680425 + Penalty 3022.321103 = -1157011.359323 nChanged 92 SP:Iteration 63Q (530.566069 sec): 3 clusters Score: Raw -1160063.168198 + Penalty 3022.321103 = -1157040.847095 nChanged 81 SP:Iteration 64Q (530.641174 sec): 3 clusters Score: Raw -1160085.446439 + Penalty 3022.321103 = -1157063.125336 nChanged 77 SP:Iteration 65Q (530.707500 sec): 3 clusters Score: Raw -1160106.273128 + Penalty 3022.321103 = -1157083.952025 nChanged 74 SP:Iteration 66Q (530.767873 sec): 3 clusters Score: Raw -1160127.568520 + Penalty 3022.321103 = -1157105.247417 nChanged 80 SP:Iteration 67Q (530.836084 sec): 3 clusters Score: Raw -1160150.300180 + Penalty 3022.321103 = -1157127.979077 nChanged 79 SP:Iteration 68Q (530.902045 sec): 3 clusters Score: Raw -1160175.632631 + Penalty 3022.321103 = -1157153.311528 nChanged 93 SP:Iteration 69Q (530.951403 sec): 3 clusters Score: Raw -1160205.055840 + Penalty 3022.321103 = -1157182.734737 nChanged 78 SP:Iteration 70Q (531.009577 sec): 3 clusters Score: Raw -1160227.621128 + Penalty 3022.321103 = -1157205.300025 nChanged 67 SP:Iteration 71Q (531.084050 sec): 3 clusters Score: Raw -1160248.594874 + Penalty 3022.321103 = -1157226.273772 nChanged 77 SP:Iteration 72Q (531.135931 sec): 3 clusters Score: Raw -1160269.941691 + Penalty 3022.321103 = -1157247.620589 nChanged 58 SP:Iteration 73Q (531.209511 sec): 3 clusters Score: Raw -1160284.604827 + Penalty 3022.321103 = -1157262.283724 nChanged 46 SP:Iteration 74Q (531.268289 sec): 3 clusters Score: Raw -1160296.473401 + Penalty 3022.321103 = -1157274.152298 nChanged 52 SP:Iteration 75Q (531.338302 sec): 3 clusters Score: Raw -1160308.423754 + Penalty 3022.321103 = -1157286.102651 nChanged 53 SP:Iteration 76Q (531.400774 sec): 3 clusters Score: Raw -1160322.100937 + Penalty 3022.321103 = -1157299.779834 nChanged 49 SP:Iteration 77Q (531.469499 sec): 3 clusters Score: Raw -1160334.237435 + Penalty 3022.321103 = -1157311.916332 nChanged 39 SP:Iteration 78Q (531.533934 sec): 3 clusters Score: Raw -1160343.590619 + Penalty 3022.321103 = -1157321.269516 nChanged 38 SP:Iteration 79Q (531.595368 sec): 3 clusters Score: Raw -1160353.836446 + Penalty 3022.321103 = -1157331.515344 nChanged 33 SP:Iteration 80F (531.655757 sec): 3 clusters Score: Raw -1160363.242696 + Penalty 3022.321103 = -1157340.921593 nChanged 30 SP:Iteration 81Q (531.719007 sec): 3 clusters Score: Raw -1160370.573475 + Penalty 3022.321103 = -1157348.252372 nChanged 29 SP:Iteration 82Q (531.788020 sec): 3 clusters Score: Raw -1160377.572183 + Penalty 3022.321103 = -1157355.251080 nChanged 28 SP:Iteration 83Q (531.851253 sec): 3 clusters Score: Raw -1160383.355928 + Penalty 3022.321103 = -1157361.034825 nChanged 21 SP:Iteration 84Q (531.909144 sec): 3 clusters Score: Raw -1160387.493462 + Penalty 3022.321103 = -1157365.172359 nChanged 20 SP:Iteration 85Q (531.966861 sec): 3 clusters Score: Raw -1160392.104298 + Penalty 3022.321103 = -1157369.783196 nChanged 17 SP:Iteration 86Q (532.045349 sec): 3 clusters Score: Raw -1160395.316524 + Penalty 3022.321103 = -1157372.995421 nChanged 17 SP:Iteration 87Q (532.107506 sec): 3 clusters Score: Raw -1160398.525362 + Penalty 3022.321103 = -1157376.204259 nChanged 17 SP:Iteration 88Q (532.162741 sec): 3 clusters Score: Raw -1160402.637429 + Penalty 3022.321103 = -1157380.316327 nChanged 15 SP:Iteration 89Q (532.229559 sec): 3 clusters Score: Raw -1160405.468787 + Penalty 3022.321103 = -1157383.147684 nChanged 9 SP:Iteration 90Q (532.293324 sec): 3 clusters Score: Raw -1160407.748631 + Penalty 3022.321103 = -1157385.427529 nChanged 11 SP:Iteration 91Q (532.357581 sec): 3 clusters Score: Raw -1160409.815193 + Penalty 3022.321103 = -1157387.494091 nChanged 11 SP:Iteration 92Q (532.416470 sec): 3 clusters Score: Raw -1160411.801054 + Penalty 3022.321103 = -1157389.479951 nChanged 9 SP:Iteration 93Q (532.472318 sec): 3 clusters Score: Raw -1160413.649969 + Penalty 3022.321103 = -1157391.328866 nChanged 10 SP:Iteration 94Q (532.533785 sec): 3 clusters Score: Raw -1160416.220946 + Penalty 3022.321103 = -1157393.899844 nChanged 8 SP:Iteration 95Q (532.606108 sec): 3 clusters Score: Raw -1160418.463961 + Penalty 3022.321103 = -1157396.142858 nChanged 6 SP:Iteration 96Q (532.666695 sec): 3 clusters Score: Raw -1160419.467695 + Penalty 3022.321103 = -1157397.146592 nChanged 8 SP:Iteration 97Q (532.730661 sec): 3 clusters Score: Raw -1160421.734166 + Penalty 3022.321103 = -1157399.413063 nChanged 7 SP:Iteration 98Q (532.778206 sec): 3 clusters Score: Raw -1160423.860743 + Penalty 3022.321103 = -1157401.539640 nChanged 11 SP:Iteration 99Q (532.847218 sec): 3 clusters Score: Raw -1160425.971588 + Penalty 3022.321103 = -1157403.650485 nChanged 10 SP:Iteration 100F (532.906586 sec): 3 clusters Score: Raw -1160427.633022 + Penalty 3022.321103 = -1157405.311919 nChanged 8 SP:Iteration 101Q (532.983454 sec): 3 clusters Score: Raw -1160428.979936 + Penalty 3022.321103 = -1157406.658834 nChanged 8 SP:Iteration 102Q (533.043119 sec): 3 clusters Score: Raw -1160429.775880 + Penalty 3022.321103 = -1157407.454778 nChanged 7 SP:Iteration 103Q (533.110970 sec): 3 clusters Score: Raw -1160430.564536 + Penalty 3022.321103 = -1157408.243434 nChanged 5 SP:Iteration 104Q (533.172453 sec): 3 clusters Score: Raw -1160431.000774 + Penalty 3022.321103 = -1157408.679672 nChanged 0 SP:Iteration 105F (533.236947 sec): 3 clusters Score: Raw -1160431.000774 + Penalty 3022.321103 = -1157408.679672 nChanged 0 Trying to split cluster 21 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (533.253282 sec): 2 clusters Score: Raw -40395.294807 + Penalty 984.607519 = -39410.687288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (533.312301 sec): 3 clusters Score: Raw -40357.582705 + Penalty 1969.215039 = -38388.367666 nChanged 81 SP:Iteration 1F (533.363834 sec): 3 clusters Score: Raw -40472.631362 + Penalty 1969.215039 = -38503.416323 nChanged 21 SP:Iteration 2Q (533.402862 sec): 3 clusters Score: Raw -40511.451128 + Penalty 1969.215039 = -38542.236090 nChanged 12 SP:Iteration 3Q (533.462346 sec): 3 clusters Score: Raw -40534.298140 + Penalty 1969.215039 = -38565.083101 nChanged 3 SP:Iteration 4Q (533.507110 sec): 3 clusters Score: Raw -40538.455984 + Penalty 1969.215039 = -38569.240945 nChanged 0 SP:Iteration 5F (533.555577 sec): 3 clusters Score: Raw -40538.455984 + Penalty 1969.215039 = -38569.240945 nChanged 0 Trying to split cluster 22 (5133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (533.579446 sec): 2 clusters Score: Raw -549976.743804 + Penalty 1388.309904 = -548588.433900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (533.642341 sec): 3 clusters Score: Raw -547303.494836 + Penalty 2776.619808 = -544526.875028 nChanged 2064 SP:Iteration 1F (533.687722 sec): 3 clusters Score: Raw -548450.952171 + Penalty 2776.619808 = -545674.332364 nChanged 348 SP:Iteration 2F (533.757878 sec): 3 clusters Score: Raw -548626.715854 + Penalty 2776.619808 = -545850.096046 nChanged 237 SP:Iteration 3Q (533.814823 sec): 3 clusters Score: Raw -548740.788893 + Penalty 2776.619808 = -545964.169085 nChanged 165 SP:Iteration 4Q (533.858389 sec): 3 clusters Score: Raw -548804.354595 + Penalty 2776.619808 = -546027.734788 nChanged 136 SP:Iteration 5Q (533.926812 sec): 3 clusters Score: Raw -548852.149525 + Penalty 2776.619808 = -546075.529717 nChanged 116 SP:Iteration 6Q (533.973547 sec): 3 clusters Score: Raw -548882.707988 + Penalty 2776.619808 = -546106.088180 nChanged 72 SP:Iteration 7Q (534.038654 sec): 3 clusters Score: Raw -548910.542941 + Penalty 2776.619808 = -546133.923134 nChanged 85 SP:Iteration 8Q (534.087150 sec): 3 clusters Score: Raw -548934.264967 + Penalty 2776.619808 = -546157.645159 nChanged 76 SP:Iteration 9Q (534.144373 sec): 3 clusters Score: Raw -548952.813037 + Penalty 2776.619808 = -546176.193229 nChanged 54 SP:Iteration 10Q (534.201284 sec): 3 clusters Score: Raw -548965.459348 + Penalty 2776.619808 = -546188.839540 nChanged 37 SP:Iteration 11Q (534.255825 sec): 3 clusters Score: Raw -548974.028312 + Penalty 2776.619808 = -546197.408504 nChanged 31 SP:Iteration 12Q (534.316477 sec): 3 clusters Score: Raw -548980.963224 + Penalty 2776.619808 = -546204.343416 nChanged 31 SP:Iteration 13Q (534.375986 sec): 3 clusters Score: Raw -548988.256769 + Penalty 2776.619808 = -546211.636961 nChanged 31 SP:Iteration 14Q (534.436881 sec): 3 clusters Score: Raw -549000.158874 + Penalty 2776.619808 = -546223.539066 nChanged 46 SP:Iteration 15Q (534.497283 sec): 3 clusters Score: Raw -549012.667526 + Penalty 2776.619808 = -546236.047718 nChanged 36 SP:Iteration 16Q (534.548224 sec): 3 clusters Score: Raw -549022.455059 + Penalty 2776.619808 = -546245.835251 nChanged 41 SP:Iteration 17Q (534.599248 sec): 3 clusters Score: Raw -549033.640619 + Penalty 2776.619808 = -546257.020811 nChanged 49 SP:Iteration 18Q (534.658231 sec): 3 clusters Score: Raw -549047.753322 + Penalty 2776.619808 = -546271.133515 nChanged 47 SP:Iteration 19Q (534.716321 sec): 3 clusters Score: Raw -549060.272408 + Penalty 2776.619808 = -546283.652600 nChanged 39 SP:Iteration 20F (534.777180 sec): 3 clusters Score: Raw -549070.119307 + Penalty 2776.619808 = -546293.499499 nChanged 39 SP:Iteration 21Q (534.825501 sec): 3 clusters Score: Raw -549079.980210 + Penalty 2776.619808 = -546303.360402 nChanged 46 SP:Iteration 22Q (534.893915 sec): 3 clusters Score: Raw -549095.375854 + Penalty 2776.619808 = -546318.756046 nChanged 48 SP:Iteration 23Q (534.953408 sec): 3 clusters Score: Raw -549116.365033 + Penalty 2776.619808 = -546339.745225 nChanged 64 SP:Iteration 24Q (535.000097 sec): 3 clusters Score: Raw -549146.859122 + Penalty 2776.619808 = -546370.239314 nChanged 73 SP:Iteration 25Q (535.057788 sec): 3 clusters Score: Raw -549177.679657 + Penalty 2776.619808 = -546401.059850 nChanged 89 SP:Iteration 26Q (535.112467 sec): 3 clusters Score: Raw -549221.979855 + Penalty 2776.619808 = -546445.360047 nChanged 90 SP:Iteration 27Q (535.172867 sec): 3 clusters Score: Raw -549265.276979 + Penalty 2776.619808 = -546488.657171 nChanged 108 SP:Iteration 28Q (535.230147 sec): 3 clusters Score: Raw -549330.360811 + Penalty 2776.619808 = -546553.741003 nChanged 127 SP:Iteration 29Q (535.289610 sec): 3 clusters Score: Raw -549398.161497 + Penalty 2776.619808 = -546621.541690 nChanged 117 SP:Iteration 30Q (535.347065 sec): 3 clusters Score: Raw -549464.812895 + Penalty 2776.619808 = -546688.193087 nChanged 119 SP:Iteration 31Q (535.405163 sec): 3 clusters Score: Raw -549534.066474 + Penalty 2776.619808 = -546757.446666 nChanged 90 SP:Iteration 32Q (535.461098 sec): 3 clusters Score: Raw -549578.944195 + Penalty 2776.619808 = -546802.324388 nChanged 87 SP:Iteration 33Q (535.520105 sec): 3 clusters Score: Raw -549618.140355 + Penalty 2776.619808 = -546841.520547 nChanged 91 SP:Iteration 34Q (535.576892 sec): 3 clusters Score: Raw -549661.764967 + Penalty 2776.619808 = -546885.145159 nChanged 84 SP:Iteration 35Q (535.633709 sec): 3 clusters Score: Raw -549704.472520 + Penalty 2776.619808 = -546927.852712 nChanged 92 SP:Iteration 36Q (535.690368 sec): 3 clusters Score: Raw -549753.593412 + Penalty 2776.619808 = -546976.973604 nChanged 84 SP:Iteration 37Q (535.741530 sec): 3 clusters Score: Raw -549802.500597 + Penalty 2776.619808 = -547025.880790 nChanged 71 SP:Iteration 38Q (535.800752 sec): 3 clusters Score: Raw -549841.590685 + Penalty 2776.619808 = -547064.970877 nChanged 60 SP:Iteration 39Q (535.845307 sec): 3 clusters Score: Raw -549874.356281 + Penalty 2776.619808 = -547097.736473 nChanged 61 SP:Iteration 40F (535.909375 sec): 3 clusters Score: Raw -549904.434591 + Penalty 2776.619808 = -547127.814783 nChanged 54 SP:Iteration 41Q (535.954510 sec): 3 clusters Score: Raw -549933.973825 + Penalty 2776.619808 = -547157.354017 nChanged 44 SP:Iteration 42Q (536.018316 sec): 3 clusters Score: Raw -549957.459026 + Penalty 2776.619808 = -547180.839218 nChanged 44 SP:Iteration 43Q (536.065332 sec): 3 clusters Score: Raw -549976.652839 + Penalty 2776.619808 = -547200.033032 nChanged 26 SP:Iteration 44Q (536.119096 sec): 3 clusters Score: Raw -549986.578190 + Penalty 2776.619808 = -547209.958382 nChanged 23 SP:Iteration 45Q (536.172428 sec): 3 clusters Score: Raw -549997.568423 + Penalty 2776.619808 = -547220.948615 nChanged 28 SP:Iteration 46Q (536.228413 sec): 3 clusters Score: Raw -550009.685941 + Penalty 2776.619808 = -547233.066133 nChanged 28 SP:Iteration 47Q (536.284624 sec): 3 clusters Score: Raw -550024.461919 + Penalty 2776.619808 = -547247.842111 nChanged 31 SP:Iteration 48Q (536.338918 sec): 3 clusters Score: Raw -550041.641677 + Penalty 2776.619808 = -547265.021869 nChanged 28 SP:Iteration 49Q (536.395001 sec): 3 clusters Score: Raw -550060.804496 + Penalty 2776.619808 = -547284.184688 nChanged 31 SP:Iteration 50Q (536.440259 sec): 3 clusters Score: Raw -550077.926673 + Penalty 2776.619808 = -547301.306865 nChanged 23 SP:Iteration 51Q (536.491895 sec): 3 clusters Score: Raw -550091.998232 + Penalty 2776.619808 = -547315.378425 nChanged 23 SP:Iteration 52Q (536.549933 sec): 3 clusters Score: Raw -550106.041290 + Penalty 2776.619808 = -547329.421482 nChanged 24 SP:Iteration 53Q (536.609731 sec): 3 clusters Score: Raw -550119.748338 + Penalty 2776.619808 = -547343.128530 nChanged 26 SP:Iteration 54Q (536.665395 sec): 3 clusters Score: Raw -550144.266508 + Penalty 2776.619808 = -547367.646700 nChanged 28 SP:Iteration 55Q (536.712956 sec): 3 clusters Score: Raw -550166.095520 + Penalty 2776.619808 = -547389.475712 nChanged 32 SP:Iteration 56Q (536.769673 sec): 3 clusters Score: Raw -550187.139151 + Penalty 2776.619808 = -547410.519343 nChanged 21 SP:Iteration 57Q (536.820834 sec): 3 clusters Score: Raw -550205.207158 + Penalty 2776.619808 = -547428.587350 nChanged 17 SP:Iteration 58Q (536.877638 sec): 3 clusters Score: Raw -550216.346944 + Penalty 2776.619808 = -547439.727137 nChanged 10 SP:Iteration 59Q (536.934918 sec): 3 clusters Score: Raw -550222.406790 + Penalty 2776.619808 = -547445.786982 nChanged 6 SP:Iteration 60F (536.990847 sec): 3 clusters Score: Raw -550226.149670 + Penalty 2776.619808 = -547449.529862 nChanged 5 SP:Iteration 61Q (537.044799 sec): 3 clusters Score: Raw -550230.595647 + Penalty 2776.619808 = -547453.975839 nChanged 7 SP:Iteration 62Q (537.106888 sec): 3 clusters Score: Raw -550235.407325 + Penalty 2776.619808 = -547458.787517 nChanged 6 SP:Iteration 63Q (537.162471 sec): 3 clusters Score: Raw -550240.338646 + Penalty 2776.619808 = -547463.718838 nChanged 6 SP:Iteration 64Q (537.207389 sec): 3 clusters Score: Raw -550243.982268 + Penalty 2776.619808 = -547467.362460 nChanged 4 SP:Iteration 65Q (537.271917 sec): 3 clusters Score: Raw -550246.416971 + Penalty 2776.619808 = -547469.797163 nChanged 6 SP:Iteration 66Q (537.328727 sec): 3 clusters Score: Raw -550249.999915 + Penalty 2776.619808 = -547473.380107 nChanged 4 SP:Iteration 67Q (537.384222 sec): 3 clusters Score: Raw -550253.717914 + Penalty 2776.619808 = -547477.098106 nChanged 6 SP:Iteration 68Q (537.441671 sec): 3 clusters Score: Raw -550257.129261 + Penalty 2776.619808 = -547480.509453 nChanged 2 SP:Iteration 69Q (537.497482 sec): 3 clusters Score: Raw -550259.825515 + Penalty 2776.619808 = -547483.205708 nChanged 3 SP:Iteration 70Q (537.551343 sec): 3 clusters Score: Raw -550261.390193 + Penalty 2776.619808 = -547484.770385 nChanged 2 SP:Iteration 71Q (537.609388 sec): 3 clusters Score: Raw -550262.319493 + Penalty 2776.619808 = -547485.699685 nChanged 3 SP:Iteration 72Q (537.660887 sec): 3 clusters Score: Raw -550263.326703 + Penalty 2776.619808 = -547486.706895 nChanged 1 SP:Iteration 73Q (537.707118 sec): 3 clusters Score: Raw -550263.433728 + Penalty 2776.619808 = -547486.813920 nChanged 0 SP:Iteration 74F (537.765775 sec): 3 clusters Score: Raw -550263.433728 + Penalty 2776.619808 = -547486.813920 nChanged 0 Trying to split cluster 23 (68987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (537.890963 sec): 2 clusters Score: Raw -7328661.306257 + Penalty 1810.521921 = -7326850.784336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (538.046710 sec): 3 clusters Score: Raw -7284460.082624 + Penalty 3621.043842 = -7280839.038782 nChanged 32603 SP:Iteration 1F (538.207405 sec): 3 clusters Score: Raw -7303292.315105 + Penalty 3621.043842 = -7299671.271263 nChanged 2926 SP:Iteration 2Q (538.378019 sec): 3 clusters Score: Raw -7304291.502618 + Penalty 3621.043842 = -7300670.458776 nChanged 3290 SP:Iteration 3Q (538.539436 sec): 3 clusters Score: Raw -7305660.192410 + Penalty 3621.043842 = -7302039.148568 nChanged 3668 SP:Iteration 4F (538.699472 sec): 3 clusters Score: Raw -7307501.160400 + Penalty 3621.043842 = -7303880.116558 nChanged 4073 SP:Iteration 5F (538.861674 sec): 3 clusters Score: Raw -7309813.399133 + Penalty 3621.043842 = -7306192.355291 nChanged 4238 SP:Iteration 6F (539.017585 sec): 3 clusters Score: Raw -7312574.909264 + Penalty 3621.043842 = -7308953.865422 nChanged 4277 SP:Iteration 7F (539.176785 sec): 3 clusters Score: Raw -7315644.759097 + Penalty 3621.043842 = -7312023.715255 nChanged 3943 SP:Iteration 8F (539.343989 sec): 3 clusters Score: Raw -7318679.480529 + Penalty 3621.043842 = -7315058.436687 nChanged 3335 SP:Iteration 9Q (539.502507 sec): 3 clusters Score: Raw -7321406.685425 + Penalty 3621.043842 = -7317785.641583 nChanged 2669 SP:Iteration 10Q (539.668998 sec): 3 clusters Score: Raw -7323621.854071 + Penalty 3621.043842 = -7320000.810229 nChanged 2054 SP:Iteration 11Q (539.819104 sec): 3 clusters Score: Raw -7325237.219648 + Penalty 3621.043842 = -7321616.175806 nChanged 1416 SP:Iteration 12Q (539.973607 sec): 3 clusters Score: Raw -7326226.085005 + Penalty 3621.043842 = -7322605.041163 nChanged 1106 SP:Iteration 13Q (540.120379 sec): 3 clusters Score: Raw -7326937.090930 + Penalty 3621.043842 = -7323316.047088 nChanged 874 SP:Iteration 14Q (540.254559 sec): 3 clusters Score: Raw -7327462.144854 + Penalty 3621.043842 = -7323841.101012 nChanged 686 SP:Iteration 15Q (540.402814 sec): 3 clusters Score: Raw -7327861.392632 + Penalty 3621.043842 = -7324240.348790 nChanged 513 SP:Iteration 16Q (540.555532 sec): 3 clusters Score: Raw -7328154.246814 + Penalty 3621.043842 = -7324533.202972 nChanged 418 SP:Iteration 17Q (540.687293 sec): 3 clusters Score: Raw -7328391.682716 + Penalty 3621.043842 = -7324770.638874 nChanged 322 SP:Iteration 18Q (540.831774 sec): 3 clusters Score: Raw -7328575.198268 + Penalty 3621.043842 = -7324954.154426 nChanged 226 SP:Iteration 19Q (540.965862 sec): 3 clusters Score: Raw -7328693.792222 + Penalty 3621.043842 = -7325072.748380 nChanged 170 SP:Iteration 20F (541.126787 sec): 3 clusters Score: Raw -7328778.501760 + Penalty 3621.043842 = -7325157.457918 nChanged 126 SP:Iteration 21Q (541.246024 sec): 3 clusters Score: Raw -7328840.150475 + Penalty 3621.043842 = -7325219.106633 nChanged 104 SP:Iteration 22Q (541.378490 sec): 3 clusters Score: Raw -7328893.395063 + Penalty 3621.043842 = -7325272.351221 nChanged 98 SP:Iteration 23Q (541.520258 sec): 3 clusters Score: Raw -7328955.703233 + Penalty 3621.043842 = -7325334.659391 nChanged 78 SP:Iteration 24Q (541.646802 sec): 3 clusters Score: Raw -7329009.930813 + Penalty 3621.043842 = -7325388.886971 nChanged 72 SP:Iteration 25Q (541.778221 sec): 3 clusters Score: Raw -7329053.781985 + Penalty 3621.043842 = -7325432.738143 nChanged 55 SP:Iteration 26Q (541.913382 sec): 3 clusters Score: Raw -7329088.018916 + Penalty 3621.043842 = -7325466.975074 nChanged 44 SP:Iteration 27Q (542.048808 sec): 3 clusters Score: Raw -7329117.545531 + Penalty 3621.043842 = -7325496.501689 nChanged 41 SP:Iteration 28Q (542.179035 sec): 3 clusters Score: Raw -7329139.893606 + Penalty 3621.043842 = -7325518.849764 nChanged 21 SP:Iteration 29Q (542.314647 sec): 3 clusters Score: Raw -7329151.503886 + Penalty 3621.043842 = -7325530.460044 nChanged 20 SP:Iteration 30Q (542.439784 sec): 3 clusters Score: Raw -7329159.817987 + Penalty 3621.043842 = -7325538.774145 nChanged 15 SP:Iteration 31Q (542.574719 sec): 3 clusters Score: Raw -7329168.144551 + Penalty 3621.043842 = -7325547.100709 nChanged 16 SP:Iteration 32Q (542.717355 sec): 3 clusters Score: Raw -7329178.572995 + Penalty 3621.043842 = -7325557.529153 nChanged 19 SP:Iteration 33Q (542.835401 sec): 3 clusters Score: Raw -7329186.842467 + Penalty 3621.043842 = -7325565.798625 nChanged 13 SP:Iteration 34Q (542.964562 sec): 3 clusters Score: Raw -7329190.827366 + Penalty 3621.043842 = -7325569.783524 nChanged 9 SP:Iteration 35Q (543.102892 sec): 3 clusters Score: Raw -7329194.933207 + Penalty 3621.043842 = -7325573.889365 nChanged 3 SP:Iteration 36Q (543.238528 sec): 3 clusters Score: Raw -7329195.312901 + Penalty 3621.043842 = -7325574.269059 nChanged 1 SP:Iteration 37Q (543.376216 sec): 3 clusters Score: Raw -7329195.522030 + Penalty 3621.043842 = -7325574.478188 nChanged 1 SP:Iteration 38Q (543.512148 sec): 3 clusters Score: Raw -7329195.668086 + Penalty 3621.043842 = -7325574.624244 nChanged 0 SP:Iteration 39F (543.662468 sec): 3 clusters Score: Raw -7329195.668086 + Penalty 3621.043842 = -7325574.624244 nChanged 0 Trying to split cluster 24 (2906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.705993 sec): 2 clusters Score: Raw -314078.332966 + Penalty 1295.861587 = -312782.471379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.756532 sec): 3 clusters Score: Raw -312714.128079 + Penalty 2591.723174 = -310122.404904 nChanged 1090 SP:Iteration 1F (543.808453 sec): 3 clusters Score: Raw -313351.976217 + Penalty 2591.723174 = -310760.253043 nChanged 222 SP:Iteration 2F (543.849432 sec): 3 clusters Score: Raw -313476.534387 + Penalty 2591.723174 = -310884.811213 nChanged 125 SP:Iteration 3Q (543.908492 sec): 3 clusters Score: Raw -313545.844531 + Penalty 2591.723174 = -310954.121357 nChanged 98 SP:Iteration 4Q (543.961995 sec): 3 clusters Score: Raw -313591.824565 + Penalty 2591.723174 = -311000.101390 nChanged 68 SP:Iteration 5Q (544.017006 sec): 3 clusters Score: Raw -313626.638221 + Penalty 2591.723174 = -311034.915046 nChanged 68 SP:Iteration 6Q (544.071570 sec): 3 clusters Score: Raw -313659.447142 + Penalty 2591.723174 = -311067.723967 nChanged 57 SP:Iteration 7Q (544.129505 sec): 3 clusters Score: Raw -313683.558873 + Penalty 2591.723174 = -311091.835699 nChanged 42 SP:Iteration 8Q (544.170158 sec): 3 clusters Score: Raw -313699.567243 + Penalty 2591.723174 = -311107.844069 nChanged 28 SP:Iteration 9Q (544.231967 sec): 3 clusters Score: Raw -313709.820233 + Penalty 2591.723174 = -311118.097059 nChanged 21 SP:Iteration 10Q (544.281341 sec): 3 clusters Score: Raw -313719.254772 + Penalty 2591.723174 = -311127.531597 nChanged 24 SP:Iteration 11Q (544.334378 sec): 3 clusters Score: Raw -313727.014552 + Penalty 2591.723174 = -311135.291378 nChanged 18 SP:Iteration 12Q (544.386274 sec): 3 clusters Score: Raw -313732.797525 + Penalty 2591.723174 = -311141.074351 nChanged 14 SP:Iteration 13Q (544.444637 sec): 3 clusters Score: Raw -313738.081297 + Penalty 2591.723174 = -311146.358123 nChanged 16 SP:Iteration 14Q (544.500463 sec): 3 clusters Score: Raw -313744.211472 + Penalty 2591.723174 = -311152.488298 nChanged 10 SP:Iteration 15Q (544.550812 sec): 3 clusters Score: Raw -313747.855416 + Penalty 2591.723174 = -311156.132242 nChanged 10 SP:Iteration 16Q (544.594155 sec): 3 clusters Score: Raw -313751.621844 + Penalty 2591.723174 = -311159.898670 nChanged 14 SP:Iteration 17Q (544.641332 sec): 3 clusters Score: Raw -313756.442093 + Penalty 2591.723174 = -311164.718919 nChanged 13 SP:Iteration 18Q (544.696404 sec): 3 clusters Score: Raw -313760.731058 + Penalty 2591.723174 = -311169.007883 nChanged 13 SP:Iteration 19Q (544.744023 sec): 3 clusters Score: Raw -313765.220149 + Penalty 2591.723174 = -311173.496975 nChanged 10 SP:Iteration 20F (544.798258 sec): 3 clusters Score: Raw -313768.593738 + Penalty 2591.723174 = -311176.870564 nChanged 12 SP:Iteration 21Q (544.849238 sec): 3 clusters Score: Raw -313773.093027 + Penalty 2591.723174 = -311181.369853 nChanged 13 SP:Iteration 22Q (544.903158 sec): 3 clusters Score: Raw -313778.626951 + Penalty 2591.723174 = -311186.903776 nChanged 14 SP:Iteration 23Q (544.957063 sec): 3 clusters Score: Raw -313785.289279 + Penalty 2591.723174 = -311193.566104 nChanged 15 SP:Iteration 24Q (545.011535 sec): 3 clusters Score: Raw -313794.426814 + Penalty 2591.723174 = -311202.703639 nChanged 26 SP:Iteration 25Q (545.059574 sec): 3 clusters Score: Raw -313806.137571 + Penalty 2591.723174 = -311214.414396 nChanged 23 SP:Iteration 26Q (545.120991 sec): 3 clusters Score: Raw -313818.490636 + Penalty 2591.723174 = -311226.767461 nChanged 19 SP:Iteration 27Q (545.173878 sec): 3 clusters Score: Raw -313826.465808 + Penalty 2591.723174 = -311234.742634 nChanged 18 SP:Iteration 28Q (545.213006 sec): 3 clusters Score: Raw -313833.153832 + Penalty 2591.723174 = -311241.430657 nChanged 20 SP:Iteration 29Q (545.262111 sec): 3 clusters Score: Raw -313841.574635 + Penalty 2591.723174 = -311249.851461 nChanged 25 SP:Iteration 30Q (545.324849 sec): 3 clusters Score: Raw -313852.100001 + Penalty 2591.723174 = -311260.376827 nChanged 29 SP:Iteration 31Q (545.360299 sec): 3 clusters Score: Raw -313865.424322 + Penalty 2591.723174 = -311273.701148 nChanged 35 SP:Iteration 32Q (545.411312 sec): 3 clusters Score: Raw -313881.134350 + Penalty 2591.723174 = -311289.411176 nChanged 37 SP:Iteration 33Q (545.459173 sec): 3 clusters Score: Raw -313897.799102 + Penalty 2591.723174 = -311306.075928 nChanged 35 SP:Iteration 34Q (545.513336 sec): 3 clusters Score: Raw -313909.794587 + Penalty 2591.723174 = -311318.071413 nChanged 22 SP:Iteration 35Q (545.571840 sec): 3 clusters Score: Raw -313919.955418 + Penalty 2591.723174 = -311328.232244 nChanged 29 SP:Iteration 36Q (545.626358 sec): 3 clusters Score: Raw -313932.620668 + Penalty 2591.723174 = -311340.897493 nChanged 33 SP:Iteration 37Q (545.679830 sec): 3 clusters Score: Raw -313947.802118 + Penalty 2591.723174 = -311356.078943 nChanged 31 SP:Iteration 38Q (545.721398 sec): 3 clusters Score: Raw -313960.259632 + Penalty 2591.723174 = -311368.536458 nChanged 31 SP:Iteration 39Q (545.785251 sec): 3 clusters Score: Raw -313971.852767 + Penalty 2591.723174 = -311380.129592 nChanged 21 SP:Iteration 40F (545.830696 sec): 3 clusters Score: Raw -313981.111328 + Penalty 2591.723174 = -311389.388154 nChanged 21 SP:Iteration 41Q (545.883491 sec): 3 clusters Score: Raw -313989.045082 + Penalty 2591.723174 = -311397.321907 nChanged 21 SP:Iteration 42Q (545.941008 sec): 3 clusters Score: Raw -313995.968197 + Penalty 2591.723174 = -311404.245022 nChanged 21 SP:Iteration 43Q (546.000045 sec): 3 clusters Score: Raw -314002.796722 + Penalty 2591.723174 = -311411.073548 nChanged 14 SP:Iteration 44Q (546.053303 sec): 3 clusters Score: Raw -314006.817572 + Penalty 2591.723174 = -311415.094398 nChanged 12 SP:Iteration 45Q (546.095089 sec): 3 clusters Score: Raw -314011.230645 + Penalty 2591.723174 = -311419.507471 nChanged 15 SP:Iteration 46Q (546.160229 sec): 3 clusters Score: Raw -314017.070999 + Penalty 2591.723174 = -311425.347825 nChanged 22 SP:Iteration 47Q (546.212491 sec): 3 clusters Score: Raw -314026.131746 + Penalty 2591.723174 = -311434.408572 nChanged 18 SP:Iteration 48Q (546.261358 sec): 3 clusters Score: Raw -314034.512714 + Penalty 2591.723174 = -311442.789540 nChanged 26 SP:Iteration 49Q (546.310217 sec): 3 clusters Score: Raw -314047.001763 + Penalty 2591.723174 = -311455.278588 nChanged 24 SP:Iteration 50Q (546.356342 sec): 3 clusters Score: Raw -314060.762810 + Penalty 2591.723174 = -311469.039636 nChanged 24 SP:Iteration 51Q (546.406338 sec): 3 clusters Score: Raw -314071.123223 + Penalty 2591.723174 = -311479.400049 nChanged 27 SP:Iteration 52Q (546.465003 sec): 3 clusters Score: Raw -314085.276197 + Penalty 2591.723174 = -311493.553023 nChanged 30 SP:Iteration 53Q (546.520729 sec): 3 clusters Score: Raw -314101.347904 + Penalty 2591.723174 = -311509.624730 nChanged 40 SP:Iteration 54Q (546.571311 sec): 3 clusters Score: Raw -314124.028110 + Penalty 2591.723174 = -311532.304936 nChanged 45 SP:Iteration 55Q (546.621200 sec): 3 clusters Score: Raw -314147.281502 + Penalty 2591.723174 = -311555.558328 nChanged 38 SP:Iteration 56Q (546.660980 sec): 3 clusters Score: Raw -314164.046204 + Penalty 2591.723174 = -311572.323030 nChanged 32 SP:Iteration 57Q (546.714379 sec): 3 clusters Score: Raw -314177.075084 + Penalty 2591.723174 = -311585.351910 nChanged 31 SP:Iteration 58Q (546.772628 sec): 3 clusters Score: Raw -314191.280479 + Penalty 2591.723174 = -311599.557305 nChanged 25 SP:Iteration 59Q (546.816999 sec): 3 clusters Score: Raw -314206.188628 + Penalty 2591.723174 = -311614.465454 nChanged 23 SP:Iteration 60F (546.876483 sec): 3 clusters Score: Raw -314216.915386 + Penalty 2591.723174 = -311625.192212 nChanged 25 SP:Iteration 61Q (546.928620 sec): 3 clusters Score: Raw -314229.720221 + Penalty 2591.723174 = -311637.997046 nChanged 29 SP:Iteration 62Q (546.976402 sec): 3 clusters Score: Raw -314242.082159 + Penalty 2591.723174 = -311650.358985 nChanged 27 SP:Iteration 63Q (547.034057 sec): 3 clusters Score: Raw -314253.021734 + Penalty 2591.723174 = -311661.298559 nChanged 15 SP:Iteration 64Q (547.078805 sec): 3 clusters Score: Raw -314258.744750 + Penalty 2591.723174 = -311667.021575 nChanged 14 SP:Iteration 65Q (547.129236 sec): 3 clusters Score: Raw -314262.987353 + Penalty 2591.723174 = -311671.264179 nChanged 9 SP:Iteration 66Q (547.182230 sec): 3 clusters Score: Raw -314265.969052 + Penalty 2591.723174 = -311674.245878 nChanged 6 SP:Iteration 67Q (547.233786 sec): 3 clusters Score: Raw -314269.072437 + Penalty 2591.723174 = -311677.349262 nChanged 7 SP:Iteration 68Q (547.293449 sec): 3 clusters Score: Raw -314272.193853 + Penalty 2591.723174 = -311680.470679 nChanged 10 SP:Iteration 69Q (547.336144 sec): 3 clusters Score: Raw -314276.925496 + Penalty 2591.723174 = -311685.202322 nChanged 9 SP:Iteration 70Q (547.382537 sec): 3 clusters Score: Raw -314280.899431 + Penalty 2591.723174 = -311689.176257 nChanged 6 SP:Iteration 71Q (547.432943 sec): 3 clusters Score: Raw -314283.116618 + Penalty 2591.723174 = -311691.393444 nChanged 7 SP:Iteration 72Q (547.482554 sec): 3 clusters Score: Raw -314286.800368 + Penalty 2591.723174 = -311695.077194 nChanged 13 SP:Iteration 73Q (547.537412 sec): 3 clusters Score: Raw -314293.633480 + Penalty 2591.723174 = -311701.910306 nChanged 12 SP:Iteration 74Q (547.595969 sec): 3 clusters Score: Raw -314298.773314 + Penalty 2591.723174 = -311707.050140 nChanged 7 SP:Iteration 75Q (547.636722 sec): 3 clusters Score: Raw -314301.502520 + Penalty 2591.723174 = -311709.779345 nChanged 7 SP:Iteration 76Q (547.691204 sec): 3 clusters Score: Raw -314304.878846 + Penalty 2591.723174 = -311713.155672 nChanged 8 SP:Iteration 77Q (547.752882 sec): 3 clusters Score: Raw -314309.102522 + Penalty 2591.723174 = -311717.379348 nChanged 12 SP:Iteration 78Q (547.805346 sec): 3 clusters Score: Raw -314316.301469 + Penalty 2591.723174 = -311724.578295 nChanged 14 SP:Iteration 79Q (547.850343 sec): 3 clusters Score: Raw -314324.709097 + Penalty 2591.723174 = -311732.985923 nChanged 16 SP:Iteration 80F (547.913384 sec): 3 clusters Score: Raw -314333.061825 + Penalty 2591.723174 = -311741.338651 nChanged 6 SP:Iteration 81Q (547.959876 sec): 3 clusters Score: Raw -314336.284440 + Penalty 2591.723174 = -311744.561266 nChanged 9 SP:Iteration 82Q (548.019247 sec): 3 clusters Score: Raw -314342.318657 + Penalty 2591.723174 = -311750.595483 nChanged 8 SP:Iteration 83Q (548.078241 sec): 3 clusters Score: Raw -314347.118277 + Penalty 2591.723174 = -311755.395102 nChanged 8 SP:Iteration 84Q (548.121147 sec): 3 clusters Score: Raw -314350.069924 + Penalty 2591.723174 = -311758.346750 nChanged 8 SP:Iteration 85Q (548.183752 sec): 3 clusters Score: Raw -314353.425022 + Penalty 2591.723174 = -311761.701848 nChanged 7 SP:Iteration 86Q (548.236449 sec): 3 clusters Score: Raw -314356.619033 + Penalty 2591.723174 = -311764.895859 nChanged 5 SP:Iteration 87Q (548.288163 sec): 3 clusters Score: Raw -314360.119023 + Penalty 2591.723174 = -311768.395849 nChanged 8 SP:Iteration 88Q (548.331135 sec): 3 clusters Score: Raw -314366.093953 + Penalty 2591.723174 = -311774.370779 nChanged 9 SP:Iteration 89Q (548.390790 sec): 3 clusters Score: Raw -314370.190237 + Penalty 2591.723174 = -311778.467062 nChanged 6 SP:Iteration 90Q (548.432909 sec): 3 clusters Score: Raw -314373.554091 + Penalty 2591.723174 = -311781.830916 nChanged 6 SP:Iteration 91Q (548.493658 sec): 3 clusters Score: Raw -314378.038792 + Penalty 2591.723174 = -311786.315618 nChanged 6 SP:Iteration 92Q (548.530067 sec): 3 clusters Score: Raw -314382.437821 + Penalty 2591.723174 = -311790.714647 nChanged 5 SP:Iteration 93Q (548.588649 sec): 3 clusters Score: Raw -314385.023636 + Penalty 2591.723174 = -311793.300462 nChanged 9 SP:Iteration 94Q (548.638448 sec): 3 clusters Score: Raw -314390.519116 + Penalty 2591.723174 = -311798.795942 nChanged 10 SP:Iteration 95Q (548.678601 sec): 3 clusters Score: Raw -314397.468756 + Penalty 2591.723174 = -311805.745581 nChanged 11 SP:Iteration 96Q (548.735991 sec): 3 clusters Score: Raw -314403.050828 + Penalty 2591.723174 = -311811.327654 nChanged 13 SP:Iteration 97Q (548.784773 sec): 3 clusters Score: Raw -314410.075554 + Penalty 2591.723174 = -311818.352380 nChanged 7 SP:Iteration 98Q (548.831022 sec): 3 clusters Score: Raw -314412.732347 + Penalty 2591.723174 = -311821.009173 nChanged 3 SP:Iteration 99Q (548.876949 sec): 3 clusters Score: Raw -314413.952085 + Penalty 2591.723174 = -311822.228910 nChanged 3 SP:Iteration 100F (548.926170 sec): 3 clusters Score: Raw -314415.195687 + Penalty 2591.723174 = -311823.472513 nChanged 2 SP:Iteration 101Q (548.967800 sec): 3 clusters Score: Raw -314416.376144 + Penalty 2591.723174 = -311824.652969 nChanged 2 SP:Iteration 102Q (549.017548 sec): 3 clusters Score: Raw -314417.594162 + Penalty 2591.723174 = -311825.870988 nChanged 3 SP:Iteration 103Q (549.074271 sec): 3 clusters Score: Raw -314419.242942 + Penalty 2591.723174 = -311827.519768 nChanged 2 SP:Iteration 104Q (549.121599 sec): 3 clusters Score: Raw -314420.990063 + Penalty 2591.723174 = -311829.266889 nChanged 4 SP:Iteration 105Q (549.173797 sec): 3 clusters Score: Raw -314423.864974 + Penalty 2591.723174 = -311832.141800 nChanged 4 SP:Iteration 106Q (549.223644 sec): 3 clusters Score: Raw -314426.291891 + Penalty 2591.723174 = -311834.568717 nChanged 3 SP:Iteration 107Q (549.271269 sec): 3 clusters Score: Raw -314427.619460 + Penalty 2591.723174 = -311835.896286 nChanged 3 SP:Iteration 108Q (549.321996 sec): 3 clusters Score: Raw -314429.930345 + Penalty 2591.723174 = -311838.207171 nChanged 1 SP:Iteration 109Q (549.372896 sec): 3 clusters Score: Raw -314430.409594 + Penalty 2591.723174 = -311838.686420 nChanged 0 SP:Iteration 110F (549.424062 sec): 3 clusters Score: Raw -314430.409594 + Penalty 2591.723174 = -311838.686420 nChanged 0 Iteration 139Q (551.049557 sec): 25 clusters Score: Raw -24073953.659732 + Penalty 48206.904010 = -24025746.755722 nChanged 43 Iteration 140F (554.897385 sec): 25 clusters Score: Raw -24073968.679410 + Penalty 48206.904010 = -24025761.775400 nChanged 36 Iteration 141Q (556.553807 sec): 25 clusters Score: Raw -24073989.930138 + Penalty 48206.904010 = -24025783.026128 nChanged 37 Iteration 142Q (558.365676 sec): 25 clusters Score: Raw -24073992.682358 + Penalty 48206.904010 = -24025785.778348 nChanged 22 Iteration 143Q (560.070838 sec): 25 clusters Score: Raw -24073994.132461 + Penalty 48206.904010 = -24025787.228451 nChanged 17 Iteration 144Q (561.714240 sec): 25 clusters Score: Raw -24073995.356313 + Penalty 48206.904010 = -24025788.452303 nChanged 25 Iteration 145Q (563.496813 sec): 25 clusters Score: Raw -24073997.640099 + Penalty 48206.904010 = -24025790.736089 nChanged 25 Iteration 146Q (565.164472 sec): 25 clusters Score: Raw -24073998.951595 + Penalty 48206.904010 = -24025792.047585 nChanged 14 Iteration 147Q (566.916951 sec): 25 clusters Score: Raw -24073999.723302 + Penalty 48206.904010 = -24025792.819292 nChanged 15 Iteration 148Q (568.481029 sec): 25 clusters Score: Raw -24074001.012702 + Penalty 48206.904010 = -24025794.108692 nChanged 20 Iteration 149Q (570.192584 sec): 25 clusters Score: Raw -24074002.370374 + Penalty 48206.904010 = -24025795.466363 nChanged 20 Iteration 150Q (571.888358 sec): 25 clusters Score: Raw -24074004.575167 + Penalty 48206.904010 = -24025797.671157 nChanged 25 Iteration 151Q (573.692631 sec): 25 clusters Score: Raw -24074006.868453 + Penalty 48206.904010 = -24025799.964443 nChanged 15 Iteration 152Q (575.447061 sec): 25 clusters Score: Raw -24074008.177399 + Penalty 48206.904010 = -24025801.273389 nChanged 19 Iteration 153Q (577.271707 sec): 25 clusters Score: Raw -24074009.560269 + Penalty 48206.904010 = -24025802.656258 nChanged 15 Iteration 154Q (579.040809 sec): 25 clusters Score: Raw -24074010.497066 + Penalty 48206.904010 = -24025803.593056 nChanged 12 Iteration 155Q (580.659731 sec): 25 clusters Score: Raw -24074011.301495 + Penalty 48206.904010 = -24025804.397485 nChanged 13 Iteration 156Q (582.289055 sec): 25 clusters Score: Raw -24074012.028195 + Penalty 48206.904010 = -24025805.124185 nChanged 10 Iteration 157Q (584.016572 sec): 25 clusters Score: Raw -24074012.557178 + Penalty 48206.904010 = -24025805.653168 nChanged 7 Iteration 158Q (585.681877 sec): 25 clusters Score: Raw -24074012.837680 + Penalty 48206.904010 = -24025805.933669 nChanged 8 Iteration 159Q (587.422937 sec): 25 clusters Score: Raw -24074013.552823 + Penalty 48206.904010 = -24025806.648813 nChanged 7 Iteration 160F (591.299220 sec): 25 clusters Score: Raw -24074014.049217 + Penalty 48206.904010 = -24025807.145206 nChanged 3 Iteration 161Q (593.189085 sec): 25 clusters Score: Raw -24074014.114624 + Penalty 48206.904010 = -24025807.210614 nChanged 2 Iteration 162Q (594.852581 sec): 25 clusters Score: Raw -24074014.198853 + Penalty 48206.904010 = -24025807.294842 nChanged 1 Iteration 163Q (596.657459 sec): 25 clusters Score: Raw -24074014.238782 + Penalty 48206.904010 = -24025807.334772 nChanged 0 Iteration 164F (600.455352 sec): 25 clusters Score: Raw -24074014.238782 + Penalty 48206.904010 = -24025807.334772 nChanged 0 Compute initial score before splitting: Score: Raw -24074014.238782 + Penalty 48206.904010 = -24025807.334772 Trying to split cluster 1 (6647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (600.536613 sec): 2 clusters Score: Raw -642098.764652 + Penalty 1430.312147 = -640668.452506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (600.593063 sec): 3 clusters Score: Raw -638532.444532 + Penalty 2860.624294 = -635671.820239 nChanged 2790 SP:Iteration 1F (600.647548 sec): 3 clusters Score: Raw -640337.916757 + Penalty 2860.624294 = -637477.292463 nChanged 657 SP:Iteration 2F (600.692777 sec): 3 clusters Score: Raw -641055.215570 + Penalty 2860.624294 = -638194.591277 nChanged 685 SP:Iteration 3F (600.747312 sec): 3 clusters Score: Raw -641812.465748 + Penalty 2860.624294 = -638951.841454 nChanged 583 SP:Iteration 4F (600.814065 sec): 3 clusters Score: Raw -642340.979264 + Penalty 2860.624294 = -639480.354970 nChanged 407 SP:Iteration 5F (600.862217 sec): 3 clusters Score: Raw -642622.359890 + Penalty 2860.624294 = -639761.735597 nChanged 221 SP:Iteration 6Q (600.923987 sec): 3 clusters Score: Raw -642744.783601 + Penalty 2860.624294 = -639884.159308 nChanged 142 SP:Iteration 7Q (600.991987 sec): 3 clusters Score: Raw -642805.391590 + Penalty 2860.624294 = -639944.767297 nChanged 74 SP:Iteration 8Q (601.038207 sec): 3 clusters Score: Raw -642832.364322 + Penalty 2860.624294 = -639971.740028 nChanged 45 SP:Iteration 9Q (601.097032 sec): 3 clusters Score: Raw -642845.857742 + Penalty 2860.624294 = -639985.233449 nChanged 29 SP:Iteration 10Q (601.150597 sec): 3 clusters Score: Raw -642853.694717 + Penalty 2860.624294 = -639993.070423 nChanged 18 SP:Iteration 11Q (601.204495 sec): 3 clusters Score: Raw -642857.747766 + Penalty 2860.624294 = -639997.123472 nChanged 13 SP:Iteration 12Q (601.257995 sec): 3 clusters Score: Raw -642860.024882 + Penalty 2860.624294 = -639999.400588 nChanged 9 SP:Iteration 13Q (601.318292 sec): 3 clusters Score: Raw -642862.382437 + Penalty 2860.624294 = -640001.758143 nChanged 6 SP:Iteration 14Q (601.375443 sec): 3 clusters Score: Raw -642864.371431 + Penalty 2860.624294 = -640003.747137 nChanged 8 SP:Iteration 15Q (601.435888 sec): 3 clusters Score: Raw -642866.045059 + Penalty 2860.624294 = -640005.420765 nChanged 6 SP:Iteration 16Q (601.493488 sec): 3 clusters Score: Raw -642867.262294 + Penalty 2860.624294 = -640006.638001 nChanged 2 SP:Iteration 17Q (601.553514 sec): 3 clusters Score: Raw -642867.468188 + Penalty 2860.624294 = -640006.843894 nChanged 0 SP:Iteration 18F (601.607693 sec): 3 clusters Score: Raw -642867.468188 + Penalty 2860.624294 = -640006.843894 nChanged 0 Trying to split cluster 2 (1921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (601.639757 sec): 2 clusters Score: Raw -193554.758991 + Penalty 1228.597689 = -192326.161303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (601.687656 sec): 3 clusters Score: Raw -192757.928496 + Penalty 2457.195378 = -190300.733118 nChanged 692 SP:Iteration 1F (601.728614 sec): 3 clusters Score: Raw -193296.321871 + Penalty 2457.195378 = -190839.126493 nChanged 198 SP:Iteration 2F (601.777259 sec): 3 clusters Score: Raw -193548.861904 + Penalty 2457.195378 = -191091.666526 nChanged 143 SP:Iteration 3F (601.840693 sec): 3 clusters Score: Raw -193760.084040 + Penalty 2457.195378 = -191302.888662 nChanged 126 SP:Iteration 4F (601.888910 sec): 3 clusters Score: Raw -193968.848335 + Penalty 2457.195378 = -191511.652957 nChanged 110 SP:Iteration 5F (601.934800 sec): 3 clusters Score: Raw -194158.627253 + Penalty 2457.195378 = -191701.431875 nChanged 91 SP:Iteration 6Q (601.991059 sec): 3 clusters Score: Raw -194301.603554 + Penalty 2457.195378 = -191844.408176 nChanged 69 SP:Iteration 7Q (602.037387 sec): 3 clusters Score: Raw -194482.487943 + Penalty 2457.195378 = -192025.292565 nChanged 53 SP:Iteration 8Q (602.095002 sec): 3 clusters Score: Raw -194737.874167 + Penalty 2457.195378 = -192280.678789 nChanged 43 SP:Iteration 9Q (602.143532 sec): 3 clusters Score: Raw -195002.126704 + Penalty 2457.195378 = -192544.931326 nChanged 34 SP:Iteration 10Q (602.187406 sec): 3 clusters Score: Raw -195058.772284 + Penalty 2457.195378 = -192601.576906 nChanged 20 SP:Iteration 11Q (602.242682 sec): 3 clusters Score: Raw -195077.626498 + Penalty 2457.195378 = -192620.431120 nChanged 11 SP:Iteration 12Q (602.294136 sec): 3 clusters Score: Raw -195086.479421 + Penalty 2457.195378 = -192629.284044 nChanged 7 SP:Iteration 13Q (602.346048 sec): 3 clusters Score: Raw -195092.651262 + Penalty 2457.195378 = -192635.455884 nChanged 7 SP:Iteration 14Q (602.395018 sec): 3 clusters Score: Raw -195097.624391 + Penalty 2457.195378 = -192640.429013 nChanged 4 SP:Iteration 15Q (602.438418 sec): 3 clusters Score: Raw -195100.045136 + Penalty 2457.195378 = -192642.849758 nChanged 2 SP:Iteration 16Q (602.491463 sec): 3 clusters Score: Raw -195101.262795 + Penalty 2457.195378 = -192644.067417 nChanged 1 SP:Iteration 17Q (602.547235 sec): 3 clusters Score: Raw -195101.619478 + Penalty 2457.195378 = -192644.424100 nChanged 0 SP:Iteration 18F (602.587308 sec): 3 clusters Score: Raw -195101.619478 + Penalty 2457.195378 = -192644.424100 nChanged 0 Score: Raw -24075561.099269 + Penalty 50215.525011 = -24025345.574258 Splitting cluster 2 changes total score from -24025807.334772 to -24025345.574258 So it's not getting split. Trying to split cluster 3 (39280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (606.632727 sec): 2 clusters Score: Raw -4174001.924057 + Penalty 1719.001499 = -4172282.922558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (606.741065 sec): 3 clusters Score: Raw -4149467.680469 + Penalty 3438.002998 = -4146029.677471 nChanged 18251 SP:Iteration 1F (606.840089 sec): 3 clusters Score: Raw -4160054.388006 + Penalty 3438.002998 = -4156616.385008 nChanged 2059 SP:Iteration 2F (606.957346 sec): 3 clusters Score: Raw -4161111.386746 + Penalty 3438.002998 = -4157673.383748 nChanged 2290 SP:Iteration 3F (607.064181 sec): 3 clusters Score: Raw -4162429.441885 + Penalty 3438.002998 = -4158991.438887 nChanged 2444 SP:Iteration 4F (607.174324 sec): 3 clusters Score: Raw -4163915.534488 + Penalty 3438.002998 = -4160477.531491 nChanged 2425 SP:Iteration 5F (607.296738 sec): 3 clusters Score: Raw -4165352.815499 + Penalty 3438.002998 = -4161914.812502 nChanged 2290 SP:Iteration 6F (607.403877 sec): 3 clusters Score: Raw -4166646.393017 + Penalty 3438.002998 = -4163208.390019 nChanged 2038 SP:Iteration 7F (607.521957 sec): 3 clusters Score: Raw -4167716.724408 + Penalty 3438.002998 = -4164278.721410 nChanged 1767 SP:Iteration 8Q (607.640241 sec): 3 clusters Score: Raw -4168563.336597 + Penalty 3438.002998 = -4165125.333599 nChanged 1491 SP:Iteration 9Q (607.762077 sec): 3 clusters Score: Raw -4169228.373796 + Penalty 3438.002998 = -4165790.370799 nChanged 1226 SP:Iteration 10Q (607.867088 sec): 3 clusters Score: Raw -4169698.916336 + Penalty 3438.002998 = -4166260.913338 nChanged 1027 SP:Iteration 11Q (607.970361 sec): 3 clusters Score: Raw -4170020.359274 + Penalty 3438.002998 = -4166582.356276 nChanged 815 SP:Iteration 12Q (608.086450 sec): 3 clusters Score: Raw -4170260.357114 + Penalty 3438.002998 = -4166822.354116 nChanged 718 SP:Iteration 13Q (608.194158 sec): 3 clusters Score: Raw -4170478.156588 + Penalty 3438.002998 = -4167040.153590 nChanged 644 SP:Iteration 14Q (608.314131 sec): 3 clusters Score: Raw -4170662.549039 + Penalty 3438.002998 = -4167224.546041 nChanged 588 SP:Iteration 15Q (608.430454 sec): 3 clusters Score: Raw -4170831.044555 + Penalty 3438.002998 = -4167393.041558 nChanged 534 SP:Iteration 16Q (608.533932 sec): 3 clusters Score: Raw -4170990.350354 + Penalty 3438.002998 = -4167552.347356 nChanged 534 SP:Iteration 17Q (608.660250 sec): 3 clusters Score: Raw -4171142.478969 + Penalty 3438.002998 = -4167704.475971 nChanged 537 SP:Iteration 18Q (608.771767 sec): 3 clusters Score: Raw -4171300.892388 + Penalty 3438.002998 = -4167862.889390 nChanged 519 SP:Iteration 19Q (608.886739 sec): 3 clusters Score: Raw -4171453.962986 + Penalty 3438.002998 = -4168015.959988 nChanged 517 SP:Iteration 20F (609.000797 sec): 3 clusters Score: Raw -4171618.435693 + Penalty 3438.002998 = -4168180.432695 nChanged 546 SP:Iteration 21Q (609.114593 sec): 3 clusters Score: Raw -4171783.650221 + Penalty 3438.002998 = -4168345.647223 nChanged 516 SP:Iteration 22Q (609.226844 sec): 3 clusters Score: Raw -4171939.975654 + Penalty 3438.002998 = -4168501.972656 nChanged 488 SP:Iteration 23Q (609.334117 sec): 3 clusters Score: Raw -4172090.230294 + Penalty 3438.002998 = -4168652.227296 nChanged 517 SP:Iteration 24Q (609.450204 sec): 3 clusters Score: Raw -4172249.649845 + Penalty 3438.002998 = -4168811.646847 nChanged 458 SP:Iteration 25Q (609.563895 sec): 3 clusters Score: Raw -4172389.848666 + Penalty 3438.002998 = -4168951.845668 nChanged 461 SP:Iteration 26Q (609.674041 sec): 3 clusters Score: Raw -4172530.838536 + Penalty 3438.002998 = -4169092.835538 nChanged 472 SP:Iteration 27Q (609.778288 sec): 3 clusters Score: Raw -4172676.914565 + Penalty 3438.002998 = -4169238.911567 nChanged 463 SP:Iteration 28Q (609.888138 sec): 3 clusters Score: Raw -4172858.551288 + Penalty 3438.002998 = -4169420.548290 nChanged 469 SP:Iteration 29Q (609.999034 sec): 3 clusters Score: Raw -4173034.095729 + Penalty 3438.002998 = -4169596.092731 nChanged 478 SP:Iteration 30Q (610.105266 sec): 3 clusters Score: Raw -4173211.449259 + Penalty 3438.002998 = -4169773.446261 nChanged 459 SP:Iteration 31Q (610.215362 sec): 3 clusters Score: Raw -4173378.011361 + Penalty 3438.002998 = -4169940.008363 nChanged 419 SP:Iteration 32Q (610.321506 sec): 3 clusters Score: Raw -4173524.000754 + Penalty 3438.002998 = -4170085.997757 nChanged 402 SP:Iteration 33Q (610.433481 sec): 3 clusters Score: Raw -4173654.931892 + Penalty 3438.002998 = -4170216.928894 nChanged 357 SP:Iteration 34Q (610.545243 sec): 3 clusters Score: Raw -4173764.696399 + Penalty 3438.002998 = -4170326.693401 nChanged 349 SP:Iteration 35Q (610.650844 sec): 3 clusters Score: Raw -4173869.086259 + Penalty 3438.002998 = -4170431.083261 nChanged 336 SP:Iteration 36Q (610.767284 sec): 3 clusters Score: Raw -4173962.050054 + Penalty 3438.002998 = -4170524.047056 nChanged 292 SP:Iteration 37Q (610.877400 sec): 3 clusters Score: Raw -4174038.068119 + Penalty 3438.002998 = -4170600.065121 nChanged 300 SP:Iteration 38Q (610.982120 sec): 3 clusters Score: Raw -4174116.451377 + Penalty 3438.002998 = -4170678.448379 nChanged 286 SP:Iteration 39Q (611.083536 sec): 3 clusters Score: Raw -4174197.730991 + Penalty 3438.002998 = -4170759.727993 nChanged 306 SP:Iteration 40F (611.197003 sec): 3 clusters Score: Raw -4174285.454572 + Penalty 3438.002998 = -4170847.451574 nChanged 286 SP:Iteration 41Q (611.311676 sec): 3 clusters Score: Raw -4174367.441022 + Penalty 3438.002998 = -4170929.438024 nChanged 278 SP:Iteration 42Q (611.410447 sec): 3 clusters Score: Raw -4174446.350468 + Penalty 3438.002998 = -4171008.347470 nChanged 248 SP:Iteration 43Q (611.510765 sec): 3 clusters Score: Raw -4174519.440952 + Penalty 3438.002998 = -4171081.437954 nChanged 242 SP:Iteration 44Q (611.621154 sec): 3 clusters Score: Raw -4174587.697853 + Penalty 3438.002998 = -4171149.694856 nChanged 242 SP:Iteration 45Q (611.720440 sec): 3 clusters Score: Raw -4174664.327106 + Penalty 3438.002998 = -4171226.324108 nChanged 256 SP:Iteration 46Q (611.826424 sec): 3 clusters Score: Raw -4174736.339812 + Penalty 3438.002998 = -4171298.336815 nChanged 227 SP:Iteration 47Q (611.938156 sec): 3 clusters Score: Raw -4174798.005551 + Penalty 3438.002998 = -4171360.002553 nChanged 237 SP:Iteration 48Q (612.044551 sec): 3 clusters Score: Raw -4174870.564993 + Penalty 3438.002998 = -4171432.561995 nChanged 237 SP:Iteration 49Q (612.150715 sec): 3 clusters Score: Raw -4174930.319701 + Penalty 3438.002998 = -4171492.316703 nChanged 224 SP:Iteration 50Q (612.254287 sec): 3 clusters Score: Raw -4174979.498558 + Penalty 3438.002998 = -4171541.495560 nChanged 206 SP:Iteration 51Q (612.360780 sec): 3 clusters Score: Raw -4175023.359667 + Penalty 3438.002998 = -4171585.356670 nChanged 198 SP:Iteration 52Q (612.465740 sec): 3 clusters Score: Raw -4175059.074337 + Penalty 3438.002998 = -4171621.071339 nChanged 166 SP:Iteration 53Q (612.570542 sec): 3 clusters Score: Raw -4175088.355521 + Penalty 3438.002998 = -4171650.352523 nChanged 149 SP:Iteration 54Q (612.673377 sec): 3 clusters Score: Raw -4175112.553360 + Penalty 3438.002998 = -4171674.550362 nChanged 120 SP:Iteration 55Q (612.775276 sec): 3 clusters Score: Raw -4175130.904230 + Penalty 3438.002998 = -4171692.901232 nChanged 120 SP:Iteration 56Q (612.879455 sec): 3 clusters Score: Raw -4175150.164456 + Penalty 3438.002998 = -4171712.161458 nChanged 136 SP:Iteration 57Q (612.990163 sec): 3 clusters Score: Raw -4175171.790576 + Penalty 3438.002998 = -4171733.787578 nChanged 128 SP:Iteration 58Q (613.097454 sec): 3 clusters Score: Raw -4175187.962754 + Penalty 3438.002998 = -4171749.959757 nChanged 97 SP:Iteration 59Q (613.192900 sec): 3 clusters Score: Raw -4175199.208855 + Penalty 3438.002998 = -4171761.205857 nChanged 94 SP:Iteration 60F (613.302021 sec): 3 clusters Score: Raw -4175209.981093 + Penalty 3438.002998 = -4171771.978095 nChanged 91 SP:Iteration 61Q (613.415345 sec): 3 clusters Score: Raw -4175218.605734 + Penalty 3438.002998 = -4171780.602736 nChanged 69 SP:Iteration 62Q (613.511652 sec): 3 clusters Score: Raw -4175224.675358 + Penalty 3438.002998 = -4171786.672360 nChanged 56 SP:Iteration 63Q (613.617054 sec): 3 clusters Score: Raw -4175229.600374 + Penalty 3438.002998 = -4171791.597376 nChanged 64 SP:Iteration 64Q (613.727813 sec): 3 clusters Score: Raw -4175236.093716 + Penalty 3438.002998 = -4171798.090718 nChanged 64 SP:Iteration 65Q (613.833315 sec): 3 clusters Score: Raw -4175241.692354 + Penalty 3438.002998 = -4171803.689356 nChanged 49 SP:Iteration 66Q (613.935050 sec): 3 clusters Score: Raw -4175246.523729 + Penalty 3438.002998 = -4171808.520731 nChanged 35 SP:Iteration 67Q (614.041515 sec): 3 clusters Score: Raw -4175249.340608 + Penalty 3438.002998 = -4171811.337610 nChanged 42 SP:Iteration 68Q (614.144848 sec): 3 clusters Score: Raw -4175252.568927 + Penalty 3438.002998 = -4171814.565930 nChanged 34 SP:Iteration 69Q (614.237937 sec): 3 clusters Score: Raw -4175255.178848 + Penalty 3438.002998 = -4171817.175851 nChanged 35 SP:Iteration 70Q (614.342998 sec): 3 clusters Score: Raw -4175257.933167 + Penalty 3438.002998 = -4171819.930170 nChanged 33 SP:Iteration 71Q (614.445836 sec): 3 clusters Score: Raw -4175260.914761 + Penalty 3438.002998 = -4171822.911763 nChanged 39 SP:Iteration 72Q (614.553749 sec): 3 clusters Score: Raw -4175265.277126 + Penalty 3438.002998 = -4171827.274128 nChanged 48 SP:Iteration 73Q (614.644789 sec): 3 clusters Score: Raw -4175270.631039 + Penalty 3438.002998 = -4171832.628041 nChanged 45 SP:Iteration 74Q (614.745651 sec): 3 clusters Score: Raw -4175274.816904 + Penalty 3438.002998 = -4171836.813907 nChanged 40 SP:Iteration 75Q (614.844457 sec): 3 clusters Score: Raw -4175277.925218 + Penalty 3438.002998 = -4171839.922220 nChanged 31 SP:Iteration 76Q (614.964432 sec): 3 clusters Score: Raw -4175280.140522 + Penalty 3438.002998 = -4171842.137524 nChanged 24 SP:Iteration 77Q (615.069139 sec): 3 clusters Score: Raw -4175281.926371 + Penalty 3438.002998 = -4171843.923373 nChanged 15 SP:Iteration 78Q (615.172416 sec): 3 clusters Score: Raw -4175283.089430 + Penalty 3438.002998 = -4171845.086432 nChanged 6 SP:Iteration 79Q (615.278142 sec): 3 clusters Score: Raw -4175283.268009 + Penalty 3438.002998 = -4171845.265011 nChanged 5 SP:Iteration 80F (615.384596 sec): 3 clusters Score: Raw -4175283.549858 + Penalty 3438.002998 = -4171845.546860 nChanged 8 SP:Iteration 81Q (615.476411 sec): 3 clusters Score: Raw -4175284.024437 + Penalty 3438.002998 = -4171846.021439 nChanged 7 SP:Iteration 82Q (615.573004 sec): 3 clusters Score: Raw -4175284.398334 + Penalty 3438.002998 = -4171846.395336 nChanged 10 SP:Iteration 83Q (615.682941 sec): 3 clusters Score: Raw -4175284.834284 + Penalty 3438.002998 = -4171846.831286 nChanged 6 SP:Iteration 84Q (615.779135 sec): 3 clusters Score: Raw -4175285.154964 + Penalty 3438.002998 = -4171847.151966 nChanged 8 SP:Iteration 85Q (615.891190 sec): 3 clusters Score: Raw -4175285.526661 + Penalty 3438.002998 = -4171847.523663 nChanged 7 SP:Iteration 86Q (615.995612 sec): 3 clusters Score: Raw -4175286.037474 + Penalty 3438.002998 = -4171848.034477 nChanged 8 SP:Iteration 87Q (616.099673 sec): 3 clusters Score: Raw -4175286.663254 + Penalty 3438.002998 = -4171848.660256 nChanged 8 SP:Iteration 88Q (616.194852 sec): 3 clusters Score: Raw -4175287.345134 + Penalty 3438.002998 = -4171849.342137 nChanged 6 SP:Iteration 89Q (616.308166 sec): 3 clusters Score: Raw -4175287.728747 + Penalty 3438.002998 = -4171849.725749 nChanged 4 SP:Iteration 90Q (616.417030 sec): 3 clusters Score: Raw -4175287.952887 + Penalty 3438.002998 = -4171849.949890 nChanged 4 SP:Iteration 91Q (616.514771 sec): 3 clusters Score: Raw -4175288.299578 + Penalty 3438.002998 = -4171850.296580 nChanged 3 SP:Iteration 92Q (616.627081 sec): 3 clusters Score: Raw -4175288.457516 + Penalty 3438.002998 = -4171850.454518 nChanged 2 SP:Iteration 93Q (616.729034 sec): 3 clusters Score: Raw -4175288.552065 + Penalty 3438.002998 = -4171850.549067 nChanged 1 SP:Iteration 94Q (616.820371 sec): 3 clusters Score: Raw -4175288.592417 + Penalty 3438.002998 = -4171850.589419 nChanged 2 SP:Iteration 95Q (616.936478 sec): 3 clusters Score: Raw -4175288.675518 + Penalty 3438.002998 = -4171850.672520 nChanged 3 SP:Iteration 96Q (617.034958 sec): 3 clusters Score: Raw -4175288.874687 + Penalty 3438.002998 = -4171850.871689 nChanged 1 SP:Iteration 97Q (617.138040 sec): 3 clusters Score: Raw -4175288.899816 + Penalty 3438.002998 = -4171850.896818 nChanged 0 SP:Iteration 98F (617.252184 sec): 3 clusters Score: Raw -4175288.899816 + Penalty 3438.002998 = -4171850.896818 nChanged 0 Trying to split cluster 4 (1764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (617.283165 sec): 2 clusters Score: Raw -181594.250463 + Penalty 1214.742626 = -180379.507838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (617.335830 sec): 3 clusters Score: Raw -180866.221506 + Penalty 2429.485252 = -178436.736254 nChanged 585 SP:Iteration 1F (617.387191 sec): 3 clusters Score: Raw -181252.346501 + Penalty 2429.485252 = -178822.861249 nChanged 121 SP:Iteration 2F (617.434324 sec): 3 clusters Score: Raw -181337.495866 + Penalty 2429.485252 = -178908.010614 nChanged 65 SP:Iteration 3Q (617.489988 sec): 3 clusters Score: Raw -181390.322587 + Penalty 2429.485252 = -178960.837335 nChanged 52 SP:Iteration 4Q (617.540278 sec): 3 clusters Score: Raw -181423.629849 + Penalty 2429.485252 = -178994.144597 nChanged 36 SP:Iteration 5Q (617.590274 sec): 3 clusters Score: Raw -181448.331063 + Penalty 2429.485252 = -179018.845812 nChanged 26 SP:Iteration 6Q (617.643311 sec): 3 clusters Score: Raw -181462.836000 + Penalty 2429.485252 = -179033.350748 nChanged 29 SP:Iteration 7Q (617.694570 sec): 3 clusters Score: Raw -181491.361225 + Penalty 2429.485252 = -179061.875973 nChanged 36 SP:Iteration 8Q (617.738779 sec): 3 clusters Score: Raw -181513.738742 + Penalty 2429.485252 = -179084.253490 nChanged 22 SP:Iteration 9Q (617.798433 sec): 3 clusters Score: Raw -181526.941262 + Penalty 2429.485252 = -179097.456010 nChanged 16 SP:Iteration 10Q (617.842457 sec): 3 clusters Score: Raw -181535.711473 + Penalty 2429.485252 = -179106.226221 nChanged 13 SP:Iteration 11Q (617.898642 sec): 3 clusters Score: Raw -181542.992477 + Penalty 2429.485252 = -179113.507225 nChanged 14 SP:Iteration 12Q (617.938133 sec): 3 clusters Score: Raw -181552.699404 + Penalty 2429.485252 = -179123.214152 nChanged 10 SP:Iteration 13Q (617.995336 sec): 3 clusters Score: Raw -181559.736301 + Penalty 2429.485252 = -179130.251049 nChanged 14 SP:Iteration 14Q (618.038189 sec): 3 clusters Score: Raw -181568.130738 + Penalty 2429.485252 = -179138.645486 nChanged 6 SP:Iteration 15Q (618.080152 sec): 3 clusters Score: Raw -181572.344463 + Penalty 2429.485252 = -179142.859211 nChanged 9 SP:Iteration 16Q (618.135434 sec): 3 clusters Score: Raw -181578.832856 + Penalty 2429.485252 = -179149.347604 nChanged 10 SP:Iteration 17Q (618.174948 sec): 3 clusters Score: Raw -181586.312335 + Penalty 2429.485252 = -179156.827084 nChanged 18 SP:Iteration 18Q (618.223557 sec): 3 clusters Score: Raw -181602.537525 + Penalty 2429.485252 = -179173.052273 nChanged 20 SP:Iteration 19Q (618.274607 sec): 3 clusters Score: Raw -181619.946565 + Penalty 2429.485252 = -179190.461313 nChanged 24 SP:Iteration 20F (618.327118 sec): 3 clusters Score: Raw -181640.030586 + Penalty 2429.485252 = -179210.545334 nChanged 22 SP:Iteration 21Q (618.374839 sec): 3 clusters Score: Raw -181655.217866 + Penalty 2429.485252 = -179225.732615 nChanged 15 SP:Iteration 22Q (618.419783 sec): 3 clusters Score: Raw -181670.021170 + Penalty 2429.485252 = -179240.535918 nChanged 15 SP:Iteration 23Q (618.460943 sec): 3 clusters Score: Raw -181676.878932 + Penalty 2429.485252 = -179247.393680 nChanged 8 SP:Iteration 24Q (618.515647 sec): 3 clusters Score: Raw -181681.340484 + Penalty 2429.485252 = -179251.855232 nChanged 6 SP:Iteration 25Q (618.574151 sec): 3 clusters Score: Raw -181684.779062 + Penalty 2429.485252 = -179255.293810 nChanged 5 SP:Iteration 26Q (618.620336 sec): 3 clusters Score: Raw -181686.708860 + Penalty 2429.485252 = -179257.223608 nChanged 3 SP:Iteration 27Q (618.673881 sec): 3 clusters Score: Raw -181688.786351 + Penalty 2429.485252 = -179259.301099 nChanged 5 SP:Iteration 28Q (618.717585 sec): 3 clusters Score: Raw -181692.897751 + Penalty 2429.485252 = -179263.412499 nChanged 10 SP:Iteration 29Q (618.771140 sec): 3 clusters Score: Raw -181697.616236 + Penalty 2429.485252 = -179268.130984 nChanged 5 SP:Iteration 30Q (618.823537 sec): 3 clusters Score: Raw -181699.249050 + Penalty 2429.485252 = -179269.763798 nChanged 0 SP:Iteration 31F (618.872224 sec): 3 clusters Score: Raw -181699.249050 + Penalty 2429.485252 = -179269.763798 nChanged 0 Trying to split cluster 5 (3607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (618.901328 sec): 2 clusters Score: Raw -391510.928580 + Penalty 1330.977648 = -390179.950931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (618.945695 sec): 3 clusters Score: Raw -389709.551545 + Penalty 2661.955296 = -387047.596249 nChanged 1420 SP:Iteration 1F (619.008431 sec): 3 clusters Score: Raw -390538.245597 + Penalty 2661.955296 = -387876.290301 nChanged 260 SP:Iteration 2F (619.058505 sec): 3 clusters Score: Raw -390686.597519 + Penalty 2661.955296 = -388024.642222 nChanged 179 SP:Iteration 3Q (619.100980 sec): 3 clusters Score: Raw -390787.780510 + Penalty 2661.955296 = -388125.825214 nChanged 148 SP:Iteration 4Q (619.159909 sec): 3 clusters Score: Raw -390873.169139 + Penalty 2661.955296 = -388211.213843 nChanged 122 SP:Iteration 5Q (619.205124 sec): 3 clusters Score: Raw -390949.273990 + Penalty 2661.955296 = -388287.318694 nChanged 107 SP:Iteration 6Q (619.265836 sec): 3 clusters Score: Raw -391005.982507 + Penalty 2661.955296 = -388344.027211 nChanged 107 SP:Iteration 7Q (619.312852 sec): 3 clusters Score: Raw -391084.527010 + Penalty 2661.955296 = -388422.571713 nChanged 116 SP:Iteration 8Q (619.373152 sec): 3 clusters Score: Raw -391167.856748 + Penalty 2661.955296 = -388505.901451 nChanged 110 SP:Iteration 9Q (619.429220 sec): 3 clusters Score: Raw -391242.854565 + Penalty 2661.955296 = -388580.899269 nChanged 94 SP:Iteration 10Q (619.475804 sec): 3 clusters Score: Raw -391314.986846 + Penalty 2661.955296 = -388653.031550 nChanged 89 SP:Iteration 11Q (619.528768 sec): 3 clusters Score: Raw -391390.474511 + Penalty 2661.955296 = -388728.519215 nChanged 88 SP:Iteration 12Q (619.579362 sec): 3 clusters Score: Raw -391477.148312 + Penalty 2661.955296 = -388815.193015 nChanged 73 SP:Iteration 13Q (619.638928 sec): 3 clusters Score: Raw -391558.576193 + Penalty 2661.955296 = -388896.620897 nChanged 56 SP:Iteration 14Q (619.681676 sec): 3 clusters Score: Raw -391616.879707 + Penalty 2661.955296 = -388954.924410 nChanged 35 SP:Iteration 15Q (619.736663 sec): 3 clusters Score: Raw -391656.994858 + Penalty 2661.955296 = -388995.039561 nChanged 32 SP:Iteration 16Q (619.789850 sec): 3 clusters Score: Raw -391695.106175 + Penalty 2661.955296 = -389033.150879 nChanged 21 SP:Iteration 17Q (619.854929 sec): 3 clusters Score: Raw -391712.127555 + Penalty 2661.955296 = -389050.172259 nChanged 7 SP:Iteration 18Q (619.904279 sec): 3 clusters Score: Raw -391721.427995 + Penalty 2661.955296 = -389059.472699 nChanged 8 SP:Iteration 19Q (619.953781 sec): 3 clusters Score: Raw -391727.887356 + Penalty 2661.955296 = -389065.932059 nChanged 9 SP:Iteration 20F (620.001173 sec): 3 clusters Score: Raw -391739.674425 + Penalty 2661.955296 = -389077.719129 nChanged 11 SP:Iteration 21Q (620.059527 sec): 3 clusters Score: Raw -391753.779562 + Penalty 2661.955296 = -389091.824266 nChanged 10 SP:Iteration 22Q (620.109401 sec): 3 clusters Score: Raw -391761.854083 + Penalty 2661.955296 = -389099.898786 nChanged 4 SP:Iteration 23Q (620.148841 sec): 3 clusters Score: Raw -391766.134429 + Penalty 2661.955296 = -389104.179133 nChanged 5 SP:Iteration 24Q (620.213151 sec): 3 clusters Score: Raw -391773.223427 + Penalty 2661.955296 = -389111.268131 nChanged 5 SP:Iteration 25Q (620.268198 sec): 3 clusters Score: Raw -391779.637077 + Penalty 2661.955296 = -389117.681781 nChanged 6 SP:Iteration 26Q (620.316185 sec): 3 clusters Score: Raw -391787.307984 + Penalty 2661.955296 = -389125.352687 nChanged 5 SP:Iteration 27Q (620.375528 sec): 3 clusters Score: Raw -391794.173909 + Penalty 2661.955296 = -389132.218612 nChanged 1 SP:Iteration 28Q (620.429556 sec): 3 clusters Score: Raw -391795.840943 + Penalty 2661.955296 = -389133.885646 nChanged 2 SP:Iteration 29Q (620.481540 sec): 3 clusters Score: Raw -391798.842169 + Penalty 2661.955296 = -389136.886873 nChanged 0 SP:Iteration 30F (620.531804 sec): 3 clusters Score: Raw -391798.842169 + Penalty 2661.955296 = -389136.886873 nChanged 0 Trying to split cluster 6 (2534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (620.564746 sec): 2 clusters Score: Raw -250734.925469 + Penalty 1273.602584 = -249461.322885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (620.612717 sec): 3 clusters Score: Raw -249581.963598 + Penalty 2547.205167 = -247034.758430 nChanged 914 SP:Iteration 1F (620.650864 sec): 3 clusters Score: Raw -250169.099578 + Penalty 2547.205167 = -247621.894411 nChanged 197 SP:Iteration 2F (620.697163 sec): 3 clusters Score: Raw -250313.601978 + Penalty 2547.205167 = -247766.396811 nChanged 140 SP:Iteration 3F (620.748212 sec): 3 clusters Score: Raw -250400.699162 + Penalty 2547.205167 = -247853.493995 nChanged 100 SP:Iteration 4Q (620.798643 sec): 3 clusters Score: Raw -250465.678879 + Penalty 2547.205167 = -247918.473712 nChanged 82 SP:Iteration 5Q (620.839392 sec): 3 clusters Score: Raw -250524.180137 + Penalty 2547.205167 = -247976.974970 nChanged 70 SP:Iteration 6Q (620.887366 sec): 3 clusters Score: Raw -250568.590323 + Penalty 2547.205167 = -248021.385156 nChanged 59 SP:Iteration 7Q (620.945667 sec): 3 clusters Score: Raw -250604.491352 + Penalty 2547.205167 = -248057.286184 nChanged 44 SP:Iteration 8Q (620.997510 sec): 3 clusters Score: Raw -250634.448231 + Penalty 2547.205167 = -248087.243064 nChanged 44 SP:Iteration 9Q (621.036046 sec): 3 clusters Score: Raw -250658.369262 + Penalty 2547.205167 = -248111.164094 nChanged 32 SP:Iteration 10Q (621.084685 sec): 3 clusters Score: Raw -250674.381969 + Penalty 2547.205167 = -248127.176802 nChanged 28 SP:Iteration 11Q (621.145479 sec): 3 clusters Score: Raw -250689.229094 + Penalty 2547.205167 = -248142.023927 nChanged 26 SP:Iteration 12Q (621.187747 sec): 3 clusters Score: Raw -250699.853504 + Penalty 2547.205167 = -248152.648337 nChanged 18 SP:Iteration 13Q (621.241148 sec): 3 clusters Score: Raw -250708.099650 + Penalty 2547.205167 = -248160.894483 nChanged 19 SP:Iteration 14Q (621.294119 sec): 3 clusters Score: Raw -250718.234708 + Penalty 2547.205167 = -248171.029540 nChanged 22 SP:Iteration 15Q (621.338442 sec): 3 clusters Score: Raw -250729.157346 + Penalty 2547.205167 = -248181.952179 nChanged 29 SP:Iteration 16Q (621.389108 sec): 3 clusters Score: Raw -250747.767307 + Penalty 2547.205167 = -248200.562140 nChanged 35 SP:Iteration 17Q (621.441998 sec): 3 clusters Score: Raw -250767.901951 + Penalty 2547.205167 = -248220.696784 nChanged 30 SP:Iteration 18Q (621.487825 sec): 3 clusters Score: Raw -250787.745954 + Penalty 2547.205167 = -248240.540786 nChanged 28 SP:Iteration 19Q (621.543740 sec): 3 clusters Score: Raw -250802.807097 + Penalty 2547.205167 = -248255.601930 nChanged 15 SP:Iteration 20F (621.595309 sec): 3 clusters Score: Raw -250809.786394 + Penalty 2547.205167 = -248262.581227 nChanged 14 SP:Iteration 21Q (621.645036 sec): 3 clusters Score: Raw -250816.348975 + Penalty 2547.205167 = -248269.143808 nChanged 11 SP:Iteration 22Q (621.685286 sec): 3 clusters Score: Raw -250822.531771 + Penalty 2547.205167 = -248275.326604 nChanged 16 SP:Iteration 23Q (621.735505 sec): 3 clusters Score: Raw -250828.143537 + Penalty 2547.205167 = -248280.938370 nChanged 10 SP:Iteration 24Q (621.784259 sec): 3 clusters Score: Raw -250833.608905 + Penalty 2547.205167 = -248286.403738 nChanged 12 SP:Iteration 25Q (621.832048 sec): 3 clusters Score: Raw -250839.549803 + Penalty 2547.205167 = -248292.344636 nChanged 9 SP:Iteration 26Q (621.878479 sec): 3 clusters Score: Raw -250843.528288 + Penalty 2547.205167 = -248296.323121 nChanged 7 SP:Iteration 27Q (621.928010 sec): 3 clusters Score: Raw -250846.698598 + Penalty 2547.205167 = -248299.493431 nChanged 8 SP:Iteration 28Q (621.970377 sec): 3 clusters Score: Raw -250850.061933 + Penalty 2547.205167 = -248302.856766 nChanged 10 SP:Iteration 29Q (622.028475 sec): 3 clusters Score: Raw -250853.904225 + Penalty 2547.205167 = -248306.699058 nChanged 9 SP:Iteration 30Q (622.075844 sec): 3 clusters Score: Raw -250857.523776 + Penalty 2547.205167 = -248310.318608 nChanged 11 SP:Iteration 31Q (622.115470 sec): 3 clusters Score: Raw -250861.548944 + Penalty 2547.205167 = -248314.343776 nChanged 9 SP:Iteration 32Q (622.160922 sec): 3 clusters Score: Raw -250866.162780 + Penalty 2547.205167 = -248318.957613 nChanged 15 SP:Iteration 33Q (622.217984 sec): 3 clusters Score: Raw -250876.081900 + Penalty 2547.205167 = -248328.876733 nChanged 19 SP:Iteration 34Q (622.256703 sec): 3 clusters Score: Raw -250887.021150 + Penalty 2547.205167 = -248339.815983 nChanged 21 SP:Iteration 35Q (622.307435 sec): 3 clusters Score: Raw -250898.737524 + Penalty 2547.205167 = -248351.532356 nChanged 15 SP:Iteration 36Q (622.351890 sec): 3 clusters Score: Raw -250908.227297 + Penalty 2547.205167 = -248361.022130 nChanged 17 SP:Iteration 37Q (622.404791 sec): 3 clusters Score: Raw -250915.845403 + Penalty 2547.205167 = -248368.640235 nChanged 13 SP:Iteration 38Q (622.458969 sec): 3 clusters Score: Raw -250922.591717 + Penalty 2547.205167 = -248375.386550 nChanged 10 SP:Iteration 39Q (622.509195 sec): 3 clusters Score: Raw -250929.481436 + Penalty 2547.205167 = -248382.276269 nChanged 11 SP:Iteration 40F (622.553633 sec): 3 clusters Score: Raw -250936.484547 + Penalty 2547.205167 = -248389.279380 nChanged 12 SP:Iteration 41Q (622.603456 sec): 3 clusters Score: Raw -250941.849721 + Penalty 2547.205167 = -248394.644554 nChanged 10 SP:Iteration 42Q (622.656781 sec): 3 clusters Score: Raw -250947.512297 + Penalty 2547.205167 = -248400.307129 nChanged 11 SP:Iteration 43Q (622.697757 sec): 3 clusters Score: Raw -250952.752891 + Penalty 2547.205167 = -248405.547724 nChanged 11 SP:Iteration 44Q (622.753070 sec): 3 clusters Score: Raw -250957.257549 + Penalty 2547.205167 = -248410.052382 nChanged 8 SP:Iteration 45Q (622.795577 sec): 3 clusters Score: Raw -250961.618021 + Penalty 2547.205167 = -248414.412854 nChanged 8 SP:Iteration 46Q (622.853571 sec): 3 clusters Score: Raw -250965.082685 + Penalty 2547.205167 = -248417.877517 nChanged 9 SP:Iteration 47Q (622.899474 sec): 3 clusters Score: Raw -250968.744847 + Penalty 2547.205167 = -248421.539680 nChanged 7 SP:Iteration 48Q (622.951797 sec): 3 clusters Score: Raw -250971.352608 + Penalty 2547.205167 = -248424.147440 nChanged 4 SP:Iteration 49Q (622.994226 sec): 3 clusters Score: Raw -250973.738331 + Penalty 2547.205167 = -248426.533164 nChanged 2 SP:Iteration 50Q (623.052525 sec): 3 clusters Score: Raw -250974.471729 + Penalty 2547.205167 = -248427.266561 nChanged 2 SP:Iteration 51Q (623.093119 sec): 3 clusters Score: Raw -250975.089829 + Penalty 2547.205167 = -248427.884662 nChanged 2 SP:Iteration 52Q (623.147733 sec): 3 clusters Score: Raw -250976.017521 + Penalty 2547.205167 = -248428.812353 nChanged 3 SP:Iteration 53Q (623.179701 sec): 3 clusters Score: Raw -250977.593227 + Penalty 2547.205167 = -248430.388060 nChanged 2 SP:Iteration 54Q (623.232883 sec): 3 clusters Score: Raw -250978.763638 + Penalty 2547.205167 = -248431.558471 nChanged 2 SP:Iteration 55Q (623.280394 sec): 3 clusters Score: Raw -250979.566610 + Penalty 2547.205167 = -248432.361442 nChanged 4 SP:Iteration 56Q (623.324220 sec): 3 clusters Score: Raw -250980.759497 + Penalty 2547.205167 = -248433.554329 nChanged 2 SP:Iteration 57Q (623.374574 sec): 3 clusters Score: Raw -250982.136198 + Penalty 2547.205167 = -248434.931030 nChanged 4 SP:Iteration 58Q (623.429958 sec): 3 clusters Score: Raw -250983.704684 + Penalty 2547.205167 = -248436.499517 nChanged 7 SP:Iteration 59Q (623.491841 sec): 3 clusters Score: Raw -250986.465989 + Penalty 2547.205167 = -248439.260822 nChanged 4 SP:Iteration 60F (623.537879 sec): 3 clusters Score: Raw -250989.287415 + Penalty 2547.205167 = -248442.082247 nChanged 3 SP:Iteration 61Q (623.595237 sec): 3 clusters Score: Raw -250990.630695 + Penalty 2547.205167 = -248443.425528 nChanged 1 SP:Iteration 62Q (623.650787 sec): 3 clusters Score: Raw -250991.000025 + Penalty 2547.205167 = -248443.794858 nChanged 1 SP:Iteration 63Q (623.690803 sec): 3 clusters Score: Raw -250991.740960 + Penalty 2547.205167 = -248444.535793 nChanged 0 SP:Iteration 64F (623.742005 sec): 3 clusters Score: Raw -250991.740960 + Penalty 2547.205167 = -248444.535793 nChanged 0 Trying to split cluster 7 (8190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (623.778736 sec): 2 clusters Score: Raw -867047.601581 + Penalty 1464.233741 = -865583.367840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (623.841909 sec): 3 clusters Score: Raw -862480.217606 + Penalty 2928.467482 = -859551.750124 nChanged 3518 SP:Iteration 1F (623.905970 sec): 3 clusters Score: Raw -864396.562606 + Penalty 2928.467482 = -861468.095124 nChanged 560 SP:Iteration 2F (623.968728 sec): 3 clusters Score: Raw -864713.512215 + Penalty 2928.467482 = -861785.044733 nChanged 524 SP:Iteration 3F (624.020302 sec): 3 clusters Score: Raw -865009.628185 + Penalty 2928.467482 = -862081.160703 nChanged 465 SP:Iteration 4F (624.090255 sec): 3 clusters Score: Raw -865278.291937 + Penalty 2928.467482 = -862349.824454 nChanged 459 SP:Iteration 5F (624.151370 sec): 3 clusters Score: Raw -865560.683812 + Penalty 2928.467482 = -862632.216330 nChanged 470 SP:Iteration 6F (624.197330 sec): 3 clusters Score: Raw -865846.326108 + Penalty 2928.467482 = -862917.858625 nChanged 434 SP:Iteration 7F (624.267219 sec): 3 clusters Score: Raw -866092.682177 + Penalty 2928.467482 = -863164.214694 nChanged 404 SP:Iteration 8Q (624.319141 sec): 3 clusters Score: Raw -866316.841606 + Penalty 2928.467482 = -863388.374124 nChanged 337 SP:Iteration 9Q (624.385134 sec): 3 clusters Score: Raw -866494.446300 + Penalty 2928.467482 = -863565.978818 nChanged 289 SP:Iteration 10Q (624.443043 sec): 3 clusters Score: Raw -866635.124398 + Penalty 2928.467482 = -863706.656915 nChanged 228 SP:Iteration 11Q (624.504591 sec): 3 clusters Score: Raw -866738.599927 + Penalty 2928.467482 = -863810.132444 nChanged 183 SP:Iteration 12Q (624.570733 sec): 3 clusters Score: Raw -866817.856234 + Penalty 2928.467482 = -863889.388751 nChanged 163 SP:Iteration 13Q (624.629349 sec): 3 clusters Score: Raw -866885.168500 + Penalty 2928.467482 = -863956.701017 nChanged 131 SP:Iteration 14Q (624.694908 sec): 3 clusters Score: Raw -866934.228030 + Penalty 2928.467482 = -864005.760548 nChanged 107 SP:Iteration 15Q (624.752267 sec): 3 clusters Score: Raw -866965.453128 + Penalty 2928.467482 = -864036.985645 nChanged 75 SP:Iteration 16Q (624.817110 sec): 3 clusters Score: Raw -866990.371871 + Penalty 2928.467482 = -864061.904389 nChanged 84 SP:Iteration 17Q (624.881017 sec): 3 clusters Score: Raw -867018.927554 + Penalty 2928.467482 = -864090.460071 nChanged 69 SP:Iteration 18Q (624.940709 sec): 3 clusters Score: Raw -867040.660229 + Penalty 2928.467482 = -864112.192747 nChanged 59 SP:Iteration 19Q (624.989612 sec): 3 clusters Score: Raw -867058.192770 + Penalty 2928.467482 = -864129.725288 nChanged 51 SP:Iteration 20F (625.057838 sec): 3 clusters Score: Raw -867072.858647 + Penalty 2928.467482 = -864144.391165 nChanged 45 SP:Iteration 21Q (625.118093 sec): 3 clusters Score: Raw -867086.592286 + Penalty 2928.467482 = -864158.124803 nChanged 37 SP:Iteration 22Q (625.182161 sec): 3 clusters Score: Raw -867095.555408 + Penalty 2928.467482 = -864167.087925 nChanged 32 SP:Iteration 23Q (625.233823 sec): 3 clusters Score: Raw -867103.853228 + Penalty 2928.467482 = -864175.385746 nChanged 31 SP:Iteration 24Q (625.305366 sec): 3 clusters Score: Raw -867112.901439 + Penalty 2928.467482 = -864184.433956 nChanged 29 SP:Iteration 25Q (625.357467 sec): 3 clusters Score: Raw -867121.513563 + Penalty 2928.467482 = -864193.046081 nChanged 36 SP:Iteration 26Q (625.412916 sec): 3 clusters Score: Raw -867132.350058 + Penalty 2928.467482 = -864203.882575 nChanged 32 SP:Iteration 27Q (625.485475 sec): 3 clusters Score: Raw -867141.909908 + Penalty 2928.467482 = -864213.442425 nChanged 31 SP:Iteration 28Q (625.547398 sec): 3 clusters Score: Raw -867150.020958 + Penalty 2928.467482 = -864221.553475 nChanged 25 SP:Iteration 29Q (625.594245 sec): 3 clusters Score: Raw -867158.106557 + Penalty 2928.467482 = -864229.639075 nChanged 29 SP:Iteration 30Q (625.659406 sec): 3 clusters Score: Raw -867167.575880 + Penalty 2928.467482 = -864239.108397 nChanged 32 SP:Iteration 31Q (625.721948 sec): 3 clusters Score: Raw -867178.580999 + Penalty 2928.467482 = -864250.113516 nChanged 33 SP:Iteration 32Q (625.780381 sec): 3 clusters Score: Raw -867189.801444 + Penalty 2928.467482 = -864261.333962 nChanged 30 SP:Iteration 33Q (625.836473 sec): 3 clusters Score: Raw -867199.691271 + Penalty 2928.467482 = -864271.223789 nChanged 25 SP:Iteration 34Q (625.895111 sec): 3 clusters Score: Raw -867209.499144 + Penalty 2928.467482 = -864281.031662 nChanged 23 SP:Iteration 35Q (625.948522 sec): 3 clusters Score: Raw -867217.181455 + Penalty 2928.467482 = -864288.713972 nChanged 17 SP:Iteration 36Q (626.016794 sec): 3 clusters Score: Raw -867222.210669 + Penalty 2928.467482 = -864293.743186 nChanged 14 SP:Iteration 37Q (626.078598 sec): 3 clusters Score: Raw -867226.238440 + Penalty 2928.467482 = -864297.770957 nChanged 11 SP:Iteration 38Q (626.139652 sec): 3 clusters Score: Raw -867228.842600 + Penalty 2928.467482 = -864300.375117 nChanged 12 SP:Iteration 39Q (626.205542 sec): 3 clusters Score: Raw -867232.372220 + Penalty 2928.467482 = -864303.904738 nChanged 9 SP:Iteration 40F (626.266644 sec): 3 clusters Score: Raw -867235.285074 + Penalty 2928.467482 = -864306.817592 nChanged 4 SP:Iteration 41Q (626.326485 sec): 3 clusters Score: Raw -867237.090837 + Penalty 2928.467482 = -864308.623354 nChanged 8 SP:Iteration 42Q (626.379268 sec): 3 clusters Score: Raw -867240.300686 + Penalty 2928.467482 = -864311.833203 nChanged 10 SP:Iteration 43Q (626.448032 sec): 3 clusters Score: Raw -867243.800262 + Penalty 2928.467482 = -864315.332780 nChanged 7 SP:Iteration 44Q (626.493594 sec): 3 clusters Score: Raw -867245.605664 + Penalty 2928.467482 = -864317.138181 nChanged 8 SP:Iteration 45Q (626.560498 sec): 3 clusters Score: Raw -867247.562888 + Penalty 2928.467482 = -864319.095406 nChanged 8 SP:Iteration 46Q (626.625392 sec): 3 clusters Score: Raw -867250.889691 + Penalty 2928.467482 = -864322.422208 nChanged 7 SP:Iteration 47Q (626.676691 sec): 3 clusters Score: Raw -867253.586204 + Penalty 2928.467482 = -864325.118722 nChanged 9 SP:Iteration 48Q (626.736430 sec): 3 clusters Score: Raw -867255.926597 + Penalty 2928.467482 = -864327.459114 nChanged 6 SP:Iteration 49Q (626.807927 sec): 3 clusters Score: Raw -867258.220658 + Penalty 2928.467482 = -864329.753175 nChanged 6 SP:Iteration 50Q (626.868754 sec): 3 clusters Score: Raw -867260.837427 + Penalty 2928.467482 = -864332.369945 nChanged 7 SP:Iteration 51Q (626.931851 sec): 3 clusters Score: Raw -867264.184449 + Penalty 2928.467482 = -864335.716967 nChanged 7 SP:Iteration 52Q (626.984467 sec): 3 clusters Score: Raw -867267.916087 + Penalty 2928.467482 = -864339.448604 nChanged 10 SP:Iteration 53Q (627.045443 sec): 3 clusters Score: Raw -867271.282131 + Penalty 2928.467482 = -864342.814648 nChanged 7 SP:Iteration 54Q (627.102839 sec): 3 clusters Score: Raw -867272.977713 + Penalty 2928.467482 = -864344.510231 nChanged 4 SP:Iteration 55Q (627.170494 sec): 3 clusters Score: Raw -867274.106943 + Penalty 2928.467482 = -864345.639460 nChanged 2 SP:Iteration 56Q (627.227476 sec): 3 clusters Score: Raw -867274.405840 + Penalty 2928.467482 = -864345.938357 nChanged 2 SP:Iteration 57Q (627.285164 sec): 3 clusters Score: Raw -867274.925319 + Penalty 2928.467482 = -864346.457837 nChanged 3 SP:Iteration 58Q (627.351793 sec): 3 clusters Score: Raw -867275.872294 + Penalty 2928.467482 = -864347.404811 nChanged 2 SP:Iteration 59Q (627.407767 sec): 3 clusters Score: Raw -867276.188847 + Penalty 2928.467482 = -864347.721364 nChanged 1 SP:Iteration 60F (627.462319 sec): 3 clusters Score: Raw -867276.311086 + Penalty 2928.467482 = -864347.843603 nChanged 1 SP:Iteration 61Q (627.517491 sec): 3 clusters Score: Raw -867276.926052 + Penalty 2928.467482 = -864348.458570 nChanged 0 SP:Iteration 62F (627.578474 sec): 3 clusters Score: Raw -867276.926052 + Penalty 2928.467482 = -864348.458570 nChanged 0 Trying to split cluster 8 (13443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (627.619428 sec): 2 clusters Score: Raw -1445808.609568 + Penalty 1544.759743 = -1444263.849825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (627.689603 sec): 3 clusters Score: Raw -1437947.810933 + Penalty 3089.519486 = -1434858.291447 nChanged 5933 SP:Iteration 1F (627.756106 sec): 3 clusters Score: Raw -1441286.214961 + Penalty 3089.519486 = -1438196.695475 nChanged 774 SP:Iteration 2F (627.827585 sec): 3 clusters Score: Raw -1441648.409916 + Penalty 3089.519486 = -1438558.890430 nChanged 800 SP:Iteration 3F (627.893319 sec): 3 clusters Score: Raw -1442050.903718 + Penalty 3089.519486 = -1438961.384232 nChanged 774 SP:Iteration 4F (627.960040 sec): 3 clusters Score: Raw -1442500.581997 + Penalty 3089.519486 = -1439411.062511 nChanged 823 SP:Iteration 5F (628.017290 sec): 3 clusters Score: Raw -1443020.349628 + Penalty 3089.519486 = -1439930.830142 nChanged 789 SP:Iteration 6F (628.086531 sec): 3 clusters Score: Raw -1443506.953682 + Penalty 3089.519486 = -1440417.434195 nChanged 739 SP:Iteration 7F (628.167292 sec): 3 clusters Score: Raw -1443904.578980 + Penalty 3089.519486 = -1440815.059494 nChanged 581 SP:Iteration 8Q (628.231121 sec): 3 clusters Score: Raw -1444195.871752 + Penalty 3089.519486 = -1441106.352266 nChanged 481 SP:Iteration 9Q (628.306103 sec): 3 clusters Score: Raw -1444424.479608 + Penalty 3089.519486 = -1441334.960122 nChanged 412 SP:Iteration 10Q (628.379149 sec): 3 clusters Score: Raw -1444625.201774 + Penalty 3089.519486 = -1441535.682287 nChanged 344 SP:Iteration 11Q (628.449603 sec): 3 clusters Score: Raw -1444825.997369 + Penalty 3089.519486 = -1441736.477883 nChanged 333 SP:Iteration 12Q (628.522226 sec): 3 clusters Score: Raw -1445038.078441 + Penalty 3089.519486 = -1441948.558954 nChanged 297 SP:Iteration 13Q (628.576574 sec): 3 clusters Score: Raw -1445217.687103 + Penalty 3089.519486 = -1442128.167616 nChanged 278 SP:Iteration 14Q (628.649610 sec): 3 clusters Score: Raw -1445412.628133 + Penalty 3089.519486 = -1442323.108647 nChanged 273 SP:Iteration 15Q (628.715444 sec): 3 clusters Score: Raw -1445558.300151 + Penalty 3089.519486 = -1442468.780665 nChanged 189 SP:Iteration 16Q (628.774824 sec): 3 clusters Score: Raw -1445637.648951 + Penalty 3089.519486 = -1442548.129465 nChanged 142 SP:Iteration 17Q (628.847863 sec): 3 clusters Score: Raw -1445693.864289 + Penalty 3089.519486 = -1442604.344803 nChanged 105 SP:Iteration 18Q (628.916248 sec): 3 clusters Score: Raw -1445730.705806 + Penalty 3089.519486 = -1442641.186320 nChanged 96 SP:Iteration 19Q (628.969314 sec): 3 clusters Score: Raw -1445765.034366 + Penalty 3089.519486 = -1442675.514880 nChanged 80 SP:Iteration 20F (629.049159 sec): 3 clusters Score: Raw -1445789.317818 + Penalty 3089.519486 = -1442699.798332 nChanged 79 SP:Iteration 21Q (629.119879 sec): 3 clusters Score: Raw -1445820.950406 + Penalty 3089.519486 = -1442731.430919 nChanged 83 SP:Iteration 22Q (629.179300 sec): 3 clusters Score: Raw -1445853.460526 + Penalty 3089.519486 = -1442763.941040 nChanged 73 SP:Iteration 23Q (629.248712 sec): 3 clusters Score: Raw -1445881.553359 + Penalty 3089.519486 = -1442792.033873 nChanged 78 SP:Iteration 24Q (629.314699 sec): 3 clusters Score: Raw -1445909.006990 + Penalty 3089.519486 = -1442819.487504 nChanged 62 SP:Iteration 25Q (629.384211 sec): 3 clusters Score: Raw -1445927.654750 + Penalty 3089.519486 = -1442838.135264 nChanged 63 SP:Iteration 26Q (629.451301 sec): 3 clusters Score: Raw -1445948.263226 + Penalty 3089.519486 = -1442858.743740 nChanged 62 SP:Iteration 27Q (629.518903 sec): 3 clusters Score: Raw -1445965.656174 + Penalty 3089.519486 = -1442876.136688 nChanged 48 SP:Iteration 28Q (629.589561 sec): 3 clusters Score: Raw -1445978.423955 + Penalty 3089.519486 = -1442888.904469 nChanged 62 SP:Iteration 29Q (629.657019 sec): 3 clusters Score: Raw -1445998.819028 + Penalty 3089.519486 = -1442909.299542 nChanged 66 SP:Iteration 30Q (629.728416 sec): 3 clusters Score: Raw -1446018.601285 + Penalty 3089.519486 = -1442929.081799 nChanged 60 SP:Iteration 31Q (629.797576 sec): 3 clusters Score: Raw -1446034.688014 + Penalty 3089.519486 = -1442945.168528 nChanged 57 SP:Iteration 32Q (629.854684 sec): 3 clusters Score: Raw -1446052.290685 + Penalty 3089.519486 = -1442962.771199 nChanged 54 SP:Iteration 33Q (629.932176 sec): 3 clusters Score: Raw -1446065.803389 + Penalty 3089.519486 = -1442976.283903 nChanged 39 SP:Iteration 34Q (629.988781 sec): 3 clusters Score: Raw -1446075.706977 + Penalty 3089.519486 = -1442986.187491 nChanged 39 SP:Iteration 35Q (630.066034 sec): 3 clusters Score: Raw -1446083.327720 + Penalty 3089.519486 = -1442993.808234 nChanged 30 SP:Iteration 36Q (630.135078 sec): 3 clusters Score: Raw -1446088.475562 + Penalty 3089.519486 = -1442998.956076 nChanged 22 SP:Iteration 37Q (630.202709 sec): 3 clusters Score: Raw -1446092.219474 + Penalty 3089.519486 = -1443002.699988 nChanged 19 SP:Iteration 38Q (630.268574 sec): 3 clusters Score: Raw -1446095.499111 + Penalty 3089.519486 = -1443005.979625 nChanged 13 SP:Iteration 39Q (630.334830 sec): 3 clusters Score: Raw -1446097.619696 + Penalty 3089.519486 = -1443008.100209 nChanged 15 SP:Iteration 40F (630.402767 sec): 3 clusters Score: Raw -1446101.152048 + Penalty 3089.519486 = -1443011.632562 nChanged 14 SP:Iteration 41Q (630.471739 sec): 3 clusters Score: Raw -1446103.029767 + Penalty 3089.519486 = -1443013.510281 nChanged 12 SP:Iteration 42Q (630.537458 sec): 3 clusters Score: Raw -1446105.175165 + Penalty 3089.519486 = -1443015.655679 nChanged 8 SP:Iteration 43Q (630.600667 sec): 3 clusters Score: Raw -1446106.360448 + Penalty 3089.519486 = -1443016.840962 nChanged 8 SP:Iteration 44Q (630.669528 sec): 3 clusters Score: Raw -1446107.571947 + Penalty 3089.519486 = -1443018.052461 nChanged 6 SP:Iteration 45Q (630.725374 sec): 3 clusters Score: Raw -1446108.400172 + Penalty 3089.519486 = -1443018.880686 nChanged 2 SP:Iteration 46Q (630.794133 sec): 3 clusters Score: Raw -1446108.697835 + Penalty 3089.519486 = -1443019.178349 nChanged 4 SP:Iteration 47Q (630.873286 sec): 3 clusters Score: Raw -1446109.240136 + Penalty 3089.519486 = -1443019.720649 nChanged 4 SP:Iteration 48Q (630.929146 sec): 3 clusters Score: Raw -1446110.070846 + Penalty 3089.519486 = -1443020.551360 nChanged 6 SP:Iteration 49Q (630.991973 sec): 3 clusters Score: Raw -1446111.085042 + Penalty 3089.519486 = -1443021.565556 nChanged 5 SP:Iteration 50Q (631.054457 sec): 3 clusters Score: Raw -1446111.682255 + Penalty 3089.519486 = -1443022.162769 nChanged 4 SP:Iteration 51Q (631.127214 sec): 3 clusters Score: Raw -1446112.013184 + Penalty 3089.519486 = -1443022.493698 nChanged 2 SP:Iteration 52Q (631.184180 sec): 3 clusters Score: Raw -1446112.247341 + Penalty 3089.519486 = -1443022.727855 nChanged 1 SP:Iteration 53Q (631.252031 sec): 3 clusters Score: Raw -1446112.402947 + Penalty 3089.519486 = -1443022.883461 nChanged 2 SP:Iteration 54Q (631.331232 sec): 3 clusters Score: Raw -1446112.541097 + Penalty 3089.519486 = -1443023.021610 nChanged 1 SP:Iteration 55Q (631.397564 sec): 3 clusters Score: Raw -1446112.823003 + Penalty 3089.519486 = -1443023.303517 nChanged 3 SP:Iteration 56Q (631.465161 sec): 3 clusters Score: Raw -1446113.139174 + Penalty 3089.519486 = -1443023.619688 nChanged 0 SP:Iteration 57F (631.531833 sec): 3 clusters Score: Raw -1446113.139174 + Penalty 3089.519486 = -1443023.619688 nChanged 0 Trying to split cluster 9 (21011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (631.570808 sec): 2 clusters Score: Raw -2237107.355209 + Penalty 1617.330226 = -2235490.024984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (631.655295 sec): 3 clusters Score: Raw -2224476.704876 + Penalty 3234.660451 = -2221242.044424 nChanged 9542 SP:Iteration 1F (631.744268 sec): 3 clusters Score: Raw -2229752.738083 + Penalty 3234.660451 = -2226518.077631 nChanged 1084 SP:Iteration 2F (631.825465 sec): 3 clusters Score: Raw -2230143.853387 + Penalty 3234.660451 = -2226909.192935 nChanged 948 SP:Iteration 3Q (631.899473 sec): 3 clusters Score: Raw -2230491.980824 + Penalty 3234.660451 = -2227257.320372 nChanged 925 SP:Iteration 4Q (631.983965 sec): 3 clusters Score: Raw -2230854.420473 + Penalty 3234.660451 = -2227619.760022 nChanged 990 SP:Iteration 5Q (632.067912 sec): 3 clusters Score: Raw -2231316.272542 + Penalty 3234.660451 = -2228081.612091 nChanged 1136 SP:Iteration 6F (632.155503 sec): 3 clusters Score: Raw -2231974.928875 + Penalty 3234.660451 = -2228740.268424 nChanged 1222 SP:Iteration 7F (632.226606 sec): 3 clusters Score: Raw -2232758.082347 + Penalty 3234.660451 = -2229523.421896 nChanged 1272 SP:Iteration 8F (632.318478 sec): 3 clusters Score: Raw -2233645.561238 + Penalty 3234.660451 = -2230410.900787 nChanged 1176 SP:Iteration 9F (632.405679 sec): 3 clusters Score: Raw -2234472.335833 + Penalty 3234.660451 = -2231237.675382 nChanged 954 SP:Iteration 10Q (632.488823 sec): 3 clusters Score: Raw -2235141.951594 + Penalty 3234.660451 = -2231907.291143 nChanged 786 SP:Iteration 11Q (632.570006 sec): 3 clusters Score: Raw -2235692.699648 + Penalty 3234.660451 = -2232458.039197 nChanged 580 SP:Iteration 12Q (632.654694 sec): 3 clusters Score: Raw -2236089.573399 + Penalty 3234.660451 = -2232854.912948 nChanged 450 SP:Iteration 13Q (632.727614 sec): 3 clusters Score: Raw -2236386.952727 + Penalty 3234.660451 = -2233152.292275 nChanged 345 SP:Iteration 14Q (632.801354 sec): 3 clusters Score: Raw -2236606.760620 + Penalty 3234.660451 = -2233372.100168 nChanged 267 SP:Iteration 15Q (632.887563 sec): 3 clusters Score: Raw -2236770.492229 + Penalty 3234.660451 = -2233535.831777 nChanged 210 SP:Iteration 16Q (632.962424 sec): 3 clusters Score: Raw -2236886.405733 + Penalty 3234.660451 = -2233651.745282 nChanged 168 SP:Iteration 17Q (633.040612 sec): 3 clusters Score: Raw -2236976.082151 + Penalty 3234.660451 = -2233741.421700 nChanged 145 SP:Iteration 18Q (633.120966 sec): 3 clusters Score: Raw -2237062.063348 + Penalty 3234.660451 = -2233827.402896 nChanged 119 SP:Iteration 19Q (633.199091 sec): 3 clusters Score: Raw -2237127.233208 + Penalty 3234.660451 = -2233892.572757 nChanged 118 SP:Iteration 20F (633.277825 sec): 3 clusters Score: Raw -2237190.354804 + Penalty 3234.660451 = -2233955.694353 nChanged 107 SP:Iteration 21Q (633.359278 sec): 3 clusters Score: Raw -2237241.489284 + Penalty 3234.660451 = -2234006.828833 nChanged 84 SP:Iteration 22Q (633.437120 sec): 3 clusters Score: Raw -2237282.109772 + Penalty 3234.660451 = -2234047.449320 nChanged 77 SP:Iteration 23Q (633.509795 sec): 3 clusters Score: Raw -2237313.815250 + Penalty 3234.660451 = -2234079.154799 nChanged 61 SP:Iteration 24Q (633.582252 sec): 3 clusters Score: Raw -2237341.402655 + Penalty 3234.660451 = -2234106.742204 nChanged 55 SP:Iteration 25Q (633.657914 sec): 3 clusters Score: Raw -2237364.039876 + Penalty 3234.660451 = -2234129.379425 nChanged 45 SP:Iteration 26Q (633.724516 sec): 3 clusters Score: Raw -2237380.872308 + Penalty 3234.660451 = -2234146.211857 nChanged 39 SP:Iteration 27Q (633.812064 sec): 3 clusters Score: Raw -2237397.899751 + Penalty 3234.660451 = -2234163.239299 nChanged 47 SP:Iteration 28Q (633.885699 sec): 3 clusters Score: Raw -2237418.643217 + Penalty 3234.660451 = -2234183.982765 nChanged 32 SP:Iteration 29Q (633.965987 sec): 3 clusters Score: Raw -2237433.331382 + Penalty 3234.660451 = -2234198.670931 nChanged 30 SP:Iteration 30Q (634.041647 sec): 3 clusters Score: Raw -2237444.600064 + Penalty 3234.660451 = -2234209.939613 nChanged 30 SP:Iteration 31Q (634.112153 sec): 3 clusters Score: Raw -2237457.537394 + Penalty 3234.660451 = -2234222.876943 nChanged 25 SP:Iteration 32Q (634.183466 sec): 3 clusters Score: Raw -2237466.473824 + Penalty 3234.660451 = -2234231.813372 nChanged 27 SP:Iteration 33Q (634.260544 sec): 3 clusters Score: Raw -2237476.513841 + Penalty 3234.660451 = -2234241.853390 nChanged 22 SP:Iteration 34Q (634.336456 sec): 3 clusters Score: Raw -2237486.919342 + Penalty 3234.660451 = -2234252.258891 nChanged 29 SP:Iteration 35Q (634.414158 sec): 3 clusters Score: Raw -2237500.805831 + Penalty 3234.660451 = -2234266.145380 nChanged 19 SP:Iteration 36Q (634.476014 sec): 3 clusters Score: Raw -2237508.776675 + Penalty 3234.660451 = -2234274.116224 nChanged 16 SP:Iteration 37Q (634.561356 sec): 3 clusters Score: Raw -2237515.370560 + Penalty 3234.660451 = -2234280.710108 nChanged 14 SP:Iteration 38Q (634.637655 sec): 3 clusters Score: Raw -2237521.186038 + Penalty 3234.660451 = -2234286.525586 nChanged 11 SP:Iteration 39Q (634.714029 sec): 3 clusters Score: Raw -2237526.582784 + Penalty 3234.660451 = -2234291.922332 nChanged 10 SP:Iteration 40F (634.796676 sec): 3 clusters Score: Raw -2237530.521192 + Penalty 3234.660451 = -2234295.860741 nChanged 9 SP:Iteration 41Q (634.872583 sec): 3 clusters Score: Raw -2237534.978672 + Penalty 3234.660451 = -2234300.318221 nChanged 12 SP:Iteration 42Q (634.941384 sec): 3 clusters Score: Raw -2237538.614073 + Penalty 3234.660451 = -2234303.953621 nChanged 7 SP:Iteration 43Q (635.019500 sec): 3 clusters Score: Raw -2237541.159715 + Penalty 3234.660451 = -2234306.499263 nChanged 6 SP:Iteration 44Q (635.091805 sec): 3 clusters Score: Raw -2237543.257177 + Penalty 3234.660451 = -2234308.596725 nChanged 3 SP:Iteration 45Q (635.173704 sec): 3 clusters Score: Raw -2237544.061765 + Penalty 3234.660451 = -2234309.401313 nChanged 3 SP:Iteration 46Q (635.248491 sec): 3 clusters Score: Raw -2237545.085012 + Penalty 3234.660451 = -2234310.424561 nChanged 2 SP:Iteration 47Q (635.324630 sec): 3 clusters Score: Raw -2237545.644792 + Penalty 3234.660451 = -2234310.984341 nChanged 3 SP:Iteration 48Q (635.399909 sec): 3 clusters Score: Raw -2237546.770234 + Penalty 3234.660451 = -2234312.109783 nChanged 2 SP:Iteration 49Q (635.470939 sec): 3 clusters Score: Raw -2237547.423175 + Penalty 3234.660451 = -2234312.762724 nChanged 2 SP:Iteration 50Q (635.540473 sec): 3 clusters Score: Raw -2237547.730217 + Penalty 3234.660451 = -2234313.069766 nChanged 1 SP:Iteration 51Q (635.617770 sec): 3 clusters Score: Raw -2237548.282337 + Penalty 3234.660451 = -2234313.621886 nChanged 2 SP:Iteration 52Q (635.692356 sec): 3 clusters Score: Raw -2237548.631570 + Penalty 3234.660451 = -2234313.971118 nChanged 1 SP:Iteration 53Q (635.771677 sec): 3 clusters Score: Raw -2237548.956921 + Penalty 3234.660451 = -2234314.296470 nChanged 2 SP:Iteration 54Q (635.847147 sec): 3 clusters Score: Raw -2237549.309628 + Penalty 3234.660451 = -2234314.649176 nChanged 0 SP:Iteration 55F (635.926858 sec): 3 clusters Score: Raw -2237549.309628 + Penalty 3234.660451 = -2234314.649176 nChanged 0 Trying to split cluster 10 (3768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (635.966907 sec): 2 clusters Score: Raw -390980.039844 + Penalty 1338.073691 = -389641.966153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (636.011855 sec): 3 clusters Score: Raw -389125.405883 + Penalty 2676.147382 = -386449.258501 nChanged 1498 SP:Iteration 1F (636.073171 sec): 3 clusters Score: Raw -390020.533383 + Penalty 2676.147382 = -387344.386002 nChanged 329 SP:Iteration 2F (636.132656 sec): 3 clusters Score: Raw -390256.182893 + Penalty 2676.147382 = -387580.035511 nChanged 237 SP:Iteration 3F (636.185152 sec): 3 clusters Score: Raw -390404.763349 + Penalty 2676.147382 = -387728.615967 nChanged 186 SP:Iteration 4Q (636.237054 sec): 3 clusters Score: Raw -390518.377182 + Penalty 2676.147382 = -387842.229800 nChanged 151 SP:Iteration 5Q (636.293794 sec): 3 clusters Score: Raw -390613.098844 + Penalty 2676.147382 = -387936.951463 nChanged 135 SP:Iteration 6Q (636.346705 sec): 3 clusters Score: Raw -390714.736555 + Penalty 2676.147382 = -388038.589173 nChanged 146 SP:Iteration 7Q (636.392511 sec): 3 clusters Score: Raw -390830.135681 + Penalty 2676.147382 = -388153.988300 nChanged 140 SP:Iteration 8Q (636.451586 sec): 3 clusters Score: Raw -390933.530719 + Penalty 2676.147382 = -388257.383337 nChanged 146 SP:Iteration 9Q (636.508361 sec): 3 clusters Score: Raw -391053.960051 + Penalty 2676.147382 = -388377.812669 nChanged 123 SP:Iteration 10Q (636.553545 sec): 3 clusters Score: Raw -391158.530823 + Penalty 2676.147382 = -388482.383441 nChanged 106 SP:Iteration 11Q (636.615259 sec): 3 clusters Score: Raw -391251.160809 + Penalty 2676.147382 = -388575.013428 nChanged 82 SP:Iteration 12Q (636.662750 sec): 3 clusters Score: Raw -391334.647198 + Penalty 2676.147382 = -388658.499817 nChanged 62 SP:Iteration 13Q (636.717727 sec): 3 clusters Score: Raw -391393.434616 + Penalty 2676.147382 = -388717.287235 nChanged 48 SP:Iteration 14Q (636.768170 sec): 3 clusters Score: Raw -391431.060618 + Penalty 2676.147382 = -388754.913237 nChanged 28 SP:Iteration 15Q (636.812044 sec): 3 clusters Score: Raw -391455.529470 + Penalty 2676.147382 = -388779.382089 nChanged 35 SP:Iteration 16Q (636.874450 sec): 3 clusters Score: Raw -391481.547107 + Penalty 2676.147382 = -388805.399726 nChanged 27 SP:Iteration 17Q (636.920881 sec): 3 clusters Score: Raw -391498.249717 + Penalty 2676.147382 = -388822.102336 nChanged 14 SP:Iteration 18Q (636.970821 sec): 3 clusters Score: Raw -391508.980900 + Penalty 2676.147382 = -388832.833519 nChanged 15 SP:Iteration 19Q (637.024458 sec): 3 clusters Score: Raw -391518.170431 + Penalty 2676.147382 = -388842.023049 nChanged 13 SP:Iteration 20F (637.074412 sec): 3 clusters Score: Raw -391527.332354 + Penalty 2676.147382 = -388851.184973 nChanged 11 SP:Iteration 21Q (637.120183 sec): 3 clusters Score: Raw -391534.025275 + Penalty 2676.147382 = -388857.877894 nChanged 8 SP:Iteration 22Q (637.178909 sec): 3 clusters Score: Raw -391538.927284 + Penalty 2676.147382 = -388862.779903 nChanged 6 SP:Iteration 23Q (637.220575 sec): 3 clusters Score: Raw -391545.272542 + Penalty 2676.147382 = -388869.125161 nChanged 9 SP:Iteration 24Q (637.278808 sec): 3 clusters Score: Raw -391552.367066 + Penalty 2676.147382 = -388876.219684 nChanged 5 SP:Iteration 25Q (637.330210 sec): 3 clusters Score: Raw -391554.340033 + Penalty 2676.147382 = -388878.192651 nChanged 4 SP:Iteration 26Q (637.371270 sec): 3 clusters Score: Raw -391556.334658 + Penalty 2676.147382 = -388880.187277 nChanged 1 SP:Iteration 27Q (637.426787 sec): 3 clusters Score: Raw -391556.760071 + Penalty 2676.147382 = -388880.612689 nChanged 1 SP:Iteration 28Q (637.473223 sec): 3 clusters Score: Raw -391557.114249 + Penalty 2676.147382 = -388880.966868 nChanged 0 SP:Iteration 29F (637.530472 sec): 3 clusters Score: Raw -391557.114249 + Penalty 2676.147382 = -388880.966868 nChanged 0 Trying to split cluster 11 (1142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (637.548280 sec): 2 clusters Score: Raw -128249.745673 + Penalty 1144.087163 = -127105.658510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (637.597970 sec): 3 clusters Score: Raw -127828.758124 + Penalty 2288.174327 = -125540.583797 nChanged 351 SP:Iteration 1F (637.649898 sec): 3 clusters Score: Raw -128141.050838 + Penalty 2288.174327 = -125852.876511 nChanged 100 SP:Iteration 2F (637.696067 sec): 3 clusters Score: Raw -128267.077131 + Penalty 2288.174327 = -125978.902804 nChanged 58 SP:Iteration 3F (637.735239 sec): 3 clusters Score: Raw -128317.954316 + Penalty 2288.174327 = -126029.779989 nChanged 31 SP:Iteration 4Q (637.782685 sec): 3 clusters Score: Raw -128347.544956 + Penalty 2288.174327 = -126059.370629 nChanged 22 SP:Iteration 5Q (637.833994 sec): 3 clusters Score: Raw -128363.832550 + Penalty 2288.174327 = -126075.658223 nChanged 12 SP:Iteration 6Q (637.880316 sec): 3 clusters Score: Raw -128370.730774 + Penalty 2288.174327 = -126082.556447 nChanged 5 SP:Iteration 7Q (637.920930 sec): 3 clusters Score: Raw -128373.885367 + Penalty 2288.174327 = -126085.711041 nChanged 4 SP:Iteration 8Q (637.977383 sec): 3 clusters Score: Raw -128377.561209 + Penalty 2288.174327 = -126089.386882 nChanged 8 SP:Iteration 9Q (638.020714 sec): 3 clusters Score: Raw -128385.273604 + Penalty 2288.174327 = -126097.099277 nChanged 9 SP:Iteration 10Q (638.063986 sec): 3 clusters Score: Raw -128392.175499 + Penalty 2288.174327 = -126104.001172 nChanged 5 SP:Iteration 11Q (638.106154 sec): 3 clusters Score: Raw -128396.891401 + Penalty 2288.174327 = -126108.717074 nChanged 3 SP:Iteration 12Q (638.139491 sec): 3 clusters Score: Raw -128400.016234 + Penalty 2288.174327 = -126111.841907 nChanged 1 SP:Iteration 13Q (638.188839 sec): 3 clusters Score: Raw -128400.676965 + Penalty 2288.174327 = -126112.502639 nChanged 0 SP:Iteration 14F (638.236784 sec): 3 clusters Score: Raw -128400.676965 + Penalty 2288.174327 = -126112.502639 nChanged 0 Trying to split cluster 12 (5541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (638.257452 sec): 2 clusters Score: Raw -594779.874438 + Penalty 1400.738669 = -593379.135769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (638.309941 sec): 3 clusters Score: Raw -591857.439869 + Penalty 2801.477337 = -589055.962532 nChanged 2207 SP:Iteration 1F (638.363316 sec): 3 clusters Score: Raw -593015.918699 + Penalty 2801.477337 = -590214.441361 nChanged 390 SP:Iteration 2F (638.423488 sec): 3 clusters Score: Raw -593208.308669 + Penalty 2801.477337 = -590406.831331 nChanged 299 SP:Iteration 3F (638.482412 sec): 3 clusters Score: Raw -593367.007646 + Penalty 2801.477337 = -590565.530308 nChanged 244 SP:Iteration 4Q (638.539937 sec): 3 clusters Score: Raw -593497.325167 + Penalty 2801.477337 = -590695.847829 nChanged 222 SP:Iteration 5Q (638.597183 sec): 3 clusters Score: Raw -593598.228678 + Penalty 2801.477337 = -590796.751340 nChanged 185 SP:Iteration 6Q (638.652024 sec): 3 clusters Score: Raw -593683.287149 + Penalty 2801.477337 = -590881.809812 nChanged 164 SP:Iteration 7Q (638.714873 sec): 3 clusters Score: Raw -593758.039539 + Penalty 2801.477337 = -590956.562202 nChanged 156 SP:Iteration 8Q (638.760514 sec): 3 clusters Score: Raw -593826.766847 + Penalty 2801.477337 = -591025.289509 nChanged 151 SP:Iteration 9Q (638.823329 sec): 3 clusters Score: Raw -593886.385297 + Penalty 2801.477337 = -591084.907959 nChanged 127 SP:Iteration 10Q (638.876317 sec): 3 clusters Score: Raw -593943.574052 + Penalty 2801.477337 = -591142.096715 nChanged 114 SP:Iteration 11Q (638.920115 sec): 3 clusters Score: Raw -594001.622900 + Penalty 2801.477337 = -591200.145562 nChanged 110 SP:Iteration 12Q (638.972296 sec): 3 clusters Score: Raw -594063.839674 + Penalty 2801.477337 = -591262.362337 nChanged 122 SP:Iteration 13Q (639.039288 sec): 3 clusters Score: Raw -594121.328513 + Penalty 2801.477337 = -591319.851176 nChanged 111 SP:Iteration 14Q (639.085873 sec): 3 clusters Score: Raw -594169.680472 + Penalty 2801.477337 = -591368.203135 nChanged 99 SP:Iteration 15Q (639.142283 sec): 3 clusters Score: Raw -594213.389275 + Penalty 2801.477337 = -591411.911937 nChanged 89 SP:Iteration 16Q (639.208789 sec): 3 clusters Score: Raw -594252.195306 + Penalty 2801.477337 = -591450.717969 nChanged 85 SP:Iteration 17Q (639.261833 sec): 3 clusters Score: Raw -594289.258457 + Penalty 2801.477337 = -591487.781119 nChanged 80 SP:Iteration 18Q (639.316162 sec): 3 clusters Score: Raw -594329.815943 + Penalty 2801.477337 = -591528.338606 nChanged 67 SP:Iteration 19Q (639.371406 sec): 3 clusters Score: Raw -594363.921012 + Penalty 2801.477337 = -591562.443675 nChanged 78 SP:Iteration 20F (639.426866 sec): 3 clusters Score: Raw -594399.750028 + Penalty 2801.477337 = -591598.272691 nChanged 64 SP:Iteration 21Q (639.477256 sec): 3 clusters Score: Raw -594424.139260 + Penalty 2801.477337 = -591622.661923 nChanged 53 SP:Iteration 22Q (639.528295 sec): 3 clusters Score: Raw -594446.781349 + Penalty 2801.477337 = -591645.304012 nChanged 58 SP:Iteration 23Q (639.591288 sec): 3 clusters Score: Raw -594472.018077 + Penalty 2801.477337 = -591670.540740 nChanged 55 SP:Iteration 24Q (639.646165 sec): 3 clusters Score: Raw -594491.598904 + Penalty 2801.477337 = -591690.121567 nChanged 53 SP:Iteration 25Q (639.691687 sec): 3 clusters Score: Raw -594510.842020 + Penalty 2801.477337 = -591709.364683 nChanged 43 SP:Iteration 26Q (639.754405 sec): 3 clusters Score: Raw -594531.663298 + Penalty 2801.477337 = -591730.185960 nChanged 49 SP:Iteration 27Q (639.811868 sec): 3 clusters Score: Raw -594550.352791 + Penalty 2801.477337 = -591748.875454 nChanged 38 SP:Iteration 28Q (639.858903 sec): 3 clusters Score: Raw -594565.885389 + Penalty 2801.477337 = -591764.408052 nChanged 36 SP:Iteration 29Q (639.913315 sec): 3 clusters Score: Raw -594581.570502 + Penalty 2801.477337 = -591780.093165 nChanged 38 SP:Iteration 30Q (639.970748 sec): 3 clusters Score: Raw -594599.005678 + Penalty 2801.477337 = -591797.528340 nChanged 40 SP:Iteration 31Q (640.025155 sec): 3 clusters Score: Raw -594615.890204 + Penalty 2801.477337 = -591814.412867 nChanged 39 SP:Iteration 32Q (640.083449 sec): 3 clusters Score: Raw -594634.796728 + Penalty 2801.477337 = -591833.319391 nChanged 41 SP:Iteration 33Q (640.142222 sec): 3 clusters Score: Raw -594650.376618 + Penalty 2801.477337 = -591848.899281 nChanged 34 SP:Iteration 34Q (640.190052 sec): 3 clusters Score: Raw -594662.804973 + Penalty 2801.477337 = -591861.327636 nChanged 28 SP:Iteration 35Q (640.245702 sec): 3 clusters Score: Raw -594672.028176 + Penalty 2801.477337 = -591870.550839 nChanged 21 SP:Iteration 36Q (640.296310 sec): 3 clusters Score: Raw -594679.557848 + Penalty 2801.477337 = -591878.080510 nChanged 17 SP:Iteration 37Q (640.361987 sec): 3 clusters Score: Raw -594684.190450 + Penalty 2801.477337 = -591882.713112 nChanged 16 SP:Iteration 38Q (640.422261 sec): 3 clusters Score: Raw -594688.227762 + Penalty 2801.477337 = -591886.750425 nChanged 12 SP:Iteration 39Q (640.475165 sec): 3 clusters Score: Raw -594690.837030 + Penalty 2801.477337 = -591889.359693 nChanged 11 SP:Iteration 40F (640.530603 sec): 3 clusters Score: Raw -594693.501683 + Penalty 2801.477337 = -591892.024346 nChanged 10 SP:Iteration 41Q (640.575845 sec): 3 clusters Score: Raw -594696.338474 + Penalty 2801.477337 = -591894.861137 nChanged 4 SP:Iteration 42Q (640.629082 sec): 3 clusters Score: Raw -594697.284308 + Penalty 2801.477337 = -591895.806971 nChanged 8 SP:Iteration 43Q (640.688695 sec): 3 clusters Score: Raw -594699.936560 + Penalty 2801.477337 = -591898.459223 nChanged 13 SP:Iteration 44Q (640.743427 sec): 3 clusters Score: Raw -594705.864912 + Penalty 2801.477337 = -591904.387574 nChanged 15 SP:Iteration 45Q (640.787843 sec): 3 clusters Score: Raw -594711.713655 + Penalty 2801.477337 = -591910.236318 nChanged 11 SP:Iteration 46Q (640.853696 sec): 3 clusters Score: Raw -594714.841546 + Penalty 2801.477337 = -591913.364208 nChanged 15 SP:Iteration 47Q (640.897709 sec): 3 clusters Score: Raw -594719.990976 + Penalty 2801.477337 = -591918.513638 nChanged 12 SP:Iteration 48Q (640.954737 sec): 3 clusters Score: Raw -594724.974349 + Penalty 2801.477337 = -591923.497011 nChanged 16 SP:Iteration 49Q (641.001992 sec): 3 clusters Score: Raw -594731.815166 + Penalty 2801.477337 = -591930.337829 nChanged 14 SP:Iteration 50Q (641.058265 sec): 3 clusters Score: Raw -594737.241837 + Penalty 2801.477337 = -591935.764499 nChanged 16 SP:Iteration 51Q (641.116589 sec): 3 clusters Score: Raw -594742.512835 + Penalty 2801.477337 = -591941.035498 nChanged 11 SP:Iteration 52Q (641.173544 sec): 3 clusters Score: Raw -594747.585356 + Penalty 2801.477337 = -591946.108019 nChanged 9 SP:Iteration 53Q (641.221371 sec): 3 clusters Score: Raw -594750.363364 + Penalty 2801.477337 = -591948.886027 nChanged 2 SP:Iteration 54Q (641.277676 sec): 3 clusters Score: Raw -594751.283453 + Penalty 2801.477337 = -591949.806116 nChanged 4 SP:Iteration 55Q (641.329832 sec): 3 clusters Score: Raw -594753.386336 + Penalty 2801.477337 = -591951.908999 nChanged 5 SP:Iteration 56Q (641.379475 sec): 3 clusters Score: Raw -594755.506465 + Penalty 2801.477337 = -591954.029127 nChanged 9 SP:Iteration 57Q (641.431308 sec): 3 clusters Score: Raw -594758.545200 + Penalty 2801.477337 = -591957.067862 nChanged 8 SP:Iteration 58Q (641.479052 sec): 3 clusters Score: Raw -594763.109086 + Penalty 2801.477337 = -591961.631748 nChanged 11 SP:Iteration 59Q (641.546053 sec): 3 clusters Score: Raw -594766.374263 + Penalty 2801.477337 = -591964.896926 nChanged 12 SP:Iteration 60F (641.591713 sec): 3 clusters Score: Raw -594771.597335 + Penalty 2801.477337 = -591970.119998 nChanged 10 SP:Iteration 61Q (641.648990 sec): 3 clusters Score: Raw -594775.267450 + Penalty 2801.477337 = -591973.790113 nChanged 7 SP:Iteration 62Q (641.705436 sec): 3 clusters Score: Raw -594777.500104 + Penalty 2801.477337 = -591976.022767 nChanged 10 SP:Iteration 63Q (641.767978 sec): 3 clusters Score: Raw -594781.872378 + Penalty 2801.477337 = -591980.395041 nChanged 12 SP:Iteration 64Q (641.815966 sec): 3 clusters Score: Raw -594787.027883 + Penalty 2801.477337 = -591985.550545 nChanged 5 SP:Iteration 65Q (641.876383 sec): 3 clusters Score: Raw -594789.190279 + Penalty 2801.477337 = -591987.712942 nChanged 4 SP:Iteration 66Q (641.918249 sec): 3 clusters Score: Raw -594790.286535 + Penalty 2801.477337 = -591988.809198 nChanged 4 SP:Iteration 67Q (641.971497 sec): 3 clusters Score: Raw -594791.180027 + Penalty 2801.477337 = -591989.702690 nChanged 5 SP:Iteration 68Q (642.029468 sec): 3 clusters Score: Raw -594792.698315 + Penalty 2801.477337 = -591991.220978 nChanged 4 SP:Iteration 69Q (642.082056 sec): 3 clusters Score: Raw -594793.300879 + Penalty 2801.477337 = -591991.823541 nChanged 1 SP:Iteration 70Q (642.133476 sec): 3 clusters Score: Raw -594794.251728 + Penalty 2801.477337 = -591992.774390 nChanged 4 SP:Iteration 71Q (642.181800 sec): 3 clusters Score: Raw -594795.183939 + Penalty 2801.477337 = -591993.706602 nChanged 2 SP:Iteration 72Q (642.239120 sec): 3 clusters Score: Raw -594796.241806 + Penalty 2801.477337 = -591994.764469 nChanged 4 SP:Iteration 73Q (642.296335 sec): 3 clusters Score: Raw -594797.370616 + Penalty 2801.477337 = -591995.893278 nChanged 4 SP:Iteration 74Q (642.351919 sec): 3 clusters Score: Raw -594798.171746 + Penalty 2801.477337 = -591996.694409 nChanged 2 SP:Iteration 75Q (642.409061 sec): 3 clusters Score: Raw -594798.492323 + Penalty 2801.477337 = -591997.014986 nChanged 2 SP:Iteration 76Q (642.464739 sec): 3 clusters Score: Raw -594799.024903 + Penalty 2801.477337 = -591997.547566 nChanged 1 SP:Iteration 77Q (642.515700 sec): 3 clusters Score: Raw -594799.386235 + Penalty 2801.477337 = -591997.908897 nChanged 1 SP:Iteration 78Q (642.570479 sec): 3 clusters Score: Raw -594799.690232 + Penalty 2801.477337 = -591998.212894 nChanged 0 SP:Iteration 79F (642.615101 sec): 3 clusters Score: Raw -594799.690232 + Penalty 2801.477337 = -591998.212894 nChanged 0 Trying to split cluster 13 (5853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (642.646282 sec): 2 clusters Score: Raw -628544.659721 + Penalty 1409.640315 = -627135.019406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (642.699971 sec): 3 clusters Score: Raw -625467.742636 + Penalty 2819.280630 = -622648.462007 nChanged 2408 SP:Iteration 1F (642.762605 sec): 3 clusters Score: Raw -626790.142871 + Penalty 2819.280630 = -623970.862242 nChanged 498 SP:Iteration 2F (642.806834 sec): 3 clusters Score: Raw -627076.721879 + Penalty 2819.280630 = -624257.441250 nChanged 383 SP:Iteration 3F (642.870178 sec): 3 clusters Score: Raw -627322.199731 + Penalty 2819.280630 = -624502.919102 nChanged 344 SP:Iteration 4F (642.912142 sec): 3 clusters Score: Raw -627553.057035 + Penalty 2819.280630 = -624733.776405 nChanged 301 SP:Iteration 5F (642.980057 sec): 3 clusters Score: Raw -627769.281895 + Penalty 2819.280630 = -624950.001266 nChanged 267 SP:Iteration 6Q (643.023781 sec): 3 clusters Score: Raw -627948.432244 + Penalty 2819.280630 = -625129.151614 nChanged 252 SP:Iteration 7Q (643.086262 sec): 3 clusters Score: Raw -628105.122362 + Penalty 2819.280630 = -625285.841732 nChanged 193 SP:Iteration 8Q (643.142595 sec): 3 clusters Score: Raw -628226.331884 + Penalty 2819.280630 = -625407.051255 nChanged 167 SP:Iteration 9Q (643.189025 sec): 3 clusters Score: Raw -628335.106431 + Penalty 2819.280630 = -625515.825801 nChanged 151 SP:Iteration 10Q (643.244475 sec): 3 clusters Score: Raw -628438.610406 + Penalty 2819.280630 = -625619.329776 nChanged 126 SP:Iteration 11Q (643.298474 sec): 3 clusters Score: Raw -628515.974979 + Penalty 2819.280630 = -625696.694350 nChanged 99 SP:Iteration 12Q (643.364336 sec): 3 clusters Score: Raw -628587.716408 + Penalty 2819.280630 = -625768.435779 nChanged 76 SP:Iteration 13Q (643.413681 sec): 3 clusters Score: Raw -628633.501257 + Penalty 2819.280630 = -625814.220628 nChanged 74 SP:Iteration 14Q (643.471409 sec): 3 clusters Score: Raw -628678.671441 + Penalty 2819.280630 = -625859.390812 nChanged 59 SP:Iteration 15Q (643.530503 sec): 3 clusters Score: Raw -628715.608152 + Penalty 2819.280630 = -625896.327522 nChanged 45 SP:Iteration 16Q (643.576319 sec): 3 clusters Score: Raw -628751.862528 + Penalty 2819.280630 = -625932.581899 nChanged 40 SP:Iteration 17Q (643.637974 sec): 3 clusters Score: Raw -628779.539187 + Penalty 2819.280630 = -625960.258558 nChanged 41 SP:Iteration 18Q (643.689130 sec): 3 clusters Score: Raw -628804.313079 + Penalty 2819.280630 = -625985.032450 nChanged 28 SP:Iteration 19Q (643.753423 sec): 3 clusters Score: Raw -628819.249906 + Penalty 2819.280630 = -625999.969276 nChanged 32 SP:Iteration 20F (643.801156 sec): 3 clusters Score: Raw -628842.023187 + Penalty 2819.280630 = -626022.742558 nChanged 28 SP:Iteration 21Q (643.870030 sec): 3 clusters Score: Raw -628855.527058 + Penalty 2819.280630 = -626036.246429 nChanged 19 SP:Iteration 22Q (643.923003 sec): 3 clusters Score: Raw -628866.039968 + Penalty 2819.280630 = -626046.759338 nChanged 15 SP:Iteration 23Q (643.980257 sec): 3 clusters Score: Raw -628877.597397 + Penalty 2819.280630 = -626058.316768 nChanged 17 SP:Iteration 24Q (644.041702 sec): 3 clusters Score: Raw -628889.193129 + Penalty 2819.280630 = -626069.912500 nChanged 20 SP:Iteration 25Q (644.097264 sec): 3 clusters Score: Raw -628902.246236 + Penalty 2819.280630 = -626082.965606 nChanged 18 SP:Iteration 26Q (644.140209 sec): 3 clusters Score: Raw -628910.486165 + Penalty 2819.280630 = -626091.205535 nChanged 16 SP:Iteration 27Q (644.201787 sec): 3 clusters Score: Raw -628923.562333 + Penalty 2819.280630 = -626104.281704 nChanged 22 SP:Iteration 28Q (644.245908 sec): 3 clusters Score: Raw -628936.682174 + Penalty 2819.280630 = -626117.401545 nChanged 16 SP:Iteration 29Q (644.311193 sec): 3 clusters Score: Raw -628944.658800 + Penalty 2819.280630 = -626125.378171 nChanged 12 SP:Iteration 30Q (644.368697 sec): 3 clusters Score: Raw -628949.387265 + Penalty 2819.280630 = -626130.106636 nChanged 7 SP:Iteration 31Q (644.417436 sec): 3 clusters Score: Raw -628952.159613 + Penalty 2819.280630 = -626132.878983 nChanged 7 SP:Iteration 32Q (644.484785 sec): 3 clusters Score: Raw -628954.962786 + Penalty 2819.280630 = -626135.682157 nChanged 4 SP:Iteration 33Q (644.533763 sec): 3 clusters Score: Raw -628956.379275 + Penalty 2819.280630 = -626137.098645 nChanged 4 SP:Iteration 34Q (644.583421 sec): 3 clusters Score: Raw -628959.010935 + Penalty 2819.280630 = -626139.730306 nChanged 3 SP:Iteration 35Q (644.640710 sec): 3 clusters Score: Raw -628960.547415 + Penalty 2819.280630 = -626141.266786 nChanged 5 SP:Iteration 36Q (644.698041 sec): 3 clusters Score: Raw -628963.215238 + Penalty 2819.280630 = -626143.934608 nChanged 6 SP:Iteration 37Q (644.765877 sec): 3 clusters Score: Raw -628964.753202 + Penalty 2819.280630 = -626145.472572 nChanged 9 SP:Iteration 38Q (644.813244 sec): 3 clusters Score: Raw -628968.150091 + Penalty 2819.280630 = -626148.869462 nChanged 2 SP:Iteration 39Q (644.879842 sec): 3 clusters Score: Raw -628968.718555 + Penalty 2819.280630 = -626149.437925 nChanged 3 SP:Iteration 40F (644.932614 sec): 3 clusters Score: Raw -628969.601978 + Penalty 2819.280630 = -626150.321348 nChanged 2 SP:Iteration 41Q (644.987543 sec): 3 clusters Score: Raw -628970.468003 + Penalty 2819.280630 = -626151.187373 nChanged 0 SP:Iteration 42F (645.051751 sec): 3 clusters Score: Raw -628970.468003 + Penalty 2819.280630 = -626151.187373 nChanged 0 Trying to split cluster 14 (18173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (645.101557 sec): 2 clusters Score: Raw -1863103.507582 + Penalty 1593.749991 = -1861509.757591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (645.174963 sec): 3 clusters Score: Raw -1852277.204421 + Penalty 3187.499983 = -1849089.704438 nChanged 8121 SP:Iteration 1F (645.256488 sec): 3 clusters Score: Raw -1856969.771484 + Penalty 3187.499983 = -1853782.271501 nChanged 1143 SP:Iteration 2F (645.323428 sec): 3 clusters Score: Raw -1857581.127878 + Penalty 3187.499983 = -1854393.627895 nChanged 1192 SP:Iteration 3F (645.413162 sec): 3 clusters Score: Raw -1858321.256489 + Penalty 3187.499983 = -1855133.756506 nChanged 1238 SP:Iteration 4F (645.493983 sec): 3 clusters Score: Raw -1859165.040206 + Penalty 3187.499983 = -1855977.540223 nChanged 1231 SP:Iteration 5F (645.569916 sec): 3 clusters Score: Raw -1859991.858150 + Penalty 3187.499983 = -1856804.358167 nChanged 1077 SP:Iteration 6F (645.643086 sec): 3 clusters Score: Raw -1860661.157269 + Penalty 3187.499983 = -1857473.657286 nChanged 907 SP:Iteration 7Q (645.723252 sec): 3 clusters Score: Raw -1861131.593658 + Penalty 3187.499983 = -1857944.093675 nChanged 640 SP:Iteration 8Q (645.801659 sec): 3 clusters Score: Raw -1861380.082425 + Penalty 3187.499983 = -1858192.582442 nChanged 446 SP:Iteration 9Q (645.878982 sec): 3 clusters Score: Raw -1861532.294162 + Penalty 3187.499983 = -1858344.794179 nChanged 335 SP:Iteration 10Q (645.959309 sec): 3 clusters Score: Raw -1861617.902459 + Penalty 3187.499983 = -1858430.402476 nChanged 223 SP:Iteration 11Q (646.026034 sec): 3 clusters Score: Raw -1861663.635506 + Penalty 3187.499983 = -1858476.135523 nChanged 174 SP:Iteration 12Q (646.117006 sec): 3 clusters Score: Raw -1861691.835851 + Penalty 3187.499983 = -1858504.335868 nChanged 119 SP:Iteration 13Q (646.195511 sec): 3 clusters Score: Raw -1861711.734008 + Penalty 3187.499983 = -1858524.234025 nChanged 116 SP:Iteration 14Q (646.276018 sec): 3 clusters Score: Raw -1861729.224730 + Penalty 3187.499983 = -1858541.724747 nChanged 92 SP:Iteration 15Q (646.354844 sec): 3 clusters Score: Raw -1861740.312949 + Penalty 3187.499983 = -1858552.812966 nChanged 69 SP:Iteration 16Q (646.429848 sec): 3 clusters Score: Raw -1861747.747450 + Penalty 3187.499983 = -1858560.247467 nChanged 62 SP:Iteration 17Q (646.509974 sec): 3 clusters Score: Raw -1861752.420048 + Penalty 3187.499983 = -1858564.920066 nChanged 41 SP:Iteration 18Q (646.587940 sec): 3 clusters Score: Raw -1861755.404834 + Penalty 3187.499983 = -1858567.904851 nChanged 26 SP:Iteration 19Q (646.665002 sec): 3 clusters Score: Raw -1861757.926151 + Penalty 3187.499983 = -1858570.426169 nChanged 28 SP:Iteration 20F (646.747596 sec): 3 clusters Score: Raw -1861760.387872 + Penalty 3187.499983 = -1858572.887889 nChanged 19 SP:Iteration 21Q (646.825699 sec): 3 clusters Score: Raw -1861761.759356 + Penalty 3187.499983 = -1858574.259373 nChanged 16 SP:Iteration 22Q (646.907259 sec): 3 clusters Score: Raw -1861763.158224 + Penalty 3187.499983 = -1858575.658242 nChanged 18 SP:Iteration 23Q (646.984549 sec): 3 clusters Score: Raw -1861764.469255 + Penalty 3187.499983 = -1858576.969272 nChanged 17 SP:Iteration 24Q (647.054893 sec): 3 clusters Score: Raw -1861765.708450 + Penalty 3187.499983 = -1858578.208467 nChanged 17 SP:Iteration 25Q (647.143177 sec): 3 clusters Score: Raw -1861766.820463 + Penalty 3187.499983 = -1858579.320481 nChanged 16 SP:Iteration 26Q (647.222181 sec): 3 clusters Score: Raw -1861768.236030 + Penalty 3187.499983 = -1858580.736047 nChanged 22 SP:Iteration 27Q (647.302962 sec): 3 clusters Score: Raw -1861770.427297 + Penalty 3187.499983 = -1858582.927314 nChanged 27 SP:Iteration 28Q (647.380859 sec): 3 clusters Score: Raw -1861773.005183 + Penalty 3187.499983 = -1858585.505200 nChanged 34 SP:Iteration 29Q (647.459883 sec): 3 clusters Score: Raw -1861776.306318 + Penalty 3187.499983 = -1858588.806335 nChanged 27 SP:Iteration 30Q (647.537994 sec): 3 clusters Score: Raw -1861778.446149 + Penalty 3187.499983 = -1858590.946166 nChanged 24 SP:Iteration 31Q (647.613648 sec): 3 clusters Score: Raw -1861780.444774 + Penalty 3187.499983 = -1858592.944791 nChanged 20 SP:Iteration 32Q (647.687061 sec): 3 clusters Score: Raw -1861782.366101 + Penalty 3187.499983 = -1858594.866118 nChanged 30 SP:Iteration 33Q (647.764612 sec): 3 clusters Score: Raw -1861784.826295 + Penalty 3187.499983 = -1858597.326312 nChanged 19 SP:Iteration 34Q (647.845058 sec): 3 clusters Score: Raw -1861787.184545 + Penalty 3187.499983 = -1858599.684562 nChanged 28 SP:Iteration 35Q (647.922027 sec): 3 clusters Score: Raw -1861790.159374 + Penalty 3187.499983 = -1858602.659391 nChanged 18 SP:Iteration 36Q (648.002931 sec): 3 clusters Score: Raw -1861791.521639 + Penalty 3187.499983 = -1858604.021656 nChanged 12 SP:Iteration 37Q (648.082568 sec): 3 clusters Score: Raw -1861792.509456 + Penalty 3187.499983 = -1858605.009473 nChanged 14 SP:Iteration 38Q (648.156422 sec): 3 clusters Score: Raw -1861793.954857 + Penalty 3187.499983 = -1858606.454874 nChanged 20 SP:Iteration 39Q (648.236657 sec): 3 clusters Score: Raw -1861795.525378 + Penalty 3187.499983 = -1858608.025395 nChanged 20 SP:Iteration 40F (648.301422 sec): 3 clusters Score: Raw -1861797.343555 + Penalty 3187.499983 = -1858609.843573 nChanged 27 SP:Iteration 41Q (648.391485 sec): 3 clusters Score: Raw -1861800.136040 + Penalty 3187.499983 = -1858612.636057 nChanged 32 SP:Iteration 42Q (648.469765 sec): 3 clusters Score: Raw -1861802.952471 + Penalty 3187.499983 = -1858615.452488 nChanged 32 SP:Iteration 43Q (648.544734 sec): 3 clusters Score: Raw -1861805.830358 + Penalty 3187.499983 = -1858618.330376 nChanged 37 SP:Iteration 44Q (648.624209 sec): 3 clusters Score: Raw -1861809.142242 + Penalty 3187.499983 = -1858621.642259 nChanged 36 SP:Iteration 45Q (648.701295 sec): 3 clusters Score: Raw -1861813.172116 + Penalty 3187.499983 = -1858625.672133 nChanged 34 SP:Iteration 46Q (648.779963 sec): 3 clusters Score: Raw -1861816.489003 + Penalty 3187.499983 = -1858628.989020 nChanged 40 SP:Iteration 47Q (648.858412 sec): 3 clusters Score: Raw -1861821.069695 + Penalty 3187.499983 = -1858633.569712 nChanged 42 SP:Iteration 48Q (648.938917 sec): 3 clusters Score: Raw -1861825.780051 + Penalty 3187.499983 = -1858638.280068 nChanged 41 SP:Iteration 49Q (649.017881 sec): 3 clusters Score: Raw -1861831.305110 + Penalty 3187.499983 = -1858643.805127 nChanged 37 SP:Iteration 50Q (649.094336 sec): 3 clusters Score: Raw -1861835.813334 + Penalty 3187.499983 = -1858648.313351 nChanged 37 SP:Iteration 51Q (649.170735 sec): 3 clusters Score: Raw -1861840.789114 + Penalty 3187.499983 = -1858653.289131 nChanged 41 SP:Iteration 52Q (649.246085 sec): 3 clusters Score: Raw -1861845.672180 + Penalty 3187.499983 = -1858658.172197 nChanged 43 SP:Iteration 53Q (649.317775 sec): 3 clusters Score: Raw -1861850.823213 + Penalty 3187.499983 = -1858663.323230 nChanged 36 SP:Iteration 54Q (649.387122 sec): 3 clusters Score: Raw -1861854.103940 + Penalty 3187.499983 = -1858666.603957 nChanged 30 SP:Iteration 55Q (649.472865 sec): 3 clusters Score: Raw -1861857.015419 + Penalty 3187.499983 = -1858669.515436 nChanged 30 SP:Iteration 56Q (649.546219 sec): 3 clusters Score: Raw -1861859.948181 + Penalty 3187.499983 = -1858672.448198 nChanged 38 SP:Iteration 57Q (649.636329 sec): 3 clusters Score: Raw -1861863.954551 + Penalty 3187.499983 = -1858676.454569 nChanged 46 SP:Iteration 58Q (649.714475 sec): 3 clusters Score: Raw -1861869.395058 + Penalty 3187.499983 = -1858681.895075 nChanged 49 SP:Iteration 59Q (649.792052 sec): 3 clusters Score: Raw -1861874.252300 + Penalty 3187.499983 = -1858686.752317 nChanged 40 SP:Iteration 60F (649.862760 sec): 3 clusters Score: Raw -1861877.885029 + Penalty 3187.499983 = -1858690.385046 nChanged 35 SP:Iteration 61Q (649.938848 sec): 3 clusters Score: Raw -1861881.191812 + Penalty 3187.499983 = -1858693.691829 nChanged 37 SP:Iteration 62Q (650.018941 sec): 3 clusters Score: Raw -1861885.617860 + Penalty 3187.499983 = -1858698.117878 nChanged 36 SP:Iteration 63Q (650.102410 sec): 3 clusters Score: Raw -1861890.086388 + Penalty 3187.499983 = -1858702.586405 nChanged 50 SP:Iteration 64Q (650.182884 sec): 3 clusters Score: Raw -1861894.810132 + Penalty 3187.499983 = -1858707.310149 nChanged 44 SP:Iteration 65Q (650.247650 sec): 3 clusters Score: Raw -1861898.819007 + Penalty 3187.499983 = -1858711.319024 nChanged 37 SP:Iteration 66Q (650.332407 sec): 3 clusters Score: Raw -1861902.442682 + Penalty 3187.499983 = -1858714.942699 nChanged 37 SP:Iteration 67Q (650.405764 sec): 3 clusters Score: Raw -1861905.740251 + Penalty 3187.499983 = -1858718.240268 nChanged 40 SP:Iteration 68Q (650.488737 sec): 3 clusters Score: Raw -1861909.645883 + Penalty 3187.499983 = -1858722.145900 nChanged 40 SP:Iteration 69Q (650.566093 sec): 3 clusters Score: Raw -1861914.715977 + Penalty 3187.499983 = -1858727.215994 nChanged 47 SP:Iteration 70Q (650.631171 sec): 3 clusters Score: Raw -1861919.959675 + Penalty 3187.499983 = -1858732.459693 nChanged 43 SP:Iteration 71Q (650.721747 sec): 3 clusters Score: Raw -1861926.862780 + Penalty 3187.499983 = -1858739.362797 nChanged 58 SP:Iteration 72Q (650.798269 sec): 3 clusters Score: Raw -1861941.814454 + Penalty 3187.499983 = -1858754.314471 nChanged 76 SP:Iteration 73Q (650.873120 sec): 3 clusters Score: Raw -1861957.231880 + Penalty 3187.499983 = -1858769.731897 nChanged 95 SP:Iteration 74Q (650.953996 sec): 3 clusters Score: Raw -1861977.117439 + Penalty 3187.499983 = -1858789.617456 nChanged 105 SP:Iteration 75Q (651.031261 sec): 3 clusters Score: Raw -1861998.097109 + Penalty 3187.499983 = -1858810.597127 nChanged 112 SP:Iteration 76Q (651.105535 sec): 3 clusters Score: Raw -1862026.165171 + Penalty 3187.499983 = -1858838.665189 nChanged 126 SP:Iteration 77Q (651.176422 sec): 3 clusters Score: Raw -1862068.774548 + Penalty 3187.499983 = -1858881.274565 nChanged 160 SP:Iteration 78Q (651.264345 sec): 3 clusters Score: Raw -1862129.893519 + Penalty 3187.499983 = -1858942.393536 nChanged 177 SP:Iteration 79Q (651.342923 sec): 3 clusters Score: Raw -1862214.431389 + Penalty 3187.499983 = -1859026.931406 nChanged 236 SP:Iteration 80F (651.420450 sec): 3 clusters Score: Raw -1862352.528317 + Penalty 3187.499983 = -1859165.028334 nChanged 279 SP:Iteration 81Q (651.486377 sec): 3 clusters Score: Raw -1862552.514468 + Penalty 3187.499983 = -1859365.014485 nChanged 296 SP:Iteration 82Q (651.559675 sec): 3 clusters Score: Raw -1862759.417636 + Penalty 3187.499983 = -1859571.917653 nChanged 275 SP:Iteration 83Q (651.641886 sec): 3 clusters Score: Raw -1862935.600563 + Penalty 3187.499983 = -1859748.100580 nChanged 240 SP:Iteration 84Q (651.709417 sec): 3 clusters Score: Raw -1863053.436319 + Penalty 3187.499983 = -1859865.936336 nChanged 222 SP:Iteration 85Q (651.780646 sec): 3 clusters Score: Raw -1863164.978989 + Penalty 3187.499983 = -1859977.479006 nChanged 187 SP:Iteration 86Q (651.864321 sec): 3 clusters Score: Raw -1863242.309193 + Penalty 3187.499983 = -1860054.809211 nChanged 166 SP:Iteration 87Q (651.939555 sec): 3 clusters Score: Raw -1863303.866383 + Penalty 3187.499983 = -1860116.366400 nChanged 133 SP:Iteration 88Q (652.011928 sec): 3 clusters Score: Raw -1863350.300643 + Penalty 3187.499983 = -1860162.800660 nChanged 132 SP:Iteration 89Q (652.087133 sec): 3 clusters Score: Raw -1863399.663384 + Penalty 3187.499983 = -1860212.163402 nChanged 108 SP:Iteration 90Q (652.164360 sec): 3 clusters Score: Raw -1863435.936183 + Penalty 3187.499983 = -1860248.436200 nChanged 89 SP:Iteration 91Q (652.226387 sec): 3 clusters Score: Raw -1863461.648092 + Penalty 3187.499983 = -1860274.148109 nChanged 73 SP:Iteration 92Q (652.307888 sec): 3 clusters Score: Raw -1863483.011954 + Penalty 3187.499983 = -1860295.511971 nChanged 69 SP:Iteration 93Q (652.384529 sec): 3 clusters Score: Raw -1863502.750564 + Penalty 3187.499983 = -1860315.250581 nChanged 58 SP:Iteration 94Q (652.459485 sec): 3 clusters Score: Raw -1863518.627889 + Penalty 3187.499983 = -1860331.127906 nChanged 47 SP:Iteration 95Q (652.529755 sec): 3 clusters Score: Raw -1863528.101394 + Penalty 3187.499983 = -1860340.601411 nChanged 36 SP:Iteration 96Q (652.600158 sec): 3 clusters Score: Raw -1863534.526774 + Penalty 3187.499983 = -1860347.026791 nChanged 31 SP:Iteration 97Q (652.677393 sec): 3 clusters Score: Raw -1863541.309194 + Penalty 3187.499983 = -1860353.809211 nChanged 28 SP:Iteration 98Q (652.750712 sec): 3 clusters Score: Raw -1863547.203119 + Penalty 3187.499983 = -1860359.703136 nChanged 27 SP:Iteration 99Q (652.825645 sec): 3 clusters Score: Raw -1863552.834037 + Penalty 3187.499983 = -1860365.334054 nChanged 29 SP:Iteration 100F (652.902383 sec): 3 clusters Score: Raw -1863559.974223 + Penalty 3187.499983 = -1860372.474240 nChanged 33 SP:Iteration 101Q (652.975981 sec): 3 clusters Score: Raw -1863566.375107 + Penalty 3187.499983 = -1860378.875124 nChanged 23 SP:Iteration 102Q (653.048802 sec): 3 clusters Score: Raw -1863571.579415 + Penalty 3187.499983 = -1860384.079432 nChanged 24 SP:Iteration 103Q (653.114530 sec): 3 clusters Score: Raw -1863576.311430 + Penalty 3187.499983 = -1860388.811447 nChanged 21 SP:Iteration 104Q (653.177839 sec): 3 clusters Score: Raw -1863580.278742 + Penalty 3187.499983 = -1860392.778759 nChanged 14 SP:Iteration 105Q (653.249130 sec): 3 clusters Score: Raw -1863582.208900 + Penalty 3187.499983 = -1860394.708917 nChanged 7 SP:Iteration 106Q (653.320104 sec): 3 clusters Score: Raw -1863582.882273 + Penalty 3187.499983 = -1860395.382290 nChanged 3 SP:Iteration 107Q (653.394730 sec): 3 clusters Score: Raw -1863583.016317 + Penalty 3187.499983 = -1860395.516334 nChanged 1 SP:Iteration 108Q (653.480020 sec): 3 clusters Score: Raw -1863583.118084 + Penalty 3187.499983 = -1860395.618101 nChanged 2 SP:Iteration 109Q (653.542081 sec): 3 clusters Score: Raw -1863583.230520 + Penalty 3187.499983 = -1860395.730537 nChanged 1 SP:Iteration 110Q (653.616149 sec): 3 clusters Score: Raw -1863583.283967 + Penalty 3187.499983 = -1860395.783984 nChanged 0 SP:Iteration 111F (653.704197 sec): 3 clusters Score: Raw -1863583.283967 + Penalty 3187.499983 = -1860395.783984 nChanged 0 Trying to split cluster 15 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (653.731330 sec): 2 clusters Score: Raw -28799.958979 + Penalty 938.868503 = -27861.090477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (653.772999 sec): 3 clusters Score: Raw -28895.302404 + Penalty 1877.737005 = -27017.565399 nChanged 71 SP:Iteration 1F (653.827034 sec): 3 clusters Score: Raw -29140.345204 + Penalty 1877.737005 = -27262.608199 nChanged 27 SP:Iteration 2F (653.874268 sec): 3 clusters Score: Raw -29223.013726 + Penalty 1877.737005 = -27345.276720 nChanged 5 SP:Iteration 3Q (653.925233 sec): 3 clusters Score: Raw -29243.112435 + Penalty 1877.737005 = -27365.375430 nChanged 2 SP:Iteration 4Q (653.974236 sec): 3 clusters Score: Raw -29249.115854 + Penalty 1877.737005 = -27371.378849 nChanged 2 SP:Iteration 5Q (654.019456 sec): 3 clusters Score: Raw -29251.707918 + Penalty 1877.737005 = -27373.970913 nChanged 1 SP:Iteration 6Q (654.059941 sec): 3 clusters Score: Raw -29252.331144 + Penalty 1877.737005 = -27374.594139 nChanged 0 SP:Iteration 7F (654.105438 sec): 3 clusters Score: Raw -29252.331144 + Penalty 1877.737005 = -27374.594139 nChanged 0 Trying to split cluster 16 (1761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.134069 sec): 2 clusters Score: Raw -177563.637891 + Penalty 1214.466030 = -176349.171860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.188351 sec): 3 clusters Score: Raw -176851.696777 + Penalty 2428.932060 = -174422.764716 nChanged 596 SP:Iteration 1F (654.246245 sec): 3 clusters Score: Raw -177296.594654 + Penalty 2428.932060 = -174867.662593 nChanged 146 SP:Iteration 2F (654.300819 sec): 3 clusters Score: Raw -177432.660525 + Penalty 2428.932060 = -175003.728465 nChanged 107 SP:Iteration 3F (654.341991 sec): 3 clusters Score: Raw -177525.452071 + Penalty 2428.932060 = -175096.520010 nChanged 65 SP:Iteration 4Q (654.401371 sec): 3 clusters Score: Raw -177573.075287 + Penalty 2428.932060 = -175144.143227 nChanged 52 SP:Iteration 5Q (654.455849 sec): 3 clusters Score: Raw -177615.297436 + Penalty 2428.932060 = -175186.365376 nChanged 44 SP:Iteration 6Q (654.497314 sec): 3 clusters Score: Raw -177645.423279 + Penalty 2428.932060 = -175216.491219 nChanged 37 SP:Iteration 7Q (654.555616 sec): 3 clusters Score: Raw -177679.122724 + Penalty 2428.932060 = -175250.190664 nChanged 34 SP:Iteration 8Q (654.607546 sec): 3 clusters Score: Raw -177703.866842 + Penalty 2428.932060 = -175274.934782 nChanged 28 SP:Iteration 9Q (654.658258 sec): 3 clusters Score: Raw -177722.585852 + Penalty 2428.932060 = -175293.653792 nChanged 20 SP:Iteration 10Q (654.711717 sec): 3 clusters Score: Raw -177736.708685 + Penalty 2428.932060 = -175307.776625 nChanged 19 SP:Iteration 11Q (654.753573 sec): 3 clusters Score: Raw -177755.592907 + Penalty 2428.932060 = -175326.660847 nChanged 14 SP:Iteration 12Q (654.811298 sec): 3 clusters Score: Raw -177764.348787 + Penalty 2428.932060 = -175335.416726 nChanged 14 SP:Iteration 13Q (654.861525 sec): 3 clusters Score: Raw -177774.604163 + Penalty 2428.932060 = -175345.672103 nChanged 8 SP:Iteration 14Q (654.918943 sec): 3 clusters Score: Raw -177780.314903 + Penalty 2428.932060 = -175351.382843 nChanged 6 SP:Iteration 15Q (654.969586 sec): 3 clusters Score: Raw -177784.030343 + Penalty 2428.932060 = -175355.098283 nChanged 6 SP:Iteration 16Q (655.009614 sec): 3 clusters Score: Raw -177788.753943 + Penalty 2428.932060 = -175359.821882 nChanged 8 SP:Iteration 17Q (655.073808 sec): 3 clusters Score: Raw -177796.765417 + Penalty 2428.932060 = -175367.833357 nChanged 9 SP:Iteration 18Q (655.121411 sec): 3 clusters Score: Raw -177803.660803 + Penalty 2428.932060 = -175374.728743 nChanged 7 SP:Iteration 19Q (655.165627 sec): 3 clusters Score: Raw -177808.566585 + Penalty 2428.932060 = -175379.634524 nChanged 4 SP:Iteration 20F (655.213776 sec): 3 clusters Score: Raw -177811.328126 + Penalty 2428.932060 = -175382.396066 nChanged 6 SP:Iteration 21Q (655.263525 sec): 3 clusters Score: Raw -177817.927586 + Penalty 2428.932060 = -175388.995526 nChanged 11 SP:Iteration 22Q (655.306590 sec): 3 clusters Score: Raw -177826.289772 + Penalty 2428.932060 = -175397.357712 nChanged 8 SP:Iteration 23Q (655.359850 sec): 3 clusters Score: Raw -177831.266814 + Penalty 2428.932060 = -175402.334753 nChanged 5 SP:Iteration 24Q (655.416840 sec): 3 clusters Score: Raw -177834.617921 + Penalty 2428.932060 = -175405.685860 nChanged 2 SP:Iteration 25Q (655.454151 sec): 3 clusters Score: Raw -177835.503230 + Penalty 2428.932060 = -175406.571170 nChanged 0 SP:Iteration 26F (655.504166 sec): 3 clusters Score: Raw -177835.503230 + Penalty 2428.932060 = -175406.571170 nChanged 0 Trying to split cluster 17 (5590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (655.542409 sec): 2 clusters Score: Raw -594435.902777 + Penalty 1402.169367 = -593033.733410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (655.600195 sec): 3 clusters Score: Raw -591466.380173 + Penalty 2804.338734 = -588662.041439 nChanged 2247 SP:Iteration 1F (655.658787 sec): 3 clusters Score: Raw -592672.874962 + Penalty 2804.338734 = -589868.536228 nChanged 397 SP:Iteration 2F (655.707341 sec): 3 clusters Score: Raw -592852.537647 + Penalty 2804.338734 = -590048.198913 nChanged 264 SP:Iteration 3Q (655.763225 sec): 3 clusters Score: Raw -592965.625874 + Penalty 2804.338734 = -590161.287140 nChanged 212 SP:Iteration 4Q (655.822457 sec): 3 clusters Score: Raw -593069.730500 + Penalty 2804.338734 = -590265.391766 nChanged 191 SP:Iteration 5Q (655.883016 sec): 3 clusters Score: Raw -593147.685565 + Penalty 2804.338734 = -590343.346831 nChanged 185 SP:Iteration 6Q (655.938498 sec): 3 clusters Score: Raw -593230.708510 + Penalty 2804.338734 = -590426.369776 nChanged 181 SP:Iteration 7Q (655.991209 sec): 3 clusters Score: Raw -593312.115721 + Penalty 2804.338734 = -590507.776987 nChanged 149 SP:Iteration 8Q (656.045130 sec): 3 clusters Score: Raw -593373.444621 + Penalty 2804.338734 = -590569.105887 nChanged 153 SP:Iteration 9Q (656.101137 sec): 3 clusters Score: Raw -593453.733833 + Penalty 2804.338734 = -590649.395099 nChanged 173 SP:Iteration 10Q (656.149459 sec): 3 clusters Score: Raw -593549.643716 + Penalty 2804.338734 = -590745.304982 nChanged 172 SP:Iteration 11Q (656.218299 sec): 3 clusters Score: Raw -593640.321926 + Penalty 2804.338734 = -590835.983192 nChanged 161 SP:Iteration 12Q (656.278192 sec): 3 clusters Score: Raw -593716.499659 + Penalty 2804.338734 = -590912.160925 nChanged 155 SP:Iteration 13Q (656.338839 sec): 3 clusters Score: Raw -593796.480864 + Penalty 2804.338734 = -590992.142130 nChanged 154 SP:Iteration 14Q (656.397687 sec): 3 clusters Score: Raw -593872.309433 + Penalty 2804.338734 = -591067.970699 nChanged 131 SP:Iteration 15Q (656.443081 sec): 3 clusters Score: Raw -593943.849558 + Penalty 2804.338734 = -591139.510824 nChanged 112 SP:Iteration 16Q (656.512004 sec): 3 clusters Score: Raw -594005.469050 + Penalty 2804.338734 = -591201.130316 nChanged 117 SP:Iteration 17Q (656.569897 sec): 3 clusters Score: Raw -594070.657424 + Penalty 2804.338734 = -591266.318690 nChanged 121 SP:Iteration 18Q (656.615650 sec): 3 clusters Score: Raw -594126.640014 + Penalty 2804.338734 = -591322.301280 nChanged 112 SP:Iteration 19Q (656.685373 sec): 3 clusters Score: Raw -594182.959062 + Penalty 2804.338734 = -591378.620328 nChanged 109 SP:Iteration 20F (656.731983 sec): 3 clusters Score: Raw -594243.281106 + Penalty 2804.338734 = -591438.942372 nChanged 101 SP:Iteration 21Q (656.801106 sec): 3 clusters Score: Raw -594293.575539 + Penalty 2804.338734 = -591489.236805 nChanged 82 SP:Iteration 22Q (656.856952 sec): 3 clusters Score: Raw -594335.347310 + Penalty 2804.338734 = -591531.008576 nChanged 74 SP:Iteration 23Q (656.918818 sec): 3 clusters Score: Raw -594366.618398 + Penalty 2804.338734 = -591562.279664 nChanged 61 SP:Iteration 24Q (656.965028 sec): 3 clusters Score: Raw -594390.003186 + Penalty 2804.338734 = -591585.664452 nChanged 60 SP:Iteration 25Q (657.035943 sec): 3 clusters Score: Raw -594416.534438 + Penalty 2804.338734 = -591612.195704 nChanged 63 SP:Iteration 26Q (657.089579 sec): 3 clusters Score: Raw -594441.059421 + Penalty 2804.338734 = -591636.720687 nChanged 56 SP:Iteration 27Q (657.145636 sec): 3 clusters Score: Raw -594463.649762 + Penalty 2804.338734 = -591659.311028 nChanged 51 SP:Iteration 28Q (657.208170 sec): 3 clusters Score: Raw -594485.790172 + Penalty 2804.338734 = -591681.451438 nChanged 57 SP:Iteration 29Q (657.270313 sec): 3 clusters Score: Raw -594513.124618 + Penalty 2804.338734 = -591708.785884 nChanged 55 SP:Iteration 30Q (657.327734 sec): 3 clusters Score: Raw -594535.549871 + Penalty 2804.338734 = -591731.211137 nChanged 39 SP:Iteration 31Q (657.379794 sec): 3 clusters Score: Raw -594548.310927 + Penalty 2804.338734 = -591743.972193 nChanged 26 SP:Iteration 32Q (657.441444 sec): 3 clusters Score: Raw -594559.032323 + Penalty 2804.338734 = -591754.693589 nChanged 20 SP:Iteration 33Q (657.499451 sec): 3 clusters Score: Raw -594567.025499 + Penalty 2804.338734 = -591762.686765 nChanged 23 SP:Iteration 34Q (657.558227 sec): 3 clusters Score: Raw -594576.162003 + Penalty 2804.338734 = -591771.823269 nChanged 26 SP:Iteration 35Q (657.616681 sec): 3 clusters Score: Raw -594583.683461 + Penalty 2804.338734 = -591779.344727 nChanged 21 SP:Iteration 36Q (657.671403 sec): 3 clusters Score: Raw -594589.939512 + Penalty 2804.338734 = -591785.600778 nChanged 24 SP:Iteration 37Q (657.728545 sec): 3 clusters Score: Raw -594597.334941 + Penalty 2804.338734 = -591792.996207 nChanged 20 SP:Iteration 38Q (657.785212 sec): 3 clusters Score: Raw -594603.203596 + Penalty 2804.338734 = -591798.864862 nChanged 26 SP:Iteration 39Q (657.833972 sec): 3 clusters Score: Raw -594614.502437 + Penalty 2804.338734 = -591810.163703 nChanged 33 SP:Iteration 40F (657.899285 sec): 3 clusters Score: Raw -594629.872723 + Penalty 2804.338734 = -591825.533989 nChanged 41 SP:Iteration 41Q (657.946588 sec): 3 clusters Score: Raw -594652.108895 + Penalty 2804.338734 = -591847.770161 nChanged 35 SP:Iteration 42Q (658.010823 sec): 3 clusters Score: Raw -594661.975993 + Penalty 2804.338734 = -591857.637259 nChanged 20 SP:Iteration 43Q (658.066268 sec): 3 clusters Score: Raw -594666.606050 + Penalty 2804.338734 = -591862.267316 nChanged 10 SP:Iteration 44Q (658.114141 sec): 3 clusters Score: Raw -594669.580464 + Penalty 2804.338734 = -591865.241730 nChanged 14 SP:Iteration 45Q (658.178799 sec): 3 clusters Score: Raw -594672.771223 + Penalty 2804.338734 = -591868.432489 nChanged 14 SP:Iteration 46Q (658.233211 sec): 3 clusters Score: Raw -594677.443816 + Penalty 2804.338734 = -591873.105082 nChanged 16 SP:Iteration 47Q (658.292240 sec): 3 clusters Score: Raw -594682.594232 + Penalty 2804.338734 = -591878.255498 nChanged 11 SP:Iteration 48Q (658.350164 sec): 3 clusters Score: Raw -594686.681251 + Penalty 2804.338734 = -591882.342517 nChanged 15 SP:Iteration 49Q (658.389140 sec): 3 clusters Score: Raw -594692.118329 + Penalty 2804.338734 = -591887.779595 nChanged 20 SP:Iteration 50Q (658.440773 sec): 3 clusters Score: Raw -594697.724401 + Penalty 2804.338734 = -591893.385667 nChanged 12 SP:Iteration 51Q (658.491271 sec): 3 clusters Score: Raw -594700.902651 + Penalty 2804.338734 = -591896.563917 nChanged 11 SP:Iteration 52Q (658.542813 sec): 3 clusters Score: Raw -594703.364753 + Penalty 2804.338734 = -591899.026019 nChanged 7 SP:Iteration 53Q (658.604681 sec): 3 clusters Score: Raw -594704.835964 + Penalty 2804.338734 = -591900.497230 nChanged 6 SP:Iteration 54Q (658.645682 sec): 3 clusters Score: Raw -594706.138060 + Penalty 2804.338734 = -591901.799326 nChanged 5 SP:Iteration 55Q (658.700709 sec): 3 clusters Score: Raw -594707.823381 + Penalty 2804.338734 = -591903.484647 nChanged 8 SP:Iteration 56Q (658.757850 sec): 3 clusters Score: Raw -594710.373677 + Penalty 2804.338734 = -591906.034943 nChanged 8 SP:Iteration 57Q (658.803460 sec): 3 clusters Score: Raw -594712.001136 + Penalty 2804.338734 = -591907.662402 nChanged 8 SP:Iteration 58Q (658.865833 sec): 3 clusters Score: Raw -594713.688271 + Penalty 2804.338734 = -591909.349537 nChanged 3 SP:Iteration 59Q (658.925228 sec): 3 clusters Score: Raw -594714.148251 + Penalty 2804.338734 = -591909.809517 nChanged 1 SP:Iteration 60F (658.977791 sec): 3 clusters Score: Raw -594714.513743 + Penalty 2804.338734 = -591910.175009 nChanged 2 SP:Iteration 61Q (659.034691 sec): 3 clusters Score: Raw -594714.919214 + Penalty 2804.338734 = -591910.580480 nChanged 1 SP:Iteration 62Q (659.091587 sec): 3 clusters Score: Raw -594714.994937 + Penalty 2804.338734 = -591910.656203 nChanged 0 SP:Iteration 63F (659.154080 sec): 3 clusters Score: Raw -594714.994937 + Penalty 2804.338734 = -591910.656203 nChanged 0 Trying to split cluster 18 (1484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (659.179935 sec): 2 clusters Score: Raw -143122.402219 + Penalty 1186.655669 = -141935.746550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (659.226773 sec): 3 clusters Score: Raw -142526.679495 + Penalty 2373.311338 = -140153.368157 nChanged 496 SP:Iteration 1F (659.285308 sec): 3 clusters Score: Raw -142854.535761 + Penalty 2373.311338 = -140481.224424 nChanged 105 SP:Iteration 2F (659.331767 sec): 3 clusters Score: Raw -142944.574495 + Penalty 2373.311338 = -140571.263157 nChanged 82 SP:Iteration 3F (659.376630 sec): 3 clusters Score: Raw -143033.198354 + Penalty 2373.311338 = -140659.887016 nChanged 66 SP:Iteration 4Q (659.422161 sec): 3 clusters Score: Raw -143104.085276 + Penalty 2373.311338 = -140730.773938 nChanged 55 SP:Iteration 5Q (659.466912 sec): 3 clusters Score: Raw -143158.137276 + Penalty 2373.311338 = -140784.825938 nChanged 50 SP:Iteration 6Q (659.528827 sec): 3 clusters Score: Raw -143200.432911 + Penalty 2373.311338 = -140827.121574 nChanged 34 SP:Iteration 7Q (659.563554 sec): 3 clusters Score: Raw -143224.391884 + Penalty 2373.311338 = -140851.080546 nChanged 21 SP:Iteration 8Q (659.609359 sec): 3 clusters Score: Raw -143248.114374 + Penalty 2373.311338 = -140874.803036 nChanged 18 SP:Iteration 9Q (659.665382 sec): 3 clusters Score: Raw -143259.245782 + Penalty 2373.311338 = -140885.934444 nChanged 13 SP:Iteration 10Q (659.714103 sec): 3 clusters Score: Raw -143266.080854 + Penalty 2373.311338 = -140892.769517 nChanged 9 SP:Iteration 11Q (659.753874 sec): 3 clusters Score: Raw -143275.993541 + Penalty 2373.311338 = -140902.682204 nChanged 12 SP:Iteration 12Q (659.800180 sec): 3 clusters Score: Raw -143286.404295 + Penalty 2373.311338 = -140913.092957 nChanged 15 SP:Iteration 13Q (659.851297 sec): 3 clusters Score: Raw -143299.161411 + Penalty 2373.311338 = -140925.850073 nChanged 15 SP:Iteration 14Q (659.910004 sec): 3 clusters Score: Raw -143310.347536 + Penalty 2373.311338 = -140937.036198 nChanged 12 SP:Iteration 15Q (659.957303 sec): 3 clusters Score: Raw -143320.252422 + Penalty 2373.311338 = -140946.941084 nChanged 10 SP:Iteration 16Q (660.006171 sec): 3 clusters Score: Raw -143325.708236 + Penalty 2373.311338 = -140952.396899 nChanged 7 SP:Iteration 17Q (660.059290 sec): 3 clusters Score: Raw -143332.443873 + Penalty 2373.311338 = -140959.132535 nChanged 10 SP:Iteration 18Q (660.097681 sec): 3 clusters Score: Raw -143339.035411 + Penalty 2373.311338 = -140965.724074 nChanged 11 SP:Iteration 19Q (660.156225 sec): 3 clusters Score: Raw -143345.791617 + Penalty 2373.311338 = -140972.480279 nChanged 11 SP:Iteration 20F (660.192275 sec): 3 clusters Score: Raw -143354.632924 + Penalty 2373.311338 = -140981.321587 nChanged 10 SP:Iteration 21Q (660.238672 sec): 3 clusters Score: Raw -143360.227005 + Penalty 2373.311338 = -140986.915667 nChanged 5 SP:Iteration 22Q (660.294107 sec): 3 clusters Score: Raw -143362.490145 + Penalty 2373.311338 = -140989.178807 nChanged 2 SP:Iteration 23Q (660.340789 sec): 3 clusters Score: Raw -143364.658470 + Penalty 2373.311338 = -140991.347132 nChanged 3 SP:Iteration 24Q (660.393814 sec): 3 clusters Score: Raw -143366.535756 + Penalty 2373.311338 = -140993.224418 nChanged 2 SP:Iteration 25Q (660.440729 sec): 3 clusters Score: Raw -143367.854661 + Penalty 2373.311338 = -140994.543323 nChanged 2 SP:Iteration 26Q (660.486211 sec): 3 clusters Score: Raw -143368.854033 + Penalty 2373.311338 = -140995.542696 nChanged 1 SP:Iteration 27Q (660.541606 sec): 3 clusters Score: Raw -143369.513138 + Penalty 2373.311338 = -140996.201800 nChanged 1 SP:Iteration 28Q (660.580862 sec): 3 clusters Score: Raw -143369.644275 + Penalty 2373.311338 = -140996.332937 nChanged 0 SP:Iteration 29F (660.639302 sec): 3 clusters Score: Raw -143369.644275 + Penalty 2373.311338 = -140996.332937 nChanged 0 Trying to split cluster 19 (3229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (660.672207 sec): 2 clusters Score: Raw -344582.331405 + Penalty 1312.988263 = -343269.343142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (660.720635 sec): 3 clusters Score: Raw -343046.315212 + Penalty 2625.976525 = -340420.338687 nChanged 1248 SP:Iteration 1F (660.779816 sec): 3 clusters Score: Raw -343847.122245 + Penalty 2625.976525 = -341221.145719 nChanged 300 SP:Iteration 2F (660.832807 sec): 3 clusters Score: Raw -344107.230668 + Penalty 2625.976525 = -341481.254142 nChanged 232 SP:Iteration 3F (660.882247 sec): 3 clusters Score: Raw -344380.795006 + Penalty 2625.976525 = -341754.818481 nChanged 245 SP:Iteration 4F (660.930201 sec): 3 clusters Score: Raw -344695.305047 + Penalty 2625.976525 = -342069.328522 nChanged 233 SP:Iteration 5F (660.975306 sec): 3 clusters Score: Raw -344974.164693 + Penalty 2625.976525 = -342348.188167 nChanged 174 SP:Iteration 6F (661.037667 sec): 3 clusters Score: Raw -345140.531020 + Penalty 2625.976525 = -342514.554494 nChanged 121 SP:Iteration 7Q (661.076190 sec): 3 clusters Score: Raw -345242.010943 + Penalty 2625.976525 = -342616.034417 nChanged 84 SP:Iteration 8Q (661.129611 sec): 3 clusters Score: Raw -345308.991383 + Penalty 2625.976525 = -342683.014858 nChanged 45 SP:Iteration 9Q (661.185058 sec): 3 clusters Score: Raw -345334.332206 + Penalty 2625.976525 = -342708.355680 nChanged 27 SP:Iteration 10Q (661.236367 sec): 3 clusters Score: Raw -345350.068023 + Penalty 2625.976525 = -342724.091498 nChanged 22 SP:Iteration 11Q (661.290844 sec): 3 clusters Score: Raw -345360.235250 + Penalty 2625.976525 = -342734.258724 nChanged 16 SP:Iteration 12Q (661.340811 sec): 3 clusters Score: Raw -345368.570306 + Penalty 2625.976525 = -342742.593781 nChanged 11 SP:Iteration 13Q (661.393985 sec): 3 clusters Score: Raw -345373.523185 + Penalty 2625.976525 = -342747.546659 nChanged 6 SP:Iteration 14Q (661.447753 sec): 3 clusters Score: Raw -345377.443004 + Penalty 2625.976525 = -342751.466478 nChanged 4 SP:Iteration 15Q (661.505624 sec): 3 clusters Score: Raw -345379.022845 + Penalty 2625.976525 = -342753.046319 nChanged 1 SP:Iteration 16Q (661.562357 sec): 3 clusters Score: Raw -345379.759823 + Penalty 2625.976525 = -342753.783298 nChanged 0 SP:Iteration 17F (661.607047 sec): 3 clusters Score: Raw -345379.759823 + Penalty 2625.976525 = -342753.783298 nChanged 0 Trying to split cluster 20 (10926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (661.655632 sec): 2 clusters Score: Raw -1159456.253234 + Penalty 1511.071339 = -1157945.181895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (661.713465 sec): 3 clusters Score: Raw -1153240.036024 + Penalty 3022.142678 = -1150217.893345 nChanged 4779 SP:Iteration 1F (661.781089 sec): 3 clusters Score: Raw -1155828.159875 + Penalty 3022.142678 = -1152806.017197 nChanged 707 SP:Iteration 2F (661.847661 sec): 3 clusters Score: Raw -1156166.112309 + Penalty 3022.142678 = -1153143.969630 nChanged 596 SP:Iteration 3F (661.901621 sec): 3 clusters Score: Raw -1156447.329943 + Penalty 3022.142678 = -1153425.187264 nChanged 524 SP:Iteration 4Q (661.976671 sec): 3 clusters Score: Raw -1156702.758319 + Penalty 3022.142678 = -1153680.615641 nChanged 515 SP:Iteration 5Q (662.042013 sec): 3 clusters Score: Raw -1156963.441486 + Penalty 3022.142678 = -1153941.298808 nChanged 497 SP:Iteration 6Q (662.104418 sec): 3 clusters Score: Raw -1157223.769487 + Penalty 3022.142678 = -1154201.626809 nChanged 472 SP:Iteration 7Q (662.162036 sec): 3 clusters Score: Raw -1157473.131741 + Penalty 3022.142678 = -1154450.989063 nChanged 428 SP:Iteration 8Q (662.231648 sec): 3 clusters Score: Raw -1157702.219952 + Penalty 3022.142678 = -1154680.077274 nChanged 436 SP:Iteration 9Q (662.299699 sec): 3 clusters Score: Raw -1157932.722135 + Penalty 3022.142678 = -1154910.579456 nChanged 390 SP:Iteration 10Q (662.365981 sec): 3 clusters Score: Raw -1158137.789475 + Penalty 3022.142678 = -1155115.646797 nChanged 363 SP:Iteration 11Q (662.421355 sec): 3 clusters Score: Raw -1158336.939623 + Penalty 3022.142678 = -1155314.796945 nChanged 335 SP:Iteration 12Q (662.488727 sec): 3 clusters Score: Raw -1158533.589927 + Penalty 3022.142678 = -1155511.447248 nChanged 326 SP:Iteration 13Q (662.567730 sec): 3 clusters Score: Raw -1158735.234086 + Penalty 3022.142678 = -1155713.091407 nChanged 314 SP:Iteration 14Q (662.634018 sec): 3 clusters Score: Raw -1158934.055324 + Penalty 3022.142678 = -1155911.912646 nChanged 280 SP:Iteration 15Q (662.698592 sec): 3 clusters Score: Raw -1159121.703166 + Penalty 3022.142678 = -1156099.560487 nChanged 240 SP:Iteration 16Q (662.760383 sec): 3 clusters Score: Raw -1159295.724186 + Penalty 3022.142678 = -1156273.581507 nChanged 227 SP:Iteration 17Q (662.828392 sec): 3 clusters Score: Raw -1159455.691532 + Penalty 3022.142678 = -1156433.548854 nChanged 168 SP:Iteration 18Q (662.887058 sec): 3 clusters Score: Raw -1159577.413324 + Penalty 3022.142678 = -1156555.270646 nChanged 119 SP:Iteration 19Q (662.953389 sec): 3 clusters Score: Raw -1159663.846059 + Penalty 3022.142678 = -1156641.703381 nChanged 88 SP:Iteration 20F (663.012180 sec): 3 clusters Score: Raw -1159721.137370 + Penalty 3022.142678 = -1156698.994692 nChanged 78 SP:Iteration 21Q (663.081093 sec): 3 clusters Score: Raw -1159770.423596 + Penalty 3022.142678 = -1156748.280917 nChanged 72 SP:Iteration 22Q (663.136565 sec): 3 clusters Score: Raw -1159805.942838 + Penalty 3022.142678 = -1156783.800159 nChanged 42 SP:Iteration 23Q (663.202401 sec): 3 clusters Score: Raw -1159829.261471 + Penalty 3022.142678 = -1156807.118792 nChanged 26 SP:Iteration 24Q (663.260562 sec): 3 clusters Score: Raw -1159839.332122 + Penalty 3022.142678 = -1156817.189443 nChanged 19 SP:Iteration 25Q (663.323883 sec): 3 clusters Score: Raw -1159852.319704 + Penalty 3022.142678 = -1156830.177025 nChanged 19 SP:Iteration 26Q (663.388222 sec): 3 clusters Score: Raw -1159862.953178 + Penalty 3022.142678 = -1156840.810500 nChanged 14 SP:Iteration 27Q (663.449697 sec): 3 clusters Score: Raw -1159870.735380 + Penalty 3022.142678 = -1156848.592702 nChanged 12 SP:Iteration 28Q (663.512308 sec): 3 clusters Score: Raw -1159878.222085 + Penalty 3022.142678 = -1156856.079406 nChanged 17 SP:Iteration 29Q (663.576455 sec): 3 clusters Score: Raw -1159886.537633 + Penalty 3022.142678 = -1156864.394955 nChanged 11 SP:Iteration 30Q (663.653007 sec): 3 clusters Score: Raw -1159891.118968 + Penalty 3022.142678 = -1156868.976290 nChanged 8 SP:Iteration 31Q (663.715883 sec): 3 clusters Score: Raw -1159894.138646 + Penalty 3022.142678 = -1156871.995968 nChanged 7 SP:Iteration 32Q (663.779062 sec): 3 clusters Score: Raw -1159896.794671 + Penalty 3022.142678 = -1156874.651992 nChanged 6 SP:Iteration 33Q (663.833791 sec): 3 clusters Score: Raw -1159899.093252 + Penalty 3022.142678 = -1156876.950574 nChanged 6 SP:Iteration 34Q (663.908608 sec): 3 clusters Score: Raw -1159901.058288 + Penalty 3022.142678 = -1156878.915609 nChanged 3 SP:Iteration 35Q (663.966824 sec): 3 clusters Score: Raw -1159901.515228 + Penalty 3022.142678 = -1156879.372550 nChanged 1 SP:Iteration 36Q (664.026812 sec): 3 clusters Score: Raw -1159901.717827 + Penalty 3022.142678 = -1156879.575149 nChanged 1 SP:Iteration 37Q (664.077296 sec): 3 clusters Score: Raw -1159901.818829 + Penalty 3022.142678 = -1156879.676151 nChanged 1 SP:Iteration 38Q (664.140709 sec): 3 clusters Score: Raw -1159902.024516 + Penalty 3022.142678 = -1156879.881838 nChanged 2 SP:Iteration 39Q (664.200948 sec): 3 clusters Score: Raw -1159902.969493 + Penalty 3022.142678 = -1156880.826814 nChanged 2 SP:Iteration 40F (664.275014 sec): 3 clusters Score: Raw -1159904.331000 + Penalty 3022.142678 = -1156882.188321 nChanged 4 SP:Iteration 41Q (664.332561 sec): 3 clusters Score: Raw -1159905.994024 + Penalty 3022.142678 = -1156883.851346 nChanged 3 SP:Iteration 42Q (664.401025 sec): 3 clusters Score: Raw -1159906.472442 + Penalty 3022.142678 = -1156884.329764 nChanged 3 SP:Iteration 43Q (664.449935 sec): 3 clusters Score: Raw -1159907.222340 + Penalty 3022.142678 = -1156885.079662 nChanged 3 SP:Iteration 44Q (664.511037 sec): 3 clusters Score: Raw -1159907.926394 + Penalty 3022.142678 = -1156885.783716 nChanged 3 SP:Iteration 45Q (664.574705 sec): 3 clusters Score: Raw -1159908.565254 + Penalty 3022.142678 = -1156886.422576 nChanged 0 SP:Iteration 46F (664.641739 sec): 3 clusters Score: Raw -1159908.565254 + Penalty 3022.142678 = -1156886.422576 nChanged 0 Trying to split cluster 21 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (664.660086 sec): 2 clusters Score: Raw -40493.044733 + Penalty 984.986749 = -39508.057983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (664.702485 sec): 3 clusters Score: Raw -40494.884920 + Penalty 1969.973499 = -38524.911421 nChanged 76 SP:Iteration 1F (664.749594 sec): 3 clusters Score: Raw -40622.751245 + Penalty 1969.973499 = -38652.777746 nChanged 18 SP:Iteration 2Q (664.799438 sec): 3 clusters Score: Raw -40661.017147 + Penalty 1969.973499 = -38691.043648 nChanged 9 SP:Iteration 3Q (664.846489 sec): 3 clusters Score: Raw -40677.134762 + Penalty 1969.973499 = -38707.161264 nChanged 7 SP:Iteration 4Q (664.907351 sec): 3 clusters Score: Raw -40689.400877 + Penalty 1969.973499 = -38719.427379 nChanged 3 SP:Iteration 5Q (664.949806 sec): 3 clusters Score: Raw -40694.563355 + Penalty 1969.973499 = -38724.589856 nChanged 2 SP:Iteration 6Q (665.001511 sec): 3 clusters Score: Raw -40697.599620 + Penalty 1969.973499 = -38727.626121 nChanged 3 SP:Iteration 7Q (665.046695 sec): 3 clusters Score: Raw -40702.165262 + Penalty 1969.973499 = -38732.191764 nChanged 1 SP:Iteration 8Q (665.086164 sec): 3 clusters Score: Raw -40704.465131 + Penalty 1969.973499 = -38734.491632 nChanged 0 SP:Iteration 9F (665.147643 sec): 3 clusters Score: Raw -40704.465131 + Penalty 1969.973499 = -38734.491632 nChanged 0 Trying to split cluster 22 (5134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (665.179431 sec): 2 clusters Score: Raw -550076.993840 + Penalty 1388.341559 = -548688.652282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (665.235907 sec): 3 clusters Score: Raw -547424.297084 + Penalty 2776.683117 = -544647.613967 nChanged 2049 SP:Iteration 1F (665.287453 sec): 3 clusters Score: Raw -548503.480668 + Penalty 2776.683117 = -545726.797550 nChanged 350 SP:Iteration 2F (665.334448 sec): 3 clusters Score: Raw -548654.898939 + Penalty 2776.683117 = -545878.215821 nChanged 250 SP:Iteration 3Q (665.399665 sec): 3 clusters Score: Raw -548776.480153 + Penalty 2776.683117 = -545999.797035 nChanged 217 SP:Iteration 4Q (665.449314 sec): 3 clusters Score: Raw -548864.685914 + Penalty 2776.683117 = -546088.002796 nChanged 157 SP:Iteration 5Q (665.509623 sec): 3 clusters Score: Raw -548930.208911 + Penalty 2776.683117 = -546153.525794 nChanged 145 SP:Iteration 6Q (665.567868 sec): 3 clusters Score: Raw -548999.432297 + Penalty 2776.683117 = -546222.749179 nChanged 149 SP:Iteration 7Q (665.629417 sec): 3 clusters Score: Raw -549065.496596 + Penalty 2776.683117 = -546288.813478 nChanged 119 SP:Iteration 8Q (665.688199 sec): 3 clusters Score: Raw -549112.906578 + Penalty 2776.683117 = -546336.223460 nChanged 112 SP:Iteration 9Q (665.740869 sec): 3 clusters Score: Raw -549167.332383 + Penalty 2776.683117 = -546390.649265 nChanged 109 SP:Iteration 10Q (665.790602 sec): 3 clusters Score: Raw -549219.853610 + Penalty 2776.683117 = -546443.170492 nChanged 106 SP:Iteration 11Q (665.852185 sec): 3 clusters Score: Raw -549260.524610 + Penalty 2776.683117 = -546483.841492 nChanged 104 SP:Iteration 12Q (665.904352 sec): 3 clusters Score: Raw -549300.001171 + Penalty 2776.683117 = -546523.318054 nChanged 97 SP:Iteration 13Q (665.966921 sec): 3 clusters Score: Raw -549348.921514 + Penalty 2776.683117 = -546572.238397 nChanged 107 SP:Iteration 14Q (666.023155 sec): 3 clusters Score: Raw -549408.274113 + Penalty 2776.683117 = -546631.590995 nChanged 118 SP:Iteration 15Q (666.082729 sec): 3 clusters Score: Raw -549468.056768 + Penalty 2776.683117 = -546691.373650 nChanged 115 SP:Iteration 16Q (666.129612 sec): 3 clusters Score: Raw -549522.746369 + Penalty 2776.683117 = -546746.063252 nChanged 111 SP:Iteration 17Q (666.181602 sec): 3 clusters Score: Raw -549574.887007 + Penalty 2776.683117 = -546798.203890 nChanged 107 SP:Iteration 18Q (666.237186 sec): 3 clusters Score: Raw -549624.164739 + Penalty 2776.683117 = -546847.481622 nChanged 115 SP:Iteration 19Q (666.286922 sec): 3 clusters Score: Raw -549688.471043 + Penalty 2776.683117 = -546911.787925 nChanged 129 SP:Iteration 20F (666.343592 sec): 3 clusters Score: Raw -549766.815070 + Penalty 2776.683117 = -546990.131953 nChanged 133 SP:Iteration 21Q (666.387989 sec): 3 clusters Score: Raw -549856.500798 + Penalty 2776.683117 = -547079.817680 nChanged 115 SP:Iteration 22Q (666.449409 sec): 3 clusters Score: Raw -549938.426058 + Penalty 2776.683117 = -547161.742940 nChanged 88 SP:Iteration 23Q (666.506429 sec): 3 clusters Score: Raw -550011.765477 + Penalty 2776.683117 = -547235.082359 nChanged 77 SP:Iteration 24Q (666.548131 sec): 3 clusters Score: Raw -550070.773516 + Penalty 2776.683117 = -547294.090398 nChanged 54 SP:Iteration 25Q (666.601623 sec): 3 clusters Score: Raw -550113.450237 + Penalty 2776.683117 = -547336.767120 nChanged 43 SP:Iteration 26Q (666.652520 sec): 3 clusters Score: Raw -550146.730151 + Penalty 2776.683117 = -547370.047033 nChanged 32 SP:Iteration 27Q (666.714394 sec): 3 clusters Score: Raw -550181.348126 + Penalty 2776.683117 = -547404.665008 nChanged 32 SP:Iteration 28Q (666.762047 sec): 3 clusters Score: Raw -550208.604993 + Penalty 2776.683117 = -547431.921876 nChanged 22 SP:Iteration 29Q (666.825415 sec): 3 clusters Score: Raw -550224.790328 + Penalty 2776.683117 = -547448.107211 nChanged 14 SP:Iteration 30Q (666.879458 sec): 3 clusters Score: Raw -550235.673892 + Penalty 2776.683117 = -547458.990775 nChanged 6 SP:Iteration 31Q (666.921907 sec): 3 clusters Score: Raw -550241.283407 + Penalty 2776.683117 = -547464.600290 nChanged 8 SP:Iteration 32Q (666.977155 sec): 3 clusters Score: Raw -550247.282815 + Penalty 2776.683117 = -547470.599698 nChanged 5 SP:Iteration 33Q (667.034082 sec): 3 clusters Score: Raw -550251.375070 + Penalty 2776.683117 = -547474.691952 nChanged 6 SP:Iteration 34Q (667.092356 sec): 3 clusters Score: Raw -550255.557739 + Penalty 2776.683117 = -547478.874622 nChanged 5 SP:Iteration 35Q (667.143779 sec): 3 clusters Score: Raw -550259.264091 + Penalty 2776.683117 = -547482.580974 nChanged 3 SP:Iteration 36Q (667.194249 sec): 3 clusters Score: Raw -550262.914849 + Penalty 2776.683117 = -547486.231732 nChanged 4 SP:Iteration 37Q (667.257787 sec): 3 clusters Score: Raw -550266.064990 + Penalty 2776.683117 = -547489.381872 nChanged 4 SP:Iteration 38Q (667.312242 sec): 3 clusters Score: Raw -550269.790466 + Penalty 2776.683117 = -547493.107348 nChanged 7 SP:Iteration 39Q (667.353435 sec): 3 clusters Score: Raw -550278.668526 + Penalty 2776.683117 = -547501.985408 nChanged 3 SP:Iteration 40F (667.421454 sec): 3 clusters Score: Raw -550282.702506 + Penalty 2776.683117 = -547506.019389 nChanged 3 SP:Iteration 41Q (667.467678 sec): 3 clusters Score: Raw -550284.534463 + Penalty 2776.683117 = -547507.851345 nChanged 2 SP:Iteration 42Q (667.525173 sec): 3 clusters Score: Raw -550286.668870 + Penalty 2776.683117 = -547509.985753 nChanged 1 SP:Iteration 43Q (667.581900 sec): 3 clusters Score: Raw -550287.043821 + Penalty 2776.683117 = -547510.360703 nChanged 0 SP:Iteration 44F (667.638840 sec): 3 clusters Score: Raw -550287.043821 + Penalty 2776.683117 = -547510.360703 nChanged 0 Trying to split cluster 23 (68740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (667.756549 sec): 2 clusters Score: Raw -7302954.129850 + Penalty 1809.939064 = -7301144.190785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (667.927054 sec): 3 clusters Score: Raw -7258780.513681 + Penalty 3619.878129 = -7255160.635552 nChanged 32426 SP:Iteration 1F (668.080463 sec): 3 clusters Score: Raw -7277287.663703 + Penalty 3619.878129 = -7273667.785574 nChanged 2993 SP:Iteration 2Q (668.248990 sec): 3 clusters Score: Raw -7278263.560940 + Penalty 3619.878129 = -7274643.682811 nChanged 3158 SP:Iteration 3Q (668.407229 sec): 3 clusters Score: Raw -7279505.092748 + Penalty 3619.878129 = -7275885.214619 nChanged 3482 SP:Iteration 4F (668.559487 sec): 3 clusters Score: Raw -7281226.559193 + Penalty 3619.878129 = -7277606.681064 nChanged 3968 SP:Iteration 5F (668.719116 sec): 3 clusters Score: Raw -7283617.231601 + Penalty 3619.878129 = -7279997.353472 nChanged 4334 SP:Iteration 6F (668.885691 sec): 3 clusters Score: Raw -7286570.845746 + Penalty 3619.878129 = -7282950.967617 nChanged 4433 SP:Iteration 7F (669.042598 sec): 3 clusters Score: Raw -7289710.328504 + Penalty 3619.878129 = -7286090.450375 nChanged 4134 SP:Iteration 8F (669.193393 sec): 3 clusters Score: Raw -7292428.205423 + Penalty 3619.878129 = -7288808.327294 nChanged 3281 SP:Iteration 9Q (669.362008 sec): 3 clusters Score: Raw -7294172.956481 + Penalty 3619.878129 = -7290553.078352 nChanged 2328 SP:Iteration 10Q (669.520359 sec): 3 clusters Score: Raw -7295193.488019 + Penalty 3619.878129 = -7291573.609890 nChanged 1719 SP:Iteration 11Q (669.672298 sec): 3 clusters Score: Raw -7295859.009599 + Penalty 3619.878129 = -7292239.131470 nChanged 1338 SP:Iteration 12Q (669.826350 sec): 3 clusters Score: Raw -7296319.896228 + Penalty 3619.878129 = -7292700.018099 nChanged 1163 SP:Iteration 13Q (669.987547 sec): 3 clusters Score: Raw -7296690.218795 + Penalty 3619.878129 = -7293070.340666 nChanged 1044 SP:Iteration 14Q (670.152157 sec): 3 clusters Score: Raw -7296999.785840 + Penalty 3619.878129 = -7293379.907712 nChanged 938 SP:Iteration 15Q (670.307108 sec): 3 clusters Score: Raw -7297252.834450 + Penalty 3619.878129 = -7293632.956321 nChanged 826 SP:Iteration 16Q (670.476335 sec): 3 clusters Score: Raw -7297451.427041 + Penalty 3619.878129 = -7293831.548912 nChanged 771 SP:Iteration 17Q (670.622629 sec): 3 clusters Score: Raw -7297630.323546 + Penalty 3619.878129 = -7294010.445417 nChanged 722 SP:Iteration 18Q (670.777341 sec): 3 clusters Score: Raw -7297792.405078 + Penalty 3619.878129 = -7294172.526949 nChanged 733 SP:Iteration 19Q (670.934154 sec): 3 clusters Score: Raw -7297955.277402 + Penalty 3619.878129 = -7294335.399273 nChanged 712 SP:Iteration 20F (671.102188 sec): 3 clusters Score: Raw -7298110.718020 + Penalty 3619.878129 = -7294490.839891 nChanged 673 SP:Iteration 21Q (671.257281 sec): 3 clusters Score: Raw -7298266.047633 + Penalty 3619.878129 = -7294646.169504 nChanged 705 SP:Iteration 22Q (671.413476 sec): 3 clusters Score: Raw -7298423.863822 + Penalty 3619.878129 = -7294803.985693 nChanged 659 SP:Iteration 23Q (671.570742 sec): 3 clusters Score: Raw -7298559.010705 + Penalty 3619.878129 = -7294939.132576 nChanged 643 SP:Iteration 24Q (671.736991 sec): 3 clusters Score: Raw -7298700.201169 + Penalty 3619.878129 = -7295080.323040 nChanged 688 SP:Iteration 25Q (671.894296 sec): 3 clusters Score: Raw -7298859.181745 + Penalty 3619.878129 = -7295239.303616 nChanged 713 SP:Iteration 26Q (672.051459 sec): 3 clusters Score: Raw -7299036.038446 + Penalty 3619.878129 = -7295416.160317 nChanged 764 SP:Iteration 27Q (672.205093 sec): 3 clusters Score: Raw -7299239.826768 + Penalty 3619.878129 = -7295619.948639 nChanged 763 SP:Iteration 28Q (672.367536 sec): 3 clusters Score: Raw -7299440.057639 + Penalty 3619.878129 = -7295820.179510 nChanged 801 SP:Iteration 29Q (672.521448 sec): 3 clusters Score: Raw -7299662.207244 + Penalty 3619.878129 = -7296042.329115 nChanged 837 SP:Iteration 30Q (672.663832 sec): 3 clusters Score: Raw -7299905.377612 + Penalty 3619.878129 = -7296285.499483 nChanged 764 SP:Iteration 31Q (672.824415 sec): 3 clusters Score: Raw -7300119.704156 + Penalty 3619.878129 = -7296499.826027 nChanged 742 SP:Iteration 32Q (672.972697 sec): 3 clusters Score: Raw -7300331.564776 + Penalty 3619.878129 = -7296711.686647 nChanged 770 SP:Iteration 33Q (673.123275 sec): 3 clusters Score: Raw -7300556.863866 + Penalty 3619.878129 = -7296936.985737 nChanged 735 SP:Iteration 34Q (673.270736 sec): 3 clusters Score: Raw -7300773.452541 + Penalty 3619.878129 = -7297153.574412 nChanged 776 SP:Iteration 35Q (673.430317 sec): 3 clusters Score: Raw -7300995.903820 + Penalty 3619.878129 = -7297376.025692 nChanged 712 SP:Iteration 36Q (673.580787 sec): 3 clusters Score: Raw -7301196.415999 + Penalty 3619.878129 = -7297576.537870 nChanged 687 SP:Iteration 37Q (673.730845 sec): 3 clusters Score: Raw -7301384.422504 + Penalty 3619.878129 = -7297764.544375 nChanged 647 SP:Iteration 38Q (673.870713 sec): 3 clusters Score: Raw -7301554.085430 + Penalty 3619.878129 = -7297934.207302 nChanged 623 SP:Iteration 39Q (674.018128 sec): 3 clusters Score: Raw -7301713.394334 + Penalty 3619.878129 = -7298093.516205 nChanged 597 SP:Iteration 40F (674.178695 sec): 3 clusters Score: Raw -7301873.082759 + Penalty 3619.878129 = -7298253.204630 nChanged 570 SP:Iteration 41Q (674.326515 sec): 3 clusters Score: Raw -7302019.228037 + Penalty 3619.878129 = -7298399.349908 nChanged 535 SP:Iteration 42Q (674.475811 sec): 3 clusters Score: Raw -7302149.056850 + Penalty 3619.878129 = -7298529.178722 nChanged 508 SP:Iteration 43Q (674.622893 sec): 3 clusters Score: Raw -7302275.233625 + Penalty 3619.878129 = -7298655.355496 nChanged 482 SP:Iteration 44Q (674.768974 sec): 3 clusters Score: Raw -7302384.385022 + Penalty 3619.878129 = -7298764.506893 nChanged 419 SP:Iteration 45Q (674.921185 sec): 3 clusters Score: Raw -7302477.422655 + Penalty 3619.878129 = -7298857.544526 nChanged 380 SP:Iteration 46Q (675.069029 sec): 3 clusters Score: Raw -7302557.483726 + Penalty 3619.878129 = -7298937.605597 nChanged 338 SP:Iteration 47Q (675.219947 sec): 3 clusters Score: Raw -7302621.121387 + Penalty 3619.878129 = -7299001.243258 nChanged 321 SP:Iteration 48Q (675.372491 sec): 3 clusters Score: Raw -7302681.438997 + Penalty 3619.878129 = -7299061.560868 nChanged 321 SP:Iteration 49Q (675.528798 sec): 3 clusters Score: Raw -7302735.579232 + Penalty 3619.878129 = -7299115.701103 nChanged 284 SP:Iteration 50Q (675.670686 sec): 3 clusters Score: Raw -7302780.495728 + Penalty 3619.878129 = -7299160.617599 nChanged 276 SP:Iteration 51Q (675.824903 sec): 3 clusters Score: Raw -7302831.951051 + Penalty 3619.878129 = -7299212.072922 nChanged 304 SP:Iteration 52Q (675.965142 sec): 3 clusters Score: Raw -7302886.700305 + Penalty 3619.878129 = -7299266.822176 nChanged 292 SP:Iteration 53Q (676.113089 sec): 3 clusters Score: Raw -7302935.925388 + Penalty 3619.878129 = -7299316.047260 nChanged 253 SP:Iteration 54Q (676.260273 sec): 3 clusters Score: Raw -7302977.755452 + Penalty 3619.878129 = -7299357.877323 nChanged 237 SP:Iteration 55Q (676.408866 sec): 3 clusters Score: Raw -7303017.809688 + Penalty 3619.878129 = -7299397.931559 nChanged 236 SP:Iteration 56Q (676.545500 sec): 3 clusters Score: Raw -7303054.297919 + Penalty 3619.878129 = -7299434.419791 nChanged 220 SP:Iteration 57Q (676.688095 sec): 3 clusters Score: Raw -7303083.932051 + Penalty 3619.878129 = -7299464.053923 nChanged 171 SP:Iteration 58Q (676.833596 sec): 3 clusters Score: Raw -7303105.650775 + Penalty 3619.878129 = -7299485.772646 nChanged 146 SP:Iteration 59Q (676.972674 sec): 3 clusters Score: Raw -7303122.917427 + Penalty 3619.878129 = -7299503.039298 nChanged 137 SP:Iteration 60F (677.136567 sec): 3 clusters Score: Raw -7303137.258558 + Penalty 3619.878129 = -7299517.380429 nChanged 129 SP:Iteration 61Q (677.274832 sec): 3 clusters Score: Raw -7303150.747072 + Penalty 3619.878129 = -7299530.868944 nChanged 103 SP:Iteration 62Q (677.416435 sec): 3 clusters Score: Raw -7303161.447834 + Penalty 3619.878129 = -7299541.569705 nChanged 108 SP:Iteration 63Q (677.548370 sec): 3 clusters Score: Raw -7303172.822089 + Penalty 3619.878129 = -7299552.943960 nChanged 107 SP:Iteration 64Q (677.696172 sec): 3 clusters Score: Raw -7303183.531573 + Penalty 3619.878129 = -7299563.653444 nChanged 97 SP:Iteration 65Q (677.845153 sec): 3 clusters Score: Raw -7303193.185022 + Penalty 3619.878129 = -7299573.306893 nChanged 91 SP:Iteration 66Q (677.979218 sec): 3 clusters Score: Raw -7303201.642577 + Penalty 3619.878129 = -7299581.764448 nChanged 84 SP:Iteration 67Q (678.128650 sec): 3 clusters Score: Raw -7303209.312714 + Penalty 3619.878129 = -7299589.434585 nChanged 87 SP:Iteration 68Q (678.277434 sec): 3 clusters Score: Raw -7303217.905683 + Penalty 3619.878129 = -7299598.027554 nChanged 95 SP:Iteration 69Q (678.406880 sec): 3 clusters Score: Raw -7303227.011138 + Penalty 3619.878129 = -7299607.133009 nChanged 89 SP:Iteration 70Q (678.552706 sec): 3 clusters Score: Raw -7303236.316214 + Penalty 3619.878129 = -7299616.438085 nChanged 79 SP:Iteration 71Q (678.687433 sec): 3 clusters Score: Raw -7303243.970827 + Penalty 3619.878129 = -7299624.092698 nChanged 67 SP:Iteration 72Q (678.825903 sec): 3 clusters Score: Raw -7303250.239237 + Penalty 3619.878129 = -7299630.361108 nChanged 56 SP:Iteration 73Q (678.963243 sec): 3 clusters Score: Raw -7303255.161728 + Penalty 3619.878129 = -7299635.283599 nChanged 59 SP:Iteration 74Q (679.110190 sec): 3 clusters Score: Raw -7303260.108195 + Penalty 3619.878129 = -7299640.230066 nChanged 49 SP:Iteration 75Q (679.247320 sec): 3 clusters Score: Raw -7303264.839106 + Penalty 3619.878129 = -7299644.960977 nChanged 61 SP:Iteration 76Q (679.386407 sec): 3 clusters Score: Raw -7303269.641426 + Penalty 3619.878129 = -7299649.763297 nChanged 59 SP:Iteration 77Q (679.515391 sec): 3 clusters Score: Raw -7303274.766160 + Penalty 3619.878129 = -7299654.888031 nChanged 55 SP:Iteration 78Q (679.660048 sec): 3 clusters Score: Raw -7303280.137458 + Penalty 3619.878129 = -7299660.259329 nChanged 65 SP:Iteration 79Q (679.798748 sec): 3 clusters Score: Raw -7303286.437134 + Penalty 3619.878129 = -7299666.559005 nChanged 63 SP:Iteration 80F (679.955694 sec): 3 clusters Score: Raw -7303291.944379 + Penalty 3619.878129 = -7299672.066250 nChanged 64 SP:Iteration 81Q (680.097953 sec): 3 clusters Score: Raw -7303297.691587 + Penalty 3619.878129 = -7299677.813458 nChanged 67 SP:Iteration 82Q (680.234566 sec): 3 clusters Score: Raw -7303303.988546 + Penalty 3619.878129 = -7299684.110417 nChanged 52 SP:Iteration 83Q (680.372679 sec): 3 clusters Score: Raw -7303308.726751 + Penalty 3619.878129 = -7299688.848622 nChanged 47 SP:Iteration 84Q (680.518072 sec): 3 clusters Score: Raw -7303312.960674 + Penalty 3619.878129 = -7299693.082546 nChanged 45 SP:Iteration 85Q (680.646860 sec): 3 clusters Score: Raw -7303316.483018 + Penalty 3619.878129 = -7299696.604889 nChanged 32 SP:Iteration 86Q (680.780915 sec): 3 clusters Score: Raw -7303318.557478 + Penalty 3619.878129 = -7299698.679349 nChanged 28 SP:Iteration 87Q (680.938672 sec): 3 clusters Score: Raw -7303320.148615 + Penalty 3619.878129 = -7299700.270486 nChanged 24 SP:Iteration 88Q (681.071324 sec): 3 clusters Score: Raw -7303321.776350 + Penalty 3619.878129 = -7299701.898221 nChanged 24 SP:Iteration 89Q (681.217519 sec): 3 clusters Score: Raw -7303323.092379 + Penalty 3619.878129 = -7299703.214250 nChanged 18 SP:Iteration 90Q (681.349294 sec): 3 clusters Score: Raw -7303324.245009 + Penalty 3619.878129 = -7299704.366880 nChanged 25 SP:Iteration 91Q (681.500425 sec): 3 clusters Score: Raw -7303325.852822 + Penalty 3619.878129 = -7299705.974693 nChanged 26 SP:Iteration 92Q (681.629846 sec): 3 clusters Score: Raw -7303327.550701 + Penalty 3619.878129 = -7299707.672572 nChanged 22 SP:Iteration 93Q (681.773459 sec): 3 clusters Score: Raw -7303328.501209 + Penalty 3619.878129 = -7299708.623080 nChanged 12 SP:Iteration 94Q (681.916057 sec): 3 clusters Score: Raw -7303329.341470 + Penalty 3619.878129 = -7299709.463341 nChanged 14 SP:Iteration 95Q (682.059699 sec): 3 clusters Score: Raw -7303330.052782 + Penalty 3619.878129 = -7299710.174654 nChanged 5 SP:Iteration 96Q (682.205328 sec): 3 clusters Score: Raw -7303330.399062 + Penalty 3619.878129 = -7299710.520933 nChanged 6 SP:Iteration 97Q (682.350626 sec): 3 clusters Score: Raw -7303330.840951 + Penalty 3619.878129 = -7299710.962822 nChanged 5 SP:Iteration 98Q (682.489253 sec): 3 clusters Score: Raw -7303331.032989 + Penalty 3619.878129 = -7299711.154860 nChanged 4 SP:Iteration 99Q (682.641402 sec): 3 clusters Score: Raw -7303331.412404 + Penalty 3619.878129 = -7299711.534275 nChanged 8 SP:Iteration 100F (682.800529 sec): 3 clusters Score: Raw -7303332.108862 + Penalty 3619.878129 = -7299712.230733 nChanged 9 SP:Iteration 101Q (682.949144 sec): 3 clusters Score: Raw -7303332.678656 + Penalty 3619.878129 = -7299712.800527 nChanged 11 SP:Iteration 102Q (683.090021 sec): 3 clusters Score: Raw -7303333.354948 + Penalty 3619.878129 = -7299713.476819 nChanged 15 SP:Iteration 103Q (683.226071 sec): 3 clusters Score: Raw -7303334.100869 + Penalty 3619.878129 = -7299714.222740 nChanged 13 SP:Iteration 104Q (683.377677 sec): 3 clusters Score: Raw -7303334.809177 + Penalty 3619.878129 = -7299714.931048 nChanged 11 SP:Iteration 105Q (683.518823 sec): 3 clusters Score: Raw -7303335.358770 + Penalty 3619.878129 = -7299715.480641 nChanged 8 SP:Iteration 106Q (683.650752 sec): 3 clusters Score: Raw -7303335.930909 + Penalty 3619.878129 = -7299716.052780 nChanged 13 SP:Iteration 107Q (683.789329 sec): 3 clusters Score: Raw -7303336.926419 + Penalty 3619.878129 = -7299717.048290 nChanged 17 SP:Iteration 108Q (683.914580 sec): 3 clusters Score: Raw -7303338.411015 + Penalty 3619.878129 = -7299718.532886 nChanged 20 SP:Iteration 109Q (684.049908 sec): 3 clusters Score: Raw -7303340.444095 + Penalty 3619.878129 = -7299720.565966 nChanged 24 SP:Iteration 110Q (684.186621 sec): 3 clusters Score: Raw -7303342.492852 + Penalty 3619.878129 = -7299722.614723 nChanged 21 SP:Iteration 111Q (684.328953 sec): 3 clusters Score: Raw -7303343.996311 + Penalty 3619.878129 = -7299724.118182 nChanged 18 SP:Iteration 112Q (684.468478 sec): 3 clusters Score: Raw -7303345.649956 + Penalty 3619.878129 = -7299725.771827 nChanged 28 SP:Iteration 113Q (684.614766 sec): 3 clusters Score: Raw -7303348.339230 + Penalty 3619.878129 = -7299728.461101 nChanged 32 SP:Iteration 114Q (684.755465 sec): 3 clusters Score: Raw -7303350.761053 + Penalty 3619.878129 = -7299730.882924 nChanged 26 SP:Iteration 115Q (684.887791 sec): 3 clusters Score: Raw -7303352.144988 + Penalty 3619.878129 = -7299732.266859 nChanged 14 SP:Iteration 116Q (685.022861 sec): 3 clusters Score: Raw -7303352.882831 + Penalty 3619.878129 = -7299733.004702 nChanged 16 SP:Iteration 117Q (685.168922 sec): 3 clusters Score: Raw -7303354.168521 + Penalty 3619.878129 = -7299734.290392 nChanged 21 SP:Iteration 118Q (685.309732 sec): 3 clusters Score: Raw -7303355.589176 + Penalty 3619.878129 = -7299735.711047 nChanged 22 SP:Iteration 119Q (685.437138 sec): 3 clusters Score: Raw -7303357.819578 + Penalty 3619.878129 = -7299737.941449 nChanged 28 SP:Iteration 120F (685.597793 sec): 3 clusters Score: Raw -7303360.206932 + Penalty 3619.878129 = -7299740.328803 nChanged 28 SP:Iteration 121Q (685.739654 sec): 3 clusters Score: Raw -7303362.416480 + Penalty 3619.878129 = -7299742.538352 nChanged 26 SP:Iteration 122Q (685.879121 sec): 3 clusters Score: Raw -7303364.406095 + Penalty 3619.878129 = -7299744.527967 nChanged 18 SP:Iteration 123Q (686.019178 sec): 3 clusters Score: Raw -7303365.565266 + Penalty 3619.878129 = -7299745.687137 nChanged 15 SP:Iteration 124Q (686.147198 sec): 3 clusters Score: Raw -7303366.640727 + Penalty 3619.878129 = -7299746.762599 nChanged 15 SP:Iteration 125Q (686.290509 sec): 3 clusters Score: Raw -7303367.948939 + Penalty 3619.878129 = -7299748.070810 nChanged 15 SP:Iteration 126Q (686.416234 sec): 3 clusters Score: Raw -7303369.268352 + Penalty 3619.878129 = -7299749.390224 nChanged 14 SP:Iteration 127Q (686.564830 sec): 3 clusters Score: Raw -7303370.740916 + Penalty 3619.878129 = -7299750.862787 nChanged 19 SP:Iteration 128Q (686.687027 sec): 3 clusters Score: Raw -7303372.553929 + Penalty 3619.878129 = -7299752.675800 nChanged 20 SP:Iteration 129Q (686.833360 sec): 3 clusters Score: Raw -7303374.219601 + Penalty 3619.878129 = -7299754.341472 nChanged 22 SP:Iteration 130Q (686.969944 sec): 3 clusters Score: Raw -7303376.549949 + Penalty 3619.878129 = -7299756.671820 nChanged 28 SP:Iteration 131Q (687.102748 sec): 3 clusters Score: Raw -7303379.383484 + Penalty 3619.878129 = -7299759.505355 nChanged 28 SP:Iteration 132Q (687.242632 sec): 3 clusters Score: Raw -7303381.668254 + Penalty 3619.878129 = -7299761.790125 nChanged 27 SP:Iteration 133Q (687.374953 sec): 3 clusters Score: Raw -7303384.359386 + Penalty 3619.878129 = -7299764.481257 nChanged 31 SP:Iteration 134Q (687.513442 sec): 3 clusters Score: Raw -7303386.834241 + Penalty 3619.878129 = -7299766.956113 nChanged 30 SP:Iteration 135Q (687.652103 sec): 3 clusters Score: Raw -7303389.296911 + Penalty 3619.878129 = -7299769.418782 nChanged 30 SP:Iteration 136Q (687.788413 sec): 3 clusters Score: Raw -7303391.610638 + Penalty 3619.878129 = -7299771.732509 nChanged 25 SP:Iteration 137Q (687.928310 sec): 3 clusters Score: Raw -7303393.339781 + Penalty 3619.878129 = -7299773.461652 nChanged 19 SP:Iteration 138Q (688.071231 sec): 3 clusters Score: Raw -7303394.567261 + Penalty 3619.878129 = -7299774.689132 nChanged 24 SP:Iteration 139Q (688.208559 sec): 3 clusters Score: Raw -7303396.263663 + Penalty 3619.878129 = -7299776.385535 nChanged 22 SP:Iteration 140F (688.372603 sec): 3 clusters Score: Raw -7303398.031219 + Penalty 3619.878129 = -7299778.153090 nChanged 28 SP:Iteration 141Q (688.521322 sec): 3 clusters Score: Raw -7303400.303896 + Penalty 3619.878129 = -7299780.425768 nChanged 29 SP:Iteration 142Q (688.669790 sec): 3 clusters Score: Raw -7303403.400658 + Penalty 3619.878129 = -7299783.522530 nChanged 28 SP:Iteration 143Q (688.801863 sec): 3 clusters Score: Raw -7303406.282352 + Penalty 3619.878129 = -7299786.404224 nChanged 32 SP:Iteration 144Q (688.952241 sec): 3 clusters Score: Raw -7303409.755093 + Penalty 3619.878129 = -7299789.876964 nChanged 41 SP:Iteration 145Q (689.083356 sec): 3 clusters Score: Raw -7303413.747889 + Penalty 3619.878129 = -7299793.869760 nChanged 41 SP:Iteration 146Q (689.223266 sec): 3 clusters Score: Raw -7303417.815846 + Penalty 3619.878129 = -7299797.937717 nChanged 42 SP:Iteration 147Q (689.367455 sec): 3 clusters Score: Raw -7303422.363648 + Penalty 3619.878129 = -7299802.485519 nChanged 42 SP:Iteration 148Q (689.503043 sec): 3 clusters Score: Raw -7303426.589683 + Penalty 3619.878129 = -7299806.711555 nChanged 43 SP:Iteration 149Q (689.640999 sec): 3 clusters Score: Raw -7303431.585529 + Penalty 3619.878129 = -7299811.707400 nChanged 44 SP:Iteration 150Q (689.788691 sec): 3 clusters Score: Raw -7303436.204704 + Penalty 3619.878129 = -7299816.326575 nChanged 41 SP:Iteration 151Q (689.933531 sec): 3 clusters Score: Raw -7303439.217355 + Penalty 3619.878129 = -7299819.339226 nChanged 18 SP:Iteration 152Q (690.066340 sec): 3 clusters Score: Raw -7303440.306515 + Penalty 3619.878129 = -7299820.428386 nChanged 14 SP:Iteration 153Q (690.207870 sec): 3 clusters Score: Raw -7303441.490654 + Penalty 3619.878129 = -7299821.612525 nChanged 18 SP:Iteration 154Q (690.339833 sec): 3 clusters Score: Raw -7303443.133932 + Penalty 3619.878129 = -7299823.255803 nChanged 30 SP:Iteration 155Q (690.487582 sec): 3 clusters Score: Raw -7303445.920586 + Penalty 3619.878129 = -7299826.042457 nChanged 23 SP:Iteration 156Q (690.625943 sec): 3 clusters Score: Raw -7303448.535762 + Penalty 3619.878129 = -7299828.657633 nChanged 24 SP:Iteration 157Q (690.760832 sec): 3 clusters Score: Raw -7303450.833118 + Penalty 3619.878129 = -7299830.954989 nChanged 26 SP:Iteration 158Q (690.891797 sec): 3 clusters Score: Raw -7303452.982184 + Penalty 3619.878129 = -7299833.104056 nChanged 23 SP:Iteration 159Q (691.026052 sec): 3 clusters Score: Raw -7303455.530168 + Penalty 3619.878129 = -7299835.652039 nChanged 25 SP:Iteration 160F (691.174446 sec): 3 clusters Score: Raw -7303457.857586 + Penalty 3619.878129 = -7299837.979457 nChanged 33 SP:Iteration 161Q (691.313783 sec): 3 clusters Score: Raw -7303461.472982 + Penalty 3619.878129 = -7299841.594853 nChanged 24 SP:Iteration 162Q (691.454766 sec): 3 clusters Score: Raw -7303464.016388 + Penalty 3619.878129 = -7299844.138259 nChanged 33 SP:Iteration 163Q (691.597452 sec): 3 clusters Score: Raw -7303467.013326 + Penalty 3619.878129 = -7299847.135197 nChanged 22 SP:Iteration 164Q (691.726029 sec): 3 clusters Score: Raw -7303469.455936 + Penalty 3619.878129 = -7299849.577807 nChanged 32 SP:Iteration 165Q (691.867438 sec): 3 clusters Score: Raw -7303472.856870 + Penalty 3619.878129 = -7299852.978741 nChanged 26 SP:Iteration 166Q (691.991782 sec): 3 clusters Score: Raw -7303475.303608 + Penalty 3619.878129 = -7299855.425479 nChanged 23 SP:Iteration 167Q (692.140139 sec): 3 clusters Score: Raw -7303477.666745 + Penalty 3619.878129 = -7299857.788616 nChanged 18 SP:Iteration 168Q (692.286659 sec): 3 clusters Score: Raw -7303479.380324 + Penalty 3619.878129 = -7299859.502195 nChanged 21 SP:Iteration 169Q (692.428229 sec): 3 clusters Score: Raw -7303481.559418 + Penalty 3619.878129 = -7299861.681290 nChanged 26 SP:Iteration 170Q (692.562193 sec): 3 clusters Score: Raw -7303484.062368 + Penalty 3619.878129 = -7299864.184239 nChanged 21 SP:Iteration 171Q (692.696721 sec): 3 clusters Score: Raw -7303486.530967 + Penalty 3619.878129 = -7299866.652838 nChanged 20 SP:Iteration 172Q (692.839311 sec): 3 clusters Score: Raw -7303488.048656 + Penalty 3619.878129 = -7299868.170527 nChanged 20 SP:Iteration 173Q (692.993373 sec): 3 clusters Score: Raw -7303489.292301 + Penalty 3619.878129 = -7299869.414172 nChanged 12 SP:Iteration 174Q (693.119491 sec): 3 clusters Score: Raw -7303490.052990 + Penalty 3619.878129 = -7299870.174861 nChanged 14 SP:Iteration 175Q (693.262577 sec): 3 clusters Score: Raw -7303491.183155 + Penalty 3619.878129 = -7299871.305026 nChanged 7 SP:Iteration 176Q (693.398117 sec): 3 clusters Score: Raw -7303491.542414 + Penalty 3619.878129 = -7299871.664285 nChanged 6 SP:Iteration 177Q (693.530150 sec): 3 clusters Score: Raw -7303491.858534 + Penalty 3619.878129 = -7299871.980405 nChanged 4 SP:Iteration 178Q (693.663669 sec): 3 clusters Score: Raw -7303492.116495 + Penalty 3619.878129 = -7299872.238366 nChanged 1 SP:Iteration 179Q (693.793188 sec): 3 clusters Score: Raw -7303492.191855 + Penalty 3619.878129 = -7299872.313727 nChanged 0 SP:Iteration 180F (693.950991 sec): 3 clusters Score: Raw -7303492.191855 + Penalty 3619.878129 = -7299872.313727 nChanged 0 Trying to split cluster 24 (2906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (693.989297 sec): 2 clusters Score: Raw -314078.332966 + Penalty 1295.861587 = -312782.471379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (694.038720 sec): 3 clusters Score: Raw -312718.886704 + Penalty 2591.723174 = -310127.163529 nChanged 1114 SP:Iteration 1F (694.079455 sec): 3 clusters Score: Raw -313310.752437 + Penalty 2591.723174 = -310719.029263 nChanged 198 SP:Iteration 2F (694.128469 sec): 3 clusters Score: Raw -313434.521124 + Penalty 2591.723174 = -310842.797950 nChanged 155 SP:Iteration 3F (694.177016 sec): 3 clusters Score: Raw -313516.926876 + Penalty 2591.723174 = -310925.203702 nChanged 100 SP:Iteration 4Q (694.232029 sec): 3 clusters Score: Raw -313572.850864 + Penalty 2591.723174 = -310981.127689 nChanged 94 SP:Iteration 5Q (694.273880 sec): 3 clusters Score: Raw -313622.758628 + Penalty 2591.723174 = -311031.035454 nChanged 88 SP:Iteration 6Q (694.331172 sec): 3 clusters Score: Raw -313680.866738 + Penalty 2591.723174 = -311089.143563 nChanged 83 SP:Iteration 7Q (694.386539 sec): 3 clusters Score: Raw -313729.830781 + Penalty 2591.723174 = -311138.107607 nChanged 86 SP:Iteration 8Q (694.442536 sec): 3 clusters Score: Raw -313780.033209 + Penalty 2591.723174 = -311188.310035 nChanged 73 SP:Iteration 9Q (694.492443 sec): 3 clusters Score: Raw -313817.530369 + Penalty 2591.723174 = -311225.807195 nChanged 70 SP:Iteration 10Q (694.541778 sec): 3 clusters Score: Raw -313867.038393 + Penalty 2591.723174 = -311275.315218 nChanged 85 SP:Iteration 11Q (694.599768 sec): 3 clusters Score: Raw -313932.675208 + Penalty 2591.723174 = -311340.952033 nChanged 87 SP:Iteration 12Q (694.650167 sec): 3 clusters Score: Raw -313994.672325 + Penalty 2591.723174 = -311402.949150 nChanged 78 SP:Iteration 13Q (694.691306 sec): 3 clusters Score: Raw -314047.447543 + Penalty 2591.723174 = -311455.724369 nChanged 78 SP:Iteration 14Q (694.741929 sec): 3 clusters Score: Raw -314107.370750 + Penalty 2591.723174 = -311515.647576 nChanged 82 SP:Iteration 15Q (694.791502 sec): 3 clusters Score: Raw -314168.332619 + Penalty 2591.723174 = -311576.609445 nChanged 71 SP:Iteration 16Q (694.843692 sec): 3 clusters Score: Raw -314216.353094 + Penalty 2591.723174 = -311624.629920 nChanged 55 SP:Iteration 17Q (694.896887 sec): 3 clusters Score: Raw -314253.190951 + Penalty 2591.723174 = -311661.467776 nChanged 50 SP:Iteration 18Q (694.946796 sec): 3 clusters Score: Raw -314283.326807 + Penalty 2591.723174 = -311691.603633 nChanged 31 SP:Iteration 19Q (694.999049 sec): 3 clusters Score: Raw -314301.998284 + Penalty 2591.723174 = -311710.275110 nChanged 18 SP:Iteration 20F (695.050334 sec): 3 clusters Score: Raw -314314.336823 + Penalty 2591.723174 = -311722.613649 nChanged 17 SP:Iteration 21Q (695.098901 sec): 3 clusters Score: Raw -314327.244728 + Penalty 2591.723174 = -311735.521554 nChanged 18 SP:Iteration 22Q (695.145088 sec): 3 clusters Score: Raw -314338.439287 + Penalty 2591.723174 = -311746.716112 nChanged 21 SP:Iteration 23Q (695.195658 sec): 3 clusters Score: Raw -314353.390828 + Penalty 2591.723174 = -311761.667654 nChanged 16 SP:Iteration 24Q (695.250845 sec): 3 clusters Score: Raw -314365.788991 + Penalty 2591.723174 = -311774.065817 nChanged 17 SP:Iteration 25Q (695.294104 sec): 3 clusters Score: Raw -314379.584915 + Penalty 2591.723174 = -311787.861740 nChanged 14 SP:Iteration 26Q (695.343913 sec): 3 clusters Score: Raw -314390.083304 + Penalty 2591.723174 = -311798.360129 nChanged 9 SP:Iteration 27Q (695.407974 sec): 3 clusters Score: Raw -314395.046305 + Penalty 2591.723174 = -311803.323130 nChanged 2 SP:Iteration 28Q (695.448412 sec): 3 clusters Score: Raw -314395.572657 + Penalty 2591.723174 = -311803.849483 nChanged 3 SP:Iteration 29Q (695.500081 sec): 3 clusters Score: Raw -314396.775951 + Penalty 2591.723174 = -311805.052776 nChanged 2 SP:Iteration 30Q (695.550145 sec): 3 clusters Score: Raw -314398.016199 + Penalty 2591.723174 = -311806.293024 nChanged 3 SP:Iteration 31Q (695.600103 sec): 3 clusters Score: Raw -314400.252778 + Penalty 2591.723174 = -311808.529604 nChanged 5 SP:Iteration 32Q (695.652258 sec): 3 clusters Score: Raw -314402.521827 + Penalty 2591.723174 = -311810.798653 nChanged 3 SP:Iteration 33Q (695.703203 sec): 3 clusters Score: Raw -314404.513266 + Penalty 2591.723174 = -311812.790091 nChanged 7 SP:Iteration 34Q (695.750517 sec): 3 clusters Score: Raw -314408.528792 + Penalty 2591.723174 = -311816.805618 nChanged 4 SP:Iteration 35Q (695.798307 sec): 3 clusters Score: Raw -314411.287862 + Penalty 2591.723174 = -311819.564688 nChanged 2 SP:Iteration 36Q (695.857381 sec): 3 clusters Score: Raw -314412.428179 + Penalty 2591.723174 = -311820.705004 nChanged 4 SP:Iteration 37Q (695.905647 sec): 3 clusters Score: Raw -314414.542035 + Penalty 2591.723174 = -311822.818861 nChanged 7 SP:Iteration 38Q (695.950701 sec): 3 clusters Score: Raw -314419.035189 + Penalty 2591.723174 = -311827.312015 nChanged 3 SP:Iteration 39Q (695.997945 sec): 3 clusters Score: Raw -314422.394364 + Penalty 2591.723174 = -311830.671189 nChanged 2 SP:Iteration 40F (696.057278 sec): 3 clusters Score: Raw -314423.867339 + Penalty 2591.723174 = -311832.144165 nChanged 3 SP:Iteration 41Q (696.111382 sec): 3 clusters Score: Raw -314425.312945 + Penalty 2591.723174 = -311833.589770 nChanged 1 SP:Iteration 42Q (696.157602 sec): 3 clusters Score: Raw -314426.040944 + Penalty 2591.723174 = -311834.317770 nChanged 3 SP:Iteration 43Q (696.210298 sec): 3 clusters Score: Raw -314428.392979 + Penalty 2591.723174 = -311836.669805 nChanged 1 SP:Iteration 44Q (696.269856 sec): 3 clusters Score: Raw -314428.836040 + Penalty 2591.723174 = -311837.112865 nChanged 0 SP:Iteration 45F (696.319414 sec): 3 clusters Score: Raw -314428.836040 + Penalty 2591.723174 = -311837.112865 nChanged 0 Time taken for this iteration:693.651233 seconds. 20->25 Clusters: Score -24025807.334772, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 233455 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 2 (367 points): Lose 37.014849 but Gain 2008.621000 Iteration 0F (699.555903 sec): 20 clusters Score: Raw -22723340.578606 + Penalty 38163.799008 = -22685176.779598 nChanged 220887 Deleting Class 14 (179 points): Lose 200.110309 but Gain 2008.621000 Iteration 1F (702.600252 sec): 19 clusters Score: Raw -23510206.458537 + Penalty 36155.178008 = -23474051.280529 nChanged 69946 Deleting Class 9 (242 points): Lose 417.660680 but Gain 2008.621000 Iteration 2F (705.504100 sec): 18 clusters Score: Raw -23713519.621296 + Penalty 34146.557007 = -23679373.064288 nChanged 38411 Deleting Class 12 (864 points): Lose 1006.583645 but Gain 2008.621000 Iteration 3F (708.223425 sec): 17 clusters Score: Raw -23787001.957815 + Penalty 32137.936007 = -23754864.021809 nChanged 23109 Deleting Class 16 (1107 points): Lose 1850.045357 but Gain 2008.621000 Iteration 4F (710.836745 sec): 16 clusters Score: Raw -23830112.720279 + Penalty 30129.315006 = -23799983.405273 nChanged 18249 Iteration 5F (713.306728 sec): 16 clusters Score: Raw -23867940.785877 + Penalty 30129.315006 = -23837811.470871 nChanged 14378 Iteration 6F (715.794857 sec): 16 clusters Score: Raw -23891942.086008 + Penalty 30129.315006 = -23861812.771002 nChanged 11558 Iteration 7Q (717.175754 sec): 16 clusters Score: Raw -23907764.878955 + Penalty 30129.315006 = -23877635.563948 nChanged 10263 Iteration 8Q (718.532128 sec): 16 clusters Score: Raw -23923630.752523 + Penalty 30129.315006 = -23893501.437517 nChanged 8510 Iteration 9Q (719.851606 sec): 16 clusters Score: Raw -23932138.160891 + Penalty 30129.315006 = -23902008.845885 nChanged 7092 Iteration 10Q (721.208461 sec): 16 clusters Score: Raw -23937142.937493 + Penalty 30129.315006 = -23907013.622486 nChanged 5962 Iteration 11Q (722.442531 sec): 16 clusters Score: Raw -23940625.908062 + Penalty 30129.315006 = -23910496.593055 nChanged 5044 Iteration 12Q (723.773488 sec): 16 clusters Score: Raw -23943395.471099 + Penalty 30129.315006 = -23913266.156093 nChanged 4516 Iteration 13Q (725.069266 sec): 16 clusters Score: Raw -23945757.963417 + Penalty 30129.315006 = -23915628.648410 nChanged 4147 Iteration 14Q (726.350858 sec): 16 clusters Score: Raw -23947810.876984 + Penalty 30129.315006 = -23917681.561977 nChanged 3927 Iteration 15Q (727.576123 sec): 16 clusters Score: Raw -23949560.740507 + Penalty 30129.315006 = -23919431.425501 nChanged 3663 Iteration 16Q (728.796363 sec): 16 clusters Score: Raw -23951099.970968 + Penalty 30129.315006 = -23920970.655962 nChanged 3634 Iteration 17Q (730.158139 sec): 16 clusters Score: Raw -23952626.169537 + Penalty 30129.315006 = -23922496.854531 nChanged 3728 Iteration 18Q (731.363801 sec): 16 clusters Score: Raw -23954221.955891 + Penalty 30129.315006 = -23924092.640884 nChanged 3820 Iteration 19Q (732.728869 sec): 16 clusters Score: Raw -23955931.979972 + Penalty 30129.315006 = -23925802.664966 nChanged 3820 Writing temp clu file Because OldScore, -23924092.640884, is greater than current (better) Score,-23925802.664966 Compute initial score before splitting: Score: Raw -23955931.979972 + Penalty 30129.315006 = -23925802.664966 Trying to split cluster 1 (10633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (732.847244 sec): 2 clusters Score: Raw -1136880.245563 + Penalty 1506.654118 = -1135373.591445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (732.913416 sec): 3 clusters Score: Raw -1130824.576855 + Penalty 3013.308237 = -1127811.268618 nChanged 4555 SP:Iteration 1F (732.981501 sec): 3 clusters Score: Raw -1133258.890404 + Penalty 3013.308237 = -1130245.582167 nChanged 660 SP:Iteration 2F (733.048708 sec): 3 clusters Score: Raw -1133622.621279 + Penalty 3013.308237 = -1130609.313042 nChanged 699 SP:Iteration 3F (733.112979 sec): 3 clusters Score: Raw -1134116.826429 + Penalty 3013.308237 = -1131103.518192 nChanged 779 SP:Iteration 4F (733.180544 sec): 3 clusters Score: Raw -1134747.961523 + Penalty 3013.308237 = -1131734.653286 nChanged 847 SP:Iteration 5F (733.235682 sec): 3 clusters Score: Raw -1135526.836705 + Penalty 3013.308237 = -1132513.528469 nChanged 847 SP:Iteration 6F (733.310751 sec): 3 clusters Score: Raw -1136289.176315 + Penalty 3013.308237 = -1133275.868078 nChanged 769 SP:Iteration 7F (733.376320 sec): 3 clusters Score: Raw -1136919.714059 + Penalty 3013.308237 = -1133906.405822 nChanged 602 SP:Iteration 8F (733.447638 sec): 3 clusters Score: Raw -1137302.121525 + Penalty 3013.308237 = -1134288.813288 nChanged 396 SP:Iteration 9Q (733.503323 sec): 3 clusters Score: Raw -1137481.574613 + Penalty 3013.308237 = -1134468.266376 nChanged 266 SP:Iteration 10Q (733.577180 sec): 3 clusters Score: Raw -1137570.083739 + Penalty 3013.308237 = -1134556.775502 nChanged 193 SP:Iteration 11Q (733.640304 sec): 3 clusters Score: Raw -1137629.848947 + Penalty 3013.308237 = -1134616.540711 nChanged 128 SP:Iteration 12Q (733.715801 sec): 3 clusters Score: Raw -1137665.243891 + Penalty 3013.308237 = -1134651.935654 nChanged 107 SP:Iteration 13Q (733.783809 sec): 3 clusters Score: Raw -1137690.113961 + Penalty 3013.308237 = -1134676.805724 nChanged 82 SP:Iteration 14Q (733.840667 sec): 3 clusters Score: Raw -1137708.745980 + Penalty 3013.308237 = -1134695.437743 nChanged 79 SP:Iteration 15Q (733.916664 sec): 3 clusters Score: Raw -1137727.512863 + Penalty 3013.308237 = -1134714.204626 nChanged 82 SP:Iteration 16Q (733.979153 sec): 3 clusters Score: Raw -1137747.590654 + Penalty 3013.308237 = -1134734.282417 nChanged 62 SP:Iteration 17Q (734.046822 sec): 3 clusters Score: Raw -1137764.868462 + Penalty 3013.308237 = -1134751.560225 nChanged 63 SP:Iteration 18Q (734.113529 sec): 3 clusters Score: Raw -1137780.141288 + Penalty 3013.308237 = -1134766.833051 nChanged 50 SP:Iteration 19Q (734.176093 sec): 3 clusters Score: Raw -1137789.790808 + Penalty 3013.308237 = -1134776.482571 nChanged 28 SP:Iteration 20F (734.230488 sec): 3 clusters Score: Raw -1137794.980868 + Penalty 3013.308237 = -1134781.672631 nChanged 29 SP:Iteration 21Q (734.304242 sec): 3 clusters Score: Raw -1137800.784032 + Penalty 3013.308237 = -1134787.475795 nChanged 28 SP:Iteration 22Q (734.369073 sec): 3 clusters Score: Raw -1137806.857234 + Penalty 3013.308237 = -1134793.548997 nChanged 29 SP:Iteration 23Q (734.431305 sec): 3 clusters Score: Raw -1137812.247254 + Penalty 3013.308237 = -1134798.939017 nChanged 33 SP:Iteration 24Q (734.496834 sec): 3 clusters Score: Raw -1137818.552549 + Penalty 3013.308237 = -1134805.244313 nChanged 36 SP:Iteration 25Q (734.562561 sec): 3 clusters Score: Raw -1137825.438475 + Penalty 3013.308237 = -1134812.130239 nChanged 41 SP:Iteration 26Q (734.623713 sec): 3 clusters Score: Raw -1137834.525620 + Penalty 3013.308237 = -1134821.217384 nChanged 35 SP:Iteration 27Q (734.685723 sec): 3 clusters Score: Raw -1137842.615798 + Penalty 3013.308237 = -1134829.307561 nChanged 32 SP:Iteration 28Q (734.755283 sec): 3 clusters Score: Raw -1137849.456716 + Penalty 3013.308237 = -1134836.148479 nChanged 42 SP:Iteration 29Q (734.809573 sec): 3 clusters Score: Raw -1137860.417131 + Penalty 3013.308237 = -1134847.108894 nChanged 43 SP:Iteration 30Q (734.881244 sec): 3 clusters Score: Raw -1137870.811402 + Penalty 3013.308237 = -1134857.503165 nChanged 45 SP:Iteration 31Q (734.947893 sec): 3 clusters Score: Raw -1137879.787433 + Penalty 3013.308237 = -1134866.479196 nChanged 29 SP:Iteration 32Q (735.002249 sec): 3 clusters Score: Raw -1137884.877581 + Penalty 3013.308237 = -1134871.569344 nChanged 19 SP:Iteration 33Q (735.077748 sec): 3 clusters Score: Raw -1137887.431382 + Penalty 3013.308237 = -1134874.123145 nChanged 15 SP:Iteration 34Q (735.147884 sec): 3 clusters Score: Raw -1137889.809827 + Penalty 3013.308237 = -1134876.501590 nChanged 17 SP:Iteration 35Q (735.198655 sec): 3 clusters Score: Raw -1137893.030289 + Penalty 3013.308237 = -1134879.722052 nChanged 26 SP:Iteration 36Q (735.265147 sec): 3 clusters Score: Raw -1137898.223797 + Penalty 3013.308237 = -1134884.915560 nChanged 18 SP:Iteration 37Q (735.326199 sec): 3 clusters Score: Raw -1137902.630820 + Penalty 3013.308237 = -1134889.322584 nChanged 19 SP:Iteration 38Q (735.392110 sec): 3 clusters Score: Raw -1137906.322682 + Penalty 3013.308237 = -1134893.014446 nChanged 22 SP:Iteration 39Q (735.460489 sec): 3 clusters Score: Raw -1137910.553015 + Penalty 3013.308237 = -1134897.244778 nChanged 20 SP:Iteration 40F (735.527096 sec): 3 clusters Score: Raw -1137914.409225 + Penalty 3013.308237 = -1134901.100988 nChanged 17 SP:Iteration 41Q (735.585795 sec): 3 clusters Score: Raw -1137917.045974 + Penalty 3013.308237 = -1134903.737737 nChanged 14 SP:Iteration 42Q (735.661838 sec): 3 clusters Score: Raw -1137919.589465 + Penalty 3013.308237 = -1134906.281228 nChanged 16 SP:Iteration 43Q (735.714055 sec): 3 clusters Score: Raw -1137922.385787 + Penalty 3013.308237 = -1134909.077551 nChanged 13 SP:Iteration 44Q (735.777981 sec): 3 clusters Score: Raw -1137924.348095 + Penalty 3013.308237 = -1134911.039858 nChanged 8 SP:Iteration 45Q (735.841537 sec): 3 clusters Score: Raw -1137925.391809 + Penalty 3013.308237 = -1134912.083572 nChanged 7 SP:Iteration 46Q (735.907138 sec): 3 clusters Score: Raw -1137926.419126 + Penalty 3013.308237 = -1134913.110889 nChanged 5 SP:Iteration 47Q (735.972228 sec): 3 clusters Score: Raw -1137927.182662 + Penalty 3013.308237 = -1134913.874425 nChanged 2 SP:Iteration 48Q (736.039954 sec): 3 clusters Score: Raw -1137927.381242 + Penalty 3013.308237 = -1134914.073005 nChanged 0 SP:Iteration 49F (736.097106 sec): 3 clusters Score: Raw -1137927.381242 + Penalty 3013.308237 = -1134914.073005 nChanged 0 Trying to split cluster 3 (1569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (736.132417 sec): 2 clusters Score: Raw -154400.365981 + Penalty 1195.706485 = -153204.659496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.187044 sec): 3 clusters Score: Raw -153796.264939 + Penalty 2391.412970 = -151404.851970 nChanged 552 SP:Iteration 1F (736.239146 sec): 3 clusters Score: Raw -154206.822409 + Penalty 2391.412970 = -151815.409439 nChanged 113 SP:Iteration 2F (736.285940 sec): 3 clusters Score: Raw -154328.861694 + Penalty 2391.412970 = -151937.448725 nChanged 74 SP:Iteration 3Q (736.338882 sec): 3 clusters Score: Raw -154415.205719 + Penalty 2391.412970 = -152023.792749 nChanged 59 SP:Iteration 4Q (736.379955 sec): 3 clusters Score: Raw -154472.705995 + Penalty 2391.412970 = -152081.293025 nChanged 48 SP:Iteration 5Q (736.432900 sec): 3 clusters Score: Raw -154514.960643 + Penalty 2391.412970 = -152123.547674 nChanged 29 SP:Iteration 6Q (736.477136 sec): 3 clusters Score: Raw -154538.012915 + Penalty 2391.412970 = -152146.599946 nChanged 25 SP:Iteration 7Q (736.536554 sec): 3 clusters Score: Raw -154558.227049 + Penalty 2391.412970 = -152166.814079 nChanged 24 SP:Iteration 8Q (736.585098 sec): 3 clusters Score: Raw -154576.975121 + Penalty 2391.412970 = -152185.562152 nChanged 20 SP:Iteration 9Q (736.635451 sec): 3 clusters Score: Raw -154596.599364 + Penalty 2391.412970 = -152205.186394 nChanged 18 SP:Iteration 10Q (736.687202 sec): 3 clusters Score: Raw -154614.880724 + Penalty 2391.412970 = -152223.467754 nChanged 15 SP:Iteration 11Q (736.734955 sec): 3 clusters Score: Raw -154629.061354 + Penalty 2391.412970 = -152237.648384 nChanged 23 SP:Iteration 12Q (736.779398 sec): 3 clusters Score: Raw -154651.088873 + Penalty 2391.412970 = -152259.675903 nChanged 21 SP:Iteration 13Q (736.832753 sec): 3 clusters Score: Raw -154666.765510 + Penalty 2391.412970 = -152275.352540 nChanged 16 SP:Iteration 14Q (736.880401 sec): 3 clusters Score: Raw -154682.820115 + Penalty 2391.412970 = -152291.407145 nChanged 19 SP:Iteration 15Q (736.921626 sec): 3 clusters Score: Raw -154700.123589 + Penalty 2391.412970 = -152308.710619 nChanged 18 SP:Iteration 16Q (736.969374 sec): 3 clusters Score: Raw -154724.405190 + Penalty 2391.412970 = -152332.992221 nChanged 27 SP:Iteration 17Q (737.025124 sec): 3 clusters Score: Raw -154753.834558 + Penalty 2391.412970 = -152362.421589 nChanged 23 SP:Iteration 18Q (737.073090 sec): 3 clusters Score: Raw -154778.300196 + Penalty 2391.412970 = -152386.887226 nChanged 21 SP:Iteration 19Q (737.110710 sec): 3 clusters Score: Raw -154801.479851 + Penalty 2391.412970 = -152410.066881 nChanged 22 SP:Iteration 20F (737.161162 sec): 3 clusters Score: Raw -154833.063314 + Penalty 2391.412970 = -152441.650344 nChanged 18 SP:Iteration 21Q (737.205859 sec): 3 clusters Score: Raw -154861.599758 + Penalty 2391.412970 = -152470.186789 nChanged 16 SP:Iteration 22Q (737.257053 sec): 3 clusters Score: Raw -154883.047506 + Penalty 2391.412970 = -152491.634536 nChanged 20 SP:Iteration 23Q (737.311059 sec): 3 clusters Score: Raw -154912.338202 + Penalty 2391.412970 = -152520.925232 nChanged 24 SP:Iteration 24Q (737.354316 sec): 3 clusters Score: Raw -154952.939666 + Penalty 2391.412970 = -152561.526697 nChanged 21 SP:Iteration 25Q (737.402876 sec): 3 clusters Score: Raw -154981.788535 + Penalty 2391.412970 = -152590.375565 nChanged 16 SP:Iteration 26Q (737.451894 sec): 3 clusters Score: Raw -154997.393921 + Penalty 2391.412970 = -152605.980951 nChanged 22 SP:Iteration 27Q (737.499004 sec): 3 clusters Score: Raw -155015.758196 + Penalty 2391.412970 = -152624.345227 nChanged 17 SP:Iteration 28Q (737.550093 sec): 3 clusters Score: Raw -155032.975048 + Penalty 2391.412970 = -152641.562078 nChanged 22 SP:Iteration 29Q (737.601293 sec): 3 clusters Score: Raw -155051.880204 + Penalty 2391.412970 = -152660.467234 nChanged 28 SP:Iteration 30Q (737.653100 sec): 3 clusters Score: Raw -155080.656549 + Penalty 2391.412970 = -152689.243579 nChanged 18 SP:Iteration 31Q (737.704421 sec): 3 clusters Score: Raw -155101.113655 + Penalty 2391.412970 = -152709.700686 nChanged 11 SP:Iteration 32Q (737.760145 sec): 3 clusters Score: Raw -155107.659839 + Penalty 2391.412970 = -152716.246870 nChanged 10 SP:Iteration 33Q (737.811069 sec): 3 clusters Score: Raw -155113.130581 + Penalty 2391.412970 = -152721.717611 nChanged 5 SP:Iteration 34Q (737.856012 sec): 3 clusters Score: Raw -155115.919253 + Penalty 2391.412970 = -152724.506283 nChanged 3 SP:Iteration 35Q (737.906713 sec): 3 clusters Score: Raw -155117.015780 + Penalty 2391.412970 = -152725.602810 nChanged 1 SP:Iteration 36Q (737.947521 sec): 3 clusters Score: Raw -155117.574705 + Penalty 2391.412970 = -152726.161736 nChanged 1 SP:Iteration 37Q (737.993214 sec): 3 clusters Score: Raw -155118.599458 + Penalty 2391.412970 = -152727.186488 nChanged 2 SP:Iteration 38Q (738.040241 sec): 3 clusters Score: Raw -155120.064833 + Penalty 2391.412970 = -152728.651864 nChanged 3 SP:Iteration 39Q (738.099400 sec): 3 clusters Score: Raw -155122.009670 + Penalty 2391.412970 = -152730.596700 nChanged 4 SP:Iteration 40F (738.137543 sec): 3 clusters Score: Raw -155125.472491 + Penalty 2391.412970 = -152734.059521 nChanged 2 SP:Iteration 41Q (738.192619 sec): 3 clusters Score: Raw -155126.590006 + Penalty 2391.412970 = -152735.177036 nChanged 1 SP:Iteration 42Q (738.231473 sec): 3 clusters Score: Raw -155127.688544 + Penalty 2391.412970 = -152736.275575 nChanged 4 SP:Iteration 43Q (738.275852 sec): 3 clusters Score: Raw -155132.491242 + Penalty 2391.412970 = -152741.078273 nChanged 3 SP:Iteration 44Q (738.331494 sec): 3 clusters Score: Raw -155136.405559 + Penalty 2391.412970 = -152744.992589 nChanged 3 SP:Iteration 45Q (738.369845 sec): 3 clusters Score: Raw -155138.552569 + Penalty 2391.412970 = -152747.139599 nChanged 3 SP:Iteration 46Q (738.420650 sec): 3 clusters Score: Raw -155141.467287 + Penalty 2391.412970 = -152750.054318 nChanged 2 SP:Iteration 47Q (738.461904 sec): 3 clusters Score: Raw -155143.197430 + Penalty 2391.412970 = -152751.784461 nChanged 1 SP:Iteration 48Q (738.503533 sec): 3 clusters Score: Raw -155144.156079 + Penalty 2391.412970 = -152752.743109 nChanged 0 SP:Iteration 49F (738.559755 sec): 3 clusters Score: Raw -155144.156079 + Penalty 2391.412970 = -152752.743109 nChanged 0 Trying to split cluster 4 (53032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (738.654768 sec): 2 clusters Score: Raw -5621382.580201 + Penalty 1767.780752 = -5619614.799449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (738.789147 sec): 3 clusters Score: Raw -5587556.417260 + Penalty 3535.561505 = -5584020.855755 nChanged 25020 SP:Iteration 1F (738.919039 sec): 3 clusters Score: Raw -5601978.091913 + Penalty 3535.561505 = -5598442.530409 nChanged 2307 SP:Iteration 2Q (739.054542 sec): 3 clusters Score: Raw -5602763.489765 + Penalty 3535.561505 = -5599227.928260 nChanged 2448 SP:Iteration 3Q (739.190842 sec): 3 clusters Score: Raw -5603702.381679 + Penalty 3535.561505 = -5600166.820174 nChanged 2640 SP:Iteration 4Q (739.337807 sec): 3 clusters Score: Raw -5604905.122551 + Penalty 3535.561505 = -5601369.561046 nChanged 2782 SP:Iteration 5F (739.464117 sec): 3 clusters Score: Raw -5606233.933073 + Penalty 3535.561505 = -5602698.371568 nChanged 2880 SP:Iteration 6F (739.595806 sec): 3 clusters Score: Raw -5607669.862552 + Penalty 3535.561505 = -5604134.301047 nChanged 2888 SP:Iteration 7F (739.720914 sec): 3 clusters Score: Raw -5609157.205667 + Penalty 3535.561505 = -5605621.644162 nChanged 2784 SP:Iteration 8F (739.862462 sec): 3 clusters Score: Raw -5610584.773344 + Penalty 3535.561505 = -5607049.211839 nChanged 2510 SP:Iteration 9Q (740.011493 sec): 3 clusters Score: Raw -5611831.206990 + Penalty 3535.561505 = -5608295.645486 nChanged 2300 SP:Iteration 10Q (740.144901 sec): 3 clusters Score: Raw -5612930.618699 + Penalty 3535.561505 = -5609395.057194 nChanged 1914 SP:Iteration 11Q (740.277398 sec): 3 clusters Score: Raw -5613832.971471 + Penalty 3535.561505 = -5610297.409966 nChanged 1697 SP:Iteration 12Q (740.417677 sec): 3 clusters Score: Raw -5614581.577030 + Penalty 3535.561505 = -5611046.015525 nChanged 1435 SP:Iteration 13Q (740.557592 sec): 3 clusters Score: Raw -5615173.182877 + Penalty 3535.561505 = -5611637.621372 nChanged 1204 SP:Iteration 14Q (740.693943 sec): 3 clusters Score: Raw -5615632.771341 + Penalty 3535.561505 = -5612097.209836 nChanged 1098 SP:Iteration 15Q (740.819378 sec): 3 clusters Score: Raw -5616033.873121 + Penalty 3535.561505 = -5612498.311616 nChanged 1005 SP:Iteration 16Q (740.944217 sec): 3 clusters Score: Raw -5616406.919197 + Penalty 3535.561505 = -5612871.357692 nChanged 1014 SP:Iteration 17Q (741.080234 sec): 3 clusters Score: Raw -5616785.649080 + Penalty 3535.561505 = -5613250.087575 nChanged 1013 SP:Iteration 18Q (741.216254 sec): 3 clusters Score: Raw -5617171.770265 + Penalty 3535.561505 = -5613636.208761 nChanged 1069 SP:Iteration 19Q (741.346483 sec): 3 clusters Score: Raw -5617609.202587 + Penalty 3535.561505 = -5614073.641082 nChanged 1029 SP:Iteration 20F (741.473425 sec): 3 clusters Score: Raw -5618057.616286 + Penalty 3535.561505 = -5614522.054781 nChanged 1031 SP:Iteration 21Q (741.610362 sec): 3 clusters Score: Raw -5618583.959619 + Penalty 3535.561505 = -5615048.398114 nChanged 1083 SP:Iteration 22Q (741.729828 sec): 3 clusters Score: Raw -5619185.792256 + Penalty 3535.561505 = -5615650.230751 nChanged 1117 SP:Iteration 23Q (741.869002 sec): 3 clusters Score: Raw -5619799.291207 + Penalty 3535.561505 = -5616263.729702 nChanged 1030 SP:Iteration 24Q (741.985209 sec): 3 clusters Score: Raw -5620394.187796 + Penalty 3535.561505 = -5616858.626291 nChanged 948 SP:Iteration 25Q (742.109073 sec): 3 clusters Score: Raw -5620957.319800 + Penalty 3535.561505 = -5617421.758296 nChanged 868 SP:Iteration 26Q (742.235026 sec): 3 clusters Score: Raw -5621468.876690 + Penalty 3535.561505 = -5617933.315185 nChanged 715 SP:Iteration 27Q (742.353790 sec): 3 clusters Score: Raw -5621888.047789 + Penalty 3535.561505 = -5618352.486284 nChanged 628 SP:Iteration 28Q (742.472022 sec): 3 clusters Score: Raw -5622237.055204 + Penalty 3535.561505 = -5618701.493699 nChanged 480 SP:Iteration 29Q (742.590935 sec): 3 clusters Score: Raw -5622463.625251 + Penalty 3535.561505 = -5618928.063747 nChanged 379 SP:Iteration 30Q (742.723216 sec): 3 clusters Score: Raw -5622606.690934 + Penalty 3535.561505 = -5619071.129430 nChanged 273 SP:Iteration 31Q (742.847799 sec): 3 clusters Score: Raw -5622681.389222 + Penalty 3535.561505 = -5619145.827717 nChanged 223 SP:Iteration 32Q (742.965873 sec): 3 clusters Score: Raw -5622738.021997 + Penalty 3535.561505 = -5619202.460493 nChanged 191 SP:Iteration 33Q (743.088140 sec): 3 clusters Score: Raw -5622778.321286 + Penalty 3535.561505 = -5619242.759781 nChanged 146 SP:Iteration 34Q (743.209619 sec): 3 clusters Score: Raw -5622802.120533 + Penalty 3535.561505 = -5619266.559028 nChanged 102 SP:Iteration 35Q (743.318179 sec): 3 clusters Score: Raw -5622814.901611 + Penalty 3535.561505 = -5619279.340106 nChanged 69 SP:Iteration 36Q (743.442786 sec): 3 clusters Score: Raw -5622823.672843 + Penalty 3535.561505 = -5619288.111338 nChanged 50 SP:Iteration 37Q (743.554283 sec): 3 clusters Score: Raw -5622829.992790 + Penalty 3535.561505 = -5619294.431286 nChanged 52 SP:Iteration 38Q (743.678173 sec): 3 clusters Score: Raw -5622836.985516 + Penalty 3535.561505 = -5619301.424011 nChanged 58 SP:Iteration 39Q (743.787627 sec): 3 clusters Score: Raw -5622844.017156 + Penalty 3535.561505 = -5619308.455652 nChanged 61 SP:Iteration 40F (743.928464 sec): 3 clusters Score: Raw -5622851.665207 + Penalty 3535.561505 = -5619316.103702 nChanged 51 SP:Iteration 41Q (744.046427 sec): 3 clusters Score: Raw -5622856.946726 + Penalty 3535.561505 = -5619321.385221 nChanged 39 SP:Iteration 42Q (744.161288 sec): 3 clusters Score: Raw -5622860.461716 + Penalty 3535.561505 = -5619324.900211 nChanged 31 SP:Iteration 43Q (744.289543 sec): 3 clusters Score: Raw -5622863.851648 + Penalty 3535.561505 = -5619328.290144 nChanged 38 SP:Iteration 44Q (744.411431 sec): 3 clusters Score: Raw -5622867.396363 + Penalty 3535.561505 = -5619331.834858 nChanged 38 SP:Iteration 45Q (744.522781 sec): 3 clusters Score: Raw -5622871.101131 + Penalty 3535.561505 = -5619335.539627 nChanged 31 SP:Iteration 46Q (744.640042 sec): 3 clusters Score: Raw -5622874.044868 + Penalty 3535.561505 = -5619338.483363 nChanged 34 SP:Iteration 47Q (744.762844 sec): 3 clusters Score: Raw -5622876.860840 + Penalty 3535.561505 = -5619341.299335 nChanged 18 SP:Iteration 48Q (744.880541 sec): 3 clusters Score: Raw -5622878.407740 + Penalty 3535.561505 = -5619342.846235 nChanged 29 SP:Iteration 49Q (745.007669 sec): 3 clusters Score: Raw -5622880.815561 + Penalty 3535.561505 = -5619345.254056 nChanged 27 SP:Iteration 50Q (745.128724 sec): 3 clusters Score: Raw -5622882.752920 + Penalty 3535.561505 = -5619347.191415 nChanged 20 SP:Iteration 51Q (745.248665 sec): 3 clusters Score: Raw -5622884.358294 + Penalty 3535.561505 = -5619348.796789 nChanged 15 SP:Iteration 52Q (745.368401 sec): 3 clusters Score: Raw -5622885.162702 + Penalty 3535.561505 = -5619349.601197 nChanged 15 SP:Iteration 53Q (745.481625 sec): 3 clusters Score: Raw -5622886.749100 + Penalty 3535.561505 = -5619351.187595 nChanged 18 SP:Iteration 54Q (745.596113 sec): 3 clusters Score: Raw -5622888.622956 + Penalty 3535.561505 = -5619353.061452 nChanged 21 SP:Iteration 55Q (745.725135 sec): 3 clusters Score: Raw -5622890.438226 + Penalty 3535.561505 = -5619354.876721 nChanged 19 SP:Iteration 56Q (745.836716 sec): 3 clusters Score: Raw -5622891.646237 + Penalty 3535.561505 = -5619356.084732 nChanged 11 SP:Iteration 57Q (745.954005 sec): 3 clusters Score: Raw -5622892.489780 + Penalty 3535.561505 = -5619356.928275 nChanged 13 SP:Iteration 58Q (746.067844 sec): 3 clusters Score: Raw -5622893.224201 + Penalty 3535.561505 = -5619357.662697 nChanged 9 SP:Iteration 59Q (746.189098 sec): 3 clusters Score: Raw -5622894.160965 + Penalty 3535.561505 = -5619358.599460 nChanged 11 SP:Iteration 60F (746.328348 sec): 3 clusters Score: Raw -5622895.055574 + Penalty 3535.561505 = -5619359.494069 nChanged 12 SP:Iteration 61Q (746.449978 sec): 3 clusters Score: Raw -5622895.745343 + Penalty 3535.561505 = -5619360.183839 nChanged 11 SP:Iteration 62Q (746.573705 sec): 3 clusters Score: Raw -5622896.335021 + Penalty 3535.561505 = -5619360.773516 nChanged 6 SP:Iteration 63Q (746.686420 sec): 3 clusters Score: Raw -5622896.670506 + Penalty 3535.561505 = -5619361.109002 nChanged 4 SP:Iteration 64Q (746.805714 sec): 3 clusters Score: Raw -5622896.803762 + Penalty 3535.561505 = -5619361.242257 nChanged 2 SP:Iteration 65Q (746.932393 sec): 3 clusters Score: Raw -5622896.918884 + Penalty 3535.561505 = -5619361.357379 nChanged 2 SP:Iteration 66Q (747.058661 sec): 3 clusters Score: Raw -5622897.028036 + Penalty 3535.561505 = -5619361.466531 nChanged 2 SP:Iteration 67Q (747.179213 sec): 3 clusters Score: Raw -5622897.085246 + Penalty 3535.561505 = -5619361.523741 nChanged 1 SP:Iteration 68Q (747.301568 sec): 3 clusters Score: Raw -5622897.163107 + Penalty 3535.561505 = -5619361.601602 nChanged 3 SP:Iteration 69Q (747.418735 sec): 3 clusters Score: Raw -5622897.429860 + Penalty 3535.561505 = -5619361.868355 nChanged 4 SP:Iteration 70Q (747.529688 sec): 3 clusters Score: Raw -5622897.652549 + Penalty 3535.561505 = -5619362.091044 nChanged 2 SP:Iteration 71Q (747.651814 sec): 3 clusters Score: Raw -5622897.767152 + Penalty 3535.561505 = -5619362.205647 nChanged 2 SP:Iteration 72Q (747.781794 sec): 3 clusters Score: Raw -5622897.872481 + Penalty 3535.561505 = -5619362.310976 nChanged 1 SP:Iteration 73Q (747.905336 sec): 3 clusters Score: Raw -5622897.930901 + Penalty 3535.561505 = -5619362.369396 nChanged 2 SP:Iteration 74Q (748.028543 sec): 3 clusters Score: Raw -5622898.022943 + Penalty 3535.561505 = -5619362.461438 nChanged 1 SP:Iteration 75Q (748.149545 sec): 3 clusters Score: Raw -5622898.098314 + Penalty 3535.561505 = -5619362.536809 nChanged 1 SP:Iteration 76Q (748.266948 sec): 3 clusters Score: Raw -5622898.130741 + Penalty 3535.561505 = -5619362.569236 nChanged 2 SP:Iteration 77Q (748.390394 sec): 3 clusters Score: Raw -5622898.213768 + Penalty 3535.561505 = -5619362.652263 nChanged 1 SP:Iteration 78Q (748.511849 sec): 3 clusters Score: Raw -5622898.227585 + Penalty 3535.561505 = -5619362.666081 nChanged 0 SP:Iteration 79F (748.643201 sec): 3 clusters Score: Raw -5622898.227585 + Penalty 3535.561505 = -5619362.666081 nChanged 0 Trying to split cluster 5 (8891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (748.689569 sec): 2 clusters Score: Raw -933752.176954 + Penalty 1477.579156 = -932274.597798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (748.753674 sec): 3 clusters Score: Raw -928806.260423 + Penalty 2955.158313 = -925851.102111 nChanged 3752 SP:Iteration 1F (748.818984 sec): 3 clusters Score: Raw -930821.002320 + Penalty 2955.158313 = -927865.844007 nChanged 585 SP:Iteration 2F (748.877425 sec): 3 clusters Score: Raw -931106.328785 + Penalty 2955.158313 = -928151.170472 nChanged 492 SP:Iteration 3F (748.945097 sec): 3 clusters Score: Raw -931335.636077 + Penalty 2955.158313 = -928380.477764 nChanged 443 SP:Iteration 4Q (748.999011 sec): 3 clusters Score: Raw -931566.998838 + Penalty 2955.158313 = -928611.840525 nChanged 455 SP:Iteration 5F (749.065756 sec): 3 clusters Score: Raw -931835.846755 + Penalty 2955.158313 = -928880.688442 nChanged 449 SP:Iteration 6F (749.130428 sec): 3 clusters Score: Raw -932090.386354 + Penalty 2955.158313 = -929135.228042 nChanged 409 SP:Iteration 7Q (749.184345 sec): 3 clusters Score: Raw -932332.757441 + Penalty 2955.158313 = -929377.599128 nChanged 387 SP:Iteration 8Q (749.262033 sec): 3 clusters Score: Raw -932577.153498 + Penalty 2955.158313 = -929621.995185 nChanged 375 SP:Iteration 9Q (749.314636 sec): 3 clusters Score: Raw -932827.275831 + Penalty 2955.158313 = -929872.117518 nChanged 357 SP:Iteration 10Q (749.380174 sec): 3 clusters Score: Raw -933079.700254 + Penalty 2955.158313 = -930124.541941 nChanged 322 SP:Iteration 11Q (749.437909 sec): 3 clusters Score: Raw -933326.984918 + Penalty 2955.158313 = -930371.826606 nChanged 260 SP:Iteration 12Q (749.499979 sec): 3 clusters Score: Raw -933572.472033 + Penalty 2955.158313 = -930617.313720 nChanged 209 SP:Iteration 13Q (749.568347 sec): 3 clusters Score: Raw -933879.374013 + Penalty 2955.158313 = -930924.215701 nChanged 200 SP:Iteration 14Q (749.628026 sec): 3 clusters Score: Raw -934422.346311 + Penalty 2955.158313 = -931467.187999 nChanged 216 SP:Iteration 15Q (749.687410 sec): 3 clusters Score: Raw -934816.833010 + Penalty 2955.158313 = -931861.674698 nChanged 293 SP:Iteration 16Q (749.737298 sec): 3 clusters Score: Raw -935072.117372 + Penalty 2955.158313 = -932116.959059 nChanged 299 SP:Iteration 17Q (749.807081 sec): 3 clusters Score: Raw -935331.443860 + Penalty 2955.158313 = -932376.285547 nChanged 381 SP:Iteration 18Q (749.870313 sec): 3 clusters Score: Raw -935701.505768 + Penalty 2955.158313 = -932746.347455 nChanged 416 SP:Iteration 19Q (749.935201 sec): 3 clusters Score: Raw -936135.535192 + Penalty 2955.158313 = -933180.376879 nChanged 462 SP:Iteration 20F (749.988300 sec): 3 clusters Score: Raw -936722.234476 + Penalty 2955.158313 = -933767.076163 nChanged 528 SP:Iteration 21F (750.050966 sec): 3 clusters Score: Raw -937468.645941 + Penalty 2955.158313 = -934513.487629 nChanged 470 SP:Iteration 22F (750.107133 sec): 3 clusters Score: Raw -938090.155595 + Penalty 2955.158313 = -935134.997283 nChanged 317 SP:Iteration 23Q (750.168385 sec): 3 clusters Score: Raw -938455.197218 + Penalty 2955.158313 = -935500.038905 nChanged 219 SP:Iteration 24Q (750.229999 sec): 3 clusters Score: Raw -938749.460280 + Penalty 2955.158313 = -935794.301967 nChanged 170 SP:Iteration 25Q (750.288179 sec): 3 clusters Score: Raw -938978.448653 + Penalty 2955.158313 = -936023.290340 nChanged 144 SP:Iteration 26Q (750.345952 sec): 3 clusters Score: Raw -939148.833431 + Penalty 2955.158313 = -936193.675119 nChanged 104 SP:Iteration 27Q (750.403201 sec): 3 clusters Score: Raw -939272.448511 + Penalty 2955.158313 = -936317.290199 nChanged 106 SP:Iteration 28Q (750.469187 sec): 3 clusters Score: Raw -939408.452574 + Penalty 2955.158313 = -936453.294262 nChanged 88 SP:Iteration 29Q (750.519292 sec): 3 clusters Score: Raw -939542.019588 + Penalty 2955.158313 = -936586.861275 nChanged 85 SP:Iteration 30Q (750.584242 sec): 3 clusters Score: Raw -939702.790125 + Penalty 2955.158313 = -936747.631812 nChanged 73 SP:Iteration 31Q (750.641759 sec): 3 clusters Score: Raw -939870.218252 + Penalty 2955.158313 = -936915.059939 nChanged 31 SP:Iteration 32Q (750.704589 sec): 3 clusters Score: Raw -939982.435080 + Penalty 2955.158313 = -937027.276767 nChanged 24 SP:Iteration 33Q (750.753366 sec): 3 clusters Score: Raw -940086.008388 + Penalty 2955.158313 = -937130.850075 nChanged 18 SP:Iteration 34Q (750.822748 sec): 3 clusters Score: Raw -940208.358511 + Penalty 2955.158313 = -937253.200198 nChanged 23 SP:Iteration 35Q (750.871773 sec): 3 clusters Score: Raw -940353.738638 + Penalty 2955.158313 = -937398.580326 nChanged 19 SP:Iteration 36Q (750.942125 sec): 3 clusters Score: Raw -940489.585516 + Penalty 2955.158313 = -937534.427203 nChanged 18 SP:Iteration 37Q (750.991344 sec): 3 clusters Score: Raw -940579.015934 + Penalty 2955.158313 = -937623.857622 nChanged 9 SP:Iteration 38Q (751.045889 sec): 3 clusters Score: Raw -940760.798762 + Penalty 2955.158313 = -937805.640450 nChanged 18 SP:Iteration 39Q (751.102501 sec): 3 clusters Score: Raw -940909.562040 + Penalty 2955.158313 = -937954.403727 nChanged 12 SP:Iteration 40F (751.161970 sec): 3 clusters Score: Raw -941286.644573 + Penalty 2955.158313 = -938331.486261 nChanged 23 SP:Iteration 41Q (751.218562 sec): 3 clusters Score: Raw -941381.638408 + Penalty 2955.158313 = -938426.480095 nChanged 0 SP:Iteration 42F (751.272462 sec): 3 clusters Score: Raw -941381.638408 + Penalty 2955.158313 = -938426.480095 nChanged 0 Score: Raw -23964368.641687 + Penalty 32137.936007 = -23932230.705680 Splitting cluster 5 changes total score from -23925802.664966 to -23932230.705680 So it's getting split into cluster 2. Trying to split cluster 6 (2981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (754.030978 sec): 2 clusters Score: Raw -279560.097571 + Penalty 1300.002290 = -278260.095281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (754.084664 sec): 3 clusters Score: Raw -278133.983346 + Penalty 2600.004580 = -275533.978765 nChanged 1152 SP:Iteration 1F (754.125781 sec): 3 clusters Score: Raw -278859.646927 + Penalty 2600.004580 = -276259.642347 nChanged 250 SP:Iteration 2F (754.178321 sec): 3 clusters Score: Raw -279095.682670 + Penalty 2600.004580 = -276495.678090 nChanged 210 SP:Iteration 3F (754.235278 sec): 3 clusters Score: Raw -279272.155552 + Penalty 2600.004580 = -276672.150972 nChanged 159 SP:Iteration 4F (754.283327 sec): 3 clusters Score: Raw -279411.264390 + Penalty 2600.004580 = -276811.259810 nChanged 137 SP:Iteration 5Q (754.332186 sec): 3 clusters Score: Raw -279508.628829 + Penalty 2600.004580 = -276908.624249 nChanged 112 SP:Iteration 6Q (754.377923 sec): 3 clusters Score: Raw -279589.321663 + Penalty 2600.004580 = -276989.317082 nChanged 114 SP:Iteration 7Q (754.433078 sec): 3 clusters Score: Raw -279677.810767 + Penalty 2600.004580 = -277077.806187 nChanged 101 SP:Iteration 8Q (754.479119 sec): 3 clusters Score: Raw -279769.863426 + Penalty 2600.004580 = -277169.858845 nChanged 103 SP:Iteration 9Q (754.531707 sec): 3 clusters Score: Raw -279885.940306 + Penalty 2600.004580 = -277285.935726 nChanged 101 SP:Iteration 10Q (754.582561 sec): 3 clusters Score: Raw -279982.174381 + Penalty 2600.004580 = -277382.169801 nChanged 113 SP:Iteration 11Q (754.631134 sec): 3 clusters Score: Raw -280076.659576 + Penalty 2600.004580 = -277476.654996 nChanged 92 SP:Iteration 12Q (754.677449 sec): 3 clusters Score: Raw -280148.878394 + Penalty 2600.004580 = -277548.873813 nChanged 79 SP:Iteration 13Q (754.731350 sec): 3 clusters Score: Raw -280213.595636 + Penalty 2600.004580 = -277613.591055 nChanged 79 SP:Iteration 14Q (754.777385 sec): 3 clusters Score: Raw -280269.415919 + Penalty 2600.004580 = -277669.411339 nChanged 60 SP:Iteration 15Q (754.826055 sec): 3 clusters Score: Raw -280309.651544 + Penalty 2600.004580 = -277709.646964 nChanged 52 SP:Iteration 16Q (754.867607 sec): 3 clusters Score: Raw -280340.554304 + Penalty 2600.004580 = -277740.549723 nChanged 43 SP:Iteration 17Q (754.915230 sec): 3 clusters Score: Raw -280365.990360 + Penalty 2600.004580 = -277765.985779 nChanged 39 SP:Iteration 18Q (754.960103 sec): 3 clusters Score: Raw -280386.733085 + Penalty 2600.004580 = -277786.728504 nChanged 23 SP:Iteration 19Q (755.018097 sec): 3 clusters Score: Raw -280395.896387 + Penalty 2600.004580 = -277795.891806 nChanged 14 SP:Iteration 20F (755.067853 sec): 3 clusters Score: Raw -280403.051600 + Penalty 2600.004580 = -277803.047019 nChanged 9 SP:Iteration 21Q (755.120358 sec): 3 clusters Score: Raw -280405.934158 + Penalty 2600.004580 = -277805.929577 nChanged 6 SP:Iteration 22Q (755.171921 sec): 3 clusters Score: Raw -280407.557186 + Penalty 2600.004580 = -277807.552605 nChanged 4 SP:Iteration 23Q (755.222545 sec): 3 clusters Score: Raw -280408.747468 + Penalty 2600.004580 = -277808.742888 nChanged 3 SP:Iteration 24Q (755.270086 sec): 3 clusters Score: Raw -280409.324287 + Penalty 2600.004580 = -277809.319707 nChanged 2 SP:Iteration 25Q (755.336037 sec): 3 clusters Score: Raw -280409.989708 + Penalty 2600.004580 = -277809.985127 nChanged 2 SP:Iteration 26Q (755.388262 sec): 3 clusters Score: Raw -280411.471389 + Penalty 2600.004580 = -277811.466809 nChanged 4 SP:Iteration 27Q (755.440116 sec): 3 clusters Score: Raw -280412.446722 + Penalty 2600.004580 = -277812.442142 nChanged 4 SP:Iteration 28Q (755.478785 sec): 3 clusters Score: Raw -280413.482130 + Penalty 2600.004580 = -277813.477550 nChanged 3 SP:Iteration 29Q (755.535994 sec): 3 clusters Score: Raw -280414.314169 + Penalty 2600.004580 = -277814.309589 nChanged 3 SP:Iteration 30Q (755.583347 sec): 3 clusters Score: Raw -280415.121237 + Penalty 2600.004580 = -277815.116657 nChanged 2 SP:Iteration 31Q (755.630358 sec): 3 clusters Score: Raw -280415.698449 + Penalty 2600.004580 = -277815.693869 nChanged 0 SP:Iteration 32F (755.680444 sec): 3 clusters Score: Raw -280415.698449 + Penalty 2600.004580 = -277815.693869 nChanged 0 Trying to split cluster 7 (1312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (755.703871 sec): 2 clusters Score: Raw -123004.214694 + Penalty 1166.637545 = -121837.577149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (755.743733 sec): 3 clusters Score: Raw -122557.876486 + Penalty 2333.275090 = -120224.601396 nChanged 429 SP:Iteration 1F (755.785086 sec): 3 clusters Score: Raw -122946.817320 + Penalty 2333.275090 = -120613.542230 nChanged 114 SP:Iteration 2F (755.819021 sec): 3 clusters Score: Raw -123075.315668 + Penalty 2333.275090 = -120742.040578 nChanged 68 SP:Iteration 3F (755.865546 sec): 3 clusters Score: Raw -123151.014354 + Penalty 2333.275090 = -120817.739264 nChanged 48 SP:Iteration 4Q (755.906116 sec): 3 clusters Score: Raw -123204.817858 + Penalty 2333.275090 = -120871.542768 nChanged 53 SP:Iteration 5Q (755.960035 sec): 3 clusters Score: Raw -123277.964462 + Penalty 2333.275090 = -120944.689372 nChanged 62 SP:Iteration 6Q (756.007840 sec): 3 clusters Score: Raw -123364.643105 + Penalty 2333.275090 = -121031.368015 nChanged 62 SP:Iteration 7Q (756.043187 sec): 3 clusters Score: Raw -123441.202264 + Penalty 2333.275090 = -121107.927174 nChanged 44 SP:Iteration 8Q (756.086481 sec): 3 clusters Score: Raw -123498.031550 + Penalty 2333.275090 = -121164.756460 nChanged 43 SP:Iteration 9Q (756.137320 sec): 3 clusters Score: Raw -123547.839152 + Penalty 2333.275090 = -121214.564062 nChanged 31 SP:Iteration 10Q (756.179340 sec): 3 clusters Score: Raw -123597.368838 + Penalty 2333.275090 = -121264.093748 nChanged 23 SP:Iteration 11Q (756.237018 sec): 3 clusters Score: Raw -123646.812995 + Penalty 2333.275090 = -121313.537905 nChanged 17 SP:Iteration 12Q (756.277448 sec): 3 clusters Score: Raw -123735.454551 + Penalty 2333.275090 = -121402.179461 nChanged 16 SP:Iteration 13Q (756.313929 sec): 3 clusters Score: Raw -123875.291832 + Penalty 2333.275090 = -121542.016741 nChanged 34 SP:Iteration 14Q (756.364920 sec): 3 clusters Score: Raw -123982.618229 + Penalty 2333.275090 = -121649.343139 nChanged 29 SP:Iteration 15Q (756.408370 sec): 3 clusters Score: Raw -124028.652038 + Penalty 2333.275090 = -121695.376948 nChanged 17 SP:Iteration 16Q (756.451772 sec): 3 clusters Score: Raw -124048.175017 + Penalty 2333.275090 = -121714.899927 nChanged 16 SP:Iteration 17Q (756.500181 sec): 3 clusters Score: Raw -124069.672138 + Penalty 2333.275090 = -121736.397048 nChanged 14 SP:Iteration 18Q (756.540760 sec): 3 clusters Score: Raw -124084.915836 + Penalty 2333.275090 = -121751.640746 nChanged 13 SP:Iteration 19Q (756.591501 sec): 3 clusters Score: Raw -124095.862292 + Penalty 2333.275090 = -121762.587202 nChanged 5 SP:Iteration 20F (756.633993 sec): 3 clusters Score: Raw -124099.600406 + Penalty 2333.275090 = -121766.325316 nChanged 6 SP:Iteration 21Q (756.670326 sec): 3 clusters Score: Raw -124105.169933 + Penalty 2333.275090 = -121771.894843 nChanged 9 SP:Iteration 22Q (756.716730 sec): 3 clusters Score: Raw -124117.570140 + Penalty 2333.275090 = -121784.295050 nChanged 8 SP:Iteration 23Q (756.762819 sec): 3 clusters Score: Raw -124123.172935 + Penalty 2333.275090 = -121789.897845 nChanged 4 SP:Iteration 24Q (756.805330 sec): 3 clusters Score: Raw -124127.343424 + Penalty 2333.275090 = -121794.068334 nChanged 2 SP:Iteration 25Q (756.854859 sec): 3 clusters Score: Raw -124129.529078 + Penalty 2333.275090 = -121796.253988 nChanged 3 SP:Iteration 26Q (756.894930 sec): 3 clusters Score: Raw -124132.122640 + Penalty 2333.275090 = -121798.847549 nChanged 5 SP:Iteration 27Q (756.939123 sec): 3 clusters Score: Raw -124135.226707 + Penalty 2333.275090 = -121801.951617 nChanged 3 SP:Iteration 28Q (756.980747 sec): 3 clusters Score: Raw -124138.537516 + Penalty 2333.275090 = -121805.262426 nChanged 3 SP:Iteration 29Q (757.026777 sec): 3 clusters Score: Raw -124142.722669 + Penalty 2333.275090 = -121809.447579 nChanged 6 SP:Iteration 30Q (757.071835 sec): 3 clusters Score: Raw -124146.847648 + Penalty 2333.275090 = -121813.572558 nChanged 3 SP:Iteration 31Q (757.110431 sec): 3 clusters Score: Raw -124148.565922 + Penalty 2333.275090 = -121815.290832 nChanged 3 SP:Iteration 32Q (757.158547 sec): 3 clusters Score: Raw -124152.953481 + Penalty 2333.275090 = -121819.678391 nChanged 5 SP:Iteration 33Q (757.203746 sec): 3 clusters Score: Raw -124157.364359 + Penalty 2333.275090 = -121824.089269 nChanged 4 SP:Iteration 34Q (757.245560 sec): 3 clusters Score: Raw -124162.516539 + Penalty 2333.275090 = -121829.241449 nChanged 7 SP:Iteration 35Q (757.296472 sec): 3 clusters Score: Raw -124171.448091 + Penalty 2333.275090 = -121838.173001 nChanged 7 SP:Iteration 36Q (757.346073 sec): 3 clusters Score: Raw -124182.932950 + Penalty 2333.275090 = -121849.657860 nChanged 7 SP:Iteration 37Q (757.387322 sec): 3 clusters Score: Raw -124190.732449 + Penalty 2333.275090 = -121857.457359 nChanged 4 SP:Iteration 38Q (757.423212 sec): 3 clusters Score: Raw -124193.929275 + Penalty 2333.275090 = -121860.654185 nChanged 2 SP:Iteration 39Q (757.464081 sec): 3 clusters Score: Raw -124195.819389 + Penalty 2333.275090 = -121862.544299 nChanged 2 SP:Iteration 40F (757.510323 sec): 3 clusters Score: Raw -124197.591082 + Penalty 2333.275090 = -121864.315992 nChanged 1 SP:Iteration 41Q (757.557844 sec): 3 clusters Score: Raw -124199.053577 + Penalty 2333.275090 = -121865.778486 nChanged 2 SP:Iteration 42Q (757.601549 sec): 3 clusters Score: Raw -124201.146622 + Penalty 2333.275090 = -121867.871532 nChanged 2 SP:Iteration 43Q (757.662032 sec): 3 clusters Score: Raw -124203.020211 + Penalty 2333.275090 = -121869.745121 nChanged 0 SP:Iteration 44F (757.702727 sec): 3 clusters Score: Raw -124203.020211 + Penalty 2333.275090 = -121869.745121 nChanged 0 Score: Raw -23965567.447204 + Penalty 34146.557007 = -23931420.890196 Splitting cluster 7 changes total score from -23925802.664966 to -23931420.890196 So it's getting split into cluster 9. Trying to split cluster 8 (11128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (760.449149 sec): 2 clusters Score: Raw -1179497.159123 + Penalty 1514.048207 = -1177983.110917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (760.505752 sec): 3 clusters Score: Raw -1173156.998728 + Penalty 3028.096413 = -1170128.902315 nChanged 4904 SP:Iteration 1F (760.578443 sec): 3 clusters Score: Raw -1176403.494009 + Penalty 3028.096413 = -1173375.397596 nChanged 935 SP:Iteration 2F (760.645110 sec): 3 clusters Score: Raw -1177644.887522 + Penalty 3028.096413 = -1174616.791109 nChanged 1134 SP:Iteration 3F (760.698497 sec): 3 clusters Score: Raw -1178837.683636 + Penalty 3028.096413 = -1175809.587223 nChanged 1150 SP:Iteration 4F (760.764082 sec): 3 clusters Score: Raw -1180177.600141 + Penalty 3028.096413 = -1177149.503728 nChanged 1017 SP:Iteration 5F (760.830598 sec): 3 clusters Score: Raw -1181451.770911 + Penalty 3028.096413 = -1178423.674497 nChanged 744 SP:Iteration 6F (760.900563 sec): 3 clusters Score: Raw -1182452.633841 + Penalty 3028.096413 = -1179424.537428 nChanged 441 SP:Iteration 7Q (760.966655 sec): 3 clusters Score: Raw -1183025.409491 + Penalty 3028.096413 = -1179997.313078 nChanged 241 SP:Iteration 8Q (761.022505 sec): 3 clusters Score: Raw -1183319.935822 + Penalty 3028.096413 = -1180291.839409 nChanged 165 SP:Iteration 9Q (761.093260 sec): 3 clusters Score: Raw -1183449.945958 + Penalty 3028.096413 = -1180421.849545 nChanged 109 SP:Iteration 10Q (761.154658 sec): 3 clusters Score: Raw -1183510.995799 + Penalty 3028.096413 = -1180482.899386 nChanged 66 SP:Iteration 11Q (761.215103 sec): 3 clusters Score: Raw -1183537.238798 + Penalty 3028.096413 = -1180509.142385 nChanged 40 SP:Iteration 12Q (761.269030 sec): 3 clusters Score: Raw -1183548.036760 + Penalty 3028.096413 = -1180519.940347 nChanged 25 SP:Iteration 13Q (761.336953 sec): 3 clusters Score: Raw -1183553.440855 + Penalty 3028.096413 = -1180525.344441 nChanged 17 SP:Iteration 14Q (761.402507 sec): 3 clusters Score: Raw -1183557.306026 + Penalty 3028.096413 = -1180529.209613 nChanged 12 SP:Iteration 15Q (761.462675 sec): 3 clusters Score: Raw -1183559.085942 + Penalty 3028.096413 = -1180530.989529 nChanged 11 SP:Iteration 16Q (761.513170 sec): 3 clusters Score: Raw -1183560.453606 + Penalty 3028.096413 = -1180532.357193 nChanged 5 SP:Iteration 17Q (761.576909 sec): 3 clusters Score: Raw -1183560.959511 + Penalty 3028.096413 = -1180532.863098 nChanged 1 SP:Iteration 18Q (761.634417 sec): 3 clusters Score: Raw -1183561.009513 + Penalty 3028.096413 = -1180532.913100 nChanged 1 SP:Iteration 19Q (761.705104 sec): 3 clusters Score: Raw -1183561.126491 + Penalty 3028.096413 = -1180533.030078 nChanged 0 SP:Iteration 20F (761.756647 sec): 3 clusters Score: Raw -1183561.126491 + Penalty 3028.096413 = -1180533.030078 nChanged 0 Score: Raw -23969631.414572 + Penalty 36155.178008 = -23933476.236564 Splitting cluster 8 changes total score from -23925802.664966 to -23933476.236564 So it's getting split into cluster 12. Trying to split cluster 10 (6672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (764.764961 sec): 2 clusters Score: Raw -708461.569196 + Penalty 1430.922178 = -707030.647017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (764.818080 sec): 3 clusters Score: Raw -704803.945370 + Penalty 2861.844357 = -701942.101014 nChanged 2808 SP:Iteration 1F (764.870754 sec): 3 clusters Score: Raw -706440.284631 + Penalty 2861.844357 = -703578.440274 nChanged 480 SP:Iteration 2F (764.935198 sec): 3 clusters Score: Raw -706708.967551 + Penalty 2861.844357 = -703847.123194 nChanged 401 SP:Iteration 3F (764.979355 sec): 3 clusters Score: Raw -706949.178469 + Penalty 2861.844357 = -704087.334112 nChanged 369 SP:Iteration 4F (765.041305 sec): 3 clusters Score: Raw -707179.035811 + Penalty 2861.844357 = -704317.191454 nChanged 370 SP:Iteration 5F (765.090007 sec): 3 clusters Score: Raw -707400.549346 + Penalty 2861.844357 = -704538.704989 nChanged 334 SP:Iteration 6F (765.149756 sec): 3 clusters Score: Raw -707610.842772 + Penalty 2861.844357 = -704748.998415 nChanged 327 SP:Iteration 7Q (765.202893 sec): 3 clusters Score: Raw -707808.569756 + Penalty 2861.844357 = -704946.725400 nChanged 292 SP:Iteration 8Q (765.267823 sec): 3 clusters Score: Raw -707969.015523 + Penalty 2861.844357 = -705107.171166 nChanged 239 SP:Iteration 9Q (765.320102 sec): 3 clusters Score: Raw -708098.248453 + Penalty 2861.844357 = -705236.404096 nChanged 195 SP:Iteration 10Q (765.371321 sec): 3 clusters Score: Raw -708195.468171 + Penalty 2861.844357 = -705333.623815 nChanged 161 SP:Iteration 11Q (765.418769 sec): 3 clusters Score: Raw -708284.697429 + Penalty 2861.844357 = -705422.853072 nChanged 150 SP:Iteration 12Q (765.474174 sec): 3 clusters Score: Raw -708366.010862 + Penalty 2861.844357 = -705504.166505 nChanged 135 SP:Iteration 13Q (765.536233 sec): 3 clusters Score: Raw -708434.357821 + Penalty 2861.844357 = -705572.513465 nChanged 117 SP:Iteration 14Q (765.587148 sec): 3 clusters Score: Raw -708485.228280 + Penalty 2861.844357 = -705623.383923 nChanged 88 SP:Iteration 15Q (765.637728 sec): 3 clusters Score: Raw -708521.962544 + Penalty 2861.844357 = -705660.118188 nChanged 80 SP:Iteration 16Q (765.690880 sec): 3 clusters Score: Raw -708559.842387 + Penalty 2861.844357 = -705697.998030 nChanged 72 SP:Iteration 17Q (765.747047 sec): 3 clusters Score: Raw -708591.834608 + Penalty 2861.844357 = -705729.990251 nChanged 71 SP:Iteration 18Q (765.800100 sec): 3 clusters Score: Raw -708622.310115 + Penalty 2861.844357 = -705760.465758 nChanged 54 SP:Iteration 19Q (765.852149 sec): 3 clusters Score: Raw -708643.688544 + Penalty 2861.844357 = -705781.844187 nChanged 39 SP:Iteration 20F (765.904808 sec): 3 clusters Score: Raw -708659.155481 + Penalty 2861.844357 = -705797.311124 nChanged 30 SP:Iteration 21Q (765.959464 sec): 3 clusters Score: Raw -708669.877042 + Penalty 2861.844357 = -705808.032685 nChanged 21 SP:Iteration 22Q (766.023015 sec): 3 clusters Score: Raw -708678.612317 + Penalty 2861.844357 = -705816.767960 nChanged 23 SP:Iteration 23Q (766.069171 sec): 3 clusters Score: Raw -708684.312552 + Penalty 2861.844357 = -705822.468196 nChanged 11 SP:Iteration 24Q (766.120550 sec): 3 clusters Score: Raw -708687.417663 + Penalty 2861.844357 = -705825.573306 nChanged 9 SP:Iteration 25Q (766.184134 sec): 3 clusters Score: Raw -708689.754110 + Penalty 2861.844357 = -705827.909753 nChanged 8 SP:Iteration 26Q (766.238070 sec): 3 clusters Score: Raw -708691.758907 + Penalty 2861.844357 = -705829.914550 nChanged 6 SP:Iteration 27Q (766.298343 sec): 3 clusters Score: Raw -708693.796297 + Penalty 2861.844357 = -705831.951940 nChanged 9 SP:Iteration 28Q (766.347996 sec): 3 clusters Score: Raw -708696.061553 + Penalty 2861.844357 = -705834.217196 nChanged 6 SP:Iteration 29Q (766.396494 sec): 3 clusters Score: Raw -708697.510535 + Penalty 2861.844357 = -705835.666178 nChanged 5 SP:Iteration 30Q (766.456943 sec): 3 clusters Score: Raw -708699.256366 + Penalty 2861.844357 = -705837.412009 nChanged 3 SP:Iteration 31Q (766.516783 sec): 3 clusters Score: Raw -708700.381627 + Penalty 2861.844357 = -705838.537270 nChanged 3 SP:Iteration 32Q (766.567271 sec): 3 clusters Score: Raw -708701.581380 + Penalty 2861.844357 = -705839.737023 nChanged 2 SP:Iteration 33Q (766.640513 sec): 3 clusters Score: Raw -708702.075290 + Penalty 2861.844357 = -705840.230934 nChanged 3 SP:Iteration 34Q (766.700787 sec): 3 clusters Score: Raw -708702.796739 + Penalty 2861.844357 = -705840.952382 nChanged 4 SP:Iteration 35Q (766.762974 sec): 3 clusters Score: Raw -708703.831789 + Penalty 2861.844357 = -705841.987432 nChanged 6 SP:Iteration 36Q (766.823691 sec): 3 clusters Score: Raw -708705.223075 + Penalty 2861.844357 = -705843.378718 nChanged 7 SP:Iteration 37Q (766.875182 sec): 3 clusters Score: Raw -708708.464180 + Penalty 2861.844357 = -705846.619823 nChanged 8 SP:Iteration 38Q (766.939593 sec): 3 clusters Score: Raw -708710.368557 + Penalty 2861.844357 = -705848.524201 nChanged 5 SP:Iteration 39Q (766.987328 sec): 3 clusters Score: Raw -708712.727797 + Penalty 2861.844357 = -705850.883440 nChanged 5 SP:Iteration 40F (767.051338 sec): 3 clusters Score: Raw -708714.053809 + Penalty 2861.844357 = -705852.209453 nChanged 3 SP:Iteration 41Q (767.101336 sec): 3 clusters Score: Raw -708715.261113 + Penalty 2861.844357 = -705853.416756 nChanged 5 SP:Iteration 42Q (767.172361 sec): 3 clusters Score: Raw -708717.433887 + Penalty 2861.844357 = -705855.589530 nChanged 7 SP:Iteration 43Q (767.217514 sec): 3 clusters Score: Raw -708720.004435 + Penalty 2861.844357 = -705858.160078 nChanged 6 SP:Iteration 44Q (767.285068 sec): 3 clusters Score: Raw -708722.036720 + Penalty 2861.844357 = -705860.192363 nChanged 5 SP:Iteration 45Q (767.343971 sec): 3 clusters Score: Raw -708724.230098 + Penalty 2861.844357 = -705862.385742 nChanged 3 SP:Iteration 46Q (767.404098 sec): 3 clusters Score: Raw -708724.956815 + Penalty 2861.844357 = -705863.112458 nChanged 3 SP:Iteration 47Q (767.466655 sec): 3 clusters Score: Raw -708725.802498 + Penalty 2861.844357 = -705863.958141 nChanged 4 SP:Iteration 48Q (767.528302 sec): 3 clusters Score: Raw -708726.963953 + Penalty 2861.844357 = -705865.119596 nChanged 1 SP:Iteration 49Q (767.588619 sec): 3 clusters Score: Raw -708727.156503 + Penalty 2861.844357 = -705865.312147 nChanged 0 SP:Iteration 50F (767.643969 sec): 3 clusters Score: Raw -708727.156503 + Penalty 2861.844357 = -705865.312147 nChanged 0 Trying to split cluster 11 (7787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (767.679602 sec): 2 clusters Score: Raw -822859.217595 + Penalty 1456.034280 = -821403.183315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (767.740985 sec): 3 clusters Score: Raw -818540.046795 + Penalty 2912.068561 = -815627.978234 nChanged 3347 SP:Iteration 1F (767.800355 sec): 3 clusters Score: Raw -820274.797455 + Penalty 2912.068561 = -817362.728895 nChanged 471 SP:Iteration 2F (767.851949 sec): 3 clusters Score: Raw -820480.796268 + Penalty 2912.068561 = -817568.727707 nChanged 411 SP:Iteration 3F (767.911864 sec): 3 clusters Score: Raw -820669.784757 + Penalty 2912.068561 = -817757.716197 nChanged 368 SP:Iteration 4Q (767.976928 sec): 3 clusters Score: Raw -820854.165322 + Penalty 2912.068561 = -817942.096762 nChanged 368 SP:Iteration 5Q (768.026965 sec): 3 clusters Score: Raw -821098.061377 + Penalty 2912.068561 = -818185.992816 nChanged 453 SP:Iteration 6F (768.084261 sec): 3 clusters Score: Raw -821416.589334 + Penalty 2912.068561 = -818504.520774 nChanged 494 SP:Iteration 7F (768.146987 sec): 3 clusters Score: Raw -821807.581615 + Penalty 2912.068561 = -818895.513055 nChanged 496 SP:Iteration 8F (768.204353 sec): 3 clusters Score: Raw -822227.442517 + Penalty 2912.068561 = -819315.373956 nChanged 462 SP:Iteration 9F (768.264797 sec): 3 clusters Score: Raw -822625.050739 + Penalty 2912.068561 = -819712.982178 nChanged 391 SP:Iteration 10F (768.329152 sec): 3 clusters Score: Raw -822948.716205 + Penalty 2912.068561 = -820036.647645 nChanged 298 SP:Iteration 11Q (768.378474 sec): 3 clusters Score: Raw -823160.705933 + Penalty 2912.068561 = -820248.637372 nChanged 209 SP:Iteration 12Q (768.439813 sec): 3 clusters Score: Raw -823284.336612 + Penalty 2912.068561 = -820372.268051 nChanged 135 SP:Iteration 13Q (768.497231 sec): 3 clusters Score: Raw -823342.970780 + Penalty 2912.068561 = -820430.902220 nChanged 79 SP:Iteration 14Q (768.546276 sec): 3 clusters Score: Raw -823370.004359 + Penalty 2912.068561 = -820457.935798 nChanged 45 SP:Iteration 15Q (768.610816 sec): 3 clusters Score: Raw -823383.020994 + Penalty 2912.068561 = -820470.952434 nChanged 29 SP:Iteration 16Q (768.671379 sec): 3 clusters Score: Raw -823391.122642 + Penalty 2912.068561 = -820479.054081 nChanged 19 SP:Iteration 17Q (768.726998 sec): 3 clusters Score: Raw -823397.719962 + Penalty 2912.068561 = -820485.651402 nChanged 20 SP:Iteration 18Q (768.786487 sec): 3 clusters Score: Raw -823403.557015 + Penalty 2912.068561 = -820491.488454 nChanged 13 SP:Iteration 19Q (768.852885 sec): 3 clusters Score: Raw -823406.284341 + Penalty 2912.068561 = -820494.215781 nChanged 7 SP:Iteration 20F (768.903656 sec): 3 clusters Score: Raw -823408.504689 + Penalty 2912.068561 = -820496.436128 nChanged 7 SP:Iteration 21Q (768.963505 sec): 3 clusters Score: Raw -823410.813060 + Penalty 2912.068561 = -820498.744500 nChanged 8 SP:Iteration 22Q (769.023076 sec): 3 clusters Score: Raw -823413.025500 + Penalty 2912.068561 = -820500.956940 nChanged 9 SP:Iteration 23Q (769.084944 sec): 3 clusters Score: Raw -823414.822610 + Penalty 2912.068561 = -820502.754049 nChanged 4 SP:Iteration 24Q (769.147809 sec): 3 clusters Score: Raw -823416.249599 + Penalty 2912.068561 = -820504.181038 nChanged 7 SP:Iteration 25Q (769.207756 sec): 3 clusters Score: Raw -823417.603551 + Penalty 2912.068561 = -820505.534991 nChanged 7 SP:Iteration 26Q (769.265958 sec): 3 clusters Score: Raw -823419.063906 + Penalty 2912.068561 = -820506.995345 nChanged 6 SP:Iteration 27Q (769.332463 sec): 3 clusters Score: Raw -823420.535666 + Penalty 2912.068561 = -820508.467106 nChanged 2 SP:Iteration 28Q (769.391086 sec): 3 clusters Score: Raw -823420.962191 + Penalty 2912.068561 = -820508.893630 nChanged 2 SP:Iteration 29Q (769.447934 sec): 3 clusters Score: Raw -823421.820805 + Penalty 2912.068561 = -820509.752245 nChanged 3 SP:Iteration 30Q (769.496208 sec): 3 clusters Score: Raw -823422.491850 + Penalty 2912.068561 = -820510.423289 nChanged 0 SP:Iteration 31F (769.566100 sec): 3 clusters Score: Raw -823422.491850 + Penalty 2912.068561 = -820510.423289 nChanged 0 Trying to split cluster 13 (1189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (769.580653 sec): 2 clusters Score: Raw -117543.009696 + Penalty 1150.641033 = -116392.368662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (769.635563 sec): 3 clusters Score: Raw -117106.740457 + Penalty 2301.282066 = -114805.458390 nChanged 377 SP:Iteration 1F (769.680029 sec): 3 clusters Score: Raw -117406.229866 + Penalty 2301.282066 = -115104.947799 nChanged 95 SP:Iteration 2F (769.737095 sec): 3 clusters Score: Raw -117498.589298 + Penalty 2301.282066 = -115197.307232 nChanged 45 SP:Iteration 3Q (769.791162 sec): 3 clusters Score: Raw -117542.702785 + Penalty 2301.282066 = -115241.420718 nChanged 32 SP:Iteration 4Q (769.838577 sec): 3 clusters Score: Raw -117577.154788 + Penalty 2301.282066 = -115275.872722 nChanged 30 SP:Iteration 5Q (769.893669 sec): 3 clusters Score: Raw -117610.756252 + Penalty 2301.282066 = -115309.474185 nChanged 23 SP:Iteration 6Q (769.942588 sec): 3 clusters Score: Raw -117629.889521 + Penalty 2301.282066 = -115328.607455 nChanged 17 SP:Iteration 7Q (769.983376 sec): 3 clusters Score: Raw -117642.988118 + Penalty 2301.282066 = -115341.706052 nChanged 10 SP:Iteration 8Q (770.038897 sec): 3 clusters Score: Raw -117651.451591 + Penalty 2301.282066 = -115350.169524 nChanged 7 SP:Iteration 9Q (770.092267 sec): 3 clusters Score: Raw -117658.565216 + Penalty 2301.282066 = -115357.283149 nChanged 4 SP:Iteration 10Q (770.143914 sec): 3 clusters Score: Raw -117660.885140 + Penalty 2301.282066 = -115359.603074 nChanged 1 SP:Iteration 11Q (770.183127 sec): 3 clusters Score: Raw -117661.878712 + Penalty 2301.282066 = -115360.596646 nChanged 1 SP:Iteration 12Q (770.228979 sec): 3 clusters Score: Raw -117662.799812 + Penalty 2301.282066 = -115361.517745 nChanged 1 SP:Iteration 13Q (770.280630 sec): 3 clusters Score: Raw -117662.988033 + Penalty 2301.282066 = -115361.705967 nChanged 3 SP:Iteration 14Q (770.334744 sec): 3 clusters Score: Raw -117664.165279 + Penalty 2301.282066 = -115362.883212 nChanged 4 SP:Iteration 15Q (770.382140 sec): 3 clusters Score: Raw -117667.450402 + Penalty 2301.282066 = -115366.168335 nChanged 5 SP:Iteration 16Q (770.432185 sec): 3 clusters Score: Raw -117672.638478 + Penalty 2301.282066 = -115371.356412 nChanged 2 SP:Iteration 17Q (770.483007 sec): 3 clusters Score: Raw -117675.098286 + Penalty 2301.282066 = -115373.816220 nChanged 2 SP:Iteration 18Q (770.524498 sec): 3 clusters Score: Raw -117676.982238 + Penalty 2301.282066 = -115375.700171 nChanged 3 SP:Iteration 19Q (770.571099 sec): 3 clusters Score: Raw -117679.271090 + Penalty 2301.282066 = -115377.989023 nChanged 6 SP:Iteration 20F (770.615684 sec): 3 clusters Score: Raw -117685.562792 + Penalty 2301.282066 = -115384.280725 nChanged 7 SP:Iteration 21Q (770.662489 sec): 3 clusters Score: Raw -117692.459469 + Penalty 2301.282066 = -115391.177403 nChanged 5 SP:Iteration 22Q (770.712738 sec): 3 clusters Score: Raw -117698.897800 + Penalty 2301.282066 = -115397.615733 nChanged 10 SP:Iteration 23Q (770.755287 sec): 3 clusters Score: Raw -117704.982119 + Penalty 2301.282066 = -115403.700052 nChanged 7 SP:Iteration 24Q (770.793001 sec): 3 clusters Score: Raw -117709.176955 + Penalty 2301.282066 = -115407.894888 nChanged 2 SP:Iteration 25Q (770.847546 sec): 3 clusters Score: Raw -117709.941885 + Penalty 2301.282066 = -115408.659819 nChanged 1 SP:Iteration 26Q (770.891110 sec): 3 clusters Score: Raw -117710.149597 + Penalty 2301.282066 = -115408.867531 nChanged 2 SP:Iteration 27Q (770.944993 sec): 3 clusters Score: Raw -117711.035374 + Penalty 2301.282066 = -115409.753308 nChanged 2 SP:Iteration 28Q (770.981483 sec): 3 clusters Score: Raw -117712.149843 + Penalty 2301.282066 = -115410.867776 nChanged 1 SP:Iteration 29Q (771.040547 sec): 3 clusters Score: Raw -117712.484982 + Penalty 2301.282066 = -115411.202915 nChanged 2 SP:Iteration 30Q (771.082580 sec): 3 clusters Score: Raw -117714.619495 + Penalty 2301.282066 = -115413.337428 nChanged 2 SP:Iteration 31Q (771.139021 sec): 3 clusters Score: Raw -117716.631895 + Penalty 2301.282066 = -115415.349829 nChanged 4 SP:Iteration 32Q (771.188641 sec): 3 clusters Score: Raw -117719.902397 + Penalty 2301.282066 = -115418.620331 nChanged 5 SP:Iteration 33Q (771.230832 sec): 3 clusters Score: Raw -117722.735738 + Penalty 2301.282066 = -115421.453672 nChanged 5 SP:Iteration 34Q (771.281467 sec): 3 clusters Score: Raw -117726.682912 + Penalty 2301.282066 = -115425.400845 nChanged 6 SP:Iteration 35Q (771.327377 sec): 3 clusters Score: Raw -117730.659044 + Penalty 2301.282066 = -115429.376978 nChanged 3 SP:Iteration 36Q (771.375490 sec): 3 clusters Score: Raw -117734.608409 + Penalty 2301.282066 = -115433.326343 nChanged 1 SP:Iteration 37Q (771.427408 sec): 3 clusters Score: Raw -117734.786696 + Penalty 2301.282066 = -115433.504630 nChanged 0 SP:Iteration 38F (771.481902 sec): 3 clusters Score: Raw -117734.786696 + Penalty 2301.282066 = -115433.504630 nChanged 0 Trying to split cluster 15 (95163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (771.628440 sec): 2 clusters Score: Raw -9929482.156309 + Penalty 1862.793805 = -9927619.362504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (771.846391 sec): 3 clusters Score: Raw -9867676.954002 + Penalty 3725.587609 = -9863951.366393 nChanged 45446 SP:Iteration 1F (772.052254 sec): 3 clusters Score: Raw -9895205.251392 + Penalty 3725.587609 = -9891479.663782 nChanged 4939 SP:Iteration 2F (772.259377 sec): 3 clusters Score: Raw -9897604.613853 + Penalty 3725.587609 = -9893879.026244 nChanged 5414 SP:Iteration 3F (772.468476 sec): 3 clusters Score: Raw -9900790.688265 + Penalty 3725.587609 = -9897065.100656 nChanged 6116 SP:Iteration 4F (772.676676 sec): 3 clusters Score: Raw -9904632.507983 + Penalty 3725.587609 = -9900906.920373 nChanged 6044 SP:Iteration 5F (772.895838 sec): 3 clusters Score: Raw -9908338.922757 + Penalty 3725.587609 = -9904613.335148 nChanged 5475 SP:Iteration 6F (773.106641 sec): 3 clusters Score: Raw -9911403.312055 + Penalty 3725.587609 = -9907677.724446 nChanged 4556 SP:Iteration 7Q (773.336553 sec): 3 clusters Score: Raw -9914059.788212 + Penalty 3725.587609 = -9910334.200603 nChanged 4302 SP:Iteration 8Q (773.558198 sec): 3 clusters Score: Raw -9917680.841792 + Penalty 3725.587609 = -9913955.254182 nChanged 4921 SP:Iteration 9F (773.776704 sec): 3 clusters Score: Raw -9925390.167778 + Penalty 3725.587609 = -9921664.580168 nChanged 6270 SP:Iteration 10F (773.992333 sec): 3 clusters Score: Raw -9943115.459763 + Penalty 3725.587609 = -9939389.872154 nChanged 5540 SP:Iteration 11F (774.206163 sec): 3 clusters Score: Raw -9960225.755179 + Penalty 3725.587609 = -9956500.167570 nChanged 3357 SP:Iteration 12Q (774.381506 sec): 3 clusters Score: Raw -9980439.860187 + Penalty 3725.587609 = -9976714.272578 nChanged 378 SP:Iteration 13Q (774.556899 sec): 3 clusters Score: Raw -9981910.745354 + Penalty 3725.587609 = -9978185.157745 nChanged 0 SP:Iteration 14F (774.755480 sec): 3 clusters Score: Raw -9981910.745354 + Penalty 3725.587609 = -9978185.157745 nChanged 0 Score: Raw -24022060.003617 + Penalty 38163.799008 = -23983896.204609 Splitting cluster 15 changes total score from -23925802.664966 to -23983896.204609 So it's getting split into cluster 14. Trying to split cluster 17 (9331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (777.975943 sec): 2 clusters Score: Raw -996731.389263 + Penalty 1485.428339 = -995245.960924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (778.036769 sec): 3 clusters Score: Raw -991537.241687 + Penalty 2970.856678 = -988566.385010 nChanged 3963 SP:Iteration 1F (778.096527 sec): 3 clusters Score: Raw -993642.966626 + Penalty 2970.856678 = -990672.109949 nChanged 615 SP:Iteration 2F (778.160695 sec): 3 clusters Score: Raw -993895.710042 + Penalty 2970.856678 = -990924.853365 nChanged 441 SP:Iteration 3Q (778.223371 sec): 3 clusters Score: Raw -994089.172678 + Penalty 2970.856678 = -991118.316001 nChanged 423 SP:Iteration 4Q (778.286523 sec): 3 clusters Score: Raw -994295.990376 + Penalty 2970.856678 = -991325.133699 nChanged 420 SP:Iteration 5Q (778.350396 sec): 3 clusters Score: Raw -994530.425994 + Penalty 2970.856678 = -991559.569316 nChanged 444 SP:Iteration 6Q (778.404891 sec): 3 clusters Score: Raw -994779.750995 + Penalty 2970.856678 = -991808.894318 nChanged 457 SP:Iteration 7Q (778.468911 sec): 3 clusters Score: Raw -995037.574359 + Penalty 2970.856678 = -992066.717682 nChanged 473 SP:Iteration 8F (778.528974 sec): 3 clusters Score: Raw -995324.690611 + Penalty 2970.856678 = -992353.833933 nChanged 455 SP:Iteration 9Q (778.594591 sec): 3 clusters Score: Raw -995640.481906 + Penalty 2970.856678 = -992669.625229 nChanged 442 SP:Iteration 10Q (778.645449 sec): 3 clusters Score: Raw -995943.030088 + Penalty 2970.856678 = -992972.173410 nChanged 433 SP:Iteration 11Q (778.719148 sec): 3 clusters Score: Raw -996199.557488 + Penalty 2970.856678 = -993228.700811 nChanged 282 SP:Iteration 12Q (778.780365 sec): 3 clusters Score: Raw -996330.872975 + Penalty 2970.856678 = -993360.016297 nChanged 220 SP:Iteration 13Q (778.842914 sec): 3 clusters Score: Raw -996431.097518 + Penalty 2970.856678 = -993460.240840 nChanged 165 SP:Iteration 14Q (778.901386 sec): 3 clusters Score: Raw -996497.467124 + Penalty 2970.856678 = -993526.610446 nChanged 132 SP:Iteration 15Q (778.963877 sec): 3 clusters Score: Raw -996546.430772 + Penalty 2970.856678 = -993575.574094 nChanged 123 SP:Iteration 16Q (779.019275 sec): 3 clusters Score: Raw -996589.743630 + Penalty 2970.856678 = -993618.886953 nChanged 115 SP:Iteration 17Q (779.076173 sec): 3 clusters Score: Raw -996628.812076 + Penalty 2970.856678 = -993657.955398 nChanged 111 SP:Iteration 18Q (779.134903 sec): 3 clusters Score: Raw -996669.194830 + Penalty 2970.856678 = -993698.338153 nChanged 109 SP:Iteration 19Q (779.200055 sec): 3 clusters Score: Raw -996709.211197 + Penalty 2970.856678 = -993738.354520 nChanged 104 SP:Iteration 20F (779.249765 sec): 3 clusters Score: Raw -996746.182104 + Penalty 2970.856678 = -993775.325427 nChanged 97 SP:Iteration 21Q (779.312046 sec): 3 clusters Score: Raw -996786.365729 + Penalty 2970.856678 = -993815.509052 nChanged 89 SP:Iteration 22Q (779.364857 sec): 3 clusters Score: Raw -996822.625415 + Penalty 2970.856678 = -993851.768737 nChanged 79 SP:Iteration 23Q (779.425777 sec): 3 clusters Score: Raw -996851.620215 + Penalty 2970.856678 = -993880.763537 nChanged 85 SP:Iteration 24Q (779.486348 sec): 3 clusters Score: Raw -996879.536887 + Penalty 2970.856678 = -993908.680210 nChanged 78 SP:Iteration 25Q (779.551416 sec): 3 clusters Score: Raw -996906.136643 + Penalty 2970.856678 = -993935.279966 nChanged 79 SP:Iteration 26Q (779.616826 sec): 3 clusters Score: Raw -996932.856804 + Penalty 2970.856678 = -993962.000126 nChanged 72 SP:Iteration 27Q (779.681360 sec): 3 clusters Score: Raw -996959.677252 + Penalty 2970.856678 = -993988.820574 nChanged 71 SP:Iteration 28Q (779.744822 sec): 3 clusters Score: Raw -996990.059397 + Penalty 2970.856678 = -994019.202720 nChanged 65 SP:Iteration 29Q (779.807976 sec): 3 clusters Score: Raw -997016.595429 + Penalty 2970.856678 = -994045.738752 nChanged 61 SP:Iteration 30Q (779.859647 sec): 3 clusters Score: Raw -997036.974110 + Penalty 2970.856678 = -994066.117432 nChanged 43 SP:Iteration 31Q (779.921470 sec): 3 clusters Score: Raw -997049.771616 + Penalty 2970.856678 = -994078.914939 nChanged 30 SP:Iteration 32Q (779.984742 sec): 3 clusters Score: Raw -997058.683529 + Penalty 2970.856678 = -994087.826851 nChanged 27 SP:Iteration 33Q (780.052416 sec): 3 clusters Score: Raw -997066.339125 + Penalty 2970.856678 = -994095.482447 nChanged 30 SP:Iteration 34Q (780.112110 sec): 3 clusters Score: Raw -997074.813276 + Penalty 2970.856678 = -994103.956598 nChanged 18 SP:Iteration 35Q (780.178540 sec): 3 clusters Score: Raw -997079.919161 + Penalty 2970.856678 = -994109.062483 nChanged 14 SP:Iteration 36Q (780.228488 sec): 3 clusters Score: Raw -997083.367355 + Penalty 2970.856678 = -994112.510677 nChanged 15 SP:Iteration 37Q (780.302065 sec): 3 clusters Score: Raw -997086.990420 + Penalty 2970.856678 = -994116.133742 nChanged 18 SP:Iteration 38Q (780.358205 sec): 3 clusters Score: Raw -997091.463789 + Penalty 2970.856678 = -994120.607112 nChanged 23 SP:Iteration 39Q (780.419475 sec): 3 clusters Score: Raw -997098.252414 + Penalty 2970.856678 = -994127.395737 nChanged 19 SP:Iteration 40F (780.480974 sec): 3 clusters Score: Raw -997104.927852 + Penalty 2970.856678 = -994134.071174 nChanged 26 SP:Iteration 41Q (780.538034 sec): 3 clusters Score: Raw -997112.878436 + Penalty 2970.856678 = -994142.021758 nChanged 13 SP:Iteration 42Q (780.588650 sec): 3 clusters Score: Raw -997116.542468 + Penalty 2970.856678 = -994145.685790 nChanged 10 SP:Iteration 43Q (780.645848 sec): 3 clusters Score: Raw -997119.310565 + Penalty 2970.856678 = -994148.453887 nChanged 16 SP:Iteration 44Q (780.710255 sec): 3 clusters Score: Raw -997123.903661 + Penalty 2970.856678 = -994153.046984 nChanged 9 SP:Iteration 45Q (780.771834 sec): 3 clusters Score: Raw -997128.231631 + Penalty 2970.856678 = -994157.374953 nChanged 9 SP:Iteration 46Q (780.826053 sec): 3 clusters Score: Raw -997131.892607 + Penalty 2970.856678 = -994161.035929 nChanged 10 SP:Iteration 47Q (780.897820 sec): 3 clusters Score: Raw -997135.539996 + Penalty 2970.856678 = -994164.683318 nChanged 10 SP:Iteration 48Q (780.955198 sec): 3 clusters Score: Raw -997141.427288 + Penalty 2970.856678 = -994170.570610 nChanged 12 SP:Iteration 49Q (781.004513 sec): 3 clusters Score: Raw -997146.486772 + Penalty 2970.856678 = -994175.630095 nChanged 13 SP:Iteration 50Q (781.065744 sec): 3 clusters Score: Raw -997153.921291 + Penalty 2970.856678 = -994183.064613 nChanged 18 SP:Iteration 51Q (781.138196 sec): 3 clusters Score: Raw -997162.631814 + Penalty 2970.856678 = -994191.775137 nChanged 22 SP:Iteration 52Q (781.195613 sec): 3 clusters Score: Raw -997171.088609 + Penalty 2970.856678 = -994200.231931 nChanged 15 SP:Iteration 53Q (781.248421 sec): 3 clusters Score: Raw -997175.600687 + Penalty 2970.856678 = -994204.744010 nChanged 14 SP:Iteration 54Q (781.322223 sec): 3 clusters Score: Raw -997178.557846 + Penalty 2970.856678 = -994207.701169 nChanged 6 SP:Iteration 55Q (781.387042 sec): 3 clusters Score: Raw -997179.549725 + Penalty 2970.856678 = -994208.693048 nChanged 10 SP:Iteration 56Q (781.442198 sec): 3 clusters Score: Raw -997181.809911 + Penalty 2970.856678 = -994210.953233 nChanged 6 SP:Iteration 57Q (781.500778 sec): 3 clusters Score: Raw -997182.551634 + Penalty 2970.856678 = -994211.694957 nChanged 3 SP:Iteration 58Q (781.567492 sec): 3 clusters Score: Raw -997183.198847 + Penalty 2970.856678 = -994212.342169 nChanged 2 SP:Iteration 59Q (781.622020 sec): 3 clusters Score: Raw -997183.517993 + Penalty 2970.856678 = -994212.661315 nChanged 2 SP:Iteration 60F (781.688273 sec): 3 clusters Score: Raw -997183.942417 + Penalty 2970.856678 = -994213.085740 nChanged 1 SP:Iteration 61Q (781.743244 sec): 3 clusters Score: Raw -997184.128760 + Penalty 2970.856678 = -994213.272082 nChanged 3 SP:Iteration 62Q (781.800778 sec): 3 clusters Score: Raw -997185.113206 + Penalty 2970.856678 = -994214.256528 nChanged 3 SP:Iteration 63Q (781.863468 sec): 3 clusters Score: Raw -997186.272655 + Penalty 2970.856678 = -994215.415977 nChanged 3 SP:Iteration 64Q (781.925229 sec): 3 clusters Score: Raw -997187.251640 + Penalty 2970.856678 = -994216.394963 nChanged 1 SP:Iteration 65Q (781.990030 sec): 3 clusters Score: Raw -997187.379853 + Penalty 2970.856678 = -994216.523176 nChanged 1 SP:Iteration 66Q (782.038260 sec): 3 clusters Score: Raw -997187.586365 + Penalty 2970.856678 = -994216.729687 nChanged 0 SP:Iteration 67F (782.096326 sec): 3 clusters Score: Raw -997187.586365 + Penalty 2970.856678 = -994216.729687 nChanged 0 Trying to split cluster 18 (6185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (782.132591 sec): 2 clusters Score: Raw -656295.427334 + Penalty 1418.605871 = -654876.821463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (782.190123 sec): 3 clusters Score: Raw -653035.246152 + Penalty 2837.211743 = -650198.034409 nChanged 2540 SP:Iteration 1F (782.247893 sec): 3 clusters Score: Raw -654555.259205 + Penalty 2837.211743 = -651718.047463 nChanged 501 SP:Iteration 2F (782.300982 sec): 3 clusters Score: Raw -654940.711608 + Penalty 2837.211743 = -652103.499865 nChanged 450 SP:Iteration 3F (782.363277 sec): 3 clusters Score: Raw -655344.193825 + Penalty 2837.211743 = -652506.982083 nChanged 477 SP:Iteration 4F (782.424460 sec): 3 clusters Score: Raw -655784.399179 + Penalty 2837.211743 = -652947.187436 nChanged 476 SP:Iteration 5F (782.482572 sec): 3 clusters Score: Raw -656241.163279 + Penalty 2837.211743 = -653403.951537 nChanged 392 SP:Iteration 6F (782.530228 sec): 3 clusters Score: Raw -656569.136314 + Penalty 2837.211743 = -653731.924572 nChanged 304 SP:Iteration 7Q (782.601856 sec): 3 clusters Score: Raw -656815.582896 + Penalty 2837.211743 = -653978.371154 nChanged 242 SP:Iteration 8Q (782.650422 sec): 3 clusters Score: Raw -656989.104430 + Penalty 2837.211743 = -654151.892687 nChanged 159 SP:Iteration 9Q (782.713927 sec): 3 clusters Score: Raw -657088.782550 + Penalty 2837.211743 = -654251.570807 nChanged 115 SP:Iteration 10Q (782.779249 sec): 3 clusters Score: Raw -657155.571545 + Penalty 2837.211743 = -654318.359803 nChanged 98 SP:Iteration 11Q (782.836688 sec): 3 clusters Score: Raw -657197.831322 + Penalty 2837.211743 = -654360.619579 nChanged 60 SP:Iteration 12Q (782.896843 sec): 3 clusters Score: Raw -657226.272244 + Penalty 2837.211743 = -654389.060501 nChanged 43 SP:Iteration 13Q (782.944844 sec): 3 clusters Score: Raw -657246.553877 + Penalty 2837.211743 = -654409.342134 nChanged 38 SP:Iteration 14Q (782.993180 sec): 3 clusters Score: Raw -657263.433333 + Penalty 2837.211743 = -654426.221591 nChanged 27 SP:Iteration 15Q (783.066910 sec): 3 clusters Score: Raw -657273.578261 + Penalty 2837.211743 = -654436.366518 nChanged 26 SP:Iteration 16Q (783.125007 sec): 3 clusters Score: Raw -657284.122366 + Penalty 2837.211743 = -654446.910624 nChanged 27 SP:Iteration 17Q (783.179085 sec): 3 clusters Score: Raw -657291.749522 + Penalty 2837.211743 = -654454.537779 nChanged 16 SP:Iteration 18Q (783.241292 sec): 3 clusters Score: Raw -657295.709307 + Penalty 2837.211743 = -654458.497564 nChanged 16 SP:Iteration 19Q (783.297029 sec): 3 clusters Score: Raw -657299.992488 + Penalty 2837.211743 = -654462.780745 nChanged 13 SP:Iteration 20F (783.359145 sec): 3 clusters Score: Raw -657302.916345 + Penalty 2837.211743 = -654465.704602 nChanged 6 SP:Iteration 21Q (783.410845 sec): 3 clusters Score: Raw -657303.795312 + Penalty 2837.211743 = -654466.583569 nChanged 8 SP:Iteration 22Q (783.454942 sec): 3 clusters Score: Raw -657305.654377 + Penalty 2837.211743 = -654468.442634 nChanged 11 SP:Iteration 23Q (783.518721 sec): 3 clusters Score: Raw -657307.635964 + Penalty 2837.211743 = -654470.424222 nChanged 9 SP:Iteration 24Q (783.565357 sec): 3 clusters Score: Raw -657309.605338 + Penalty 2837.211743 = -654472.393596 nChanged 8 SP:Iteration 25Q (783.627655 sec): 3 clusters Score: Raw -657311.165921 + Penalty 2837.211743 = -654473.954178 nChanged 8 SP:Iteration 26Q (783.676444 sec): 3 clusters Score: Raw -657312.604473 + Penalty 2837.211743 = -654475.392730 nChanged 10 SP:Iteration 27Q (783.741751 sec): 3 clusters Score: Raw -657314.344353 + Penalty 2837.211743 = -654477.132610 nChanged 10 SP:Iteration 28Q (783.789111 sec): 3 clusters Score: Raw -657316.097354 + Penalty 2837.211743 = -654478.885611 nChanged 9 SP:Iteration 29Q (783.846014 sec): 3 clusters Score: Raw -657317.760085 + Penalty 2837.211743 = -654480.548343 nChanged 9 SP:Iteration 30Q (783.915117 sec): 3 clusters Score: Raw -657319.156096 + Penalty 2837.211743 = -654481.944354 nChanged 4 SP:Iteration 31Q (783.967778 sec): 3 clusters Score: Raw -657320.071155 + Penalty 2837.211743 = -654482.859413 nChanged 5 SP:Iteration 32Q (784.026555 sec): 3 clusters Score: Raw -657321.131844 + Penalty 2837.211743 = -654483.920102 nChanged 5 SP:Iteration 33Q (784.085045 sec): 3 clusters Score: Raw -657322.856242 + Penalty 2837.211743 = -654485.644499 nChanged 5 SP:Iteration 34Q (784.138716 sec): 3 clusters Score: Raw -657323.912891 + Penalty 2837.211743 = -654486.701149 nChanged 3 SP:Iteration 35Q (784.196558 sec): 3 clusters Score: Raw -657324.398983 + Penalty 2837.211743 = -654487.187241 nChanged 1 SP:Iteration 36Q (784.257603 sec): 3 clusters Score: Raw -657324.554899 + Penalty 2837.211743 = -654487.343156 nChanged 2 SP:Iteration 37Q (784.304565 sec): 3 clusters Score: Raw -657324.832208 + Penalty 2837.211743 = -654487.620466 nChanged 3 SP:Iteration 38Q (784.368397 sec): 3 clusters Score: Raw -657325.488589 + Penalty 2837.211743 = -654488.276847 nChanged 2 SP:Iteration 39Q (784.417656 sec): 3 clusters Score: Raw -657326.618957 + Penalty 2837.211743 = -654489.407214 nChanged 2 SP:Iteration 40F (784.475531 sec): 3 clusters Score: Raw -657327.210397 + Penalty 2837.211743 = -654489.998655 nChanged 2 SP:Iteration 41Q (784.543424 sec): 3 clusters Score: Raw -657327.545518 + Penalty 2837.211743 = -654490.333775 nChanged 3 SP:Iteration 42Q (784.587528 sec): 3 clusters Score: Raw -657328.073440 + Penalty 2837.211743 = -654490.861698 nChanged 2 SP:Iteration 43Q (784.646701 sec): 3 clusters Score: Raw -657328.411161 + Penalty 2837.211743 = -654491.199419 nChanged 0 SP:Iteration 44F (784.705905 sec): 3 clusters Score: Raw -657328.411161 + Penalty 2837.211743 = -654491.199419 nChanged 0 Trying to split cluster 19 (4912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (784.733182 sec): 2 clusters Score: Raw -497016.047341 + Penalty 1381.158426 = -495634.888915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (784.775319 sec): 3 clusters Score: Raw -494453.270422 + Penalty 2762.316853 = -491690.953569 nChanged 2064 SP:Iteration 1F (784.829346 sec): 3 clusters Score: Raw -495691.855806 + Penalty 2762.316853 = -492929.538953 nChanged 433 SP:Iteration 2F (784.885753 sec): 3 clusters Score: Raw -496042.689053 + Penalty 2762.316853 = -493280.372200 nChanged 396 SP:Iteration 3F (784.941449 sec): 3 clusters Score: Raw -496491.667430 + Penalty 2762.316853 = -493729.350577 nChanged 451 SP:Iteration 4F (785.003232 sec): 3 clusters Score: Raw -497136.829136 + Penalty 2762.316853 = -494374.512284 nChanged 485 SP:Iteration 5F (785.063458 sec): 3 clusters Score: Raw -497861.027001 + Penalty 2762.316853 = -495098.710148 nChanged 389 SP:Iteration 6F (785.116941 sec): 3 clusters Score: Raw -498308.102123 + Penalty 2762.316853 = -495545.785270 nChanged 252 SP:Iteration 7F (785.174134 sec): 3 clusters Score: Raw -498525.525520 + Penalty 2762.316853 = -495763.208667 nChanged 157 SP:Iteration 8Q (785.222391 sec): 3 clusters Score: Raw -498636.338663 + Penalty 2762.316853 = -495874.021810 nChanged 91 SP:Iteration 9Q (785.272924 sec): 3 clusters Score: Raw -498684.083136 + Penalty 2762.316853 = -495921.766284 nChanged 60 SP:Iteration 10Q (785.326257 sec): 3 clusters Score: Raw -498707.142333 + Penalty 2762.316853 = -495944.825480 nChanged 37 SP:Iteration 11Q (785.375645 sec): 3 clusters Score: Raw -498717.946719 + Penalty 2762.316853 = -495955.629867 nChanged 25 SP:Iteration 12Q (785.436449 sec): 3 clusters Score: Raw -498723.842886 + Penalty 2762.316853 = -495961.526033 nChanged 13 SP:Iteration 13Q (785.492161 sec): 3 clusters Score: Raw -498726.237172 + Penalty 2762.316853 = -495963.920319 nChanged 7 SP:Iteration 14Q (785.542733 sec): 3 clusters Score: Raw -498727.751209 + Penalty 2762.316853 = -495965.434357 nChanged 4 SP:Iteration 15Q (785.607163 sec): 3 clusters Score: Raw -498728.821563 + Penalty 2762.316853 = -495966.504710 nChanged 2 SP:Iteration 16Q (785.663471 sec): 3 clusters Score: Raw -498729.232924 + Penalty 2762.316853 = -495966.916071 nChanged 1 SP:Iteration 17Q (785.720433 sec): 3 clusters Score: Raw -498729.419831 + Penalty 2762.316853 = -495967.102978 nChanged 1 SP:Iteration 18Q (785.760025 sec): 3 clusters Score: Raw -498729.530507 + Penalty 2762.316853 = -495967.213654 nChanged 1 SP:Iteration 19Q (785.814772 sec): 3 clusters Score: Raw -498729.694299 + Penalty 2762.316853 = -495967.377446 nChanged 1 SP:Iteration 20F (785.882957 sec): 3 clusters Score: Raw -498729.809540 + Penalty 2762.316853 = -495967.492687 nChanged 0 Score: Raw -24023773.765816 + Penalty 40172.420009 = -23983601.345807 Splitting cluster 19 changes total score from -23925802.664966 to -23983601.345807 So it's getting split into cluster 16. Trying to split cluster 20 (12604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (789.110214 sec): 2 clusters Score: Raw -1252545.091263 + Penalty 1534.287544 = -1251010.803719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (789.166443 sec): 3 clusters Score: Raw -1245225.248338 + Penalty 3068.575088 = -1242156.673249 nChanged 5600 SP:Iteration 1F (789.238308 sec): 3 clusters Score: Raw -1248256.871246 + Penalty 3068.575088 = -1245188.296158 nChanged 781 SP:Iteration 2F (789.301806 sec): 3 clusters Score: Raw -1248593.393568 + Penalty 3068.575088 = -1245524.818479 nChanged 660 SP:Iteration 3F (789.372416 sec): 3 clusters Score: Raw -1248946.912390 + Penalty 3068.575088 = -1245878.337302 nChanged 669 SP:Iteration 4F (789.442403 sec): 3 clusters Score: Raw -1249403.457814 + Penalty 3068.575088 = -1246334.882726 nChanged 786 SP:Iteration 5F (789.509892 sec): 3 clusters Score: Raw -1250070.904745 + Penalty 3068.575088 = -1247002.329657 nChanged 911 SP:Iteration 6F (789.568498 sec): 3 clusters Score: Raw -1250900.803753 + Penalty 3068.575088 = -1247832.228665 nChanged 1017 SP:Iteration 7F (789.635902 sec): 3 clusters Score: Raw -1251904.655819 + Penalty 3068.575088 = -1248836.080731 nChanged 908 SP:Iteration 8F (789.707986 sec): 3 clusters Score: Raw -1252816.571391 + Penalty 3068.575088 = -1249747.996302 nChanged 769 SP:Iteration 9F (789.764941 sec): 3 clusters Score: Raw -1253476.336672 + Penalty 3068.575088 = -1250407.761584 nChanged 538 SP:Iteration 10Q (789.838110 sec): 3 clusters Score: Raw -1253810.185526 + Penalty 3068.575088 = -1250741.610438 nChanged 355 SP:Iteration 11Q (789.899874 sec): 3 clusters Score: Raw -1253975.011490 + Penalty 3068.575088 = -1250906.436402 nChanged 235 SP:Iteration 12Q (789.967638 sec): 3 clusters Score: Raw -1254070.918911 + Penalty 3068.575088 = -1251002.343822 nChanged 181 SP:Iteration 13Q (790.036169 sec): 3 clusters Score: Raw -1254127.347622 + Penalty 3068.575088 = -1251058.772533 nChanged 128 SP:Iteration 14Q (790.099865 sec): 3 clusters Score: Raw -1254160.941701 + Penalty 3068.575088 = -1251092.366612 nChanged 100 SP:Iteration 15Q (790.168275 sec): 3 clusters Score: Raw -1254180.791535 + Penalty 3068.575088 = -1251112.216447 nChanged 63 SP:Iteration 16Q (790.234148 sec): 3 clusters Score: Raw -1254191.689441 + Penalty 3068.575088 = -1251123.114353 nChanged 39 SP:Iteration 17Q (790.304382 sec): 3 clusters Score: Raw -1254197.441252 + Penalty 3068.575088 = -1251128.866163 nChanged 31 SP:Iteration 18Q (790.369956 sec): 3 clusters Score: Raw -1254201.209623 + Penalty 3068.575088 = -1251132.634535 nChanged 19 SP:Iteration 19Q (790.439495 sec): 3 clusters Score: Raw -1254203.768584 + Penalty 3068.575088 = -1251135.193495 nChanged 18 SP:Iteration 20F (790.502649 sec): 3 clusters Score: Raw -1254205.504273 + Penalty 3068.575088 = -1251136.929185 nChanged 15 SP:Iteration 21Q (790.572114 sec): 3 clusters Score: Raw -1254206.884688 + Penalty 3068.575088 = -1251138.309599 nChanged 9 SP:Iteration 22Q (790.638881 sec): 3 clusters Score: Raw -1254207.876920 + Penalty 3068.575088 = -1251139.301831 nChanged 11 SP:Iteration 23Q (790.707731 sec): 3 clusters Score: Raw -1254208.728550 + Penalty 3068.575088 = -1251140.153462 nChanged 9 SP:Iteration 24Q (790.772082 sec): 3 clusters Score: Raw -1254209.486810 + Penalty 3068.575088 = -1251140.911721 nChanged 7 SP:Iteration 25Q (790.839030 sec): 3 clusters Score: Raw -1254209.983039 + Penalty 3068.575088 = -1251141.407951 nChanged 7 SP:Iteration 26Q (790.901539 sec): 3 clusters Score: Raw -1254210.548835 + Penalty 3068.575088 = -1251141.973746 nChanged 8 SP:Iteration 27Q (790.969601 sec): 3 clusters Score: Raw -1254211.064154 + Penalty 3068.575088 = -1251142.489066 nChanged 2 SP:Iteration 28Q (791.038319 sec): 3 clusters Score: Raw -1254211.325652 + Penalty 3068.575088 = -1251142.750563 nChanged 6 SP:Iteration 29Q (791.104234 sec): 3 clusters Score: Raw -1254211.849416 + Penalty 3068.575088 = -1251143.274328 nChanged 6 SP:Iteration 30Q (791.181071 sec): 3 clusters Score: Raw -1254212.428095 + Penalty 3068.575088 = -1251143.853007 nChanged 6 SP:Iteration 31Q (791.237598 sec): 3 clusters Score: Raw -1254212.897735 + Penalty 3068.575088 = -1251144.322646 nChanged 7 SP:Iteration 32Q (791.300622 sec): 3 clusters Score: Raw -1254213.477262 + Penalty 3068.575088 = -1251144.902174 nChanged 6 SP:Iteration 33Q (791.370388 sec): 3 clusters Score: Raw -1254213.973131 + Penalty 3068.575088 = -1251145.398042 nChanged 5 SP:Iteration 34Q (791.427256 sec): 3 clusters Score: Raw -1254214.384998 + Penalty 3068.575088 = -1251145.809910 nChanged 4 SP:Iteration 35Q (791.494549 sec): 3 clusters Score: Raw -1254214.630231 + Penalty 3068.575088 = -1251146.055142 nChanged 2 SP:Iteration 36Q (791.556419 sec): 3 clusters Score: Raw -1254214.723496 + Penalty 3068.575088 = -1251146.148408 nChanged 0 SP:Iteration 37F (791.624552 sec): 3 clusters Score: Raw -1254214.723496 + Penalty 3068.575088 = -1251146.148408 nChanged 0 Score: Raw -24025443.398049 + Penalty 42181.041009 = -23983262.357040 Splitting cluster 20 changes total score from -23925802.664966 to -23983262.357040 So it's getting split into cluster 21. Iteration 20F (798.542668 sec): 22 clusters Score: Raw -24037412.483751 + Penalty 42181.041009 = -23995231.442742 nChanged 10959 Iteration 21Q (800.278839 sec): 22 clusters Score: Raw -24045991.644497 + Penalty 42181.041009 = -24003810.603488 nChanged 6852 Iteration 22Q (802.152282 sec): 22 clusters Score: Raw -24049527.803260 + Penalty 42181.041009 = -24007346.762251 nChanged 5277 Iteration 23Q (803.986284 sec): 22 clusters Score: Raw -24051715.688230 + Penalty 42181.041009 = -24009534.647221 nChanged 4360 Iteration 24Q (805.665784 sec): 22 clusters Score: Raw -24053387.475319 + Penalty 42181.041009 = -24011206.434310 nChanged 3835 Iteration 25Q (807.358486 sec): 22 clusters Score: Raw -24054864.671781 + Penalty 42181.041009 = -24012683.630772 nChanged 3582 Iteration 26Q (809.050549 sec): 22 clusters Score: Raw -24056394.767616 + Penalty 42181.041009 = -24014213.726607 nChanged 3407 Iteration 27Q (810.898798 sec): 22 clusters Score: Raw -24058137.474513 + Penalty 42181.041009 = -24015956.433504 nChanged 3164 Iteration 28Q (812.612643 sec): 22 clusters Score: Raw -24059352.169000 + Penalty 42181.041009 = -24017171.127991 nChanged 2816 Iteration 29Q (814.320945 sec): 22 clusters Score: Raw -24060183.131385 + Penalty 42181.041009 = -24018002.090376 nChanged 2530 Iteration 30Q (815.998986 sec): 22 clusters Score: Raw -24060872.210014 + Penalty 42181.041009 = -24018691.169005 nChanged 2337 Iteration 31Q (817.584414 sec): 22 clusters Score: Raw -24061488.560876 + Penalty 42181.041009 = -24019307.519867 nChanged 2109 Iteration 32Q (819.496476 sec): 22 clusters Score: Raw -24062018.999301 + Penalty 42181.041009 = -24019837.958292 nChanged 1917 Iteration 33Q (821.182093 sec): 22 clusters Score: Raw -24062461.763802 + Penalty 42181.041009 = -24020280.722793 nChanged 1811 Iteration 34Q (822.810189 sec): 22 clusters Score: Raw -24062843.789669 + Penalty 42181.041009 = -24020662.748660 nChanged 1720 Iteration 35Q (824.408550 sec): 22 clusters Score: Raw -24063185.505386 + Penalty 42181.041009 = -24021004.464377 nChanged 1618 Iteration 36Q (825.918828 sec): 22 clusters Score: Raw -24063492.606608 + Penalty 42181.041009 = -24021311.565599 nChanged 1502 Iteration 37Q (827.488048 sec): 22 clusters Score: Raw -24063770.435969 + Penalty 42181.041009 = -24021589.394960 nChanged 1367 Iteration 38Q (829.231036 sec): 22 clusters Score: Raw -24064017.695902 + Penalty 42181.041009 = -24021836.654893 nChanged 1260 Iteration 39Q (830.803866 sec): 22 clusters Score: Raw -24064244.992237 + Penalty 42181.041009 = -24022063.951228 nChanged 1205 Iteration 40F (834.162955 sec): 22 clusters Score: Raw -24064501.506280 + Penalty 42181.041009 = -24022320.465271 nChanged 1175 Iteration 41Q (835.755252 sec): 22 clusters Score: Raw -24064726.892563 + Penalty 42181.041009 = -24022545.851554 nChanged 1141 Iteration 42Q (837.184944 sec): 22 clusters Score: Raw -24064951.205561 + Penalty 42181.041009 = -24022770.164552 nChanged 1014 Iteration 43Q (838.987652 sec): 22 clusters Score: Raw -24065144.316859 + Penalty 42181.041009 = -24022963.275850 nChanged 964 Iteration 44Q (840.573341 sec): 22 clusters Score: Raw -24065364.061315 + Penalty 42181.041009 = -24023183.020306 nChanged 911 Iteration 45Q (842.237780 sec): 22 clusters Score: Raw -24065634.280765 + Penalty 42181.041009 = -24023453.239756 nChanged 860 Iteration 46Q (843.778830 sec): 22 clusters Score: Raw -24065974.438501 + Penalty 42181.041009 = -24023793.397492 nChanged 850 Iteration 47Q (845.441762 sec): 22 clusters Score: Raw -24066231.441055 + Penalty 42181.041009 = -24024050.400046 nChanged 822 Iteration 48Q (847.004589 sec): 22 clusters Score: Raw -24066388.226096 + Penalty 42181.041009 = -24024207.185087 nChanged 783 Iteration 49Q (848.596313 sec): 22 clusters Score: Raw -24066510.834244 + Penalty 42181.041009 = -24024329.793235 nChanged 730 Iteration 50Q (850.020060 sec): 22 clusters Score: Raw -24066620.321429 + Penalty 42181.041009 = -24024439.280420 nChanged 657 Iteration 51Q (851.569796 sec): 22 clusters Score: Raw -24066722.825862 + Penalty 42181.041009 = -24024541.784853 nChanged 619 Iteration 52Q (853.074497 sec): 22 clusters Score: Raw -24066824.327864 + Penalty 42181.041009 = -24024643.286855 nChanged 618 Iteration 53Q (854.790728 sec): 22 clusters Score: Raw -24066919.969937 + Penalty 42181.041009 = -24024738.928928 nChanged 554 Iteration 54Q (856.489314 sec): 22 clusters Score: Raw -24067008.174377 + Penalty 42181.041009 = -24024827.133368 nChanged 569 Iteration 55Q (858.002175 sec): 22 clusters Score: Raw -24067098.605008 + Penalty 42181.041009 = -24024917.563999 nChanged 575 Iteration 56Q (859.591933 sec): 22 clusters Score: Raw -24067189.613893 + Penalty 42181.041009 = -24025008.572884 nChanged 529 Iteration 57Q (861.156855 sec): 22 clusters Score: Raw -24067273.843712 + Penalty 42181.041009 = -24025092.802703 nChanged 545 Iteration 58Q (862.737825 sec): 22 clusters Score: Raw -24067351.723580 + Penalty 42181.041009 = -24025170.682571 nChanged 473 Writing temp clu file Because OldScore, -24025092.802703, is greater than current (better) Score,-24025170.682571 Compute initial score before splitting: Score: Raw -24067351.723580 + Penalty 42181.041009 = -24025170.682571 Trying to split cluster 1 (9152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (862.844808 sec): 2 clusters Score: Raw -983432.274538 + Penalty 1482.280753 = -981949.993784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (862.913655 sec): 3 clusters Score: Raw -978335.342591 + Penalty 2964.561507 = -975370.781084 nChanged 3931 SP:Iteration 1F (862.968708 sec): 3 clusters Score: Raw -980483.750490 + Penalty 2964.561507 = -977519.188983 nChanged 639 SP:Iteration 2F (863.045521 sec): 3 clusters Score: Raw -980840.888502 + Penalty 2964.561507 = -977876.326995 nChanged 584 SP:Iteration 3F (863.097868 sec): 3 clusters Score: Raw -981170.342676 + Penalty 2964.561507 = -978205.781169 nChanged 515 SP:Iteration 4F (863.169007 sec): 3 clusters Score: Raw -981481.845324 + Penalty 2964.561507 = -978517.283817 nChanged 535 SP:Iteration 5F (863.226202 sec): 3 clusters Score: Raw -981851.180752 + Penalty 2964.561507 = -978886.619245 nChanged 558 SP:Iteration 6F (863.291497 sec): 3 clusters Score: Raw -982256.487124 + Penalty 2964.561507 = -979291.925617 nChanged 476 SP:Iteration 7F (863.340640 sec): 3 clusters Score: Raw -982616.504241 + Penalty 2964.561507 = -979651.942734 nChanged 431 SP:Iteration 8Q (863.415688 sec): 3 clusters Score: Raw -982927.654356 + Penalty 2964.561507 = -979963.092849 nChanged 327 SP:Iteration 9Q (863.467712 sec): 3 clusters Score: Raw -983150.452345 + Penalty 2964.561507 = -980185.890838 nChanged 245 SP:Iteration 10Q (863.531170 sec): 3 clusters Score: Raw -983291.278031 + Penalty 2964.561507 = -980326.716524 nChanged 170 SP:Iteration 11Q (863.595090 sec): 3 clusters Score: Raw -983373.333478 + Penalty 2964.561507 = -980408.771971 nChanged 133 SP:Iteration 12Q (863.660846 sec): 3 clusters Score: Raw -983433.219844 + Penalty 2964.561507 = -980468.658337 nChanged 87 SP:Iteration 13Q (863.723934 sec): 3 clusters Score: Raw -983472.046110 + Penalty 2964.561507 = -980507.484603 nChanged 77 SP:Iteration 14Q (863.796202 sec): 3 clusters Score: Raw -983498.536736 + Penalty 2964.561507 = -980533.975229 nChanged 58 SP:Iteration 15Q (863.863383 sec): 3 clusters Score: Raw -983514.251480 + Penalty 2964.561507 = -980549.689973 nChanged 44 SP:Iteration 16Q (863.926439 sec): 3 clusters Score: Raw -983525.176887 + Penalty 2964.561507 = -980560.615380 nChanged 39 SP:Iteration 17Q (863.986944 sec): 3 clusters Score: Raw -983536.761851 + Penalty 2964.561507 = -980572.200344 nChanged 35 SP:Iteration 18Q (864.047688 sec): 3 clusters Score: Raw -983546.643117 + Penalty 2964.561507 = -980582.081610 nChanged 38 SP:Iteration 19Q (864.112207 sec): 3 clusters Score: Raw -983557.312712 + Penalty 2964.561507 = -980592.751205 nChanged 41 SP:Iteration 20F (864.171665 sec): 3 clusters Score: Raw -983571.026057 + Penalty 2964.561507 = -980606.464550 nChanged 39 SP:Iteration 21Q (864.229783 sec): 3 clusters Score: Raw -983582.225029 + Penalty 2964.561507 = -980617.663522 nChanged 39 SP:Iteration 22Q (864.284440 sec): 3 clusters Score: Raw -983593.065261 + Penalty 2964.561507 = -980628.503754 nChanged 46 SP:Iteration 23Q (864.337990 sec): 3 clusters Score: Raw -983608.037444 + Penalty 2964.561507 = -980643.475937 nChanged 35 SP:Iteration 24Q (864.395626 sec): 3 clusters Score: Raw -983618.186525 + Penalty 2964.561507 = -980653.625019 nChanged 24 SP:Iteration 25Q (864.456280 sec): 3 clusters Score: Raw -983625.193826 + Penalty 2964.561507 = -980660.632319 nChanged 29 SP:Iteration 26Q (864.527870 sec): 3 clusters Score: Raw -983635.111716 + Penalty 2964.561507 = -980670.550209 nChanged 32 SP:Iteration 27Q (864.589474 sec): 3 clusters Score: Raw -983643.443890 + Penalty 2964.561507 = -980678.882383 nChanged 24 SP:Iteration 28Q (864.649436 sec): 3 clusters Score: Raw -983651.040194 + Penalty 2964.561507 = -980686.478688 nChanged 24 SP:Iteration 29Q (864.707161 sec): 3 clusters Score: Raw -983658.291677 + Penalty 2964.561507 = -980693.730170 nChanged 28 SP:Iteration 30Q (864.758369 sec): 3 clusters Score: Raw -983666.495858 + Penalty 2964.561507 = -980701.934351 nChanged 27 SP:Iteration 31Q (864.812051 sec): 3 clusters Score: Raw -983674.392760 + Penalty 2964.561507 = -980709.831253 nChanged 31 SP:Iteration 32Q (864.885219 sec): 3 clusters Score: Raw -983683.434624 + Penalty 2964.561507 = -980718.873117 nChanged 22 SP:Iteration 33Q (864.928347 sec): 3 clusters Score: Raw -983689.368187 + Penalty 2964.561507 = -980724.806680 nChanged 23 SP:Iteration 34Q (865.000385 sec): 3 clusters Score: Raw -983694.946672 + Penalty 2964.561507 = -980730.385165 nChanged 22 SP:Iteration 35Q (865.064025 sec): 3 clusters Score: Raw -983700.105910 + Penalty 2964.561507 = -980735.544403 nChanged 17 SP:Iteration 36Q (865.114372 sec): 3 clusters Score: Raw -983706.553751 + Penalty 2964.561507 = -980741.992244 nChanged 21 SP:Iteration 37Q (865.187695 sec): 3 clusters Score: Raw -983713.338424 + Penalty 2964.561507 = -980748.776917 nChanged 17 SP:Iteration 38Q (865.242056 sec): 3 clusters Score: Raw -983716.912768 + Penalty 2964.561507 = -980752.351261 nChanged 21 SP:Iteration 39Q (865.316194 sec): 3 clusters Score: Raw -983722.613020 + Penalty 2964.561507 = -980758.051513 nChanged 18 SP:Iteration 40F (865.381842 sec): 3 clusters Score: Raw -983727.877596 + Penalty 2964.561507 = -980763.316089 nChanged 20 SP:Iteration 41Q (865.438248 sec): 3 clusters Score: Raw -983733.512754 + Penalty 2964.561507 = -980768.951247 nChanged 16 SP:Iteration 42Q (865.496488 sec): 3 clusters Score: Raw -983737.057977 + Penalty 2964.561507 = -980772.496470 nChanged 14 SP:Iteration 43Q (865.557600 sec): 3 clusters Score: Raw -983739.575395 + Penalty 2964.561507 = -980775.013888 nChanged 6 SP:Iteration 44Q (865.618164 sec): 3 clusters Score: Raw -983740.875761 + Penalty 2964.561507 = -980776.314255 nChanged 3 SP:Iteration 45Q (865.681944 sec): 3 clusters Score: Raw -983741.564390 + Penalty 2964.561507 = -980777.002883 nChanged 2 SP:Iteration 46Q (865.747180 sec): 3 clusters Score: Raw -983741.822676 + Penalty 2964.561507 = -980777.261169 nChanged 4 SP:Iteration 47Q (865.805256 sec): 3 clusters Score: Raw -983742.387182 + Penalty 2964.561507 = -980777.825675 nChanged 2 SP:Iteration 48Q (865.866983 sec): 3 clusters Score: Raw -983742.808618 + Penalty 2964.561507 = -980778.247111 nChanged 0 SP:Iteration 49F (865.930424 sec): 3 clusters Score: Raw -983742.808618 + Penalty 2964.561507 = -980778.247111 nChanged 0 Trying to split cluster 2 (3254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (865.955430 sec): 2 clusters Score: Raw -348028.523356 + Penalty 1314.241547 = -346714.281809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (866.009340 sec): 3 clusters Score: Raw -346454.028641 + Penalty 2628.483094 = -343825.545548 nChanged 1269 SP:Iteration 1F (866.050712 sec): 3 clusters Score: Raw -347237.890709 + Penalty 2628.483094 = -344609.407616 nChanged 269 SP:Iteration 2F (866.103027 sec): 3 clusters Score: Raw -347418.870578 + Penalty 2628.483094 = -344790.387485 nChanged 191 SP:Iteration 3F (866.158142 sec): 3 clusters Score: Raw -347576.730927 + Penalty 2628.483094 = -344948.247833 nChanged 194 SP:Iteration 4F (866.211184 sec): 3 clusters Score: Raw -347744.797585 + Penalty 2628.483094 = -345116.314491 nChanged 162 SP:Iteration 5Q (866.267358 sec): 3 clusters Score: Raw -347887.191121 + Penalty 2628.483094 = -345258.708028 nChanged 139 SP:Iteration 6Q (866.312046 sec): 3 clusters Score: Raw -347999.720095 + Penalty 2628.483094 = -345371.237001 nChanged 113 SP:Iteration 7Q (866.361266 sec): 3 clusters Score: Raw -348079.804862 + Penalty 2628.483094 = -345451.321768 nChanged 85 SP:Iteration 8Q (866.407255 sec): 3 clusters Score: Raw -348146.736881 + Penalty 2628.483094 = -345518.253787 nChanged 75 SP:Iteration 9Q (866.469482 sec): 3 clusters Score: Raw -348192.074436 + Penalty 2628.483094 = -345563.591343 nChanged 51 SP:Iteration 10Q (866.516968 sec): 3 clusters Score: Raw -348221.135684 + Penalty 2628.483094 = -345592.652590 nChanged 38 SP:Iteration 11Q (866.570506 sec): 3 clusters Score: Raw -348241.234831 + Penalty 2628.483094 = -345612.751737 nChanged 28 SP:Iteration 12Q (866.624884 sec): 3 clusters Score: Raw -348255.692448 + Penalty 2628.483094 = -345627.209354 nChanged 19 SP:Iteration 13Q (866.671749 sec): 3 clusters Score: Raw -348264.540927 + Penalty 2628.483094 = -345636.057833 nChanged 19 SP:Iteration 14Q (866.727221 sec): 3 clusters Score: Raw -348270.726768 + Penalty 2628.483094 = -345642.243674 nChanged 13 SP:Iteration 15Q (866.773588 sec): 3 clusters Score: Raw -348275.900143 + Penalty 2628.483094 = -345647.417050 nChanged 12 SP:Iteration 16Q (866.832002 sec): 3 clusters Score: Raw -348279.164857 + Penalty 2628.483094 = -345650.681764 nChanged 7 SP:Iteration 17Q (866.879679 sec): 3 clusters Score: Raw -348281.384669 + Penalty 2628.483094 = -345652.901575 nChanged 2 SP:Iteration 18Q (866.920807 sec): 3 clusters Score: Raw -348281.778102 + Penalty 2628.483094 = -345653.295009 nChanged 1 SP:Iteration 19Q (866.967950 sec): 3 clusters Score: Raw -348281.916251 + Penalty 2628.483094 = -345653.433158 nChanged 1 SP:Iteration 20F (867.016661 sec): 3 clusters Score: Raw -348282.132709 + Penalty 2628.483094 = -345653.649615 nChanged 1 SP:Iteration 21Q (867.075813 sec): 3 clusters Score: Raw -348282.459257 + Penalty 2628.483094 = -345653.976164 nChanged 0 SP:Iteration 22F (867.117919 sec): 3 clusters Score: Raw -348282.459257 + Penalty 2628.483094 = -345653.976164 nChanged 0 Trying to split cluster 3 (3280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (867.150261 sec): 2 clusters Score: Raw -337243.944477 + Penalty 1315.534789 = -335928.409688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (867.209243 sec): 3 clusters Score: Raw -335642.576650 + Penalty 2631.069578 = -333011.507072 nChanged 1273 SP:Iteration 1F (867.262407 sec): 3 clusters Score: Raw -336403.103095 + Penalty 2631.069578 = -333772.033517 nChanged 271 SP:Iteration 2F (867.314287 sec): 3 clusters Score: Raw -336582.399146 + Penalty 2631.069578 = -333951.329568 nChanged 179 SP:Iteration 3F (867.364206 sec): 3 clusters Score: Raw -336712.486665 + Penalty 2631.069578 = -334081.417087 nChanged 159 SP:Iteration 4Q (867.408321 sec): 3 clusters Score: Raw -336844.165061 + Penalty 2631.069578 = -334213.095483 nChanged 165 SP:Iteration 5F (867.461927 sec): 3 clusters Score: Raw -337003.755084 + Penalty 2631.069578 = -334372.685506 nChanged 164 SP:Iteration 6Q (867.519461 sec): 3 clusters Score: Raw -337172.176728 + Penalty 2631.069578 = -334541.107150 nChanged 176 SP:Iteration 7F (867.573732 sec): 3 clusters Score: Raw -337326.139290 + Penalty 2631.069578 = -334695.069712 nChanged 153 SP:Iteration 8Q (867.624195 sec): 3 clusters Score: Raw -337440.891973 + Penalty 2631.069578 = -334809.822395 nChanged 118 SP:Iteration 9Q (867.676531 sec): 3 clusters Score: Raw -337532.009726 + Penalty 2631.069578 = -334900.940148 nChanged 97 SP:Iteration 10Q (867.730311 sec): 3 clusters Score: Raw -337601.220530 + Penalty 2631.069578 = -334970.150952 nChanged 84 SP:Iteration 11Q (867.771658 sec): 3 clusters Score: Raw -337663.748627 + Penalty 2631.069578 = -335032.679049 nChanged 73 SP:Iteration 12Q (867.824034 sec): 3 clusters Score: Raw -337716.401228 + Penalty 2631.069578 = -335085.331650 nChanged 56 SP:Iteration 13Q (867.878803 sec): 3 clusters Score: Raw -337756.826679 + Penalty 2631.069578 = -335125.757101 nChanged 48 SP:Iteration 14Q (867.926359 sec): 3 clusters Score: Raw -337786.085761 + Penalty 2631.069578 = -335155.016183 nChanged 36 SP:Iteration 15Q (867.986275 sec): 3 clusters Score: Raw -337808.112846 + Penalty 2631.069578 = -335177.043268 nChanged 27 SP:Iteration 16Q (868.023733 sec): 3 clusters Score: Raw -337819.832049 + Penalty 2631.069578 = -335188.762471 nChanged 17 SP:Iteration 17Q (868.073183 sec): 3 clusters Score: Raw -337827.609956 + Penalty 2631.069578 = -335196.540378 nChanged 16 SP:Iteration 18Q (868.128691 sec): 3 clusters Score: Raw -337837.811628 + Penalty 2631.069578 = -335206.742050 nChanged 17 SP:Iteration 19Q (868.174065 sec): 3 clusters Score: Raw -337846.658415 + Penalty 2631.069578 = -335215.588837 nChanged 13 SP:Iteration 20F (868.227219 sec): 3 clusters Score: Raw -337852.017117 + Penalty 2631.069578 = -335220.947539 nChanged 13 SP:Iteration 21Q (868.289664 sec): 3 clusters Score: Raw -337856.860474 + Penalty 2631.069578 = -335225.790896 nChanged 4 SP:Iteration 22Q (868.333607 sec): 3 clusters Score: Raw -337858.313507 + Penalty 2631.069578 = -335227.243929 nChanged 7 SP:Iteration 23Q (868.391547 sec): 3 clusters Score: Raw -337860.531683 + Penalty 2631.069578 = -335229.462105 nChanged 3 SP:Iteration 24Q (868.441163 sec): 3 clusters Score: Raw -337861.874361 + Penalty 2631.069578 = -335230.804783 nChanged 3 SP:Iteration 25Q (868.494904 sec): 3 clusters Score: Raw -337863.663089 + Penalty 2631.069578 = -335232.593511 nChanged 6 SP:Iteration 26Q (868.539575 sec): 3 clusters Score: Raw -337867.466199 + Penalty 2631.069578 = -335236.396621 nChanged 7 SP:Iteration 27Q (868.601773 sec): 3 clusters Score: Raw -337870.823355 + Penalty 2631.069578 = -335239.753778 nChanged 10 SP:Iteration 28Q (868.656006 sec): 3 clusters Score: Raw -337873.697515 + Penalty 2631.069578 = -335242.627938 nChanged 4 SP:Iteration 29Q (868.696356 sec): 3 clusters Score: Raw -337876.481510 + Penalty 2631.069578 = -335245.411932 nChanged 6 SP:Iteration 30Q (868.745290 sec): 3 clusters Score: Raw -337879.352716 + Penalty 2631.069578 = -335248.283138 nChanged 7 SP:Iteration 31Q (868.792933 sec): 3 clusters Score: Raw -337882.173071 + Penalty 2631.069578 = -335251.103493 nChanged 6 SP:Iteration 32Q (868.840820 sec): 3 clusters Score: Raw -337884.325972 + Penalty 2631.069578 = -335253.256394 nChanged 6 SP:Iteration 33Q (868.888730 sec): 3 clusters Score: Raw -337885.934574 + Penalty 2631.069578 = -335254.864996 nChanged 5 SP:Iteration 34Q (868.940259 sec): 3 clusters Score: Raw -337887.168657 + Penalty 2631.069578 = -335256.099079 nChanged 4 SP:Iteration 35Q (868.985679 sec): 3 clusters Score: Raw -337888.759052 + Penalty 2631.069578 = -335257.689474 nChanged 3 SP:Iteration 36Q (869.037301 sec): 3 clusters Score: Raw -337890.388720 + Penalty 2631.069578 = -335259.319142 nChanged 5 SP:Iteration 37Q (869.093786 sec): 3 clusters Score: Raw -337892.173213 + Penalty 2631.069578 = -335261.103635 nChanged 5 SP:Iteration 38Q (869.148737 sec): 3 clusters Score: Raw -337893.792869 + Penalty 2631.069578 = -335262.723291 nChanged 2 SP:Iteration 39Q (869.196559 sec): 3 clusters Score: Raw -337894.427279 + Penalty 2631.069578 = -335263.357701 nChanged 4 SP:Iteration 40F (869.259003 sec): 3 clusters Score: Raw -337896.405793 + Penalty 2631.069578 = -335265.336215 nChanged 5 SP:Iteration 41Q (869.309688 sec): 3 clusters Score: Raw -337899.535916 + Penalty 2631.069578 = -335268.466338 nChanged 9 SP:Iteration 42Q (869.358034 sec): 3 clusters Score: Raw -337903.095865 + Penalty 2631.069578 = -335272.026287 nChanged 4 SP:Iteration 43Q (869.408782 sec): 3 clusters Score: Raw -337905.667015 + Penalty 2631.069578 = -335274.597437 nChanged 6 SP:Iteration 44Q (869.449839 sec): 3 clusters Score: Raw -337908.562371 + Penalty 2631.069578 = -335277.492794 nChanged 6 SP:Iteration 45Q (869.505563 sec): 3 clusters Score: Raw -337910.311343 + Penalty 2631.069578 = -335279.241765 nChanged 6 SP:Iteration 46Q (869.553243 sec): 3 clusters Score: Raw -337912.695731 + Penalty 2631.069578 = -335281.626153 nChanged 6 SP:Iteration 47Q (869.603295 sec): 3 clusters Score: Raw -337914.650337 + Penalty 2631.069578 = -335283.580759 nChanged 1 SP:Iteration 48Q (869.641863 sec): 3 clusters Score: Raw -337914.785271 + Penalty 2631.069578 = -335283.715693 nChanged 0 SP:Iteration 49F (869.692677 sec): 3 clusters Score: Raw -337914.785271 + Penalty 2631.069578 = -335283.715693 nChanged 0 Trying to split cluster 4 (15835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (869.738179 sec): 2 clusters Score: Raw -1707077.381869 + Penalty 1571.371418 = -1705506.010451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (869.805663 sec): 3 clusters Score: Raw -1697759.163160 + Penalty 3142.742837 = -1694616.420323 nChanged 7003 SP:Iteration 1F (869.871008 sec): 3 clusters Score: Raw -1701536.605066 + Penalty 3142.742837 = -1698393.862229 nChanged 851 SP:Iteration 2F (869.949853 sec): 3 clusters Score: Raw -1701879.719494 + Penalty 3142.742837 = -1698736.976657 nChanged 819 SP:Iteration 3F (870.014901 sec): 3 clusters Score: Raw -1702194.760755 + Penalty 3142.742837 = -1699052.017918 nChanged 755 SP:Iteration 4Q (870.086319 sec): 3 clusters Score: Raw -1702524.249950 + Penalty 3142.742837 = -1699381.507114 nChanged 759 SP:Iteration 5Q (870.159330 sec): 3 clusters Score: Raw -1702867.381110 + Penalty 3142.742837 = -1699724.638273 nChanged 750 SP:Iteration 6Q (870.238466 sec): 3 clusters Score: Raw -1703239.984705 + Penalty 3142.742837 = -1700097.241868 nChanged 731 SP:Iteration 7Q (870.305327 sec): 3 clusters Score: Raw -1703621.030877 + Penalty 3142.742837 = -1700478.288040 nChanged 758 SP:Iteration 8Q (870.370943 sec): 3 clusters Score: Raw -1704071.815369 + Penalty 3142.742837 = -1700929.072532 nChanged 728 SP:Iteration 9Q (870.437930 sec): 3 clusters Score: Raw -1704539.842797 + Penalty 3142.742837 = -1701397.099960 nChanged 707 SP:Iteration 10Q (870.516079 sec): 3 clusters Score: Raw -1705018.005550 + Penalty 3142.742837 = -1701875.262713 nChanged 647 SP:Iteration 11Q (870.580119 sec): 3 clusters Score: Raw -1705449.324736 + Penalty 3142.742837 = -1702306.581900 nChanged 539 SP:Iteration 12Q (870.655830 sec): 3 clusters Score: Raw -1705773.023244 + Penalty 3142.742837 = -1702630.280407 nChanged 442 SP:Iteration 13Q (870.723843 sec): 3 clusters Score: Raw -1706019.025342 + Penalty 3142.742837 = -1702876.282505 nChanged 308 SP:Iteration 14Q (870.789270 sec): 3 clusters Score: Raw -1706175.647866 + Penalty 3142.742837 = -1703032.905030 nChanged 273 SP:Iteration 15Q (870.864988 sec): 3 clusters Score: Raw -1706310.710123 + Penalty 3142.742837 = -1703167.967286 nChanged 240 SP:Iteration 16Q (870.935367 sec): 3 clusters Score: Raw -1706434.338107 + Penalty 3142.742837 = -1703291.595271 nChanged 231 SP:Iteration 17Q (871.004377 sec): 3 clusters Score: Raw -1706545.940258 + Penalty 3142.742837 = -1703403.197421 nChanged 208 SP:Iteration 18Q (871.065077 sec): 3 clusters Score: Raw -1706631.009856 + Penalty 3142.742837 = -1703488.267019 nChanged 174 SP:Iteration 19Q (871.138375 sec): 3 clusters Score: Raw -1706697.164393 + Penalty 3142.742837 = -1703554.421556 nChanged 157 SP:Iteration 20F (871.201806 sec): 3 clusters Score: Raw -1706762.996912 + Penalty 3142.742837 = -1703620.254075 nChanged 171 SP:Iteration 21Q (871.272696 sec): 3 clusters Score: Raw -1706837.236112 + Penalty 3142.742837 = -1703694.493276 nChanged 151 SP:Iteration 22Q (871.342660 sec): 3 clusters Score: Raw -1706906.338688 + Penalty 3142.742837 = -1703763.595852 nChanged 137 SP:Iteration 23Q (871.422101 sec): 3 clusters Score: Raw -1706975.401621 + Penalty 3142.742837 = -1703832.658785 nChanged 147 SP:Iteration 24Q (871.485314 sec): 3 clusters Score: Raw -1707044.186470 + Penalty 3142.742837 = -1703901.443634 nChanged 123 SP:Iteration 25Q (871.564076 sec): 3 clusters Score: Raw -1707095.780434 + Penalty 3142.742837 = -1703953.037598 nChanged 101 SP:Iteration 26Q (871.629953 sec): 3 clusters Score: Raw -1707133.020979 + Penalty 3142.742837 = -1703990.278143 nChanged 86 SP:Iteration 27Q (871.700068 sec): 3 clusters Score: Raw -1707169.698497 + Penalty 3142.742837 = -1704026.955661 nChanged 95 SP:Iteration 28Q (871.771382 sec): 3 clusters Score: Raw -1707206.050773 + Penalty 3142.742837 = -1704063.307936 nChanged 74 SP:Iteration 29Q (871.831663 sec): 3 clusters Score: Raw -1707234.066632 + Penalty 3142.742837 = -1704091.323796 nChanged 62 SP:Iteration 30Q (871.901735 sec): 3 clusters Score: Raw -1707253.741568 + Penalty 3142.742837 = -1704110.998731 nChanged 60 SP:Iteration 31Q (871.976154 sec): 3 clusters Score: Raw -1707273.955678 + Penalty 3142.742837 = -1704131.212841 nChanged 52 SP:Iteration 32Q (872.037791 sec): 3 clusters Score: Raw -1707290.169918 + Penalty 3142.742837 = -1704147.427081 nChanged 55 SP:Iteration 33Q (872.105993 sec): 3 clusters Score: Raw -1707309.307840 + Penalty 3142.742837 = -1704166.565003 nChanged 57 SP:Iteration 34Q (872.181125 sec): 3 clusters Score: Raw -1707332.427482 + Penalty 3142.742837 = -1704189.684646 nChanged 57 SP:Iteration 35Q (872.251806 sec): 3 clusters Score: Raw -1707355.394394 + Penalty 3142.742837 = -1704212.651557 nChanged 52 SP:Iteration 36Q (872.322334 sec): 3 clusters Score: Raw -1707373.865329 + Penalty 3142.742837 = -1704231.122493 nChanged 43 SP:Iteration 37Q (872.388161 sec): 3 clusters Score: Raw -1707390.490015 + Penalty 3142.742837 = -1704247.747178 nChanged 41 SP:Iteration 38Q (872.459238 sec): 3 clusters Score: Raw -1707405.475294 + Penalty 3142.742837 = -1704262.732458 nChanged 31 SP:Iteration 39Q (872.524516 sec): 3 clusters Score: Raw -1707414.032757 + Penalty 3142.742837 = -1704271.289921 nChanged 24 SP:Iteration 40F (872.591989 sec): 3 clusters Score: Raw -1707420.120606 + Penalty 3142.742837 = -1704277.377769 nChanged 23 SP:Iteration 41Q (872.659242 sec): 3 clusters Score: Raw -1707427.421507 + Penalty 3142.742837 = -1704284.678671 nChanged 24 SP:Iteration 42Q (872.735928 sec): 3 clusters Score: Raw -1707433.052770 + Penalty 3142.742837 = -1704290.309934 nChanged 14 SP:Iteration 43Q (872.800379 sec): 3 clusters Score: Raw -1707436.559626 + Penalty 3142.742837 = -1704293.816790 nChanged 12 SP:Iteration 44Q (872.868438 sec): 3 clusters Score: Raw -1707438.922437 + Penalty 3142.742837 = -1704296.179600 nChanged 10 SP:Iteration 45Q (872.935028 sec): 3 clusters Score: Raw -1707441.434150 + Penalty 3142.742837 = -1704298.691314 nChanged 11 SP:Iteration 46Q (873.009184 sec): 3 clusters Score: Raw -1707443.717840 + Penalty 3142.742837 = -1704300.975003 nChanged 6 SP:Iteration 47Q (873.078711 sec): 3 clusters Score: Raw -1707445.253508 + Penalty 3142.742837 = -1704302.510671 nChanged 4 SP:Iteration 48Q (873.148142 sec): 3 clusters Score: Raw -1707446.347762 + Penalty 3142.742837 = -1704303.604925 nChanged 6 SP:Iteration 49Q (873.214048 sec): 3 clusters Score: Raw -1707447.597737 + Penalty 3142.742837 = -1704304.854900 nChanged 8 SP:Iteration 50Q (873.279033 sec): 3 clusters Score: Raw -1707448.986449 + Penalty 3142.742837 = -1704306.243612 nChanged 6 SP:Iteration 51Q (873.349234 sec): 3 clusters Score: Raw -1707450.247939 + Penalty 3142.742837 = -1704307.505102 nChanged 6 SP:Iteration 52Q (873.420819 sec): 3 clusters Score: Raw -1707451.276058 + Penalty 3142.742837 = -1704308.533221 nChanged 5 SP:Iteration 53Q (873.488753 sec): 3 clusters Score: Raw -1707452.159156 + Penalty 3142.742837 = -1704309.416319 nChanged 7 SP:Iteration 54Q (873.558850 sec): 3 clusters Score: Raw -1707453.757038 + Penalty 3142.742837 = -1704311.014202 nChanged 6 SP:Iteration 55Q (873.626352 sec): 3 clusters Score: Raw -1707455.162141 + Penalty 3142.742837 = -1704312.419304 nChanged 8 SP:Iteration 56Q (873.692648 sec): 3 clusters Score: Raw -1707457.064395 + Penalty 3142.742837 = -1704314.321558 nChanged 8 SP:Iteration 57Q (873.759487 sec): 3 clusters Score: Raw -1707458.841619 + Penalty 3142.742837 = -1704316.098783 nChanged 7 SP:Iteration 58Q (873.825591 sec): 3 clusters Score: Raw -1707460.775175 + Penalty 3142.742837 = -1704318.032338 nChanged 10 SP:Iteration 59Q (873.888810 sec): 3 clusters Score: Raw -1707463.080267 + Penalty 3142.742837 = -1704320.337430 nChanged 5 SP:Iteration 60F (873.972069 sec): 3 clusters Score: Raw -1707464.734909 + Penalty 3142.742837 = -1704321.992073 nChanged 8 SP:Iteration 61Q (874.040342 sec): 3 clusters Score: Raw -1707466.824859 + Penalty 3142.742837 = -1704324.082022 nChanged 6 SP:Iteration 62Q (874.108542 sec): 3 clusters Score: Raw -1707468.815603 + Penalty 3142.742837 = -1704326.072766 nChanged 10 SP:Iteration 63Q (874.179821 sec): 3 clusters Score: Raw -1707472.256414 + Penalty 3142.742837 = -1704329.513578 nChanged 14 SP:Iteration 64Q (874.250654 sec): 3 clusters Score: Raw -1707475.357108 + Penalty 3142.742837 = -1704332.614272 nChanged 5 SP:Iteration 65Q (874.314744 sec): 3 clusters Score: Raw -1707476.550569 + Penalty 3142.742837 = -1704333.807733 nChanged 3 SP:Iteration 66Q (874.376815 sec): 3 clusters Score: Raw -1707476.996522 + Penalty 3142.742837 = -1704334.253685 nChanged 1 SP:Iteration 67Q (874.444759 sec): 3 clusters Score: Raw -1707477.114898 + Penalty 3142.742837 = -1704334.372061 nChanged 1 SP:Iteration 68Q (874.521496 sec): 3 clusters Score: Raw -1707477.231113 + Penalty 3142.742837 = -1704334.488276 nChanged 1 SP:Iteration 69Q (874.586178 sec): 3 clusters Score: Raw -1707477.312518 + Penalty 3142.742837 = -1704334.569682 nChanged 0 SP:Iteration 70F (874.657154 sec): 3 clusters Score: Raw -1707477.312518 + Penalty 3142.742837 = -1704334.569682 nChanged 0 Trying to split cluster 5 (9538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (874.698630 sec): 2 clusters Score: Raw -1012150.922121 + Penalty 1488.993854 = -1010661.928268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (874.754661 sec): 3 clusters Score: Raw -1006757.006612 + Penalty 2977.987707 = -1003779.018904 nChanged 4078 SP:Iteration 1F (874.816096 sec): 3 clusters Score: Raw -1009007.443813 + Penalty 2977.987707 = -1006029.456106 nChanged 638 SP:Iteration 2F (874.881956 sec): 3 clusters Score: Raw -1009315.777565 + Penalty 2977.987707 = -1006337.789858 nChanged 558 SP:Iteration 3F (874.935657 sec): 3 clusters Score: Raw -1009613.276060 + Penalty 2977.987707 = -1006635.288353 nChanged 497 SP:Iteration 4F (874.998148 sec): 3 clusters Score: Raw -1009875.873611 + Penalty 2977.987707 = -1006897.885904 nChanged 470 SP:Iteration 5Q (875.073054 sec): 3 clusters Score: Raw -1010153.746168 + Penalty 2977.987707 = -1007175.758461 nChanged 460 SP:Iteration 6Q (875.132212 sec): 3 clusters Score: Raw -1010458.162435 + Penalty 2977.987707 = -1007480.174728 nChanged 442 SP:Iteration 7Q (875.193860 sec): 3 clusters Score: Raw -1010778.398401 + Penalty 2977.987707 = -1007800.410693 nChanged 459 SP:Iteration 8Q (875.260155 sec): 3 clusters Score: Raw -1011105.955447 + Penalty 2977.987707 = -1008127.967740 nChanged 441 SP:Iteration 9Q (875.325683 sec): 3 clusters Score: Raw -1011405.810343 + Penalty 2977.987707 = -1008427.822636 nChanged 435 SP:Iteration 10Q (875.385308 sec): 3 clusters Score: Raw -1011690.652050 + Penalty 2977.987707 = -1008712.664343 nChanged 388 SP:Iteration 11Q (875.450896 sec): 3 clusters Score: Raw -1011920.384896 + Penalty 2977.987707 = -1008942.397189 nChanged 316 SP:Iteration 12Q (875.503962 sec): 3 clusters Score: Raw -1012095.307964 + Penalty 2977.987707 = -1009117.320256 nChanged 268 SP:Iteration 13Q (875.577138 sec): 3 clusters Score: Raw -1012239.837775 + Penalty 2977.987707 = -1009261.850068 nChanged 224 SP:Iteration 14Q (875.627631 sec): 3 clusters Score: Raw -1012353.008642 + Penalty 2977.987707 = -1009375.020935 nChanged 218 SP:Iteration 15Q (875.700782 sec): 3 clusters Score: Raw -1012466.901772 + Penalty 2977.987707 = -1009488.914065 nChanged 179 SP:Iteration 16Q (875.761307 sec): 3 clusters Score: Raw -1012560.657551 + Penalty 2977.987707 = -1009582.669844 nChanged 153 SP:Iteration 17Q (875.827817 sec): 3 clusters Score: Raw -1012651.504054 + Penalty 2977.987707 = -1009673.516347 nChanged 136 SP:Iteration 18Q (875.879162 sec): 3 clusters Score: Raw -1012750.153384 + Penalty 2977.987707 = -1009772.165677 nChanged 148 SP:Iteration 19Q (875.950935 sec): 3 clusters Score: Raw -1012866.935058 + Penalty 2977.987707 = -1009888.947351 nChanged 147 SP:Iteration 20F (876.012381 sec): 3 clusters Score: Raw -1013027.984394 + Penalty 2977.987707 = -1010049.996687 nChanged 144 SP:Iteration 21Q (876.075348 sec): 3 clusters Score: Raw -1013207.403838 + Penalty 2977.987707 = -1010229.416131 nChanged 146 SP:Iteration 22Q (876.129347 sec): 3 clusters Score: Raw -1013376.075153 + Penalty 2977.987707 = -1010398.087446 nChanged 104 SP:Iteration 23Q (876.184376 sec): 3 clusters Score: Raw -1013466.769526 + Penalty 2977.987707 = -1010488.781819 nChanged 75 SP:Iteration 24Q (876.253130 sec): 3 clusters Score: Raw -1013511.457242 + Penalty 2977.987707 = -1010533.469535 nChanged 46 SP:Iteration 25Q (876.308276 sec): 3 clusters Score: Raw -1013530.780230 + Penalty 2977.987707 = -1010552.792523 nChanged 35 SP:Iteration 26Q (876.360519 sec): 3 clusters Score: Raw -1013541.772625 + Penalty 2977.987707 = -1010563.784918 nChanged 20 SP:Iteration 27Q (876.422849 sec): 3 clusters Score: Raw -1013546.478307 + Penalty 2977.987707 = -1010568.490600 nChanged 12 SP:Iteration 28Q (876.476914 sec): 3 clusters Score: Raw -1013550.231582 + Penalty 2977.987707 = -1010572.243875 nChanged 10 SP:Iteration 29Q (876.542146 sec): 3 clusters Score: Raw -1013552.106429 + Penalty 2977.987707 = -1010574.118722 nChanged 7 SP:Iteration 30Q (876.597987 sec): 3 clusters Score: Raw -1013553.339637 + Penalty 2977.987707 = -1010575.351930 nChanged 10 SP:Iteration 31Q (876.657964 sec): 3 clusters Score: Raw -1013555.656114 + Penalty 2977.987707 = -1010577.668407 nChanged 9 SP:Iteration 32Q (876.717610 sec): 3 clusters Score: Raw -1013558.609509 + Penalty 2977.987707 = -1010580.621802 nChanged 7 SP:Iteration 33Q (876.778607 sec): 3 clusters Score: Raw -1013559.893028 + Penalty 2977.987707 = -1010581.905321 nChanged 4 SP:Iteration 34Q (876.826121 sec): 3 clusters Score: Raw -1013560.797126 + Penalty 2977.987707 = -1010582.809419 nChanged 1 SP:Iteration 35Q (876.898478 sec): 3 clusters Score: Raw -1013561.700265 + Penalty 2977.987707 = -1010583.712557 nChanged 2 SP:Iteration 36Q (876.948287 sec): 3 clusters Score: Raw -1013562.173567 + Penalty 2977.987707 = -1010584.185860 nChanged 3 SP:Iteration 37Q (877.016505 sec): 3 clusters Score: Raw -1013562.687705 + Penalty 2977.987707 = -1010584.699997 nChanged 2 SP:Iteration 38Q (877.073547 sec): 3 clusters Score: Raw -1013562.957493 + Penalty 2977.987707 = -1010584.969786 nChanged 1 SP:Iteration 39Q (877.131353 sec): 3 clusters Score: Raw -1013563.064482 + Penalty 2977.987707 = -1010585.076774 nChanged 0 SP:Iteration 40F (877.187165 sec): 3 clusters Score: Raw -1013563.064482 + Penalty 2977.987707 = -1010585.076774 nChanged 0 Trying to split cluster 6 (6499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (877.224611 sec): 2 clusters Score: Raw -621817.074280 + Penalty 1426.653085 = -620390.421195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (877.273422 sec): 3 clusters Score: Raw -618309.485679 + Penalty 2853.306169 = -615456.179510 nChanged 2745 SP:Iteration 1F (877.327229 sec): 3 clusters Score: Raw -619794.176555 + Penalty 2853.306169 = -616940.870385 nChanged 514 SP:Iteration 2F (877.393537 sec): 3 clusters Score: Raw -620094.438070 + Penalty 2853.306169 = -617241.131900 nChanged 416 SP:Iteration 3F (877.443854 sec): 3 clusters Score: Raw -620352.022464 + Penalty 2853.306169 = -617498.716295 nChanged 356 SP:Iteration 4F (877.510794 sec): 3 clusters Score: Raw -620608.230177 + Penalty 2853.306169 = -617754.924008 nChanged 367 SP:Iteration 5F (877.569076 sec): 3 clusters Score: Raw -620911.989866 + Penalty 2853.306169 = -618058.683697 nChanged 424 SP:Iteration 6F (877.611522 sec): 3 clusters Score: Raw -621269.351111 + Penalty 2853.306169 = -618416.044942 nChanged 431 SP:Iteration 7F (877.665927 sec): 3 clusters Score: Raw -621640.793931 + Penalty 2853.306169 = -618787.487762 nChanged 390 SP:Iteration 8F (877.723289 sec): 3 clusters Score: Raw -621970.647967 + Penalty 2853.306169 = -619117.341798 nChanged 331 SP:Iteration 9F (877.787307 sec): 3 clusters Score: Raw -622195.832814 + Penalty 2853.306169 = -619342.526645 nChanged 260 SP:Iteration 10Q (877.841412 sec): 3 clusters Score: Raw -622355.468889 + Penalty 2853.306169 = -619502.162720 nChanged 189 SP:Iteration 11Q (877.900915 sec): 3 clusters Score: Raw -622462.148785 + Penalty 2853.306169 = -619608.842616 nChanged 136 SP:Iteration 12Q (877.948937 sec): 3 clusters Score: Raw -622526.749420 + Penalty 2853.306169 = -619673.443251 nChanged 108 SP:Iteration 13Q (878.003520 sec): 3 clusters Score: Raw -622573.547921 + Penalty 2853.306169 = -619720.241752 nChanged 91 SP:Iteration 14Q (878.055880 sec): 3 clusters Score: Raw -622605.208840 + Penalty 2853.306169 = -619751.902671 nChanged 59 SP:Iteration 15Q (878.104926 sec): 3 clusters Score: Raw -622624.584621 + Penalty 2853.306169 = -619771.278452 nChanged 57 SP:Iteration 16Q (878.158310 sec): 3 clusters Score: Raw -622641.768252 + Penalty 2853.306169 = -619788.462083 nChanged 49 SP:Iteration 17Q (878.205517 sec): 3 clusters Score: Raw -622658.045855 + Penalty 2853.306169 = -619804.739686 nChanged 41 SP:Iteration 18Q (878.267153 sec): 3 clusters Score: Raw -622675.305448 + Penalty 2853.306169 = -619821.999279 nChanged 41 SP:Iteration 19Q (878.312767 sec): 3 clusters Score: Raw -622688.939632 + Penalty 2853.306169 = -619835.633463 nChanged 27 SP:Iteration 20F (878.368470 sec): 3 clusters Score: Raw -622697.564070 + Penalty 2853.306169 = -619844.257901 nChanged 21 SP:Iteration 21Q (878.426764 sec): 3 clusters Score: Raw -622703.663080 + Penalty 2853.306169 = -619850.356911 nChanged 21 SP:Iteration 22Q (878.469243 sec): 3 clusters Score: Raw -622710.209013 + Penalty 2853.306169 = -619856.902843 nChanged 22 SP:Iteration 23Q (878.529586 sec): 3 clusters Score: Raw -622715.152621 + Penalty 2853.306169 = -619861.846452 nChanged 15 SP:Iteration 24Q (878.575881 sec): 3 clusters Score: Raw -622719.549340 + Penalty 2853.306169 = -619866.243170 nChanged 13 SP:Iteration 25Q (878.640683 sec): 3 clusters Score: Raw -622722.698656 + Penalty 2853.306169 = -619869.392487 nChanged 17 SP:Iteration 26Q (878.682737 sec): 3 clusters Score: Raw -622725.674364 + Penalty 2853.306169 = -619872.368195 nChanged 9 SP:Iteration 27Q (878.726714 sec): 3 clusters Score: Raw -622727.280575 + Penalty 2853.306169 = -619873.974405 nChanged 9 SP:Iteration 28Q (878.780595 sec): 3 clusters Score: Raw -622728.819230 + Penalty 2853.306169 = -619875.513060 nChanged 11 SP:Iteration 29Q (878.835138 sec): 3 clusters Score: Raw -622730.750898 + Penalty 2853.306169 = -619877.444729 nChanged 10 SP:Iteration 30Q (878.881693 sec): 3 clusters Score: Raw -622733.117800 + Penalty 2853.306169 = -619879.811630 nChanged 10 SP:Iteration 31Q (878.943457 sec): 3 clusters Score: Raw -622735.250177 + Penalty 2853.306169 = -619881.944008 nChanged 9 SP:Iteration 32Q (879.006590 sec): 3 clusters Score: Raw -622737.777907 + Penalty 2853.306169 = -619884.471738 nChanged 9 SP:Iteration 33Q (879.054655 sec): 3 clusters Score: Raw -622739.534629 + Penalty 2853.306169 = -619886.228460 nChanged 4 SP:Iteration 34Q (879.126753 sec): 3 clusters Score: Raw -622739.979044 + Penalty 2853.306169 = -619886.672875 nChanged 3 SP:Iteration 35Q (879.181306 sec): 3 clusters Score: Raw -622740.320717 + Penalty 2853.306169 = -619887.014548 nChanged 2 SP:Iteration 36Q (879.233252 sec): 3 clusters Score: Raw -622740.538047 + Penalty 2853.306169 = -619887.231878 nChanged 1 SP:Iteration 37Q (879.293684 sec): 3 clusters Score: Raw -622740.735289 + Penalty 2853.306169 = -619887.429119 nChanged 3 SP:Iteration 38Q (879.353333 sec): 3 clusters Score: Raw -622741.571556 + Penalty 2853.306169 = -619888.265387 nChanged 4 SP:Iteration 39Q (879.421609 sec): 3 clusters Score: Raw -622742.326509 + Penalty 2853.306169 = -619889.020340 nChanged 1 SP:Iteration 40F (879.471663 sec): 3 clusters Score: Raw -622742.398670 + Penalty 2853.306169 = -619889.092501 nChanged 1 SP:Iteration 41Q (879.535083 sec): 3 clusters Score: Raw -622742.502753 + Penalty 2853.306169 = -619889.196584 nChanged 0 SP:Iteration 42F (879.602795 sec): 3 clusters Score: Raw -622742.502753 + Penalty 2853.306169 = -619889.196584 nChanged 0 Trying to split cluster 7 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (879.617708 sec): 2 clusters Score: Raw -38030.000379 + Penalty 983.081686 = -37046.918692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (879.674302 sec): 3 clusters Score: Raw -38008.774169 + Penalty 1966.163373 = -36042.610796 nChanged 93 SP:Iteration 1F (879.714194 sec): 3 clusters Score: Raw -38191.432072 + Penalty 1966.163373 = -36225.268699 nChanged 30 SP:Iteration 2F (879.773738 sec): 3 clusters Score: Raw -38268.783244 + Penalty 1966.163373 = -36302.619871 nChanged 19 SP:Iteration 3Q (879.819854 sec): 3 clusters Score: Raw -38350.088824 + Penalty 1966.163373 = -36383.925451 nChanged 22 SP:Iteration 4F (879.873427 sec): 3 clusters Score: Raw -38446.731221 + Penalty 1966.163373 = -36480.567848 nChanged 28 SP:Iteration 5F (879.917181 sec): 3 clusters Score: Raw -38565.283401 + Penalty 1966.163373 = -36599.120028 nChanged 20 SP:Iteration 6Q (879.953990 sec): 3 clusters Score: Raw -38658.741123 + Penalty 1966.163373 = -36692.577750 nChanged 18 SP:Iteration 7Q (880.009624 sec): 3 clusters Score: Raw -38778.890489 + Penalty 1966.163373 = -36812.727116 nChanged 11 SP:Iteration 8Q (880.057761 sec): 3 clusters Score: Raw -38827.495741 + Penalty 1966.163373 = -36861.332368 nChanged 7 SP:Iteration 9Q (880.099598 sec): 3 clusters Score: Raw -38844.234832 + Penalty 1966.163373 = -36878.071459 nChanged 5 SP:Iteration 10Q (880.152446 sec): 3 clusters Score: Raw -38862.128219 + Penalty 1966.163373 = -36895.964846 nChanged 4 SP:Iteration 11Q (880.200608 sec): 3 clusters Score: Raw -38872.994647 + Penalty 1966.163373 = -36906.831274 nChanged 1 SP:Iteration 12Q (880.246596 sec): 3 clusters Score: Raw -38875.941853 + Penalty 1966.163373 = -36909.778480 nChanged 0 SP:Iteration 13F (880.292181 sec): 3 clusters Score: Raw -38875.941853 + Penalty 1966.163373 = -36909.778480 nChanged 0 Trying to split cluster 8 (2498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (880.316396 sec): 2 clusters Score: Raw -268654.841719 + Penalty 1271.277425 = -267383.564294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (880.374686 sec): 3 clusters Score: Raw -267510.597942 + Penalty 2542.554849 = -264968.043092 nChanged 928 SP:Iteration 1F (880.413128 sec): 3 clusters Score: Raw -268065.744697 + Penalty 2542.554849 = -265523.189848 nChanged 190 SP:Iteration 2F (880.461244 sec): 3 clusters Score: Raw -268194.803197 + Penalty 2542.554849 = -265652.248348 nChanged 120 SP:Iteration 3Q (880.522372 sec): 3 clusters Score: Raw -268272.718399 + Penalty 2542.554849 = -265730.163550 nChanged 93 SP:Iteration 4Q (880.571581 sec): 3 clusters Score: Raw -268326.129533 + Penalty 2542.554849 = -265783.574684 nChanged 68 SP:Iteration 5Q (880.621189 sec): 3 clusters Score: Raw -268366.103569 + Penalty 2542.554849 = -265823.548719 nChanged 56 SP:Iteration 6Q (880.670952 sec): 3 clusters Score: Raw -268398.777362 + Penalty 2542.554849 = -265856.222513 nChanged 57 SP:Iteration 7Q (880.724045 sec): 3 clusters Score: Raw -268429.525457 + Penalty 2542.554849 = -265886.970607 nChanged 45 SP:Iteration 8Q (880.772861 sec): 3 clusters Score: Raw -268454.231266 + Penalty 2542.554849 = -265911.676417 nChanged 40 SP:Iteration 9Q (880.813841 sec): 3 clusters Score: Raw -268476.666260 + Penalty 2542.554849 = -265934.111410 nChanged 46 SP:Iteration 10Q (880.873271 sec): 3 clusters Score: Raw -268508.597716 + Penalty 2542.554849 = -265966.042867 nChanged 46 SP:Iteration 11Q (880.917397 sec): 3 clusters Score: Raw -268535.551029 + Penalty 2542.554849 = -265992.996180 nChanged 44 SP:Iteration 12Q (880.972722 sec): 3 clusters Score: Raw -268561.026677 + Penalty 2542.554849 = -266018.471828 nChanged 42 SP:Iteration 13Q (881.014853 sec): 3 clusters Score: Raw -268585.119726 + Penalty 2542.554849 = -266042.564877 nChanged 46 SP:Iteration 14Q (881.074847 sec): 3 clusters Score: Raw -268613.707789 + Penalty 2542.554849 = -266071.152939 nChanged 41 SP:Iteration 15Q (881.125289 sec): 3 clusters Score: Raw -268640.259567 + Penalty 2542.554849 = -266097.704718 nChanged 36 SP:Iteration 16Q (881.183332 sec): 3 clusters Score: Raw -268657.909645 + Penalty 2542.554849 = -266115.354795 nChanged 23 SP:Iteration 17Q (881.231582 sec): 3 clusters Score: Raw -268668.966410 + Penalty 2542.554849 = -266126.411561 nChanged 19 SP:Iteration 18Q (881.277774 sec): 3 clusters Score: Raw -268678.405869 + Penalty 2542.554849 = -266135.851020 nChanged 16 SP:Iteration 19Q (881.321332 sec): 3 clusters Score: Raw -268686.890229 + Penalty 2542.554849 = -266144.335379 nChanged 21 SP:Iteration 20F (881.372926 sec): 3 clusters Score: Raw -268696.935292 + Penalty 2542.554849 = -266154.380443 nChanged 22 SP:Iteration 21Q (881.415423 sec): 3 clusters Score: Raw -268707.347972 + Penalty 2542.554849 = -266164.793123 nChanged 22 SP:Iteration 22Q (881.462802 sec): 3 clusters Score: Raw -268719.015281 + Penalty 2542.554849 = -266176.460432 nChanged 17 SP:Iteration 23Q (881.512099 sec): 3 clusters Score: Raw -268728.621758 + Penalty 2542.554849 = -266186.066908 nChanged 15 SP:Iteration 24Q (881.563680 sec): 3 clusters Score: Raw -268737.126177 + Penalty 2542.554849 = -266194.571328 nChanged 14 SP:Iteration 25Q (881.617466 sec): 3 clusters Score: Raw -268745.241956 + Penalty 2542.554849 = -266202.687107 nChanged 10 SP:Iteration 26Q (881.655041 sec): 3 clusters Score: Raw -268750.292074 + Penalty 2542.554849 = -266207.737224 nChanged 10 SP:Iteration 27Q (881.703003 sec): 3 clusters Score: Raw -268756.388777 + Penalty 2542.554849 = -266213.833927 nChanged 7 SP:Iteration 28Q (881.751085 sec): 3 clusters Score: Raw -268759.573506 + Penalty 2542.554849 = -266217.018657 nChanged 7 SP:Iteration 29Q (881.802042 sec): 3 clusters Score: Raw -268762.387677 + Penalty 2542.554849 = -266219.832827 nChanged 9 SP:Iteration 30Q (881.858373 sec): 3 clusters Score: Raw -268766.981977 + Penalty 2542.554849 = -266224.427127 nChanged 13 SP:Iteration 31Q (881.901906 sec): 3 clusters Score: Raw -268772.297584 + Penalty 2542.554849 = -266229.742735 nChanged 12 SP:Iteration 32Q (881.952044 sec): 3 clusters Score: Raw -268779.661277 + Penalty 2542.554849 = -266237.106427 nChanged 9 SP:Iteration 33Q (882.002124 sec): 3 clusters Score: Raw -268784.371701 + Penalty 2542.554849 = -266241.816851 nChanged 5 SP:Iteration 34Q (882.042102 sec): 3 clusters Score: Raw -268785.767068 + Penalty 2542.554849 = -266243.212218 nChanged 3 SP:Iteration 35Q (882.100460 sec): 3 clusters Score: Raw -268787.136777 + Penalty 2542.554849 = -266244.581928 nChanged 4 SP:Iteration 36Q (882.153794 sec): 3 clusters Score: Raw -268790.176507 + Penalty 2542.554849 = -266247.621657 nChanged 6 SP:Iteration 37Q (882.196615 sec): 3 clusters Score: Raw -268795.120182 + Penalty 2542.554849 = -266252.565333 nChanged 8 SP:Iteration 38Q (882.252534 sec): 3 clusters Score: Raw -268798.764518 + Penalty 2542.554849 = -266256.209668 nChanged 10 SP:Iteration 39Q (882.303554 sec): 3 clusters Score: Raw -268803.361833 + Penalty 2542.554849 = -266260.806984 nChanged 3 SP:Iteration 40F (882.357319 sec): 3 clusters Score: Raw -268804.634639 + Penalty 2542.554849 = -266262.079790 nChanged 4 SP:Iteration 41Q (882.400435 sec): 3 clusters Score: Raw -268806.642969 + Penalty 2542.554849 = -266264.088120 nChanged 4 SP:Iteration 42Q (882.450399 sec): 3 clusters Score: Raw -268809.138299 + Penalty 2542.554849 = -266266.583450 nChanged 7 SP:Iteration 43Q (882.493607 sec): 3 clusters Score: Raw -268812.393785 + Penalty 2542.554849 = -266269.838935 nChanged 7 SP:Iteration 44Q (882.544996 sec): 3 clusters Score: Raw -268815.785060 + Penalty 2542.554849 = -266273.230211 nChanged 6 SP:Iteration 45Q (882.594371 sec): 3 clusters Score: Raw -268819.400442 + Penalty 2542.554849 = -266276.845592 nChanged 10 SP:Iteration 46Q (882.648231 sec): 3 clusters Score: Raw -268824.851774 + Penalty 2542.554849 = -266282.296925 nChanged 8 SP:Iteration 47Q (882.689963 sec): 3 clusters Score: Raw -268829.638491 + Penalty 2542.554849 = -266287.083642 nChanged 5 SP:Iteration 48Q (882.749553 sec): 3 clusters Score: Raw -268833.965809 + Penalty 2542.554849 = -266291.410960 nChanged 8 SP:Iteration 49Q (882.795071 sec): 3 clusters Score: Raw -268837.734868 + Penalty 2542.554849 = -266295.180018 nChanged 5 SP:Iteration 50Q (882.843412 sec): 3 clusters Score: Raw -268840.405801 + Penalty 2542.554849 = -266297.850952 nChanged 3 SP:Iteration 51Q (882.893606 sec): 3 clusters Score: Raw -268841.943570 + Penalty 2542.554849 = -266299.388721 nChanged 2 SP:Iteration 52Q (882.946409 sec): 3 clusters Score: Raw -268842.859778 + Penalty 2542.554849 = -266300.304929 nChanged 3 SP:Iteration 53Q (882.995567 sec): 3 clusters Score: Raw -268845.108307 + Penalty 2542.554849 = -266302.553457 nChanged 2 SP:Iteration 54Q (883.047999 sec): 3 clusters Score: Raw -268846.082314 + Penalty 2542.554849 = -266303.527465 nChanged 1 SP:Iteration 55Q (883.088527 sec): 3 clusters Score: Raw -268846.486656 + Penalty 2542.554849 = -266303.931807 nChanged 0 SP:Iteration 56F (883.148098 sec): 3 clusters Score: Raw -268846.486656 + Penalty 2542.554849 = -266303.931807 nChanged 0 Trying to split cluster 9 (1543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (883.169545 sec): 2 clusters Score: Raw -152044.992146 + Penalty 1192.991126 = -150852.001020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (883.230308 sec): 3 clusters Score: Raw -151439.905442 + Penalty 2385.982252 = -149053.923190 nChanged 487 SP:Iteration 1F (883.281007 sec): 3 clusters Score: Raw -151803.189218 + Penalty 2385.982252 = -149417.206966 nChanged 116 SP:Iteration 2F (883.328709 sec): 3 clusters Score: Raw -151923.178395 + Penalty 2385.982252 = -149537.196143 nChanged 89 SP:Iteration 3F (883.370980 sec): 3 clusters Score: Raw -151996.758201 + Penalty 2385.982252 = -149610.775948 nChanged 59 SP:Iteration 4Q (883.422497 sec): 3 clusters Score: Raw -152045.158671 + Penalty 2385.982252 = -149659.176419 nChanged 43 SP:Iteration 5Q (883.473484 sec): 3 clusters Score: Raw -152081.115628 + Penalty 2385.982252 = -149695.133376 nChanged 31 SP:Iteration 6Q (883.523224 sec): 3 clusters Score: Raw -152104.762765 + Penalty 2385.982252 = -149718.780513 nChanged 21 SP:Iteration 7Q (883.566855 sec): 3 clusters Score: Raw -152126.075107 + Penalty 2385.982252 = -149740.092855 nChanged 19 SP:Iteration 8Q (883.619119 sec): 3 clusters Score: Raw -152143.489026 + Penalty 2385.982252 = -149757.506774 nChanged 21 SP:Iteration 9Q (883.667795 sec): 3 clusters Score: Raw -152157.535368 + Penalty 2385.982252 = -149771.553116 nChanged 18 SP:Iteration 10Q (883.713481 sec): 3 clusters Score: Raw -152167.595420 + Penalty 2385.982252 = -149781.613168 nChanged 13 SP:Iteration 11Q (883.762996 sec): 3 clusters Score: Raw -152177.058263 + Penalty 2385.982252 = -149791.076011 nChanged 8 SP:Iteration 12Q (883.803015 sec): 3 clusters Score: Raw -152182.541965 + Penalty 2385.982252 = -149796.559713 nChanged 7 SP:Iteration 13Q (883.853028 sec): 3 clusters Score: Raw -152189.663698 + Penalty 2385.982252 = -149803.681446 nChanged 9 SP:Iteration 14Q (883.895343 sec): 3 clusters Score: Raw -152195.691306 + Penalty 2385.982252 = -149809.709054 nChanged 9 SP:Iteration 15Q (883.952929 sec): 3 clusters Score: Raw -152202.655732 + Penalty 2385.982252 = -149816.673480 nChanged 6 SP:Iteration 16Q (884.000063 sec): 3 clusters Score: Raw -152206.389816 + Penalty 2385.982252 = -149820.407564 nChanged 3 SP:Iteration 17Q (884.042579 sec): 3 clusters Score: Raw -152208.055282 + Penalty 2385.982252 = -149822.073030 nChanged 2 SP:Iteration 18Q (884.093382 sec): 3 clusters Score: Raw -152209.212207 + Penalty 2385.982252 = -149823.229955 nChanged 3 SP:Iteration 19Q (884.133099 sec): 3 clusters Score: Raw -152211.830857 + Penalty 2385.982252 = -149825.848605 nChanged 6 SP:Iteration 20F (884.185930 sec): 3 clusters Score: Raw -152215.783621 + Penalty 2385.982252 = -149829.801369 nChanged 2 SP:Iteration 21Q (884.229308 sec): 3 clusters Score: Raw -152216.831734 + Penalty 2385.982252 = -149830.849482 nChanged 1 SP:Iteration 22Q (884.277574 sec): 3 clusters Score: Raw -152217.104509 + Penalty 2385.982252 = -149831.122257 nChanged 0 SP:Iteration 23F (884.322063 sec): 3 clusters Score: Raw -152217.104509 + Penalty 2385.982252 = -149831.122257 nChanged 0 Trying to split cluster 10 (16101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (884.375758 sec): 2 clusters Score: Raw -1713341.189599 + Penalty 1574.078457 = -1711767.111141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (884.445506 sec): 3 clusters Score: Raw -1703820.162659 + Penalty 3148.156915 = -1700672.005744 nChanged 7201 SP:Iteration 1F (884.519832 sec): 3 clusters Score: Raw -1707694.228995 + Penalty 3148.156915 = -1704546.072081 nChanged 815 SP:Iteration 2F (884.591716 sec): 3 clusters Score: Raw -1707994.343985 + Penalty 3148.156915 = -1704846.187070 nChanged 723 SP:Iteration 3Q (884.666287 sec): 3 clusters Score: Raw -1708230.032515 + Penalty 3148.156915 = -1705081.875601 nChanged 656 SP:Iteration 4Q (884.739739 sec): 3 clusters Score: Raw -1708431.392730 + Penalty 3148.156915 = -1705283.235815 nChanged 540 SP:Iteration 5Q (884.809768 sec): 3 clusters Score: Raw -1708600.878537 + Penalty 3148.156915 = -1705452.721622 nChanged 514 SP:Iteration 6Q (884.890915 sec): 3 clusters Score: Raw -1708751.908157 + Penalty 3148.156915 = -1705603.751243 nChanged 504 SP:Iteration 7Q (884.966858 sec): 3 clusters Score: Raw -1708908.694304 + Penalty 3148.156915 = -1705760.537389 nChanged 473 SP:Iteration 8Q (885.040864 sec): 3 clusters Score: Raw -1709058.565769 + Penalty 3148.156915 = -1705910.408854 nChanged 487 SP:Iteration 9Q (885.112198 sec): 3 clusters Score: Raw -1709216.333422 + Penalty 3148.156915 = -1706068.176508 nChanged 444 SP:Iteration 10Q (885.183752 sec): 3 clusters Score: Raw -1709350.588501 + Penalty 3148.156915 = -1706202.431587 nChanged 416 SP:Iteration 11Q (885.248559 sec): 3 clusters Score: Raw -1709475.057433 + Penalty 3148.156915 = -1706326.900518 nChanged 409 SP:Iteration 12Q (885.328874 sec): 3 clusters Score: Raw -1709596.520176 + Penalty 3148.156915 = -1706448.363261 nChanged 386 SP:Iteration 13Q (885.406711 sec): 3 clusters Score: Raw -1709713.797815 + Penalty 3148.156915 = -1706565.640900 nChanged 387 SP:Iteration 14Q (885.479844 sec): 3 clusters Score: Raw -1709837.690045 + Penalty 3148.156915 = -1706689.533131 nChanged 399 SP:Iteration 15Q (885.554411 sec): 3 clusters Score: Raw -1709973.680430 + Penalty 3148.156915 = -1706825.523515 nChanged 416 SP:Iteration 16Q (885.624194 sec): 3 clusters Score: Raw -1710136.815682 + Penalty 3148.156915 = -1706988.658767 nChanged 458 SP:Iteration 17Q (885.699553 sec): 3 clusters Score: Raw -1710327.024473 + Penalty 3148.156915 = -1707178.867558 nChanged 481 SP:Iteration 18Q (885.765379 sec): 3 clusters Score: Raw -1710514.996306 + Penalty 3148.156915 = -1707366.839391 nChanged 432 SP:Iteration 19Q (885.849209 sec): 3 clusters Score: Raw -1710697.443897 + Penalty 3148.156915 = -1707549.286983 nChanged 436 SP:Iteration 20F (885.923554 sec): 3 clusters Score: Raw -1710861.147877 + Penalty 3148.156915 = -1707712.990962 nChanged 385 SP:Iteration 21Q (886.000794 sec): 3 clusters Score: Raw -1710995.242969 + Penalty 3148.156915 = -1707847.086054 nChanged 335 SP:Iteration 22Q (886.079520 sec): 3 clusters Score: Raw -1711093.164320 + Penalty 3148.156915 = -1707945.007405 nChanged 269 SP:Iteration 23Q (886.155728 sec): 3 clusters Score: Raw -1711167.832495 + Penalty 3148.156915 = -1708019.675580 nChanged 217 SP:Iteration 24Q (886.231124 sec): 3 clusters Score: Raw -1711220.109330 + Penalty 3148.156915 = -1708071.952415 nChanged 209 SP:Iteration 25Q (886.306377 sec): 3 clusters Score: Raw -1711271.393810 + Penalty 3148.156915 = -1708123.236895 nChanged 182 SP:Iteration 26Q (886.385021 sec): 3 clusters Score: Raw -1711314.784437 + Penalty 3148.156915 = -1708166.627522 nChanged 201 SP:Iteration 27Q (886.460908 sec): 3 clusters Score: Raw -1711370.759625 + Penalty 3148.156915 = -1708222.602710 nChanged 194 SP:Iteration 28Q (886.539952 sec): 3 clusters Score: Raw -1711421.250046 + Penalty 3148.156915 = -1708273.093131 nChanged 211 SP:Iteration 29Q (886.616184 sec): 3 clusters Score: Raw -1711484.119434 + Penalty 3148.156915 = -1708335.962519 nChanged 210 SP:Iteration 30Q (886.688218 sec): 3 clusters Score: Raw -1711543.449724 + Penalty 3148.156915 = -1708395.292809 nChanged 205 SP:Iteration 31Q (886.760806 sec): 3 clusters Score: Raw -1711598.220715 + Penalty 3148.156915 = -1708450.063800 nChanged 193 SP:Iteration 32Q (886.836618 sec): 3 clusters Score: Raw -1711652.871152 + Penalty 3148.156915 = -1708504.714238 nChanged 203 SP:Iteration 33Q (886.917984 sec): 3 clusters Score: Raw -1711717.590091 + Penalty 3148.156915 = -1708569.433176 nChanged 218 SP:Iteration 34Q (886.992633 sec): 3 clusters Score: Raw -1711786.340024 + Penalty 3148.156915 = -1708638.183109 nChanged 218 SP:Iteration 35Q (887.065651 sec): 3 clusters Score: Raw -1711861.433325 + Penalty 3148.156915 = -1708713.276410 nChanged 217 SP:Iteration 36Q (887.138851 sec): 3 clusters Score: Raw -1711939.043396 + Penalty 3148.156915 = -1708790.886482 nChanged 227 SP:Iteration 37Q (887.213104 sec): 3 clusters Score: Raw -1712020.166442 + Penalty 3148.156915 = -1708872.009527 nChanged 240 SP:Iteration 38Q (887.287562 sec): 3 clusters Score: Raw -1712107.513543 + Penalty 3148.156915 = -1708959.356628 nChanged 234 SP:Iteration 39Q (887.355725 sec): 3 clusters Score: Raw -1712193.963599 + Penalty 3148.156915 = -1709045.806685 nChanged 222 SP:Iteration 40F (887.429306 sec): 3 clusters Score: Raw -1712286.656172 + Penalty 3148.156915 = -1709138.499257 nChanged 241 SP:Iteration 41Q (887.505234 sec): 3 clusters Score: Raw -1712383.562956 + Penalty 3148.156915 = -1709235.406041 nChanged 217 SP:Iteration 42Q (887.567253 sec): 3 clusters Score: Raw -1712477.699588 + Penalty 3148.156915 = -1709329.542673 nChanged 213 SP:Iteration 43Q (887.640128 sec): 3 clusters Score: Raw -1712569.058718 + Penalty 3148.156915 = -1709420.901803 nChanged 197 SP:Iteration 44Q (887.714350 sec): 3 clusters Score: Raw -1712662.400290 + Penalty 3148.156915 = -1709514.243375 nChanged 214 SP:Iteration 45Q (887.781520 sec): 3 clusters Score: Raw -1712767.460438 + Penalty 3148.156915 = -1709619.303523 nChanged 188 SP:Iteration 46Q (887.861538 sec): 3 clusters Score: Raw -1712862.031962 + Penalty 3148.156915 = -1709713.875048 nChanged 166 SP:Iteration 47Q (887.934023 sec): 3 clusters Score: Raw -1712946.217157 + Penalty 3148.156915 = -1709798.060242 nChanged 167 SP:Iteration 48Q (887.995668 sec): 3 clusters Score: Raw -1713032.415618 + Penalty 3148.156915 = -1709884.258704 nChanged 157 SP:Iteration 49Q (888.078088 sec): 3 clusters Score: Raw -1713114.359638 + Penalty 3148.156915 = -1709966.202723 nChanged 129 SP:Iteration 50Q (888.149389 sec): 3 clusters Score: Raw -1713178.203222 + Penalty 3148.156915 = -1710030.046307 nChanged 116 SP:Iteration 51Q (888.221952 sec): 3 clusters Score: Raw -1713237.851698 + Penalty 3148.156915 = -1710089.694783 nChanged 109 SP:Iteration 52Q (888.291672 sec): 3 clusters Score: Raw -1713288.479557 + Penalty 3148.156915 = -1710140.322643 nChanged 92 SP:Iteration 53Q (888.361404 sec): 3 clusters Score: Raw -1713327.711853 + Penalty 3148.156915 = -1710179.554939 nChanged 74 SP:Iteration 54Q (888.430331 sec): 3 clusters Score: Raw -1713359.709370 + Penalty 3148.156915 = -1710211.552455 nChanged 59 SP:Iteration 55Q (888.501737 sec): 3 clusters Score: Raw -1713385.504501 + Penalty 3148.156915 = -1710237.347586 nChanged 56 SP:Iteration 56Q (888.570500 sec): 3 clusters Score: Raw -1713409.643336 + Penalty 3148.156915 = -1710261.486421 nChanged 51 SP:Iteration 57Q (888.644299 sec): 3 clusters Score: Raw -1713431.434735 + Penalty 3148.156915 = -1710283.277820 nChanged 48 SP:Iteration 58Q (888.715588 sec): 3 clusters Score: Raw -1713453.180142 + Penalty 3148.156915 = -1710305.023227 nChanged 42 SP:Iteration 59Q (888.783357 sec): 3 clusters Score: Raw -1713473.326993 + Penalty 3148.156915 = -1710325.170078 nChanged 43 SP:Iteration 60F (888.854049 sec): 3 clusters Score: Raw -1713493.479677 + Penalty 3148.156915 = -1710345.322762 nChanged 36 SP:Iteration 61Q (888.926249 sec): 3 clusters Score: Raw -1713511.174115 + Penalty 3148.156915 = -1710363.017200 nChanged 27 SP:Iteration 62Q (888.988721 sec): 3 clusters Score: Raw -1713525.634620 + Penalty 3148.156915 = -1710377.477705 nChanged 23 SP:Iteration 63Q (889.044376 sec): 3 clusters Score: Raw -1713534.542177 + Penalty 3148.156915 = -1710386.385262 nChanged 14 SP:Iteration 64Q (889.108837 sec): 3 clusters Score: Raw -1713540.913816 + Penalty 3148.156915 = -1710392.756902 nChanged 14 SP:Iteration 65Q (889.183625 sec): 3 clusters Score: Raw -1713547.579864 + Penalty 3148.156915 = -1710399.422950 nChanged 14 SP:Iteration 66Q (889.255633 sec): 3 clusters Score: Raw -1713556.011006 + Penalty 3148.156915 = -1710407.854091 nChanged 19 SP:Iteration 67Q (889.320394 sec): 3 clusters Score: Raw -1713564.449423 + Penalty 3148.156915 = -1710416.292508 nChanged 12 SP:Iteration 68Q (889.389848 sec): 3 clusters Score: Raw -1713568.736110 + Penalty 3148.156915 = -1710420.579195 nChanged 9 SP:Iteration 69Q (889.447684 sec): 3 clusters Score: Raw -1713571.963835 + Penalty 3148.156915 = -1710423.806921 nChanged 5 SP:Iteration 70Q (889.518903 sec): 3 clusters Score: Raw -1713574.236677 + Penalty 3148.156915 = -1710426.079762 nChanged 7 SP:Iteration 71Q (889.580527 sec): 3 clusters Score: Raw -1713577.529128 + Penalty 3148.156915 = -1710429.372213 nChanged 6 SP:Iteration 72Q (889.663303 sec): 3 clusters Score: Raw -1713580.885749 + Penalty 3148.156915 = -1710432.728834 nChanged 6 SP:Iteration 73Q (889.730900 sec): 3 clusters Score: Raw -1713583.197298 + Penalty 3148.156915 = -1710435.040383 nChanged 5 SP:Iteration 74Q (889.801217 sec): 3 clusters Score: Raw -1713586.674243 + Penalty 3148.156915 = -1710438.517329 nChanged 7 SP:Iteration 75Q (889.862423 sec): 3 clusters Score: Raw -1713590.500226 + Penalty 3148.156915 = -1710442.343312 nChanged 8 SP:Iteration 76Q (889.936160 sec): 3 clusters Score: Raw -1713594.786013 + Penalty 3148.156915 = -1710446.629098 nChanged 7 SP:Iteration 77Q (890.003170 sec): 3 clusters Score: Raw -1713597.834210 + Penalty 3148.156915 = -1710449.677296 nChanged 5 SP:Iteration 78Q (890.061678 sec): 3 clusters Score: Raw -1713599.428827 + Penalty 3148.156915 = -1710451.271913 nChanged 1 SP:Iteration 79Q (890.130918 sec): 3 clusters Score: Raw -1713600.095966 + Penalty 3148.156915 = -1710451.939051 nChanged 1 SP:Iteration 80F (890.204869 sec): 3 clusters Score: Raw -1713600.701378 + Penalty 3148.156915 = -1710452.544463 nChanged 0 Trying to split cluster 11 (8008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (890.236082 sec): 2 clusters Score: Raw -849360.472956 + Penalty 1460.581902 = -847899.891054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (890.295691 sec): 3 clusters Score: Raw -844889.887012 + Penalty 2921.163804 = -841968.723208 nChanged 3442 SP:Iteration 1F (890.353082 sec): 3 clusters Score: Raw -846689.306192 + Penalty 2921.163804 = -843768.142387 nChanged 516 SP:Iteration 2F (890.414702 sec): 3 clusters Score: Raw -846900.030607 + Penalty 2921.163804 = -843978.866803 nChanged 391 SP:Iteration 3Q (890.468205 sec): 3 clusters Score: Raw -847047.272989 + Penalty 2921.163804 = -844126.109184 nChanged 306 SP:Iteration 4Q (890.529723 sec): 3 clusters Score: Raw -847165.131162 + Penalty 2921.163804 = -844243.967358 nChanged 271 SP:Iteration 5Q (890.595176 sec): 3 clusters Score: Raw -847268.492045 + Penalty 2921.163804 = -844347.328241 nChanged 256 SP:Iteration 6Q (890.655549 sec): 3 clusters Score: Raw -847370.891631 + Penalty 2921.163804 = -844449.727826 nChanged 254 SP:Iteration 7Q (890.720922 sec): 3 clusters Score: Raw -847484.827679 + Penalty 2921.163804 = -844563.663874 nChanged 264 SP:Iteration 8Q (890.780049 sec): 3 clusters Score: Raw -847607.019880 + Penalty 2921.163804 = -844685.856076 nChanged 280 SP:Iteration 9Q (890.831528 sec): 3 clusters Score: Raw -847749.792224 + Penalty 2921.163804 = -844828.628419 nChanged 315 SP:Iteration 10Q (890.892947 sec): 3 clusters Score: Raw -847910.137760 + Penalty 2921.163804 = -844988.973955 nChanged 295 SP:Iteration 11Q (890.943623 sec): 3 clusters Score: Raw -848085.746558 + Penalty 2921.163804 = -845164.582754 nChanged 301 SP:Iteration 12Q (891.010200 sec): 3 clusters Score: Raw -848275.305066 + Penalty 2921.163804 = -845354.141261 nChanged 293 SP:Iteration 13Q (891.076420 sec): 3 clusters Score: Raw -848452.134971 + Penalty 2921.163804 = -845530.971166 nChanged 273 SP:Iteration 14Q (891.136465 sec): 3 clusters Score: Raw -848612.631801 + Penalty 2921.163804 = -845691.467997 nChanged 247 SP:Iteration 15Q (891.197742 sec): 3 clusters Score: Raw -848768.572453 + Penalty 2921.163804 = -845847.408648 nChanged 211 SP:Iteration 16Q (891.259977 sec): 3 clusters Score: Raw -848909.345596 + Penalty 2921.163804 = -845988.181792 nChanged 183 SP:Iteration 17Q (891.319967 sec): 3 clusters Score: Raw -849036.616871 + Penalty 2921.163804 = -846115.453066 nChanged 142 SP:Iteration 18Q (891.371680 sec): 3 clusters Score: Raw -849148.003166 + Penalty 2921.163804 = -846226.839362 nChanged 111 SP:Iteration 19Q (891.442387 sec): 3 clusters Score: Raw -849241.493612 + Penalty 2921.163804 = -846320.329808 nChanged 80 SP:Iteration 20F (891.506753 sec): 3 clusters Score: Raw -849309.237914 + Penalty 2921.163804 = -846388.074110 nChanged 63 SP:Iteration 21Q (891.567531 sec): 3 clusters Score: Raw -849359.987546 + Penalty 2921.163804 = -846438.823742 nChanged 64 SP:Iteration 22Q (891.626419 sec): 3 clusters Score: Raw -849404.207377 + Penalty 2921.163804 = -846483.043573 nChanged 55 SP:Iteration 23Q (891.685086 sec): 3 clusters Score: Raw -849438.320466 + Penalty 2921.163804 = -846517.156662 nChanged 40 SP:Iteration 24Q (891.742520 sec): 3 clusters Score: Raw -849458.504115 + Penalty 2921.163804 = -846537.340311 nChanged 30 SP:Iteration 25Q (891.801591 sec): 3 clusters Score: Raw -849477.910402 + Penalty 2921.163804 = -846556.746597 nChanged 29 SP:Iteration 26Q (891.851815 sec): 3 clusters Score: Raw -849497.536191 + Penalty 2921.163804 = -846576.372387 nChanged 24 SP:Iteration 27Q (891.904580 sec): 3 clusters Score: Raw -849515.703337 + Penalty 2921.163804 = -846594.539533 nChanged 27 SP:Iteration 28Q (891.949603 sec): 3 clusters Score: Raw -849528.521883 + Penalty 2921.163804 = -846607.358079 nChanged 18 SP:Iteration 29Q (892.006688 sec): 3 clusters Score: Raw -849539.210893 + Penalty 2921.163804 = -846618.047089 nChanged 16 SP:Iteration 30Q (892.072779 sec): 3 clusters Score: Raw -849546.328786 + Penalty 2921.163804 = -846625.164981 nChanged 12 SP:Iteration 31Q (892.125198 sec): 3 clusters Score: Raw -849554.756336 + Penalty 2921.163804 = -846633.592532 nChanged 10 SP:Iteration 32Q (892.184555 sec): 3 clusters Score: Raw -849561.982130 + Penalty 2921.163804 = -846640.818325 nChanged 12 SP:Iteration 33Q (892.242037 sec): 3 clusters Score: Raw -849567.420361 + Penalty 2921.163804 = -846646.256557 nChanged 10 SP:Iteration 34Q (892.306057 sec): 3 clusters Score: Raw -849573.221474 + Penalty 2921.163804 = -846652.057669 nChanged 10 SP:Iteration 35Q (892.356547 sec): 3 clusters Score: Raw -849577.283488 + Penalty 2921.163804 = -846656.119684 nChanged 6 SP:Iteration 36Q (892.418014 sec): 3 clusters Score: Raw -849579.797821 + Penalty 2921.163804 = -846658.634016 nChanged 7 SP:Iteration 37Q (892.485810 sec): 3 clusters Score: Raw -849586.560027 + Penalty 2921.163804 = -846665.396223 nChanged 8 SP:Iteration 38Q (892.544940 sec): 3 clusters Score: Raw -849592.172462 + Penalty 2921.163804 = -846671.008658 nChanged 7 SP:Iteration 39Q (892.585652 sec): 3 clusters Score: Raw -849596.434440 + Penalty 2921.163804 = -846675.270635 nChanged 8 SP:Iteration 40F (892.649595 sec): 3 clusters Score: Raw -849599.704947 + Penalty 2921.163804 = -846678.541143 nChanged 3 SP:Iteration 41Q (892.713473 sec): 3 clusters Score: Raw -849601.070154 + Penalty 2921.163804 = -846679.906349 nChanged 4 SP:Iteration 42Q (892.772873 sec): 3 clusters Score: Raw -849603.383633 + Penalty 2921.163804 = -846682.219829 nChanged 8 SP:Iteration 43Q (892.825292 sec): 3 clusters Score: Raw -849607.892027 + Penalty 2921.163804 = -846686.728223 nChanged 11 SP:Iteration 44Q (892.883302 sec): 3 clusters Score: Raw -849613.150975 + Penalty 2921.163804 = -846691.987170 nChanged 8 SP:Iteration 45Q (892.946954 sec): 3 clusters Score: Raw -849617.051328 + Penalty 2921.163804 = -846695.887524 nChanged 6 SP:Iteration 46Q (892.996525 sec): 3 clusters Score: Raw -849620.357903 + Penalty 2921.163804 = -846699.194098 nChanged 7 SP:Iteration 47Q (893.057154 sec): 3 clusters Score: Raw -849623.009092 + Penalty 2921.163804 = -846701.845288 nChanged 3 SP:Iteration 48Q (893.110391 sec): 3 clusters Score: Raw -849624.001623 + Penalty 2921.163804 = -846702.837818 nChanged 3 SP:Iteration 49Q (893.164889 sec): 3 clusters Score: Raw -849624.856132 + Penalty 2921.163804 = -846703.692328 nChanged 0 SP:Iteration 50F (893.231501 sec): 3 clusters Score: Raw -849624.856132 + Penalty 2921.163804 = -846703.692328 nChanged 0 Trying to split cluster 12 (8053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (893.259928 sec): 2 clusters Score: Raw -861316.001746 + Penalty 1461.492495 = -859854.509251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (893.326498 sec): 3 clusters Score: Raw -856863.089663 + Penalty 2922.984991 = -853940.104672 nChanged 3412 SP:Iteration 1F (893.376592 sec): 3 clusters Score: Raw -858737.537127 + Penalty 2922.984991 = -855814.552136 nChanged 548 SP:Iteration 2F (893.443952 sec): 3 clusters Score: Raw -859051.777428 + Penalty 2922.984991 = -856128.792438 nChanged 501 SP:Iteration 3F (893.498437 sec): 3 clusters Score: Raw -859381.629159 + Penalty 2922.984991 = -856458.644168 nChanged 503 SP:Iteration 4F (893.564158 sec): 3 clusters Score: Raw -859728.424543 + Penalty 2922.984991 = -856805.439553 nChanged 461 SP:Iteration 5F (893.614184 sec): 3 clusters Score: Raw -860041.094088 + Penalty 2922.984991 = -857118.109097 nChanged 410 SP:Iteration 6F (893.674204 sec): 3 clusters Score: Raw -860318.991027 + Penalty 2922.984991 = -857396.006036 nChanged 362 SP:Iteration 7Q (893.737237 sec): 3 clusters Score: Raw -860555.188705 + Penalty 2922.984991 = -857632.203714 nChanged 307 SP:Iteration 8Q (893.800090 sec): 3 clusters Score: Raw -860737.130298 + Penalty 2922.984991 = -857814.145307 nChanged 228 SP:Iteration 9Q (893.858468 sec): 3 clusters Score: Raw -860848.408864 + Penalty 2922.984991 = -857925.423873 nChanged 172 SP:Iteration 10Q (893.923728 sec): 3 clusters Score: Raw -860931.379131 + Penalty 2922.984991 = -858008.394140 nChanged 132 SP:Iteration 11Q (893.989850 sec): 3 clusters Score: Raw -860988.235581 + Penalty 2922.984991 = -858065.250590 nChanged 122 SP:Iteration 12Q (894.049439 sec): 3 clusters Score: Raw -861038.279499 + Penalty 2922.984991 = -858115.294508 nChanged 98 SP:Iteration 13Q (894.111304 sec): 3 clusters Score: Raw -861079.059074 + Penalty 2922.984991 = -858156.074084 nChanged 84 SP:Iteration 14Q (894.159595 sec): 3 clusters Score: Raw -861106.647646 + Penalty 2922.984991 = -858183.662655 nChanged 76 SP:Iteration 15Q (894.228312 sec): 3 clusters Score: Raw -861133.522992 + Penalty 2922.984991 = -858210.538001 nChanged 79 SP:Iteration 16Q (894.286496 sec): 3 clusters Score: Raw -861168.113680 + Penalty 2922.984991 = -858245.128689 nChanged 84 SP:Iteration 17Q (894.349182 sec): 3 clusters Score: Raw -861202.953800 + Penalty 2922.984991 = -858279.968809 nChanged 74 SP:Iteration 18Q (894.399495 sec): 3 clusters Score: Raw -861229.568284 + Penalty 2922.984991 = -858306.583293 nChanged 75 SP:Iteration 19Q (894.468108 sec): 3 clusters Score: Raw -861256.321049 + Penalty 2922.984991 = -858333.336058 nChanged 70 SP:Iteration 20F (894.516422 sec): 3 clusters Score: Raw -861281.012563 + Penalty 2922.984991 = -858358.027572 nChanged 61 SP:Iteration 21Q (894.575098 sec): 3 clusters Score: Raw -861303.981893 + Penalty 2922.984991 = -858380.996902 nChanged 68 SP:Iteration 22Q (894.640803 sec): 3 clusters Score: Raw -861330.386724 + Penalty 2922.984991 = -858407.401734 nChanged 66 SP:Iteration 23Q (894.697061 sec): 3 clusters Score: Raw -861354.367205 + Penalty 2922.984991 = -858431.382214 nChanged 47 SP:Iteration 24Q (894.753371 sec): 3 clusters Score: Raw -861373.282014 + Penalty 2922.984991 = -858450.297023 nChanged 34 SP:Iteration 25Q (894.794275 sec): 3 clusters Score: Raw -861385.171526 + Penalty 2922.984991 = -858462.186535 nChanged 31 SP:Iteration 26Q (894.859951 sec): 3 clusters Score: Raw -861396.336725 + Penalty 2922.984991 = -858473.351734 nChanged 29 SP:Iteration 27Q (894.915800 sec): 3 clusters Score: Raw -861405.841752 + Penalty 2922.984991 = -858482.856762 nChanged 22 SP:Iteration 28Q (894.966506 sec): 3 clusters Score: Raw -861411.460311 + Penalty 2922.984991 = -858488.475320 nChanged 20 SP:Iteration 29Q (895.036472 sec): 3 clusters Score: Raw -861416.990228 + Penalty 2922.984991 = -858494.005237 nChanged 17 SP:Iteration 30Q (895.094273 sec): 3 clusters Score: Raw -861420.832412 + Penalty 2922.984991 = -858497.847421 nChanged 14 SP:Iteration 31Q (895.148678 sec): 3 clusters Score: Raw -861423.842657 + Penalty 2922.984991 = -858500.857666 nChanged 14 SP:Iteration 32Q (895.200020 sec): 3 clusters Score: Raw -861427.114502 + Penalty 2922.984991 = -858504.129511 nChanged 16 SP:Iteration 33Q (895.261974 sec): 3 clusters Score: Raw -861429.789871 + Penalty 2922.984991 = -858506.804880 nChanged 10 SP:Iteration 34Q (895.312529 sec): 3 clusters Score: Raw -861431.811114 + Penalty 2922.984991 = -858508.826123 nChanged 10 SP:Iteration 35Q (895.369990 sec): 3 clusters Score: Raw -861433.846734 + Penalty 2922.984991 = -858510.861744 nChanged 11 SP:Iteration 36Q (895.435590 sec): 3 clusters Score: Raw -861436.340610 + Penalty 2922.984991 = -858513.355619 nChanged 11 SP:Iteration 37Q (895.492730 sec): 3 clusters Score: Raw -861438.688144 + Penalty 2922.984991 = -858515.703153 nChanged 5 SP:Iteration 38Q (895.554084 sec): 3 clusters Score: Raw -861439.933466 + Penalty 2922.984991 = -858516.948475 nChanged 7 SP:Iteration 39Q (895.601440 sec): 3 clusters Score: Raw -861441.102579 + Penalty 2922.984991 = -858518.117588 nChanged 5 SP:Iteration 40F (895.657367 sec): 3 clusters Score: Raw -861442.377804 + Penalty 2922.984991 = -858519.392813 nChanged 3 SP:Iteration 41Q (895.704440 sec): 3 clusters Score: Raw -861442.974638 + Penalty 2922.984991 = -858519.989648 nChanged 5 SP:Iteration 42Q (895.768747 sec): 3 clusters Score: Raw -861443.998649 + Penalty 2922.984991 = -858521.013658 nChanged 2 SP:Iteration 43Q (895.825099 sec): 3 clusters Score: Raw -861444.380546 + Penalty 2922.984991 = -858521.395555 nChanged 2 SP:Iteration 44Q (895.887477 sec): 3 clusters Score: Raw -861445.011940 + Penalty 2922.984991 = -858522.026949 nChanged 1 SP:Iteration 45Q (895.932175 sec): 3 clusters Score: Raw -861445.289267 + Penalty 2922.984991 = -858522.304276 nChanged 3 SP:Iteration 46Q (895.999674 sec): 3 clusters Score: Raw -861445.980412 + Penalty 2922.984991 = -858522.995421 nChanged 6 SP:Iteration 47Q (896.051310 sec): 3 clusters Score: Raw -861447.705626 + Penalty 2922.984991 = -858524.720635 nChanged 6 SP:Iteration 48Q (896.110854 sec): 3 clusters Score: Raw -861448.861864 + Penalty 2922.984991 = -858525.876874 nChanged 5 SP:Iteration 49Q (896.169036 sec): 3 clusters Score: Raw -861450.332265 + Penalty 2922.984991 = -858527.347275 nChanged 8 SP:Iteration 50Q (896.231673 sec): 3 clusters Score: Raw -861453.033505 + Penalty 2922.984991 = -858530.048514 nChanged 11 SP:Iteration 51Q (896.286762 sec): 3 clusters Score: Raw -861457.899685 + Penalty 2922.984991 = -858534.914694 nChanged 13 SP:Iteration 52Q (896.332976 sec): 3 clusters Score: Raw -861462.239759 + Penalty 2922.984991 = -858539.254768 nChanged 10 SP:Iteration 53Q (896.392858 sec): 3 clusters Score: Raw -861466.255038 + Penalty 2922.984991 = -858543.270048 nChanged 10 SP:Iteration 54Q (896.447546 sec): 3 clusters Score: Raw -861469.358552 + Penalty 2922.984991 = -858546.373561 nChanged 5 SP:Iteration 55Q (896.504789 sec): 3 clusters Score: Raw -861471.247055 + Penalty 2922.984991 = -858548.262064 nChanged 7 SP:Iteration 56Q (896.566145 sec): 3 clusters Score: Raw -861473.337138 + Penalty 2922.984991 = -858550.352147 nChanged 5 SP:Iteration 57Q (896.630054 sec): 3 clusters Score: Raw -861475.225041 + Penalty 2922.984991 = -858552.240050 nChanged 8 SP:Iteration 58Q (896.694050 sec): 3 clusters Score: Raw -861477.940205 + Penalty 2922.984991 = -858554.955214 nChanged 6 SP:Iteration 59Q (896.741022 sec): 3 clusters Score: Raw -861479.188544 + Penalty 2922.984991 = -858556.203553 nChanged 7 SP:Iteration 60F (896.807408 sec): 3 clusters Score: Raw -861481.152122 + Penalty 2922.984991 = -858558.167131 nChanged 4 SP:Iteration 61Q (896.866318 sec): 3 clusters Score: Raw -861481.886584 + Penalty 2922.984991 = -858558.901593 nChanged 1 SP:Iteration 62Q (896.914429 sec): 3 clusters Score: Raw -861482.125746 + Penalty 2922.984991 = -858559.140755 nChanged 0 SP:Iteration 63F (896.969656 sec): 3 clusters Score: Raw -861482.125746 + Penalty 2922.984991 = -858559.140755 nChanged 0 Trying to split cluster 13 (1104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (896.994175 sec): 2 clusters Score: Raw -108609.806493 + Penalty 1138.587974 = -107471.218518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (897.049422 sec): 3 clusters Score: Raw -108262.913702 + Penalty 2277.175949 = -105985.737753 nChanged 349 SP:Iteration 1F (897.087492 sec): 3 clusters Score: Raw -108626.160967 + Penalty 2277.175949 = -106348.985018 nChanged 105 SP:Iteration 2F (897.132137 sec): 3 clusters Score: Raw -108762.164236 + Penalty 2277.175949 = -106484.988287 nChanged 67 SP:Iteration 3F (897.185535 sec): 3 clusters Score: Raw -108855.627874 + Penalty 2277.175949 = -106578.451925 nChanged 38 SP:Iteration 4Q (897.237189 sec): 3 clusters Score: Raw -108911.060121 + Penalty 2277.175949 = -106633.884172 nChanged 31 SP:Iteration 5Q (897.285185 sec): 3 clusters Score: Raw -108955.878570 + Penalty 2277.175949 = -106678.702621 nChanged 31 SP:Iteration 6Q (897.329480 sec): 3 clusters Score: Raw -109000.114020 + Penalty 2277.175949 = -106722.938071 nChanged 25 SP:Iteration 7Q (897.369208 sec): 3 clusters Score: Raw -109035.964979 + Penalty 2277.175949 = -106758.789030 nChanged 17 SP:Iteration 8Q (897.411550 sec): 3 clusters Score: Raw -109053.913476 + Penalty 2277.175949 = -106776.737528 nChanged 13 SP:Iteration 9Q (897.466846 sec): 3 clusters Score: Raw -109065.784572 + Penalty 2277.175949 = -106788.608623 nChanged 9 SP:Iteration 10Q (897.512836 sec): 3 clusters Score: Raw -109074.213094 + Penalty 2277.175949 = -106797.037145 nChanged 5 SP:Iteration 11Q (897.558994 sec): 3 clusters Score: Raw -109079.815757 + Penalty 2277.175949 = -106802.639808 nChanged 9 SP:Iteration 12Q (897.594956 sec): 3 clusters Score: Raw -109089.149515 + Penalty 2277.175949 = -106811.973566 nChanged 5 SP:Iteration 13Q (897.639968 sec): 3 clusters Score: Raw -109093.643321 + Penalty 2277.175949 = -106816.467372 nChanged 0 SP:Iteration 14F (897.699118 sec): 3 clusters Score: Raw -109093.643321 + Penalty 2277.175949 = -106816.467372 nChanged 0 Trying to split cluster 14 (38675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (897.779680 sec): 2 clusters Score: Raw -4111094.286489 + Penalty 1716.479160 = -4109377.807330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (897.889110 sec): 3 clusters Score: Raw -4086820.978726 + Penalty 3432.958320 = -4083388.020406 nChanged 18010 SP:Iteration 1F (898.000689 sec): 3 clusters Score: Raw -4097079.949993 + Penalty 3432.958320 = -4093646.991674 nChanged 1727 SP:Iteration 2Q (898.113587 sec): 3 clusters Score: Raw -4097739.796298 + Penalty 3432.958320 = -4094306.837978 nChanged 1812 SP:Iteration 3Q (898.225502 sec): 3 clusters Score: Raw -4098505.811000 + Penalty 3432.958320 = -4095072.852681 nChanged 1929 SP:Iteration 4Q (898.331157 sec): 3 clusters Score: Raw -4099541.805257 + Penalty 3432.958320 = -4096108.846937 nChanged 2148 SP:Iteration 5F (898.436115 sec): 3 clusters Score: Raw -4100849.705118 + Penalty 3432.958320 = -4097416.746799 nChanged 2300 SP:Iteration 6F (898.549553 sec): 3 clusters Score: Raw -4102349.382981 + Penalty 3432.958320 = -4098916.424661 nChanged 2276 SP:Iteration 7F (898.661056 sec): 3 clusters Score: Raw -4103789.622027 + Penalty 3432.958320 = -4100356.663707 nChanged 2128 SP:Iteration 8F (898.772972 sec): 3 clusters Score: Raw -4105099.793279 + Penalty 3432.958320 = -4101666.834959 nChanged 1872 SP:Iteration 9Q (898.887959 sec): 3 clusters Score: Raw -4106258.354756 + Penalty 3432.958320 = -4102825.396437 nChanged 1622 SP:Iteration 10Q (899.001061 sec): 3 clusters Score: Raw -4107219.675820 + Penalty 3432.958320 = -4103786.717501 nChanged 1364 SP:Iteration 11Q (899.110162 sec): 3 clusters Score: Raw -4107997.029085 + Penalty 3432.958320 = -4104564.070765 nChanged 1215 SP:Iteration 12Q (899.217303 sec): 3 clusters Score: Raw -4108677.682671 + Penalty 3432.958320 = -4105244.724351 nChanged 1022 SP:Iteration 13Q (899.324455 sec): 3 clusters Score: Raw -4109216.342538 + Penalty 3432.958320 = -4105783.384218 nChanged 895 SP:Iteration 14Q (899.429295 sec): 3 clusters Score: Raw -4109691.105040 + Penalty 3432.958320 = -4106258.146721 nChanged 767 SP:Iteration 15Q (899.539995 sec): 3 clusters Score: Raw -4110077.673164 + Penalty 3432.958320 = -4106644.714844 nChanged 609 SP:Iteration 16Q (899.634171 sec): 3 clusters Score: Raw -4110365.797732 + Penalty 3432.958320 = -4106932.839413 nChanged 521 SP:Iteration 17Q (899.741564 sec): 3 clusters Score: Raw -4110611.741246 + Penalty 3432.958320 = -4107178.782927 nChanged 437 SP:Iteration 18Q (899.847231 sec): 3 clusters Score: Raw -4110816.451446 + Penalty 3432.958320 = -4107383.493126 nChanged 336 SP:Iteration 19Q (899.949585 sec): 3 clusters Score: Raw -4110963.874924 + Penalty 3432.958320 = -4107530.916604 nChanged 264 SP:Iteration 20F (900.056917 sec): 3 clusters Score: Raw -4111074.033602 + Penalty 3432.958320 = -4107641.075282 nChanged 206 SP:Iteration 21Q (900.165347 sec): 3 clusters Score: Raw -4111146.171467 + Penalty 3432.958320 = -4107713.213148 nChanged 181 SP:Iteration 22Q (900.263387 sec): 3 clusters Score: Raw -4111213.986166 + Penalty 3432.958320 = -4107781.027847 nChanged 160 SP:Iteration 23Q (900.362602 sec): 3 clusters Score: Raw -4111276.343439 + Penalty 3432.958320 = -4107843.385120 nChanged 147 SP:Iteration 24Q (900.469062 sec): 3 clusters Score: Raw -4111336.174224 + Penalty 3432.958320 = -4107903.215904 nChanged 134 SP:Iteration 25Q (900.578267 sec): 3 clusters Score: Raw -4111398.443531 + Penalty 3432.958320 = -4107965.485212 nChanged 130 SP:Iteration 26Q (900.680182 sec): 3 clusters Score: Raw -4111459.632274 + Penalty 3432.958320 = -4108026.673955 nChanged 113 SP:Iteration 27Q (900.782723 sec): 3 clusters Score: Raw -4111515.322984 + Penalty 3432.958320 = -4108082.364664 nChanged 97 SP:Iteration 28Q (900.881867 sec): 3 clusters Score: Raw -4111578.595476 + Penalty 3432.958320 = -4108145.637157 nChanged 94 SP:Iteration 29Q (900.980860 sec): 3 clusters Score: Raw -4111635.092961 + Penalty 3432.958320 = -4108202.134642 nChanged 98 SP:Iteration 30Q (901.081462 sec): 3 clusters Score: Raw -4111695.460942 + Penalty 3432.958320 = -4108262.502622 nChanged 70 SP:Iteration 31Q (901.166733 sec): 3 clusters Score: Raw -4111736.562450 + Penalty 3432.958320 = -4108303.604130 nChanged 67 SP:Iteration 32Q (901.271170 sec): 3 clusters Score: Raw -4111765.377467 + Penalty 3432.958320 = -4108332.419148 nChanged 58 SP:Iteration 33Q (901.370388 sec): 3 clusters Score: Raw -4111787.897411 + Penalty 3432.958320 = -4108354.939092 nChanged 38 SP:Iteration 34Q (901.469418 sec): 3 clusters Score: Raw -4111799.904410 + Penalty 3432.958320 = -4108366.946090 nChanged 33 SP:Iteration 35Q (901.567330 sec): 3 clusters Score: Raw -4111808.757590 + Penalty 3432.958320 = -4108375.799271 nChanged 18 SP:Iteration 36Q (901.663687 sec): 3 clusters Score: Raw -4111813.862325 + Penalty 3432.958320 = -4108380.904006 nChanged 15 SP:Iteration 37Q (901.770160 sec): 3 clusters Score: Raw -4111817.442497 + Penalty 3432.958320 = -4108384.484178 nChanged 11 SP:Iteration 38Q (901.865688 sec): 3 clusters Score: Raw -4111820.184985 + Penalty 3432.958320 = -4108387.226666 nChanged 10 SP:Iteration 39Q (901.961187 sec): 3 clusters Score: Raw -4111822.455670 + Penalty 3432.958320 = -4108389.497350 nChanged 7 SP:Iteration 40F (902.058531 sec): 3 clusters Score: Raw -4111824.077561 + Penalty 3432.958320 = -4108391.119242 nChanged 5 SP:Iteration 41Q (902.167368 sec): 3 clusters Score: Raw -4111825.118600 + Penalty 3432.958320 = -4108392.160281 nChanged 8 SP:Iteration 42Q (902.252180 sec): 3 clusters Score: Raw -4111826.769892 + Penalty 3432.958320 = -4108393.811572 nChanged 8 SP:Iteration 43Q (902.337852 sec): 3 clusters Score: Raw -4111828.269171 + Penalty 3432.958320 = -4108395.310851 nChanged 6 SP:Iteration 44Q (902.436685 sec): 3 clusters Score: Raw -4111829.514099 + Penalty 3432.958320 = -4108396.555780 nChanged 7 SP:Iteration 45Q (902.543328 sec): 3 clusters Score: Raw -4111831.347827 + Penalty 3432.958320 = -4108398.389507 nChanged 6 SP:Iteration 46Q (902.645426 sec): 3 clusters Score: Raw -4111832.521636 + Penalty 3432.958320 = -4108399.563317 nChanged 4 SP:Iteration 47Q (902.737927 sec): 3 clusters Score: Raw -4111833.233921 + Penalty 3432.958320 = -4108400.275601 nChanged 3 SP:Iteration 48Q (902.849290 sec): 3 clusters Score: Raw -4111833.768933 + Penalty 3432.958320 = -4108400.810613 nChanged 5 SP:Iteration 49Q (902.943227 sec): 3 clusters Score: Raw -4111834.814929 + Penalty 3432.958320 = -4108401.856609 nChanged 6 SP:Iteration 50Q (903.038191 sec): 3 clusters Score: Raw -4111836.520051 + Penalty 3432.958320 = -4108403.561732 nChanged 8 SP:Iteration 51Q (903.128309 sec): 3 clusters Score: Raw -4111838.260947 + Penalty 3432.958320 = -4108405.302627 nChanged 4 SP:Iteration 52Q (903.236615 sec): 3 clusters Score: Raw -4111839.057308 + Penalty 3432.958320 = -4108406.098988 nChanged 4 SP:Iteration 53Q (903.329614 sec): 3 clusters Score: Raw -4111839.620848 + Penalty 3432.958320 = -4108406.662528 nChanged 6 SP:Iteration 54Q (903.434261 sec): 3 clusters Score: Raw -4111840.461250 + Penalty 3432.958320 = -4108407.502931 nChanged 2 SP:Iteration 55Q (903.511803 sec): 3 clusters Score: Raw -4111840.785315 + Penalty 3432.958320 = -4108407.826996 nChanged 1 SP:Iteration 56Q (903.608108 sec): 3 clusters Score: Raw -4111840.864158 + Penalty 3432.958320 = -4108407.905839 nChanged 2 SP:Iteration 57Q (903.704889 sec): 3 clusters Score: Raw -4111841.228813 + Penalty 3432.958320 = -4108408.270494 nChanged 2 SP:Iteration 58Q (903.790057 sec): 3 clusters Score: Raw -4111841.551331 + Penalty 3432.958320 = -4108408.593011 nChanged 2 SP:Iteration 59Q (903.891970 sec): 3 clusters Score: Raw -4111842.219110 + Penalty 3432.958320 = -4108409.260791 nChanged 0 SP:Iteration 60F (903.998883 sec): 3 clusters Score: Raw -4111842.219110 + Penalty 3432.958320 = -4108409.260791 nChanged 0 Trying to split cluster 15 (70817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (904.094636 sec): 2 clusters Score: Raw -7506311.699493 + Penalty 1814.776334 = -7504496.923159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (904.256654 sec): 3 clusters Score: Raw -7460632.537293 + Penalty 3629.552668 = -7457002.984625 nChanged 33746 SP:Iteration 1F (904.410267 sec): 3 clusters Score: Raw -7480633.652695 + Penalty 3629.552668 = -7477004.100026 nChanged 3550 SP:Iteration 2F (904.585300 sec): 3 clusters Score: Raw -7482285.904034 + Penalty 3629.552668 = -7478656.351366 nChanged 4207 SP:Iteration 3F (904.751367 sec): 3 clusters Score: Raw -7484834.801446 + Penalty 3629.552668 = -7481205.248777 nChanged 5001 SP:Iteration 4F (904.906210 sec): 3 clusters Score: Raw -7488513.387241 + Penalty 3629.552668 = -7484883.834573 nChanged 5429 SP:Iteration 5F (905.074615 sec): 3 clusters Score: Raw -7493194.568636 + Penalty 3629.552668 = -7489565.015968 nChanged 5084 SP:Iteration 6F (905.237690 sec): 3 clusters Score: Raw -7497887.957980 + Penalty 3629.552668 = -7494258.405312 nChanged 3830 SP:Iteration 7F (905.405753 sec): 3 clusters Score: Raw -7501539.265261 + Penalty 3629.552668 = -7497909.712593 nChanged 2472 SP:Iteration 8Q (905.558912 sec): 3 clusters Score: Raw -7503844.473768 + Penalty 3629.552668 = -7500214.921100 nChanged 1547 SP:Iteration 9Q (905.711144 sec): 3 clusters Score: Raw -7505062.633239 + Penalty 3629.552668 = -7501433.080571 nChanged 995 SP:Iteration 10Q (905.858428 sec): 3 clusters Score: Raw -7505735.515820 + Penalty 3629.552668 = -7502105.963152 nChanged 721 SP:Iteration 11Q (906.000382 sec): 3 clusters Score: Raw -7506143.994437 + Penalty 3629.552668 = -7502514.441769 nChanged 484 SP:Iteration 12Q (906.146267 sec): 3 clusters Score: Raw -7506365.827973 + Penalty 3629.552668 = -7502736.275304 nChanged 359 SP:Iteration 13Q (906.299843 sec): 3 clusters Score: Raw -7506516.491655 + Penalty 3629.552668 = -7502886.938987 nChanged 296 SP:Iteration 14Q (906.440454 sec): 3 clusters Score: Raw -7506621.928703 + Penalty 3629.552668 = -7502992.376035 nChanged 229 SP:Iteration 15Q (906.582416 sec): 3 clusters Score: Raw -7506691.033103 + Penalty 3629.552668 = -7503061.480435 nChanged 190 SP:Iteration 16Q (906.725306 sec): 3 clusters Score: Raw -7506738.390874 + Penalty 3629.552668 = -7503108.838206 nChanged 150 SP:Iteration 17Q (906.850885 sec): 3 clusters Score: Raw -7506778.814381 + Penalty 3629.552668 = -7503149.261712 nChanged 130 SP:Iteration 18Q (906.990528 sec): 3 clusters Score: Raw -7506811.872990 + Penalty 3629.552668 = -7503182.320322 nChanged 120 SP:Iteration 19Q (907.130484 sec): 3 clusters Score: Raw -7506840.372497 + Penalty 3629.552668 = -7503210.819829 nChanged 95 SP:Iteration 20F (907.298698 sec): 3 clusters Score: Raw -7506862.885776 + Penalty 3629.552668 = -7503233.333108 nChanged 96 SP:Iteration 21Q (907.445397 sec): 3 clusters Score: Raw -7506884.544029 + Penalty 3629.552668 = -7503254.991361 nChanged 95 SP:Iteration 22Q (907.583339 sec): 3 clusters Score: Raw -7506905.605519 + Penalty 3629.552668 = -7503276.052851 nChanged 81 SP:Iteration 23Q (907.718007 sec): 3 clusters Score: Raw -7506922.590898 + Penalty 3629.552668 = -7503293.038230 nChanged 83 SP:Iteration 24Q (907.864316 sec): 3 clusters Score: Raw -7506940.633091 + Penalty 3629.552668 = -7503311.080423 nChanged 83 SP:Iteration 25Q (908.002211 sec): 3 clusters Score: Raw -7506959.200811 + Penalty 3629.552668 = -7503329.648142 nChanged 75 SP:Iteration 26Q (908.144559 sec): 3 clusters Score: Raw -7506976.525077 + Penalty 3629.552668 = -7503346.972409 nChanged 73 SP:Iteration 27Q (908.288714 sec): 3 clusters Score: Raw -7506989.433777 + Penalty 3629.552668 = -7503359.881109 nChanged 56 SP:Iteration 28Q (908.427721 sec): 3 clusters Score: Raw -7507001.619116 + Penalty 3629.552668 = -7503372.066447 nChanged 65 SP:Iteration 29Q (908.577122 sec): 3 clusters Score: Raw -7507017.766420 + Penalty 3629.552668 = -7503388.213751 nChanged 64 SP:Iteration 30Q (908.722667 sec): 3 clusters Score: Raw -7507033.621820 + Penalty 3629.552668 = -7503404.069152 nChanged 62 SP:Iteration 31Q (908.852437 sec): 3 clusters Score: Raw -7507047.195583 + Penalty 3629.552668 = -7503417.642915 nChanged 50 SP:Iteration 32Q (908.999901 sec): 3 clusters Score: Raw -7507057.927947 + Penalty 3629.552668 = -7503428.375278 nChanged 46 SP:Iteration 33Q (909.135508 sec): 3 clusters Score: Raw -7507068.026822 + Penalty 3629.552668 = -7503438.474154 nChanged 48 SP:Iteration 34Q (909.274661 sec): 3 clusters Score: Raw -7507078.067846 + Penalty 3629.552668 = -7503448.515178 nChanged 48 SP:Iteration 35Q (909.421904 sec): 3 clusters Score: Raw -7507090.060741 + Penalty 3629.552668 = -7503460.508073 nChanged 49 SP:Iteration 36Q (909.564832 sec): 3 clusters Score: Raw -7507102.847494 + Penalty 3629.552668 = -7503473.294825 nChanged 51 SP:Iteration 37Q (909.710945 sec): 3 clusters Score: Raw -7507116.653873 + Penalty 3629.552668 = -7503487.101204 nChanged 56 SP:Iteration 38Q (909.867703 sec): 3 clusters Score: Raw -7507137.069666 + Penalty 3629.552668 = -7503507.516998 nChanged 67 SP:Iteration 39Q (910.018445 sec): 3 clusters Score: Raw -7507157.618036 + Penalty 3629.552668 = -7503528.065367 nChanged 70 SP:Iteration 40F (910.177727 sec): 3 clusters Score: Raw -7507181.419227 + Penalty 3629.552668 = -7503551.866558 nChanged 74 SP:Iteration 41Q (910.320336 sec): 3 clusters Score: Raw -7507207.751064 + Penalty 3629.552668 = -7503578.198396 nChanged 66 SP:Iteration 42Q (910.442148 sec): 3 clusters Score: Raw -7507223.291591 + Penalty 3629.552668 = -7503593.738923 nChanged 44 SP:Iteration 43Q (910.570715 sec): 3 clusters Score: Raw -7507231.748767 + Penalty 3629.552668 = -7503602.196098 nChanged 41 SP:Iteration 44Q (910.712815 sec): 3 clusters Score: Raw -7507241.469322 + Penalty 3629.552668 = -7503611.916654 nChanged 47 SP:Iteration 45Q (910.860308 sec): 3 clusters Score: Raw -7507250.970799 + Penalty 3629.552668 = -7503621.418131 nChanged 43 SP:Iteration 46Q (911.002626 sec): 3 clusters Score: Raw -7507258.676452 + Penalty 3629.552668 = -7503629.123784 nChanged 33 SP:Iteration 47Q (911.129539 sec): 3 clusters Score: Raw -7507264.133477 + Penalty 3629.552668 = -7503634.580809 nChanged 31 SP:Iteration 48Q (911.270631 sec): 3 clusters Score: Raw -7507270.151541 + Penalty 3629.552668 = -7503640.598873 nChanged 24 SP:Iteration 49Q (911.411400 sec): 3 clusters Score: Raw -7507274.207242 + Penalty 3629.552668 = -7503644.654573 nChanged 19 SP:Iteration 50Q (911.560829 sec): 3 clusters Score: Raw -7507277.114038 + Penalty 3629.552668 = -7503647.561370 nChanged 17 SP:Iteration 51Q (911.699225 sec): 3 clusters Score: Raw -7507279.873734 + Penalty 3629.552668 = -7503650.321066 nChanged 10 SP:Iteration 52Q (911.835264 sec): 3 clusters Score: Raw -7507281.658620 + Penalty 3629.552668 = -7503652.105952 nChanged 12 SP:Iteration 53Q (911.975703 sec): 3 clusters Score: Raw -7507283.447863 + Penalty 3629.552668 = -7503653.895195 nChanged 13 SP:Iteration 54Q (912.116692 sec): 3 clusters Score: Raw -7507284.769178 + Penalty 3629.552668 = -7503655.216510 nChanged 9 SP:Iteration 55Q (912.257885 sec): 3 clusters Score: Raw -7507286.350931 + Penalty 3629.552668 = -7503656.798263 nChanged 8 SP:Iteration 56Q (912.400714 sec): 3 clusters Score: Raw -7507287.476602 + Penalty 3629.552668 = -7503657.923934 nChanged 7 SP:Iteration 57Q (912.535426 sec): 3 clusters Score: Raw -7507288.616517 + Penalty 3629.552668 = -7503659.063849 nChanged 11 SP:Iteration 58Q (912.682867 sec): 3 clusters Score: Raw -7507290.008221 + Penalty 3629.552668 = -7503660.455553 nChanged 8 SP:Iteration 59Q (912.818633 sec): 3 clusters Score: Raw -7507290.896738 + Penalty 3629.552668 = -7503661.344069 nChanged 3 SP:Iteration 60F (912.979467 sec): 3 clusters Score: Raw -7507291.173335 + Penalty 3629.552668 = -7503661.620667 nChanged 4 SP:Iteration 61Q (913.115070 sec): 3 clusters Score: Raw -7507291.552878 + Penalty 3629.552668 = -7503662.000210 nChanged 3 SP:Iteration 62Q (913.262987 sec): 3 clusters Score: Raw -7507291.923065 + Penalty 3629.552668 = -7503662.370397 nChanged 1 SP:Iteration 63Q (913.401491 sec): 3 clusters Score: Raw -7507292.025339 + Penalty 3629.552668 = -7503662.472670 nChanged 2 SP:Iteration 64Q (913.548106 sec): 3 clusters Score: Raw -7507292.168030 + Penalty 3629.552668 = -7503662.615362 nChanged 0 SP:Iteration 65F (913.711594 sec): 3 clusters Score: Raw -7507292.168030 + Penalty 3629.552668 = -7503662.615362 nChanged 0 Trying to split cluster 16 (2457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (913.749047 sec): 2 clusters Score: Raw -242562.343790 + Penalty 1268.588161 = -241293.755629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (913.800792 sec): 3 clusters Score: Raw -241478.999514 + Penalty 2537.176321 = -238941.823193 nChanged 888 SP:Iteration 1F (913.838660 sec): 3 clusters Score: Raw -242076.701754 + Penalty 2537.176321 = -239539.525433 nChanged 188 SP:Iteration 2F (913.891331 sec): 3 clusters Score: Raw -242213.541947 + Penalty 2537.176321 = -239676.365626 nChanged 118 SP:Iteration 3Q (913.932352 sec): 3 clusters Score: Raw -242307.777925 + Penalty 2537.176321 = -239770.601604 nChanged 91 SP:Iteration 4Q (913.985401 sec): 3 clusters Score: Raw -242383.056539 + Penalty 2537.176321 = -239845.880218 nChanged 92 SP:Iteration 5Q (914.031860 sec): 3 clusters Score: Raw -242457.603869 + Penalty 2537.176321 = -239920.427548 nChanged 84 SP:Iteration 6Q (914.081836 sec): 3 clusters Score: Raw -242509.738692 + Penalty 2537.176321 = -239972.562371 nChanged 65 SP:Iteration 7Q (914.132996 sec): 3 clusters Score: Raw -242554.956927 + Penalty 2537.176321 = -240017.780606 nChanged 60 SP:Iteration 8Q (914.181963 sec): 3 clusters Score: Raw -242600.622207 + Penalty 2537.176321 = -240063.445886 nChanged 69 SP:Iteration 9Q (914.225815 sec): 3 clusters Score: Raw -242649.862967 + Penalty 2537.176321 = -240112.686646 nChanged 50 SP:Iteration 10Q (914.284371 sec): 3 clusters Score: Raw -242688.083609 + Penalty 2537.176321 = -240150.907288 nChanged 48 SP:Iteration 11Q (914.327790 sec): 3 clusters Score: Raw -242719.327659 + Penalty 2537.176321 = -240182.151338 nChanged 43 SP:Iteration 12Q (914.383998 sec): 3 clusters Score: Raw -242742.177496 + Penalty 2537.176321 = -240205.001175 nChanged 35 SP:Iteration 13Q (914.430302 sec): 3 clusters Score: Raw -242760.404075 + Penalty 2537.176321 = -240223.227754 nChanged 38 SP:Iteration 14Q (914.477872 sec): 3 clusters Score: Raw -242781.204055 + Penalty 2537.176321 = -240244.027734 nChanged 32 SP:Iteration 15Q (914.526916 sec): 3 clusters Score: Raw -242801.048093 + Penalty 2537.176321 = -240263.871772 nChanged 24 SP:Iteration 16Q (914.581708 sec): 3 clusters Score: Raw -242815.162966 + Penalty 2537.176321 = -240277.986645 nChanged 30 SP:Iteration 17Q (914.625786 sec): 3 clusters Score: Raw -242840.806143 + Penalty 2537.176321 = -240303.629822 nChanged 38 SP:Iteration 18Q (914.688429 sec): 3 clusters Score: Raw -242862.863221 + Penalty 2537.176321 = -240325.686900 nChanged 31 SP:Iteration 19Q (914.734276 sec): 3 clusters Score: Raw -242877.687412 + Penalty 2537.176321 = -240340.511091 nChanged 12 SP:Iteration 20F (914.792504 sec): 3 clusters Score: Raw -242883.921215 + Penalty 2537.176321 = -240346.744893 nChanged 9 SP:Iteration 21Q (914.848210 sec): 3 clusters Score: Raw -242889.661704 + Penalty 2537.176321 = -240352.485383 nChanged 10 SP:Iteration 22Q (914.891787 sec): 3 clusters Score: Raw -242894.519339 + Penalty 2537.176321 = -240357.343018 nChanged 9 SP:Iteration 23Q (914.939060 sec): 3 clusters Score: Raw -242898.173420 + Penalty 2537.176321 = -240360.997099 nChanged 2 SP:Iteration 24Q (914.986770 sec): 3 clusters Score: Raw -242899.199380 + Penalty 2537.176321 = -240362.023059 nChanged 3 SP:Iteration 25Q (915.036391 sec): 3 clusters Score: Raw -242900.402702 + Penalty 2537.176321 = -240363.226381 nChanged 2 SP:Iteration 26Q (915.084116 sec): 3 clusters Score: Raw -242901.897168 + Penalty 2537.176321 = -240364.720847 nChanged 3 SP:Iteration 27Q (915.131632 sec): 3 clusters Score: Raw -242904.123346 + Penalty 2537.176321 = -240366.947024 nChanged 3 SP:Iteration 28Q (915.179183 sec): 3 clusters Score: Raw -242905.039777 + Penalty 2537.176321 = -240367.863456 nChanged 3 SP:Iteration 29Q (915.216365 sec): 3 clusters Score: Raw -242905.981405 + Penalty 2537.176321 = -240368.805084 nChanged 1 SP:Iteration 30Q (915.262854 sec): 3 clusters Score: Raw -242906.110139 + Penalty 2537.176321 = -240368.933817 nChanged 1 SP:Iteration 31Q (915.314139 sec): 3 clusters Score: Raw -242906.472207 + Penalty 2537.176321 = -240369.295886 nChanged 1 SP:Iteration 32Q (915.359929 sec): 3 clusters Score: Raw -242906.775530 + Penalty 2537.176321 = -240369.599209 nChanged 0 SP:Iteration 33F (915.416322 sec): 3 clusters Score: Raw -242906.775530 + Penalty 2537.176321 = -240369.599209 nChanged 0 Trying to split cluster 17 (6475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (915.447676 sec): 2 clusters Score: Raw -694280.865093 + Penalty 1426.051882 = -692854.813212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (915.505138 sec): 3 clusters Score: Raw -690856.070601 + Penalty 2852.103763 = -688003.966838 nChanged 2695 SP:Iteration 1F (915.552216 sec): 3 clusters Score: Raw -692450.206986 + Penalty 2852.103763 = -689598.103223 nChanged 549 SP:Iteration 2F (915.608977 sec): 3 clusters Score: Raw -692856.234938 + Penalty 2852.103763 = -690004.131175 nChanged 488 SP:Iteration 3F (915.669196 sec): 3 clusters Score: Raw -693240.327206 + Penalty 2852.103763 = -690388.223443 nChanged 421 SP:Iteration 4F (915.728311 sec): 3 clusters Score: Raw -693554.911973 + Penalty 2852.103763 = -690702.808210 nChanged 357 SP:Iteration 5F (915.788064 sec): 3 clusters Score: Raw -693781.934396 + Penalty 2852.103763 = -690929.830633 nChanged 273 SP:Iteration 6Q (915.847888 sec): 3 clusters Score: Raw -693945.052651 + Penalty 2852.103763 = -691092.948888 nChanged 203 SP:Iteration 7Q (915.893171 sec): 3 clusters Score: Raw -694060.970651 + Penalty 2852.103763 = -691208.866888 nChanged 165 SP:Iteration 8Q (915.958720 sec): 3 clusters Score: Raw -694159.994033 + Penalty 2852.103763 = -691307.890270 nChanged 125 SP:Iteration 9Q (916.020254 sec): 3 clusters Score: Raw -694220.557348 + Penalty 2852.103763 = -691368.453585 nChanged 105 SP:Iteration 10Q (916.081181 sec): 3 clusters Score: Raw -694277.334358 + Penalty 2852.103763 = -691425.230595 nChanged 97 SP:Iteration 11Q (916.140790 sec): 3 clusters Score: Raw -694331.807505 + Penalty 2852.103763 = -691479.703742 nChanged 100 SP:Iteration 12Q (916.187641 sec): 3 clusters Score: Raw -694393.172680 + Penalty 2852.103763 = -691541.068916 nChanged 94 SP:Iteration 13Q (916.251655 sec): 3 clusters Score: Raw -694459.811334 + Penalty 2852.103763 = -691607.707571 nChanged 89 SP:Iteration 14Q (916.310369 sec): 3 clusters Score: Raw -694510.452078 + Penalty 2852.103763 = -691658.348315 nChanged 69 SP:Iteration 15Q (916.375937 sec): 3 clusters Score: Raw -694550.809776 + Penalty 2852.103763 = -691698.706013 nChanged 57 SP:Iteration 16Q (916.436194 sec): 3 clusters Score: Raw -694589.454053 + Penalty 2852.103763 = -691737.350290 nChanged 52 SP:Iteration 17Q (916.490420 sec): 3 clusters Score: Raw -694617.272709 + Penalty 2852.103763 = -691765.168946 nChanged 42 SP:Iteration 18Q (916.541656 sec): 3 clusters Score: Raw -694638.144632 + Penalty 2852.103763 = -691786.040869 nChanged 35 SP:Iteration 19Q (916.611649 sec): 3 clusters Score: Raw -694651.499702 + Penalty 2852.103763 = -691799.395939 nChanged 17 SP:Iteration 20F (916.657082 sec): 3 clusters Score: Raw -694656.981683 + Penalty 2852.103763 = -691804.877920 nChanged 13 SP:Iteration 21Q (916.717876 sec): 3 clusters Score: Raw -694661.150772 + Penalty 2852.103763 = -691809.047009 nChanged 6 SP:Iteration 22Q (916.773999 sec): 3 clusters Score: Raw -694663.573255 + Penalty 2852.103763 = -691811.469492 nChanged 6 SP:Iteration 23Q (916.836215 sec): 3 clusters Score: Raw -694665.713344 + Penalty 2852.103763 = -691813.609581 nChanged 6 SP:Iteration 24Q (916.894284 sec): 3 clusters Score: Raw -694668.521278 + Penalty 2852.103763 = -691816.417515 nChanged 8 SP:Iteration 25Q (916.946978 sec): 3 clusters Score: Raw -694671.236504 + Penalty 2852.103763 = -691819.132741 nChanged 8 SP:Iteration 26Q (917.001773 sec): 3 clusters Score: Raw -694673.882641 + Penalty 2852.103763 = -691821.778878 nChanged 4 SP:Iteration 27Q (917.054459 sec): 3 clusters Score: Raw -694674.592603 + Penalty 2852.103763 = -691822.488840 nChanged 3 SP:Iteration 28Q (917.121432 sec): 3 clusters Score: Raw -694675.085921 + Penalty 2852.103763 = -691822.982158 nChanged 4 SP:Iteration 29Q (917.183543 sec): 3 clusters Score: Raw -694676.405725 + Penalty 2852.103763 = -691824.301962 nChanged 7 SP:Iteration 30Q (917.243370 sec): 3 clusters Score: Raw -694678.502137 + Penalty 2852.103763 = -691826.398374 nChanged 2 SP:Iteration 31Q (917.290735 sec): 3 clusters Score: Raw -694678.984254 + Penalty 2852.103763 = -691826.880491 nChanged 3 SP:Iteration 32Q (917.362074 sec): 3 clusters Score: Raw -694679.408889 + Penalty 2852.103763 = -691827.305126 nChanged 1 SP:Iteration 33Q (917.418822 sec): 3 clusters Score: Raw -694679.703774 + Penalty 2852.103763 = -691827.600011 nChanged 0 SP:Iteration 34F (917.477787 sec): 3 clusters Score: Raw -694679.703774 + Penalty 2852.103763 = -691827.600011 nChanged 0 Trying to split cluster 18 (6014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (917.514060 sec): 2 clusters Score: Raw -639258.624128 + Penalty 1414.049872 = -637844.574257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (917.572698 sec): 3 clusters Score: Raw -636091.274416 + Penalty 2828.099743 = -633263.174673 nChanged 2504 SP:Iteration 1F (917.631444 sec): 3 clusters Score: Raw -637693.682180 + Penalty 2828.099743 = -634865.582437 nChanged 557 SP:Iteration 2F (917.679646 sec): 3 clusters Score: Raw -638223.133491 + Penalty 2828.099743 = -635395.033748 nChanged 533 SP:Iteration 3F (917.750020 sec): 3 clusters Score: Raw -638675.753767 + Penalty 2828.099743 = -635847.654024 nChanged 443 SP:Iteration 4F (917.805170 sec): 3 clusters Score: Raw -639044.088813 + Penalty 2828.099743 = -636215.989070 nChanged 393 SP:Iteration 5F (917.861594 sec): 3 clusters Score: Raw -639369.481148 + Penalty 2828.099743 = -636541.381405 nChanged 313 SP:Iteration 6F (917.912117 sec): 3 clusters Score: Raw -639627.282929 + Penalty 2828.099743 = -636799.183186 nChanged 234 SP:Iteration 7Q (917.968863 sec): 3 clusters Score: Raw -639808.486923 + Penalty 2828.099743 = -636980.387180 nChanged 159 SP:Iteration 8Q (918.041111 sec): 3 clusters Score: Raw -639917.174633 + Penalty 2828.099743 = -637089.074890 nChanged 124 SP:Iteration 9Q (918.099658 sec): 3 clusters Score: Raw -639994.336864 + Penalty 2828.099743 = -637166.237121 nChanged 91 SP:Iteration 10Q (918.157594 sec): 3 clusters Score: Raw -640050.074383 + Penalty 2828.099743 = -637221.974640 nChanged 81 SP:Iteration 11Q (918.214489 sec): 3 clusters Score: Raw -640087.993719 + Penalty 2828.099743 = -637259.893976 nChanged 63 SP:Iteration 12Q (918.261737 sec): 3 clusters Score: Raw -640111.940334 + Penalty 2828.099743 = -637283.840591 nChanged 37 SP:Iteration 13Q (918.318400 sec): 3 clusters Score: Raw -640125.247297 + Penalty 2828.099743 = -637297.147554 nChanged 21 SP:Iteration 14Q (918.376401 sec): 3 clusters Score: Raw -640133.558397 + Penalty 2828.099743 = -637305.458654 nChanged 28 SP:Iteration 15Q (918.426849 sec): 3 clusters Score: Raw -640143.322993 + Penalty 2828.099743 = -637315.223250 nChanged 20 SP:Iteration 16Q (918.481177 sec): 3 clusters Score: Raw -640149.429119 + Penalty 2828.099743 = -637321.329376 nChanged 12 SP:Iteration 17Q (918.534520 sec): 3 clusters Score: Raw -640154.107880 + Penalty 2828.099743 = -637326.008136 nChanged 16 SP:Iteration 18Q (918.596279 sec): 3 clusters Score: Raw -640159.972718 + Penalty 2828.099743 = -637331.872975 nChanged 11 SP:Iteration 19Q (918.650076 sec): 3 clusters Score: Raw -640163.564468 + Penalty 2828.099743 = -637335.464725 nChanged 11 SP:Iteration 20F (918.719309 sec): 3 clusters Score: Raw -640167.380811 + Penalty 2828.099743 = -637339.281068 nChanged 10 SP:Iteration 21Q (918.772128 sec): 3 clusters Score: Raw -640170.531003 + Penalty 2828.099743 = -637342.431259 nChanged 8 SP:Iteration 22Q (918.815635 sec): 3 clusters Score: Raw -640172.909740 + Penalty 2828.099743 = -637344.809997 nChanged 3 SP:Iteration 23Q (918.885339 sec): 3 clusters Score: Raw -640173.335629 + Penalty 2828.099743 = -637345.235885 nChanged 0 SP:Iteration 24F (918.940431 sec): 3 clusters Score: Raw -640173.335629 + Penalty 2828.099743 = -637345.235885 nChanged 0 Trying to split cluster 19 (5618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (918.960122 sec): 2 clusters Score: Raw -596401.515251 + Penalty 1402.981289 = -594998.533962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (919.028567 sec): 3 clusters Score: Raw -593430.062489 + Penalty 2805.962577 = -590624.099911 nChanged 2292 SP:Iteration 1F (919.081180 sec): 3 clusters Score: Raw -594705.561005 + Penalty 2805.962577 = -591899.598427 nChanged 382 SP:Iteration 2F (919.134970 sec): 3 clusters Score: Raw -594912.096661 + Penalty 2805.962577 = -592106.134084 nChanged 267 SP:Iteration 3Q (919.186276 sec): 3 clusters Score: Raw -595068.134305 + Penalty 2805.962577 = -592262.171728 nChanged 264 SP:Iteration 4Q (919.253685 sec): 3 clusters Score: Raw -595213.342836 + Penalty 2805.962577 = -592407.380259 nChanged 215 SP:Iteration 5Q (919.307165 sec): 3 clusters Score: Raw -595308.060890 + Penalty 2805.962577 = -592502.098313 nChanged 165 SP:Iteration 6Q (919.355051 sec): 3 clusters Score: Raw -595378.149499 + Penalty 2805.962577 = -592572.186922 nChanged 125 SP:Iteration 7Q (919.404913 sec): 3 clusters Score: Raw -595433.134614 + Penalty 2805.962577 = -592627.172036 nChanged 120 SP:Iteration 8Q (919.464801 sec): 3 clusters Score: Raw -595484.084078 + Penalty 2805.962577 = -592678.121500 nChanged 124 SP:Iteration 9Q (919.526198 sec): 3 clusters Score: Raw -595531.271078 + Penalty 2805.962577 = -592725.308500 nChanged 116 SP:Iteration 10Q (919.581122 sec): 3 clusters Score: Raw -595572.269742 + Penalty 2805.962577 = -592766.307165 nChanged 107 SP:Iteration 11Q (919.623637 sec): 3 clusters Score: Raw -595608.352993 + Penalty 2805.962577 = -592802.390416 nChanged 99 SP:Iteration 12Q (919.676191 sec): 3 clusters Score: Raw -595647.206087 + Penalty 2805.962577 = -592841.243510 nChanged 92 SP:Iteration 13Q (919.727912 sec): 3 clusters Score: Raw -595683.030360 + Penalty 2805.962577 = -592877.067782 nChanged 109 SP:Iteration 14Q (919.781818 sec): 3 clusters Score: Raw -595722.445182 + Penalty 2805.962577 = -592916.482604 nChanged 101 SP:Iteration 15Q (919.836153 sec): 3 clusters Score: Raw -595763.886784 + Penalty 2805.962577 = -592957.924206 nChanged 96 SP:Iteration 16Q (919.893783 sec): 3 clusters Score: Raw -595802.563046 + Penalty 2805.962577 = -592996.600469 nChanged 78 SP:Iteration 17Q (919.959170 sec): 3 clusters Score: Raw -595827.933269 + Penalty 2805.962577 = -593021.970692 nChanged 67 SP:Iteration 18Q (920.013400 sec): 3 clusters Score: Raw -595847.286668 + Penalty 2805.962577 = -593041.324091 nChanged 62 SP:Iteration 19Q (920.071120 sec): 3 clusters Score: Raw -595865.370678 + Penalty 2805.962577 = -593059.408101 nChanged 65 SP:Iteration 20F (920.128262 sec): 3 clusters Score: Raw -595886.574581 + Penalty 2805.962577 = -593080.612003 nChanged 71 SP:Iteration 21Q (920.183409 sec): 3 clusters Score: Raw -595917.920557 + Penalty 2805.962577 = -593111.957980 nChanged 79 SP:Iteration 22Q (920.242394 sec): 3 clusters Score: Raw -595947.773472 + Penalty 2805.962577 = -593141.810894 nChanged 73 SP:Iteration 23Q (920.301144 sec): 3 clusters Score: Raw -595976.943438 + Penalty 2805.962577 = -593170.980861 nChanged 68 SP:Iteration 24Q (920.358340 sec): 3 clusters Score: Raw -596002.181124 + Penalty 2805.962577 = -593196.218546 nChanged 63 SP:Iteration 25Q (920.413349 sec): 3 clusters Score: Raw -596027.760853 + Penalty 2805.962577 = -593221.798275 nChanged 70 SP:Iteration 26Q (920.472132 sec): 3 clusters Score: Raw -596053.725011 + Penalty 2805.962577 = -593247.762433 nChanged 57 SP:Iteration 27Q (920.530139 sec): 3 clusters Score: Raw -596077.738354 + Penalty 2805.962577 = -593271.775776 nChanged 49 SP:Iteration 28Q (920.587950 sec): 3 clusters Score: Raw -596091.896967 + Penalty 2805.962577 = -593285.934389 nChanged 37 SP:Iteration 29Q (920.641769 sec): 3 clusters Score: Raw -596100.901221 + Penalty 2805.962577 = -593294.938644 nChanged 43 SP:Iteration 30Q (920.700040 sec): 3 clusters Score: Raw -596113.249275 + Penalty 2805.962577 = -593307.286698 nChanged 34 SP:Iteration 31Q (920.754438 sec): 3 clusters Score: Raw -596122.282981 + Penalty 2805.962577 = -593316.320403 nChanged 31 SP:Iteration 32Q (920.803328 sec): 3 clusters Score: Raw -596130.895310 + Penalty 2805.962577 = -593324.932732 nChanged 32 SP:Iteration 33Q (920.859108 sec): 3 clusters Score: Raw -596139.532654 + Penalty 2805.962577 = -593333.570077 nChanged 39 SP:Iteration 34Q (920.910815 sec): 3 clusters Score: Raw -596154.169816 + Penalty 2805.962577 = -593348.207238 nChanged 41 SP:Iteration 35Q (920.964168 sec): 3 clusters Score: Raw -596165.516013 + Penalty 2805.962577 = -593359.553435 nChanged 46 SP:Iteration 36Q (921.030291 sec): 3 clusters Score: Raw -596182.531452 + Penalty 2805.962577 = -593376.568874 nChanged 44 SP:Iteration 37Q (921.086679 sec): 3 clusters Score: Raw -596199.208275 + Penalty 2805.962577 = -593393.245697 nChanged 50 SP:Iteration 38Q (921.134529 sec): 3 clusters Score: Raw -596222.080552 + Penalty 2805.962577 = -593416.117975 nChanged 62 SP:Iteration 39Q (921.192797 sec): 3 clusters Score: Raw -596251.463753 + Penalty 2805.962577 = -593445.501175 nChanged 62 SP:Iteration 40F (921.249936 sec): 3 clusters Score: Raw -596273.740293 + Penalty 2805.962577 = -593467.777716 nChanged 62 SP:Iteration 41Q (921.307990 sec): 3 clusters Score: Raw -596301.278379 + Penalty 2805.962577 = -593495.315802 nChanged 62 SP:Iteration 42Q (921.363192 sec): 3 clusters Score: Raw -596326.569789 + Penalty 2805.962577 = -593520.607211 nChanged 61 SP:Iteration 43Q (921.424401 sec): 3 clusters Score: Raw -596351.970793 + Penalty 2805.962577 = -593546.008216 nChanged 70 SP:Iteration 44Q (921.469661 sec): 3 clusters Score: Raw -596385.312561 + Penalty 2805.962577 = -593579.349984 nChanged 78 SP:Iteration 45Q (921.535401 sec): 3 clusters Score: Raw -596430.309501 + Penalty 2805.962577 = -593624.346923 nChanged 74 SP:Iteration 46Q (921.579571 sec): 3 clusters Score: Raw -596465.317108 + Penalty 2805.962577 = -593659.354531 nChanged 65 SP:Iteration 47Q (921.646495 sec): 3 clusters Score: Raw -596496.878309 + Penalty 2805.962577 = -593690.915732 nChanged 56 SP:Iteration 48Q (921.689634 sec): 3 clusters Score: Raw -596524.649838 + Penalty 2805.962577 = -593718.687260 nChanged 61 SP:Iteration 49Q (921.752996 sec): 3 clusters Score: Raw -596552.215404 + Penalty 2805.962577 = -593746.252827 nChanged 56 SP:Iteration 50Q (921.803340 sec): 3 clusters Score: Raw -596571.459464 + Penalty 2805.962577 = -593765.496887 nChanged 33 SP:Iteration 51Q (921.856664 sec): 3 clusters Score: Raw -596582.034639 + Penalty 2805.962577 = -593776.072062 nChanged 32 SP:Iteration 52Q (921.920754 sec): 3 clusters Score: Raw -596592.648370 + Penalty 2805.962577 = -593786.685793 nChanged 27 SP:Iteration 53Q (921.972860 sec): 3 clusters Score: Raw -596601.456453 + Penalty 2805.962577 = -593795.493875 nChanged 24 SP:Iteration 54Q (922.032238 sec): 3 clusters Score: Raw -596609.476504 + Penalty 2805.962577 = -593803.513927 nChanged 37 SP:Iteration 55Q (922.093582 sec): 3 clusters Score: Raw -596621.037068 + Penalty 2805.962577 = -593815.074491 nChanged 35 SP:Iteration 56Q (922.139680 sec): 3 clusters Score: Raw -596629.884017 + Penalty 2805.962577 = -593823.921440 nChanged 22 SP:Iteration 57Q (922.209227 sec): 3 clusters Score: Raw -596634.703049 + Penalty 2805.962577 = -593828.740471 nChanged 18 SP:Iteration 58Q (922.257099 sec): 3 clusters Score: Raw -596639.781555 + Penalty 2805.962577 = -593833.818978 nChanged 19 SP:Iteration 59Q (922.314430 sec): 3 clusters Score: Raw -596647.679794 + Penalty 2805.962577 = -593841.717216 nChanged 31 SP:Iteration 60F (922.371106 sec): 3 clusters Score: Raw -596659.934034 + Penalty 2805.962577 = -593853.971456 nChanged 30 SP:Iteration 61Q (922.424555 sec): 3 clusters Score: Raw -596670.630587 + Penalty 2805.962577 = -593864.668010 nChanged 29 SP:Iteration 62Q (922.481130 sec): 3 clusters Score: Raw -596683.688737 + Penalty 2805.962577 = -593877.726159 nChanged 35 SP:Iteration 63Q (922.536421 sec): 3 clusters Score: Raw -596698.498166 + Penalty 2805.962577 = -593892.535588 nChanged 35 SP:Iteration 64Q (922.587532 sec): 3 clusters Score: Raw -596713.037077 + Penalty 2805.962577 = -593907.074500 nChanged 30 SP:Iteration 65Q (922.635096 sec): 3 clusters Score: Raw -596723.089181 + Penalty 2805.962577 = -593917.126604 nChanged 25 SP:Iteration 66Q (922.694425 sec): 3 clusters Score: Raw -596729.861107 + Penalty 2805.962577 = -593923.898530 nChanged 20 SP:Iteration 67Q (922.747904 sec): 3 clusters Score: Raw -596737.373700 + Penalty 2805.962577 = -593931.411122 nChanged 17 SP:Iteration 68Q (922.804685 sec): 3 clusters Score: Raw -596741.848239 + Penalty 2805.962577 = -593935.885661 nChanged 17 SP:Iteration 69Q (922.864605 sec): 3 clusters Score: Raw -596745.617423 + Penalty 2805.962577 = -593939.654845 nChanged 16 SP:Iteration 70Q (922.909740 sec): 3 clusters Score: Raw -596750.261877 + Penalty 2805.962577 = -593944.299300 nChanged 17 SP:Iteration 71Q (922.973212 sec): 3 clusters Score: Raw -596754.123220 + Penalty 2805.962577 = -593948.160643 nChanged 12 SP:Iteration 72Q (923.021207 sec): 3 clusters Score: Raw -596757.986069 + Penalty 2805.962577 = -593952.023492 nChanged 14 SP:Iteration 73Q (923.086486 sec): 3 clusters Score: Raw -596761.178510 + Penalty 2805.962577 = -593955.215932 nChanged 10 SP:Iteration 74Q (923.141325 sec): 3 clusters Score: Raw -596763.186460 + Penalty 2805.962577 = -593957.223882 nChanged 8 SP:Iteration 75Q (923.196880 sec): 3 clusters Score: Raw -596764.837996 + Penalty 2805.962577 = -593958.875419 nChanged 4 SP:Iteration 76Q (923.249225 sec): 3 clusters Score: Raw -596765.305115 + Penalty 2805.962577 = -593959.342537 nChanged 1 SP:Iteration 77Q (923.302885 sec): 3 clusters Score: Raw -596765.433146 + Penalty 2805.962577 = -593959.470568 nChanged 2 SP:Iteration 78Q (923.347090 sec): 3 clusters Score: Raw -596765.859096 + Penalty 2805.962577 = -593959.896518 nChanged 5 SP:Iteration 79Q (923.406799 sec): 3 clusters Score: Raw -596766.588711 + Penalty 2805.962577 = -593960.626133 nChanged 2 SP:Iteration 80F (923.464246 sec): 3 clusters Score: Raw -596766.978072 + Penalty 2805.962577 = -593961.015494 nChanged 1 SP:Iteration 81Q (923.522043 sec): 3 clusters Score: Raw -596767.125100 + Penalty 2805.962577 = -593961.162522 nChanged 1 SP:Iteration 82Q (923.576512 sec): 3 clusters Score: Raw -596767.265276 + Penalty 2805.962577 = -593961.302698 nChanged 1 SP:Iteration 83Q (923.620657 sec): 3 clusters Score: Raw -596767.365494 + Penalty 2805.962577 = -593961.402917 nChanged 1 SP:Iteration 84Q (923.677751 sec): 3 clusters Score: Raw -596767.509830 + Penalty 2805.962577 = -593961.547253 nChanged 2 SP:Iteration 85Q (923.733244 sec): 3 clusters Score: Raw -596767.816227 + Penalty 2805.962577 = -593961.853650 nChanged 1 SP:Iteration 86Q (923.787598 sec): 3 clusters Score: Raw -596767.955136 + Penalty 2805.962577 = -593961.992559 nChanged 0 SP:Iteration 87F (923.843350 sec): 3 clusters Score: Raw -596767.955136 + Penalty 2805.962577 = -593961.992559 nChanged 0 Trying to split cluster 20 (5966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (923.883185 sec): 2 clusters Score: Raw -612477.944749 + Penalty 1412.747694 = -611065.197055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (923.934403 sec): 3 clusters Score: Raw -609374.984771 + Penalty 2825.495389 = -606549.489383 nChanged 2387 SP:Iteration 1F (923.994101 sec): 3 clusters Score: Raw -610649.392561 + Penalty 2825.495389 = -607823.897173 nChanged 414 SP:Iteration 2F (924.047705 sec): 3 clusters Score: Raw -610914.686816 + Penalty 2825.495389 = -608089.191427 nChanged 372 SP:Iteration 3F (924.099142 sec): 3 clusters Score: Raw -611151.611214 + Penalty 2825.495389 = -608326.115826 nChanged 318 SP:Iteration 4F (924.160276 sec): 3 clusters Score: Raw -611361.863655 + Penalty 2825.495389 = -608536.368267 nChanged 302 SP:Iteration 5F (924.211123 sec): 3 clusters Score: Raw -611571.526186 + Penalty 2825.495389 = -608746.030797 nChanged 263 SP:Iteration 6Q (924.269454 sec): 3 clusters Score: Raw -611764.256403 + Penalty 2825.495389 = -608938.761015 nChanged 241 SP:Iteration 7Q (924.314682 sec): 3 clusters Score: Raw -611937.892956 + Penalty 2825.495389 = -609112.397567 nChanged 224 SP:Iteration 8Q (924.371365 sec): 3 clusters Score: Raw -612092.169567 + Penalty 2825.495389 = -609266.674179 nChanged 207 SP:Iteration 9Q (924.436149 sec): 3 clusters Score: Raw -612206.808052 + Penalty 2825.495389 = -609381.312663 nChanged 153 SP:Iteration 10Q (924.486358 sec): 3 clusters Score: Raw -612286.716922 + Penalty 2825.495389 = -609461.221534 nChanged 132 SP:Iteration 11Q (924.551604 sec): 3 clusters Score: Raw -612349.183389 + Penalty 2825.495389 = -609523.688000 nChanged 107 SP:Iteration 12Q (924.606488 sec): 3 clusters Score: Raw -612393.172344 + Penalty 2825.495389 = -609567.676956 nChanged 77 SP:Iteration 13Q (924.654633 sec): 3 clusters Score: Raw -612425.298532 + Penalty 2825.495389 = -609599.803143 nChanged 76 SP:Iteration 14Q (924.714720 sec): 3 clusters Score: Raw -612455.028309 + Penalty 2825.495389 = -609629.532921 nChanged 70 SP:Iteration 15Q (924.763598 sec): 3 clusters Score: Raw -612485.831530 + Penalty 2825.495389 = -609660.336142 nChanged 62 SP:Iteration 16Q (924.805103 sec): 3 clusters Score: Raw -612514.522379 + Penalty 2825.495389 = -609689.026990 nChanged 59 SP:Iteration 17Q (924.858028 sec): 3 clusters Score: Raw -612540.405804 + Penalty 2825.495389 = -609714.910415 nChanged 62 SP:Iteration 18Q (924.907360 sec): 3 clusters Score: Raw -612564.675956 + Penalty 2825.495389 = -609739.180568 nChanged 68 SP:Iteration 19Q (924.962661 sec): 3 clusters Score: Raw -612585.750417 + Penalty 2825.495389 = -609760.255029 nChanged 61 SP:Iteration 20F (925.028184 sec): 3 clusters Score: Raw -612606.219640 + Penalty 2825.495389 = -609780.724252 nChanged 61 SP:Iteration 21Q (925.083595 sec): 3 clusters Score: Raw -612627.367421 + Penalty 2825.495389 = -609801.872032 nChanged 57 SP:Iteration 22Q (925.139420 sec): 3 clusters Score: Raw -612645.616412 + Penalty 2825.495389 = -609820.121023 nChanged 52 SP:Iteration 23Q (925.200960 sec): 3 clusters Score: Raw -612658.807103 + Penalty 2825.495389 = -609833.311714 nChanged 35 SP:Iteration 24Q (925.259862 sec): 3 clusters Score: Raw -612669.657074 + Penalty 2825.495389 = -609844.161685 nChanged 35 SP:Iteration 25Q (925.317024 sec): 3 clusters Score: Raw -612678.846441 + Penalty 2825.495389 = -609853.351052 nChanged 25 SP:Iteration 26Q (925.374381 sec): 3 clusters Score: Raw -612686.452392 + Penalty 2825.495389 = -609860.957004 nChanged 31 SP:Iteration 27Q (925.430983 sec): 3 clusters Score: Raw -612694.289535 + Penalty 2825.495389 = -609868.794147 nChanged 30 SP:Iteration 28Q (925.476377 sec): 3 clusters Score: Raw -612700.974336 + Penalty 2825.495389 = -609875.478947 nChanged 14 SP:Iteration 29Q (925.541058 sec): 3 clusters Score: Raw -612703.445096 + Penalty 2825.495389 = -609877.949707 nChanged 12 SP:Iteration 30Q (925.595231 sec): 3 clusters Score: Raw -612705.953368 + Penalty 2825.495389 = -609880.457980 nChanged 8 SP:Iteration 31Q (925.637381 sec): 3 clusters Score: Raw -612708.360496 + Penalty 2825.495389 = -609882.865108 nChanged 10 SP:Iteration 32Q (925.705104 sec): 3 clusters Score: Raw -612710.596702 + Penalty 2825.495389 = -609885.101314 nChanged 9 SP:Iteration 33Q (925.759056 sec): 3 clusters Score: Raw -612712.304344 + Penalty 2825.495389 = -609886.808955 nChanged 13 SP:Iteration 34Q (925.813245 sec): 3 clusters Score: Raw -612715.583595 + Penalty 2825.495389 = -609890.088207 nChanged 11 SP:Iteration 35Q (925.872052 sec): 3 clusters Score: Raw -612717.883121 + Penalty 2825.495389 = -609892.387732 nChanged 7 SP:Iteration 36Q (925.932469 sec): 3 clusters Score: Raw -612718.929192 + Penalty 2825.495389 = -609893.433803 nChanged 4 SP:Iteration 37Q (925.974709 sec): 3 clusters Score: Raw -612719.662096 + Penalty 2825.495389 = -609894.166708 nChanged 4 SP:Iteration 38Q (926.041454 sec): 3 clusters Score: Raw -612720.142003 + Penalty 2825.495389 = -609894.646614 nChanged 2 SP:Iteration 39Q (926.090854 sec): 3 clusters Score: Raw -612720.589734 + Penalty 2825.495389 = -609895.094345 nChanged 3 SP:Iteration 40F (926.151940 sec): 3 clusters Score: Raw -612721.083963 + Penalty 2825.495389 = -609895.588575 nChanged 5 SP:Iteration 41Q (926.207109 sec): 3 clusters Score: Raw -612721.739488 + Penalty 2825.495389 = -609896.244100 nChanged 4 SP:Iteration 42Q (926.259066 sec): 3 clusters Score: Raw -612722.806693 + Penalty 2825.495389 = -609897.311305 nChanged 8 SP:Iteration 43Q (926.312988 sec): 3 clusters Score: Raw -612724.272642 + Penalty 2825.495389 = -609898.777253 nChanged 7 SP:Iteration 44Q (926.361347 sec): 3 clusters Score: Raw -612725.553656 + Penalty 2825.495389 = -609900.058268 nChanged 6 SP:Iteration 45Q (926.420471 sec): 3 clusters Score: Raw -612726.533831 + Penalty 2825.495389 = -609901.038442 nChanged 9 SP:Iteration 46Q (926.478183 sec): 3 clusters Score: Raw -612727.841505 + Penalty 2825.495389 = -609902.346116 nChanged 4 SP:Iteration 47Q (926.536945 sec): 3 clusters Score: Raw -612728.477904 + Penalty 2825.495389 = -609902.982516 nChanged 4 SP:Iteration 48Q (926.588464 sec): 3 clusters Score: Raw -612729.486005 + Penalty 2825.495389 = -609903.990616 nChanged 7 SP:Iteration 49Q (926.638749 sec): 3 clusters Score: Raw -612730.784993 + Penalty 2825.495389 = -609905.289604 nChanged 9 SP:Iteration 50Q (926.700270 sec): 3 clusters Score: Raw -612732.235371 + Penalty 2825.495389 = -609906.739982 nChanged 6 SP:Iteration 51Q (926.747872 sec): 3 clusters Score: Raw -612733.101113 + Penalty 2825.495389 = -609907.605724 nChanged 6 SP:Iteration 52Q (926.810343 sec): 3 clusters Score: Raw -612734.186373 + Penalty 2825.495389 = -609908.690985 nChanged 7 SP:Iteration 53Q (926.861086 sec): 3 clusters Score: Raw -612735.152821 + Penalty 2825.495389 = -609909.657433 nChanged 5 SP:Iteration 54Q (926.926201 sec): 3 clusters Score: Raw -612736.076383 + Penalty 2825.495389 = -609910.580995 nChanged 4 SP:Iteration 55Q (926.973691 sec): 3 clusters Score: Raw -612736.833711 + Penalty 2825.495389 = -609911.338322 nChanged 3 SP:Iteration 56Q (927.029190 sec): 3 clusters Score: Raw -612737.383534 + Penalty 2825.495389 = -609911.888146 nChanged 4 SP:Iteration 57Q (927.085418 sec): 3 clusters Score: Raw -612738.124354 + Penalty 2825.495389 = -609912.628966 nChanged 5 SP:Iteration 58Q (927.147200 sec): 3 clusters Score: Raw -612738.862347 + Penalty 2825.495389 = -609913.366958 nChanged 4 SP:Iteration 59Q (927.202981 sec): 3 clusters Score: Raw -612739.503073 + Penalty 2825.495389 = -609914.007684 nChanged 2 SP:Iteration 60F (927.261463 sec): 3 clusters Score: Raw -612739.700155 + Penalty 2825.495389 = -609914.204767 nChanged 6 SP:Iteration 61Q (927.310452 sec): 3 clusters Score: Raw -612740.811890 + Penalty 2825.495389 = -609915.316501 nChanged 2 SP:Iteration 62Q (927.366796 sec): 3 clusters Score: Raw -612741.332703 + Penalty 2825.495389 = -609915.837315 nChanged 1 SP:Iteration 63Q (927.416367 sec): 3 clusters Score: Raw -612741.538743 + Penalty 2825.495389 = -609916.043355 nChanged 1 SP:Iteration 64Q (927.469479 sec): 3 clusters Score: Raw -612741.637000 + Penalty 2825.495389 = -609916.141612 nChanged 1 SP:Iteration 65Q (927.528414 sec): 3 clusters Score: Raw -612741.745216 + Penalty 2825.495389 = -609916.249827 nChanged 2 SP:Iteration 66Q (927.578564 sec): 3 clusters Score: Raw -612742.099517 + Penalty 2825.495389 = -609916.604129 nChanged 2 SP:Iteration 67Q (927.638405 sec): 3 clusters Score: Raw -612742.261232 + Penalty 2825.495389 = -609916.765844 nChanged 4 SP:Iteration 68Q (927.691214 sec): 3 clusters Score: Raw -612742.740686 + Penalty 2825.495389 = -609917.245297 nChanged 5 SP:Iteration 69Q (927.751392 sec): 3 clusters Score: Raw -612743.364885 + Penalty 2825.495389 = -609917.869497 nChanged 3 SP:Iteration 70Q (927.803085 sec): 3 clusters Score: Raw -612743.929173 + Penalty 2825.495389 = -609918.433785 nChanged 3 SP:Iteration 71Q (927.859600 sec): 3 clusters Score: Raw -612744.299581 + Penalty 2825.495389 = -609918.804192 nChanged 5 SP:Iteration 72Q (927.911438 sec): 3 clusters Score: Raw -612744.884186 + Penalty 2825.495389 = -609919.388798 nChanged 3 SP:Iteration 73Q (927.966624 sec): 3 clusters Score: Raw -612745.292283 + Penalty 2825.495389 = -609919.796894 nChanged 4 SP:Iteration 74Q (928.020860 sec): 3 clusters Score: Raw -612746.097445 + Penalty 2825.495389 = -609920.602056 nChanged 7 SP:Iteration 75Q (928.077561 sec): 3 clusters Score: Raw -612747.092609 + Penalty 2825.495389 = -609921.597220 nChanged 5 SP:Iteration 76Q (928.132747 sec): 3 clusters Score: Raw -612747.734117 + Penalty 2825.495389 = -609922.238728 nChanged 3 SP:Iteration 77Q (928.189129 sec): 3 clusters Score: Raw -612747.955725 + Penalty 2825.495389 = -609922.460337 nChanged 3 SP:Iteration 78Q (928.232526 sec): 3 clusters Score: Raw -612748.351268 + Penalty 2825.495389 = -609922.855879 nChanged 6 SP:Iteration 79Q (928.294101 sec): 3 clusters Score: Raw -612749.417082 + Penalty 2825.495389 = -609923.921693 nChanged 8 SP:Iteration 80F (928.348628 sec): 3 clusters Score: Raw -612750.844491 + Penalty 2825.495389 = -609925.349102 nChanged 4 SP:Iteration 81Q (928.410876 sec): 3 clusters Score: Raw -612751.693287 + Penalty 2825.495389 = -609926.197898 nChanged 5 SP:Iteration 82Q (928.454912 sec): 3 clusters Score: Raw -612752.527492 + Penalty 2825.495389 = -609927.032103 nChanged 3 SP:Iteration 83Q (928.520472 sec): 3 clusters Score: Raw -612753.147481 + Penalty 2825.495389 = -609927.652093 nChanged 2 SP:Iteration 84Q (928.573955 sec): 3 clusters Score: Raw -612753.464896 + Penalty 2825.495389 = -609927.969508 nChanged 0 SP:Iteration 85F (928.626900 sec): 3 clusters Score: Raw -612753.464896 + Penalty 2825.495389 = -609927.969508 nChanged 0 Trying to split cluster 21 (12078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (928.670077 sec): 2 clusters Score: Raw -1232176.172496 + Penalty 1527.360395 = -1230648.812101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (928.738238 sec): 3 clusters Score: Raw -1225234.565580 + Penalty 3054.720791 = -1222179.844789 nChanged 5264 SP:Iteration 1F (928.804747 sec): 3 clusters Score: Raw -1227901.265928 + Penalty 3054.720791 = -1224846.545137 nChanged 685 SP:Iteration 2F (928.872468 sec): 3 clusters Score: Raw -1228186.254246 + Penalty 3054.720791 = -1225131.533455 nChanged 631 SP:Iteration 3F (928.939417 sec): 3 clusters Score: Raw -1228410.855406 + Penalty 3054.720791 = -1225356.134615 nChanged 496 SP:Iteration 4Q (929.010813 sec): 3 clusters Score: Raw -1228580.215299 + Penalty 3054.720791 = -1225525.494508 nChanged 439 SP:Iteration 5Q (929.078932 sec): 3 clusters Score: Raw -1228727.793397 + Penalty 3054.720791 = -1225673.072606 nChanged 403 SP:Iteration 6Q (929.137841 sec): 3 clusters Score: Raw -1228861.447471 + Penalty 3054.720791 = -1225806.726680 nChanged 388 SP:Iteration 7Q (929.213310 sec): 3 clusters Score: Raw -1228994.131491 + Penalty 3054.720791 = -1225939.410700 nChanged 388 SP:Iteration 8Q (929.284124 sec): 3 clusters Score: Raw -1229116.298292 + Penalty 3054.720791 = -1226061.577501 nChanged 349 SP:Iteration 9Q (929.353858 sec): 3 clusters Score: Raw -1229236.116932 + Penalty 3054.720791 = -1226181.396141 nChanged 356 SP:Iteration 10Q (929.422251 sec): 3 clusters Score: Raw -1229353.087629 + Penalty 3054.720791 = -1226298.366838 nChanged 344 SP:Iteration 11Q (929.485126 sec): 3 clusters Score: Raw -1229468.065587 + Penalty 3054.720791 = -1226413.344796 nChanged 334 SP:Iteration 12Q (929.547095 sec): 3 clusters Score: Raw -1229580.183337 + Penalty 3054.720791 = -1226525.462546 nChanged 308 SP:Iteration 13Q (929.625223 sec): 3 clusters Score: Raw -1229679.516280 + Penalty 3054.720791 = -1226624.795490 nChanged 293 SP:Iteration 14Q (929.692708 sec): 3 clusters Score: Raw -1229776.832614 + Penalty 3054.720791 = -1226722.111824 nChanged 276 SP:Iteration 15Q (929.756995 sec): 3 clusters Score: Raw -1229870.255459 + Penalty 3054.720791 = -1226815.534668 nChanged 274 SP:Iteration 16Q (929.824440 sec): 3 clusters Score: Raw -1229959.091228 + Penalty 3054.720791 = -1226904.370437 nChanged 272 SP:Iteration 17Q (929.890206 sec): 3 clusters Score: Raw -1230056.372776 + Penalty 3054.720791 = -1227001.651985 nChanged 292 SP:Iteration 18Q (929.961053 sec): 3 clusters Score: Raw -1230158.709473 + Penalty 3054.720791 = -1227103.988682 nChanged 293 SP:Iteration 19Q (930.026066 sec): 3 clusters Score: Raw -1230272.908208 + Penalty 3054.720791 = -1227218.187417 nChanged 300 SP:Iteration 20F (930.098177 sec): 3 clusters Score: Raw -1230391.497625 + Penalty 3054.720791 = -1227336.776834 nChanged 285 SP:Iteration 21Q (930.160932 sec): 3 clusters Score: Raw -1230522.263988 + Penalty 3054.720791 = -1227467.543197 nChanged 319 SP:Iteration 22Q (930.227322 sec): 3 clusters Score: Raw -1230662.035557 + Penalty 3054.720791 = -1227607.314766 nChanged 317 SP:Iteration 23Q (930.297426 sec): 3 clusters Score: Raw -1230820.389364 + Penalty 3054.720791 = -1227765.668573 nChanged 294 SP:Iteration 24Q (930.368087 sec): 3 clusters Score: Raw -1230956.758385 + Penalty 3054.720791 = -1227902.037595 nChanged 262 SP:Iteration 25Q (930.427618 sec): 3 clusters Score: Raw -1231051.344322 + Penalty 3054.720791 = -1227996.623531 nChanged 201 SP:Iteration 26Q (930.494188 sec): 3 clusters Score: Raw -1231122.562552 + Penalty 3054.720791 = -1228067.841761 nChanged 158 SP:Iteration 27Q (930.570256 sec): 3 clusters Score: Raw -1231169.867770 + Penalty 3054.720791 = -1228115.146979 nChanged 127 SP:Iteration 28Q (930.636583 sec): 3 clusters Score: Raw -1231203.626659 + Penalty 3054.720791 = -1228148.905868 nChanged 119 SP:Iteration 29Q (930.708740 sec): 3 clusters Score: Raw -1231232.499319 + Penalty 3054.720791 = -1228177.778528 nChanged 101 SP:Iteration 30Q (930.775591 sec): 3 clusters Score: Raw -1231257.982596 + Penalty 3054.720791 = -1228203.261805 nChanged 86 SP:Iteration 31Q (930.835768 sec): 3 clusters Score: Raw -1231277.538108 + Penalty 3054.720791 = -1228222.817317 nChanged 84 SP:Iteration 32Q (930.917510 sec): 3 clusters Score: Raw -1231295.890998 + Penalty 3054.720791 = -1228241.170207 nChanged 83 SP:Iteration 33Q (930.978283 sec): 3 clusters Score: Raw -1231312.738576 + Penalty 3054.720791 = -1228258.017785 nChanged 79 SP:Iteration 34Q (931.059330 sec): 3 clusters Score: Raw -1231331.250578 + Penalty 3054.720791 = -1228276.529788 nChanged 74 SP:Iteration 35Q (931.130151 sec): 3 clusters Score: Raw -1231348.984900 + Penalty 3054.720791 = -1228294.264109 nChanged 84 SP:Iteration 36Q (931.194170 sec): 3 clusters Score: Raw -1231368.698970 + Penalty 3054.720791 = -1228313.978179 nChanged 78 SP:Iteration 37Q (931.253780 sec): 3 clusters Score: Raw -1231382.829329 + Penalty 3054.720791 = -1228328.108538 nChanged 59 SP:Iteration 38Q (931.325592 sec): 3 clusters Score: Raw -1231395.619468 + Penalty 3054.720791 = -1228340.898677 nChanged 68 SP:Iteration 39Q (931.387081 sec): 3 clusters Score: Raw -1231412.472753 + Penalty 3054.720791 = -1228357.751962 nChanged 77 SP:Iteration 40F (931.456722 sec): 3 clusters Score: Raw -1231430.175959 + Penalty 3054.720791 = -1228375.455168 nChanged 63 SP:Iteration 41Q (931.525491 sec): 3 clusters Score: Raw -1231441.910673 + Penalty 3054.720791 = -1228387.189882 nChanged 59 SP:Iteration 42Q (931.597785 sec): 3 clusters Score: Raw -1231453.911530 + Penalty 3054.720791 = -1228399.190740 nChanged 64 SP:Iteration 43Q (931.662570 sec): 3 clusters Score: Raw -1231465.996734 + Penalty 3054.720791 = -1228411.275943 nChanged 53 SP:Iteration 44Q (931.742948 sec): 3 clusters Score: Raw -1231474.981876 + Penalty 3054.720791 = -1228420.261086 nChanged 55 SP:Iteration 45Q (931.807915 sec): 3 clusters Score: Raw -1231484.259731 + Penalty 3054.720791 = -1228429.538940 nChanged 57 SP:Iteration 46Q (931.878764 sec): 3 clusters Score: Raw -1231495.334859 + Penalty 3054.720791 = -1228440.614069 nChanged 57 SP:Iteration 47Q (931.939126 sec): 3 clusters Score: Raw -1231508.302850 + Penalty 3054.720791 = -1228453.582059 nChanged 72 SP:Iteration 48Q (932.013333 sec): 3 clusters Score: Raw -1231525.926723 + Penalty 3054.720791 = -1228471.205933 nChanged 68 SP:Iteration 49Q (932.075965 sec): 3 clusters Score: Raw -1231540.758122 + Penalty 3054.720791 = -1228486.037331 nChanged 67 SP:Iteration 50Q (932.144556 sec): 3 clusters Score: Raw -1231555.829668 + Penalty 3054.720791 = -1228501.108877 nChanged 53 SP:Iteration 51Q (932.214839 sec): 3 clusters Score: Raw -1231567.381333 + Penalty 3054.720791 = -1228512.660542 nChanged 55 SP:Iteration 52Q (932.282855 sec): 3 clusters Score: Raw -1231578.700295 + Penalty 3054.720791 = -1228523.979504 nChanged 51 SP:Iteration 53Q (932.336163 sec): 3 clusters Score: Raw -1231587.557123 + Penalty 3054.720791 = -1228532.836332 nChanged 44 SP:Iteration 54Q (932.398991 sec): 3 clusters Score: Raw -1231594.935807 + Penalty 3054.720791 = -1228540.215016 nChanged 47 SP:Iteration 55Q (932.474302 sec): 3 clusters Score: Raw -1231603.586032 + Penalty 3054.720791 = -1228548.865242 nChanged 49 SP:Iteration 56Q (932.542646 sec): 3 clusters Score: Raw -1231612.048782 + Penalty 3054.720791 = -1228557.327991 nChanged 42 SP:Iteration 57Q (932.605096 sec): 3 clusters Score: Raw -1231619.412873 + Penalty 3054.720791 = -1228564.692082 nChanged 48 SP:Iteration 58Q (932.678857 sec): 3 clusters Score: Raw -1231629.361753 + Penalty 3054.720791 = -1228574.640962 nChanged 41 SP:Iteration 59Q (932.740195 sec): 3 clusters Score: Raw -1231635.894654 + Penalty 3054.720791 = -1228581.173864 nChanged 25 SP:Iteration 60F (932.811040 sec): 3 clusters Score: Raw -1231640.175417 + Penalty 3054.720791 = -1228585.454626 nChanged 28 SP:Iteration 61Q (932.885767 sec): 3 clusters Score: Raw -1231645.962411 + Penalty 3054.720791 = -1228591.241620 nChanged 36 SP:Iteration 62Q (932.948576 sec): 3 clusters Score: Raw -1231652.172964 + Penalty 3054.720791 = -1228597.452174 nChanged 35 SP:Iteration 63Q (933.017911 sec): 3 clusters Score: Raw -1231657.723218 + Penalty 3054.720791 = -1228603.002427 nChanged 31 SP:Iteration 64Q (933.074533 sec): 3 clusters Score: Raw -1231664.675864 + Penalty 3054.720791 = -1228609.955074 nChanged 42 SP:Iteration 65Q (933.144335 sec): 3 clusters Score: Raw -1231672.437693 + Penalty 3054.720791 = -1228617.716902 nChanged 36 SP:Iteration 66Q (933.208883 sec): 3 clusters Score: Raw -1231678.157354 + Penalty 3054.720791 = -1228623.436564 nChanged 38 SP:Iteration 67Q (933.280730 sec): 3 clusters Score: Raw -1231684.303743 + Penalty 3054.720791 = -1228629.582952 nChanged 36 SP:Iteration 68Q (933.343002 sec): 3 clusters Score: Raw -1231690.774631 + Penalty 3054.720791 = -1228636.053840 nChanged 43 SP:Iteration 69Q (933.404673 sec): 3 clusters Score: Raw -1231700.154285 + Penalty 3054.720791 = -1228645.433494 nChanged 50 SP:Iteration 70Q (933.477236 sec): 3 clusters Score: Raw -1231711.283267 + Penalty 3054.720791 = -1228656.562476 nChanged 45 SP:Iteration 71Q (933.547417 sec): 3 clusters Score: Raw -1231722.131553 + Penalty 3054.720791 = -1228667.410762 nChanged 57 SP:Iteration 72Q (933.614647 sec): 3 clusters Score: Raw -1231740.353168 + Penalty 3054.720791 = -1228685.632377 nChanged 57 SP:Iteration 73Q (933.683582 sec): 3 clusters Score: Raw -1231753.329673 + Penalty 3054.720791 = -1228698.608882 nChanged 43 SP:Iteration 74Q (933.753203 sec): 3 clusters Score: Raw -1231761.530704 + Penalty 3054.720791 = -1228706.809913 nChanged 36 SP:Iteration 75Q (933.820621 sec): 3 clusters Score: Raw -1231768.587353 + Penalty 3054.720791 = -1228713.866562 nChanged 39 SP:Iteration 76Q (933.882030 sec): 3 clusters Score: Raw -1231775.757169 + Penalty 3054.720791 = -1228721.036378 nChanged 41 SP:Iteration 77Q (933.949727 sec): 3 clusters Score: Raw -1231783.628100 + Penalty 3054.720791 = -1228728.907309 nChanged 47 SP:Iteration 78Q (934.029124 sec): 3 clusters Score: Raw -1231794.486512 + Penalty 3054.720791 = -1228739.765721 nChanged 55 SP:Iteration 79Q (934.091816 sec): 3 clusters Score: Raw -1231806.343624 + Penalty 3054.720791 = -1228751.622833 nChanged 50 SP:Iteration 80F (934.156763 sec): 3 clusters Score: Raw -1231818.821360 + Penalty 3054.720791 = -1228764.100570 nChanged 45 SP:Iteration 81Q (934.229205 sec): 3 clusters Score: Raw -1231829.423705 + Penalty 3054.720791 = -1228774.702914 nChanged 58 SP:Iteration 82Q (934.289535 sec): 3 clusters Score: Raw -1231842.908313 + Penalty 3054.720791 = -1228788.187523 nChanged 50 SP:Iteration 83Q (934.362214 sec): 3 clusters Score: Raw -1231854.569470 + Penalty 3054.720791 = -1228799.848679 nChanged 55 SP:Iteration 84Q (934.429232 sec): 3 clusters Score: Raw -1231868.942930 + Penalty 3054.720791 = -1228814.222139 nChanged 54 SP:Iteration 85Q (934.485046 sec): 3 clusters Score: Raw -1231882.220375 + Penalty 3054.720791 = -1228827.499584 nChanged 43 SP:Iteration 86Q (934.552136 sec): 3 clusters Score: Raw -1231892.288786 + Penalty 3054.720791 = -1228837.567995 nChanged 41 SP:Iteration 87Q (934.621033 sec): 3 clusters Score: Raw -1231901.710478 + Penalty 3054.720791 = -1228846.989687 nChanged 34 SP:Iteration 88Q (934.677432 sec): 3 clusters Score: Raw -1231908.055813 + Penalty 3054.720791 = -1228853.335022 nChanged 31 SP:Iteration 89Q (934.754494 sec): 3 clusters Score: Raw -1231915.456139 + Penalty 3054.720791 = -1228860.735349 nChanged 41 SP:Iteration 90Q (934.815046 sec): 3 clusters Score: Raw -1231928.835689 + Penalty 3054.720791 = -1228874.114898 nChanged 48 SP:Iteration 91Q (934.869235 sec): 3 clusters Score: Raw -1231942.190094 + Penalty 3054.720791 = -1228887.469303 nChanged 57 SP:Iteration 92Q (934.941173 sec): 3 clusters Score: Raw -1231956.561519 + Penalty 3054.720791 = -1228901.840728 nChanged 44 SP:Iteration 93Q (935.003729 sec): 3 clusters Score: Raw -1231969.672016 + Penalty 3054.720791 = -1228914.951225 nChanged 55 SP:Iteration 94Q (935.056317 sec): 3 clusters Score: Raw -1231989.549556 + Penalty 3054.720791 = -1228934.828765 nChanged 63 SP:Iteration 95Q (935.135729 sec): 3 clusters Score: Raw -1232010.827257 + Penalty 3054.720791 = -1228956.106467 nChanged 59 SP:Iteration 96Q (935.198369 sec): 3 clusters Score: Raw -1232030.965028 + Penalty 3054.720791 = -1228976.244237 nChanged 58 SP:Iteration 97Q (935.256044 sec): 3 clusters Score: Raw -1232049.950693 + Penalty 3054.720791 = -1228995.229902 nChanged 54 SP:Iteration 98Q (935.328149 sec): 3 clusters Score: Raw -1232068.365258 + Penalty 3054.720791 = -1229013.644467 nChanged 52 SP:Iteration 99Q (935.390530 sec): 3 clusters Score: Raw -1232084.670056 + Penalty 3054.720791 = -1229029.949265 nChanged 47 SP:Iteration 100F (935.470499 sec): 3 clusters Score: Raw -1232099.430892 + Penalty 3054.720791 = -1229044.710101 nChanged 54 SP:Iteration 101Q (935.526489 sec): 3 clusters Score: Raw -1232115.601544 + Penalty 3054.720791 = -1229060.880753 nChanged 54 SP:Iteration 102Q (935.589750 sec): 3 clusters Score: Raw -1232132.551455 + Penalty 3054.720791 = -1229077.830664 nChanged 49 SP:Iteration 103Q (935.663302 sec): 3 clusters Score: Raw -1232148.749876 + Penalty 3054.720791 = -1229094.029085 nChanged 39 SP:Iteration 104Q (935.730262 sec): 3 clusters Score: Raw -1232160.334677 + Penalty 3054.720791 = -1229105.613887 nChanged 28 SP:Iteration 105Q (935.795962 sec): 3 clusters Score: Raw -1232168.736506 + Penalty 3054.720791 = -1229114.015715 nChanged 30 SP:Iteration 106Q (935.863189 sec): 3 clusters Score: Raw -1232177.098277 + Penalty 3054.720791 = -1229122.377486 nChanged 19 SP:Iteration 107Q (935.917297 sec): 3 clusters Score: Raw -1232181.261349 + Penalty 3054.720791 = -1229126.540558 nChanged 18 SP:Iteration 108Q (935.990464 sec): 3 clusters Score: Raw -1232185.166938 + Penalty 3054.720791 = -1229130.446147 nChanged 14 SP:Iteration 109Q (936.043365 sec): 3 clusters Score: Raw -1232188.060903 + Penalty 3054.720791 = -1229133.340112 nChanged 20 SP:Iteration 110Q (936.116645 sec): 3 clusters Score: Raw -1232194.038485 + Penalty 3054.720791 = -1229139.317694 nChanged 23 SP:Iteration 111Q (936.169979 sec): 3 clusters Score: Raw -1232199.635825 + Penalty 3054.720791 = -1229144.915034 nChanged 30 SP:Iteration 112Q (936.242423 sec): 3 clusters Score: Raw -1232207.367842 + Penalty 3054.720791 = -1229152.647051 nChanged 28 SP:Iteration 113Q (936.309809 sec): 3 clusters Score: Raw -1232216.657314 + Penalty 3054.720791 = -1229161.936523 nChanged 26 SP:Iteration 114Q (936.364669 sec): 3 clusters Score: Raw -1232225.334988 + Penalty 3054.720791 = -1229170.614197 nChanged 30 SP:Iteration 115Q (936.437458 sec): 3 clusters Score: Raw -1232235.803671 + Penalty 3054.720791 = -1229181.082880 nChanged 32 SP:Iteration 116Q (936.499243 sec): 3 clusters Score: Raw -1232244.618817 + Penalty 3054.720791 = -1229189.898026 nChanged 25 SP:Iteration 117Q (936.568623 sec): 3 clusters Score: Raw -1232250.763033 + Penalty 3054.720791 = -1229196.042242 nChanged 21 SP:Iteration 118Q (936.623677 sec): 3 clusters Score: Raw -1232256.174477 + Penalty 3054.720791 = -1229201.453686 nChanged 19 SP:Iteration 119Q (936.695709 sec): 3 clusters Score: Raw -1232261.272371 + Penalty 3054.720791 = -1229206.551581 nChanged 17 SP:Iteration 120F (936.755025 sec): 3 clusters Score: Raw -1232268.004544 + Penalty 3054.720791 = -1229213.283753 nChanged 17 SP:Iteration 121Q (936.833610 sec): 3 clusters Score: Raw -1232273.550218 + Penalty 3054.720791 = -1229218.829427 nChanged 18 SP:Iteration 122Q (936.898844 sec): 3 clusters Score: Raw -1232278.383037 + Penalty 3054.720791 = -1229223.662247 nChanged 19 SP:Iteration 123Q (936.964238 sec): 3 clusters Score: Raw -1232283.943748 + Penalty 3054.720791 = -1229229.222957 nChanged 16 SP:Iteration 124Q (937.019132 sec): 3 clusters Score: Raw -1232289.242521 + Penalty 3054.720791 = -1229234.521730 nChanged 12 SP:Iteration 125Q (937.083293 sec): 3 clusters Score: Raw -1232292.825480 + Penalty 3054.720791 = -1229238.104689 nChanged 18 SP:Iteration 126Q (937.156235 sec): 3 clusters Score: Raw -1232300.760821 + Penalty 3054.720791 = -1229246.040031 nChanged 27 SP:Iteration 127Q (937.219966 sec): 3 clusters Score: Raw -1232312.754726 + Penalty 3054.720791 = -1229258.033935 nChanged 27 SP:Iteration 128Q (937.284647 sec): 3 clusters Score: Raw -1232320.212147 + Penalty 3054.720791 = -1229265.491356 nChanged 19 SP:Iteration 129Q (937.342901 sec): 3 clusters Score: Raw -1232325.195511 + Penalty 3054.720791 = -1229270.474720 nChanged 16 SP:Iteration 130Q (937.391744 sec): 3 clusters Score: Raw -1232330.338873 + Penalty 3054.720791 = -1229275.618083 nChanged 14 SP:Iteration 131Q (937.458441 sec): 3 clusters Score: Raw -1232334.357091 + Penalty 3054.720791 = -1229279.636300 nChanged 11 SP:Iteration 132Q (937.533010 sec): 3 clusters Score: Raw -1232337.060111 + Penalty 3054.720791 = -1229282.339321 nChanged 12 SP:Iteration 133Q (937.596944 sec): 3 clusters Score: Raw -1232340.885764 + Penalty 3054.720791 = -1229286.164973 nChanged 17 SP:Iteration 134Q (937.649000 sec): 3 clusters Score: Raw -1232346.088353 + Penalty 3054.720791 = -1229291.367562 nChanged 17 SP:Iteration 135Q (937.724917 sec): 3 clusters Score: Raw -1232350.411484 + Penalty 3054.720791 = -1229295.690693 nChanged 14 SP:Iteration 136Q (937.792067 sec): 3 clusters Score: Raw -1232355.734573 + Penalty 3054.720791 = -1229301.013782 nChanged 15 SP:Iteration 137Q (937.845456 sec): 3 clusters Score: Raw -1232360.690529 + Penalty 3054.720791 = -1229305.969738 nChanged 13 SP:Iteration 138Q (937.909390 sec): 3 clusters Score: Raw -1232365.450968 + Penalty 3054.720791 = -1229310.730177 nChanged 16 SP:Iteration 139Q (937.981539 sec): 3 clusters Score: Raw -1232371.205401 + Penalty 3054.720791 = -1229316.484610 nChanged 13 SP:Iteration 140F (938.056833 sec): 3 clusters Score: Raw -1232376.027336 + Penalty 3054.720791 = -1229321.306545 nChanged 15 SP:Iteration 141Q (938.121050 sec): 3 clusters Score: Raw -1232383.770990 + Penalty 3054.720791 = -1229329.050199 nChanged 22 SP:Iteration 142Q (938.187136 sec): 3 clusters Score: Raw -1232393.505873 + Penalty 3054.720791 = -1229338.785082 nChanged 20 SP:Iteration 143Q (938.241536 sec): 3 clusters Score: Raw -1232400.791270 + Penalty 3054.720791 = -1229346.070479 nChanged 14 SP:Iteration 144Q (938.307239 sec): 3 clusters Score: Raw -1232406.841853 + Penalty 3054.720791 = -1229352.121062 nChanged 16 SP:Iteration 145Q (938.383693 sec): 3 clusters Score: Raw -1232412.733111 + Penalty 3054.720791 = -1229358.012320 nChanged 14 SP:Iteration 146Q (938.450336 sec): 3 clusters Score: Raw -1232417.652467 + Penalty 3054.720791 = -1229362.931677 nChanged 10 SP:Iteration 147Q (938.504091 sec): 3 clusters Score: Raw -1232420.264346 + Penalty 3054.720791 = -1229365.543555 nChanged 7 SP:Iteration 148Q (938.571512 sec): 3 clusters Score: Raw -1232422.142664 + Penalty 3054.720791 = -1229367.421873 nChanged 10 SP:Iteration 149Q (938.649895 sec): 3 clusters Score: Raw -1232425.953343 + Penalty 3054.720791 = -1229371.232552 nChanged 9 SP:Iteration 150Q (938.713157 sec): 3 clusters Score: Raw -1232430.212357 + Penalty 3054.720791 = -1229375.491566 nChanged 8 SP:Iteration 151Q (938.772931 sec): 3 clusters Score: Raw -1232433.032688 + Penalty 3054.720791 = -1229378.311897 nChanged 8 SP:Iteration 152Q (938.842930 sec): 3 clusters Score: Raw -1232436.209886 + Penalty 3054.720791 = -1229381.489095 nChanged 5 SP:Iteration 153Q (938.904891 sec): 3 clusters Score: Raw -1232437.944434 + Penalty 3054.720791 = -1229383.223644 nChanged 6 SP:Iteration 154Q (938.970906 sec): 3 clusters Score: Raw -1232440.208687 + Penalty 3054.720791 = -1229385.487896 nChanged 7 SP:Iteration 155Q (939.034533 sec): 3 clusters Score: Raw -1232442.913684 + Penalty 3054.720791 = -1229388.192893 nChanged 4 SP:Iteration 156Q (939.095265 sec): 3 clusters Score: Raw -1232444.938174 + Penalty 3054.720791 = -1229390.217383 nChanged 3 SP:Iteration 157Q (939.155936 sec): 3 clusters Score: Raw -1232446.693021 + Penalty 3054.720791 = -1229391.972230 nChanged 5 SP:Iteration 158Q (939.218676 sec): 3 clusters Score: Raw -1232448.827311 + Penalty 3054.720791 = -1229394.106520 nChanged 5 SP:Iteration 159Q (939.283679 sec): 3 clusters Score: Raw -1232452.182959 + Penalty 3054.720791 = -1229397.462168 nChanged 9 SP:Iteration 160F (939.352734 sec): 3 clusters Score: Raw -1232455.934022 + Penalty 3054.720791 = -1229401.213232 nChanged 7 SP:Iteration 161Q (939.411696 sec): 3 clusters Score: Raw -1232458.963554 + Penalty 3054.720791 = -1229404.242763 nChanged 5 SP:Iteration 162Q (939.480373 sec): 3 clusters Score: Raw -1232461.189501 + Penalty 3054.720791 = -1229406.468710 nChanged 4 SP:Iteration 163Q (939.535385 sec): 3 clusters Score: Raw -1232463.206028 + Penalty 3054.720791 = -1229408.485237 nChanged 5 SP:Iteration 164Q (939.610660 sec): 3 clusters Score: Raw -1232465.934702 + Penalty 3054.720791 = -1229411.213912 nChanged 6 SP:Iteration 165Q (939.670648 sec): 3 clusters Score: Raw -1232468.647799 + Penalty 3054.720791 = -1229413.927008 nChanged 5 SP:Iteration 166Q (939.728476 sec): 3 clusters Score: Raw -1232470.815240 + Penalty 3054.720791 = -1229416.094449 nChanged 4 SP:Iteration 167Q (939.788345 sec): 3 clusters Score: Raw -1232473.408341 + Penalty 3054.720791 = -1229418.687550 nChanged 5 SP:Iteration 168Q (939.856318 sec): 3 clusters Score: Raw -1232475.330002 + Penalty 3054.720791 = -1229420.609211 nChanged 3 SP:Iteration 169Q (939.905222 sec): 3 clusters Score: Raw -1232477.096110 + Penalty 3054.720791 = -1229422.375320 nChanged 2 SP:Iteration 170Q (939.974437 sec): 3 clusters Score: Raw -1232478.327656 + Penalty 3054.720791 = -1229423.606865 nChanged 2 SP:Iteration 171Q (940.039669 sec): 3 clusters Score: Raw -1232478.861496 + Penalty 3054.720791 = -1229424.140706 nChanged 2 SP:Iteration 172Q (940.102537 sec): 3 clusters Score: Raw -1232479.576617 + Penalty 3054.720791 = -1229424.855826 nChanged 1 SP:Iteration 173Q (940.168155 sec): 3 clusters Score: Raw -1232479.757101 + Penalty 3054.720791 = -1229425.036310 nChanged 0 SP:Iteration 174F (940.235922 sec): 3 clusters Score: Raw -1232479.757101 + Penalty 3054.720791 = -1229425.036310 nChanged 0 Iteration 59Q (942.072044 sec): 22 clusters Score: Raw -24067410.499525 + Penalty 42181.041009 = -24025229.458516 nChanged 424 Iteration 60F (945.619914 sec): 22 clusters Score: Raw -24067515.422684 + Penalty 42181.041009 = -24025334.381675 nChanged 424 Iteration 61Q (947.270514 sec): 22 clusters Score: Raw -24067630.806960 + Penalty 42181.041009 = -24025449.765951 nChanged 395 Iteration 62Q (948.895552 sec): 22 clusters Score: Raw -24067706.306403 + Penalty 42181.041009 = -24025525.265394 nChanged 404 Iteration 63Q (950.518378 sec): 22 clusters Score: Raw -24067779.045462 + Penalty 42181.041009 = -24025598.004452 nChanged 353 Iteration 64Q (952.283115 sec): 22 clusters Score: Raw -24067839.447665 + Penalty 42181.041009 = -24025658.406656 nChanged 323 Iteration 65Q (953.969676 sec): 22 clusters Score: Raw -24067906.703812 + Penalty 42181.041009 = -24025725.662803 nChanged 287 Iteration 66Q (955.611785 sec): 22 clusters Score: Raw -24067948.558993 + Penalty 42181.041009 = -24025767.517984 nChanged 280 Iteration 67Q (957.255319 sec): 22 clusters Score: Raw -24067981.536815 + Penalty 42181.041009 = -24025800.495806 nChanged 271 Iteration 68Q (958.854826 sec): 22 clusters Score: Raw -24068010.557650 + Penalty 42181.041009 = -24025829.516641 nChanged 243 Iteration 69Q (960.808096 sec): 22 clusters Score: Raw -24068032.430342 + Penalty 42181.041009 = -24025851.389333 nChanged 231 Iteration 70Q (962.464214 sec): 22 clusters Score: Raw -24068057.241917 + Penalty 42181.041009 = -24025876.200908 nChanged 235 Iteration 71Q (964.055566 sec): 22 clusters Score: Raw -24068085.367944 + Penalty 42181.041009 = -24025904.326935 nChanged 236 Iteration 72Q (965.667740 sec): 22 clusters Score: Raw -24068115.875607 + Penalty 42181.041009 = -24025934.834598 nChanged 239 Iteration 73Q (967.343108 sec): 22 clusters Score: Raw -24068145.369742 + Penalty 42181.041009 = -24025964.328733 nChanged 218 Iteration 74Q (968.986353 sec): 22 clusters Score: Raw -24068174.067504 + Penalty 42181.041009 = -24025993.026495 nChanged 210 Iteration 75Q (970.757330 sec): 22 clusters Score: Raw -24068204.961883 + Penalty 42181.041009 = -24026023.920874 nChanged 213 Iteration 76Q (972.383395 sec): 22 clusters Score: Raw -24068233.955106 + Penalty 42181.041009 = -24026052.914097 nChanged 206 Iteration 77Q (974.067905 sec): 22 clusters Score: Raw -24068258.141649 + Penalty 42181.041009 = -24026077.100640 nChanged 193 Iteration 78Q (975.451266 sec): 22 clusters Score: Raw -24068278.890974 + Penalty 42181.041009 = -24026097.849965 nChanged 170 Iteration 79Q (976.998965 sec): 22 clusters Score: Raw -24068298.185993 + Penalty 42181.041009 = -24026117.144984 nChanged 155 Iteration 80F (980.377067 sec): 22 clusters Score: Raw -24068317.119789 + Penalty 42181.041009 = -24026136.078780 nChanged 129 Iteration 81Q (981.960690 sec): 22 clusters Score: Raw -24068335.292674 + Penalty 42181.041009 = -24026154.251665 nChanged 123 Iteration 82Q (983.624625 sec): 22 clusters Score: Raw -24068352.320249 + Penalty 42181.041009 = -24026171.279240 nChanged 112 Iteration 83Q (985.238224 sec): 22 clusters Score: Raw -24068366.790530 + Penalty 42181.041009 = -24026185.749521 nChanged 101 Iteration 84Q (986.877445 sec): 22 clusters Score: Raw -24068377.815395 + Penalty 42181.041009 = -24026196.774386 nChanged 106 Iteration 85Q (988.611111 sec): 22 clusters Score: Raw -24068392.161745 + Penalty 42181.041009 = -24026211.120736 nChanged 113 Iteration 86Q (990.218408 sec): 22 clusters Score: Raw -24068407.251417 + Penalty 42181.041009 = -24026226.210408 nChanged 122 Iteration 87Q (991.904276 sec): 22 clusters Score: Raw -24068424.877397 + Penalty 42181.041009 = -24026243.836388 nChanged 108 Iteration 88Q (993.514582 sec): 22 clusters Score: Raw -24068440.315642 + Penalty 42181.041009 = -24026259.274633 nChanged 121 Iteration 89Q (995.161193 sec): 22 clusters Score: Raw -24068456.081720 + Penalty 42181.041009 = -24026275.040711 nChanged 109 Iteration 90Q (996.791043 sec): 22 clusters Score: Raw -24068469.452777 + Penalty 42181.041009 = -24026288.411768 nChanged 102 Iteration 91Q (998.741449 sec): 22 clusters Score: Raw -24068484.239111 + Penalty 42181.041009 = -24026303.198102 nChanged 99 Iteration 92Q (1000.367841 sec): 22 clusters Score: Raw -24068501.684846 + Penalty 42181.041009 = -24026320.643837 nChanged 105 Iteration 93Q (1001.857277 sec): 22 clusters Score: Raw -24068520.237017 + Penalty 42181.041009 = -24026339.196008 nChanged 115 Iteration 94Q (1003.256025 sec): 22 clusters Score: Raw -24068542.592796 + Penalty 42181.041009 = -24026361.551787 nChanged 117 Iteration 95Q (1004.792421 sec): 22 clusters Score: Raw -24068562.437407 + Penalty 42181.041009 = -24026381.396398 nChanged 105 Iteration 96Q (1006.413735 sec): 22 clusters Score: Raw -24068578.070698 + Penalty 42181.041009 = -24026397.029689 nChanged 106 Iteration 97Q (1008.172708 sec): 22 clusters Score: Raw -24068592.584538 + Penalty 42181.041009 = -24026411.543529 nChanged 91 Iteration 98Q (1009.959708 sec): 22 clusters Score: Raw -24068605.993465 + Penalty 42181.041009 = -24026424.952456 nChanged 90 Writing temp clu file Because OldScore, -24026411.543529, is greater than current (better) Score,-24026424.952456 Compute initial score before splitting: Score: Raw -24068605.993465 + Penalty 42181.041009 = -24026424.952456 Trying to split cluster 1 (9089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1010.060035 sec): 2 clusters Score: Raw -976627.358250 + Penalty 1481.158278 = -975146.199973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1010.121544 sec): 3 clusters Score: Raw -971523.605977 + Penalty 2962.316555 = -968561.289422 nChanged 3925 SP:Iteration 1F (1010.176169 sec): 3 clusters Score: Raw -973535.505032 + Penalty 2962.316555 = -970573.188477 nChanged 580 SP:Iteration 2F (1010.227217 sec): 3 clusters Score: Raw -973787.927429 + Penalty 2962.316555 = -970825.610874 nChanged 458 SP:Iteration 3F (1010.282460 sec): 3 clusters Score: Raw -973983.140589 + Penalty 2962.316555 = -971020.824034 nChanged 411 SP:Iteration 4Q (1010.336607 sec): 3 clusters Score: Raw -974153.523043 + Penalty 2962.316555 = -971191.206488 nChanged 389 SP:Iteration 5Q (1010.395215 sec): 3 clusters Score: Raw -974344.701747 + Penalty 2962.316555 = -971382.385192 nChanged 417 SP:Iteration 6Q (1010.450204 sec): 3 clusters Score: Raw -974580.853781 + Penalty 2962.316555 = -971618.537226 nChanged 474 SP:Iteration 7F (1010.516300 sec): 3 clusters Score: Raw -974881.353780 + Penalty 2962.316555 = -971919.037224 nChanged 487 SP:Iteration 8F (1010.572872 sec): 3 clusters Score: Raw -975231.054721 + Penalty 2962.316555 = -972268.738165 nChanged 508 SP:Iteration 9F (1010.641480 sec): 3 clusters Score: Raw -975634.290496 + Penalty 2962.316555 = -972671.973941 nChanged 472 SP:Iteration 10F (1010.694008 sec): 3 clusters Score: Raw -975967.994246 + Penalty 2962.316555 = -973005.677690 nChanged 387 SP:Iteration 11Q (1010.763938 sec): 3 clusters Score: Raw -976226.666105 + Penalty 2962.316555 = -973264.349550 nChanged 269 SP:Iteration 12Q (1010.815967 sec): 3 clusters Score: Raw -976409.718117 + Penalty 2962.316555 = -973447.401562 nChanged 196 SP:Iteration 13Q (1010.874636 sec): 3 clusters Score: Raw -976536.840816 + Penalty 2962.316555 = -973574.524261 nChanged 155 SP:Iteration 14Q (1010.942921 sec): 3 clusters Score: Raw -976627.284618 + Penalty 2962.316555 = -973664.968063 nChanged 113 SP:Iteration 15Q (1010.990679 sec): 3 clusters Score: Raw -976700.045403 + Penalty 2962.316555 = -973737.728848 nChanged 91 SP:Iteration 16Q (1011.046253 sec): 3 clusters Score: Raw -976752.650173 + Penalty 2962.316555 = -973790.333618 nChanged 76 SP:Iteration 17Q (1011.102423 sec): 3 clusters Score: Raw -976791.973624 + Penalty 2962.316555 = -973829.657069 nChanged 60 SP:Iteration 18Q (1011.168768 sec): 3 clusters Score: Raw -976817.358667 + Penalty 2962.316555 = -973855.042112 nChanged 55 SP:Iteration 19Q (1011.218013 sec): 3 clusters Score: Raw -976841.183519 + Penalty 2962.316555 = -973878.866964 nChanged 55 SP:Iteration 20F (1011.279308 sec): 3 clusters Score: Raw -976865.932352 + Penalty 2962.316555 = -973903.615796 nChanged 44 SP:Iteration 21Q (1011.339431 sec): 3 clusters Score: Raw -976888.279929 + Penalty 2962.316555 = -973925.963373 nChanged 39 SP:Iteration 22Q (1011.412227 sec): 3 clusters Score: Raw -976904.640944 + Penalty 2962.316555 = -973942.324389 nChanged 23 SP:Iteration 23Q (1011.464763 sec): 3 clusters Score: Raw -976914.667878 + Penalty 2962.316555 = -973952.351323 nChanged 23 SP:Iteration 24Q (1011.537299 sec): 3 clusters Score: Raw -976923.249108 + Penalty 2962.316555 = -973960.932553 nChanged 14 SP:Iteration 25Q (1011.584493 sec): 3 clusters Score: Raw -976927.568734 + Penalty 2962.316555 = -973965.252179 nChanged 17 SP:Iteration 26Q (1011.649505 sec): 3 clusters Score: Raw -976932.583018 + Penalty 2962.316555 = -973970.266463 nChanged 12 SP:Iteration 27Q (1011.718367 sec): 3 clusters Score: Raw -976935.970690 + Penalty 2962.316555 = -973973.654135 nChanged 14 SP:Iteration 28Q (1011.778801 sec): 3 clusters Score: Raw -976939.304173 + Penalty 2962.316555 = -973976.987618 nChanged 15 SP:Iteration 29Q (1011.834454 sec): 3 clusters Score: Raw -976942.297747 + Penalty 2962.316555 = -973979.981191 nChanged 8 SP:Iteration 30Q (1011.905284 sec): 3 clusters Score: Raw -976944.452427 + Penalty 2962.316555 = -973982.135871 nChanged 8 SP:Iteration 31Q (1011.966904 sec): 3 clusters Score: Raw -976946.266696 + Penalty 2962.316555 = -973983.950141 nChanged 10 SP:Iteration 32Q (1012.030095 sec): 3 clusters Score: Raw -976948.550893 + Penalty 2962.316555 = -973986.234338 nChanged 9 SP:Iteration 33Q (1012.089565 sec): 3 clusters Score: Raw -976950.469699 + Penalty 2962.316555 = -973988.153143 nChanged 5 SP:Iteration 34Q (1012.151869 sec): 3 clusters Score: Raw -976952.045662 + Penalty 2962.316555 = -973989.729107 nChanged 6 SP:Iteration 35Q (1012.213041 sec): 3 clusters Score: Raw -976954.150413 + Penalty 2962.316555 = -973991.833858 nChanged 9 SP:Iteration 36Q (1012.263026 sec): 3 clusters Score: Raw -976955.547390 + Penalty 2962.316555 = -973993.230835 nChanged 5 SP:Iteration 37Q (1012.334537 sec): 3 clusters Score: Raw -976956.863879 + Penalty 2962.316555 = -973994.547324 nChanged 6 SP:Iteration 38Q (1012.396640 sec): 3 clusters Score: Raw -976958.268717 + Penalty 2962.316555 = -973995.952161 nChanged 4 SP:Iteration 39Q (1012.456751 sec): 3 clusters Score: Raw -976959.066846 + Penalty 2962.316555 = -973996.750291 nChanged 2 SP:Iteration 40F (1012.519118 sec): 3 clusters Score: Raw -976959.619871 + Penalty 2962.316555 = -973997.303316 nChanged 3 SP:Iteration 41Q (1012.577606 sec): 3 clusters Score: Raw -976960.244454 + Penalty 2962.316555 = -973997.927898 nChanged 1 SP:Iteration 42Q (1012.636477 sec): 3 clusters Score: Raw -976960.414886 + Penalty 2962.316555 = -973998.098331 nChanged 0 SP:Iteration 43F (1012.699942 sec): 3 clusters Score: Raw -976960.414886 + Penalty 2962.316555 = -973998.098331 nChanged 0 Trying to split cluster 2 (3255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1012.729177 sec): 2 clusters Score: Raw -348129.839251 + Penalty 1314.291478 = -346815.547773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.780354 sec): 3 clusters Score: Raw -346568.917592 + Penalty 2628.582955 = -343940.334637 nChanged 1275 SP:Iteration 1F (1012.819487 sec): 3 clusters Score: Raw -347356.576809 + Penalty 2628.582955 = -344727.993853 nChanged 275 SP:Iteration 2F (1012.884498 sec): 3 clusters Score: Raw -347533.399901 + Penalty 2628.582955 = -344904.816946 nChanged 176 SP:Iteration 3F (1012.937500 sec): 3 clusters Score: Raw -347649.433619 + Penalty 2628.582955 = -345020.850664 nChanged 173 SP:Iteration 4F (1012.987308 sec): 3 clusters Score: Raw -347763.914375 + Penalty 2628.582955 = -345135.331419 nChanged 146 SP:Iteration 5Q (1013.025585 sec): 3 clusters Score: Raw -347863.518582 + Penalty 2628.582955 = -345234.935627 nChanged 127 SP:Iteration 6Q (1013.080966 sec): 3 clusters Score: Raw -347956.252488 + Penalty 2628.582955 = -345327.669533 nChanged 114 SP:Iteration 7Q (1013.132799 sec): 3 clusters Score: Raw -348031.593499 + Penalty 2628.582955 = -345403.010544 nChanged 91 SP:Iteration 8Q (1013.181714 sec): 3 clusters Score: Raw -348102.938511 + Penalty 2628.582955 = -345474.355555 nChanged 91 SP:Iteration 9Q (1013.227584 sec): 3 clusters Score: Raw -348160.725606 + Penalty 2628.582955 = -345532.142651 nChanged 66 SP:Iteration 10Q (1013.284886 sec): 3 clusters Score: Raw -348193.905250 + Penalty 2628.582955 = -345565.322294 nChanged 48 SP:Iteration 11Q (1013.322690 sec): 3 clusters Score: Raw -348217.856990 + Penalty 2628.582955 = -345589.274035 nChanged 51 SP:Iteration 12Q (1013.382925 sec): 3 clusters Score: Raw -348243.558401 + Penalty 2628.582955 = -345614.975446 nChanged 42 SP:Iteration 13Q (1013.426227 sec): 3 clusters Score: Raw -348270.530965 + Penalty 2628.582955 = -345641.948010 nChanged 35 SP:Iteration 14Q (1013.474093 sec): 3 clusters Score: Raw -348290.210988 + Penalty 2628.582955 = -345661.628032 nChanged 30 SP:Iteration 15Q (1013.513786 sec): 3 clusters Score: Raw -348307.930940 + Penalty 2628.582955 = -345679.347984 nChanged 25 SP:Iteration 16Q (1013.566049 sec): 3 clusters Score: Raw -348319.592478 + Penalty 2628.582955 = -345691.009523 nChanged 21 SP:Iteration 17Q (1013.610436 sec): 3 clusters Score: Raw -348326.747930 + Penalty 2628.582955 = -345698.164975 nChanged 15 SP:Iteration 18Q (1013.665398 sec): 3 clusters Score: Raw -348331.809463 + Penalty 2628.582955 = -345703.226507 nChanged 11 SP:Iteration 19Q (1013.707378 sec): 3 clusters Score: Raw -348336.036668 + Penalty 2628.582955 = -345707.453713 nChanged 7 SP:Iteration 20F (1013.757887 sec): 3 clusters Score: Raw -348338.231550 + Penalty 2628.582955 = -345709.648594 nChanged 2 SP:Iteration 21Q (1013.802228 sec): 3 clusters Score: Raw -348338.907533 + Penalty 2628.582955 = -345710.324577 nChanged 2 SP:Iteration 22Q (1013.856642 sec): 3 clusters Score: Raw -348339.792497 + Penalty 2628.582955 = -345711.209541 nChanged 4 SP:Iteration 23Q (1013.910132 sec): 3 clusters Score: Raw -348340.589286 + Penalty 2628.582955 = -345712.006331 nChanged 2 SP:Iteration 24Q (1013.957411 sec): 3 clusters Score: Raw -348341.270202 + Penalty 2628.582955 = -345712.687247 nChanged 0 SP:Iteration 25F (1014.008703 sec): 3 clusters Score: Raw -348341.270202 + Penalty 2628.582955 = -345712.687247 nChanged 0 Trying to split cluster 3 (3306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1014.037993 sec): 2 clusters Score: Raw -339960.710113 + Penalty 1316.817820 = -338643.892293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1014.100679 sec): 3 clusters Score: Raw -338415.535881 + Penalty 2633.635640 = -335781.900241 nChanged 1292 SP:Iteration 1F (1014.165801 sec): 3 clusters Score: Raw -339345.333748 + Penalty 2633.635640 = -336711.698108 nChanged 324 SP:Iteration 2F (1014.217841 sec): 3 clusters Score: Raw -339722.986846 + Penalty 2633.635640 = -337089.351205 nChanged 298 SP:Iteration 3F (1014.267979 sec): 3 clusters Score: Raw -340033.633837 + Penalty 2633.635640 = -337399.998197 nChanged 214 SP:Iteration 4F (1014.311967 sec): 3 clusters Score: Raw -340222.495660 + Penalty 2633.635640 = -337588.860019 nChanged 158 SP:Iteration 5Q (1014.361963 sec): 3 clusters Score: Raw -340363.990842 + Penalty 2633.635640 = -337730.355201 nChanged 131 SP:Iteration 6Q (1014.422873 sec): 3 clusters Score: Raw -340462.084054 + Penalty 2633.635640 = -337828.448414 nChanged 96 SP:Iteration 7Q (1014.477186 sec): 3 clusters Score: Raw -340535.830229 + Penalty 2633.635640 = -337902.194589 nChanged 70 SP:Iteration 8Q (1014.532521 sec): 3 clusters Score: Raw -340588.670580 + Penalty 2633.635640 = -337955.034939 nChanged 51 SP:Iteration 9Q (1014.574972 sec): 3 clusters Score: Raw -340623.038520 + Penalty 2633.635640 = -337989.402880 nChanged 22 SP:Iteration 10Q (1014.638150 sec): 3 clusters Score: Raw -340637.322063 + Penalty 2633.635640 = -338003.686422 nChanged 12 SP:Iteration 11Q (1014.681060 sec): 3 clusters Score: Raw -340643.980921 + Penalty 2633.635640 = -338010.345280 nChanged 10 SP:Iteration 12Q (1014.749276 sec): 3 clusters Score: Raw -340648.624763 + Penalty 2633.635640 = -338014.989123 nChanged 8 SP:Iteration 13Q (1014.803040 sec): 3 clusters Score: Raw -340653.834038 + Penalty 2633.635640 = -338020.198397 nChanged 11 SP:Iteration 14Q (1014.849601 sec): 3 clusters Score: Raw -340660.475588 + Penalty 2633.635640 = -338026.839948 nChanged 9 SP:Iteration 15Q (1014.908152 sec): 3 clusters Score: Raw -340664.262918 + Penalty 2633.635640 = -338030.627277 nChanged 7 SP:Iteration 16Q (1014.962534 sec): 3 clusters Score: Raw -340668.649474 + Penalty 2633.635640 = -338035.013834 nChanged 7 SP:Iteration 17Q (1015.013619 sec): 3 clusters Score: Raw -340673.772718 + Penalty 2633.635640 = -338040.137077 nChanged 7 SP:Iteration 18Q (1015.068011 sec): 3 clusters Score: Raw -340677.176985 + Penalty 2633.635640 = -338043.541344 nChanged 3 SP:Iteration 19Q (1015.124650 sec): 3 clusters Score: Raw -340677.693569 + Penalty 2633.635640 = -338044.057929 nChanged 0 SP:Iteration 20F (1015.180620 sec): 3 clusters Score: Raw -340677.693569 + Penalty 2633.635640 = -338044.057929 nChanged 0 Trying to split cluster 4 (12905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1015.222524 sec): 2 clusters Score: Raw -1395055.867886 + Penalty 1538.122643 = -1393517.745243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1015.290049 sec): 3 clusters Score: Raw -1387409.622111 + Penalty 3076.245286 = -1384333.376825 nChanged 5737 SP:Iteration 1F (1015.359271 sec): 3 clusters Score: Raw -1390554.209285 + Penalty 3076.245286 = -1387477.963998 nChanged 776 SP:Iteration 2F (1015.417980 sec): 3 clusters Score: Raw -1390852.102426 + Penalty 3076.245286 = -1387775.857139 nChanged 619 SP:Iteration 3Q (1015.496515 sec): 3 clusters Score: Raw -1391087.185333 + Penalty 3076.245286 = -1388010.940047 nChanged 563 SP:Iteration 4Q (1015.558335 sec): 3 clusters Score: Raw -1391319.692081 + Penalty 3076.245286 = -1388243.446795 nChanged 521 SP:Iteration 5Q (1015.637112 sec): 3 clusters Score: Raw -1391544.805707 + Penalty 3076.245286 = -1388468.560420 nChanged 528 SP:Iteration 6Q (1015.705428 sec): 3 clusters Score: Raw -1391797.340644 + Penalty 3076.245286 = -1388721.095358 nChanged 557 SP:Iteration 7Q (1015.763603 sec): 3 clusters Score: Raw -1392074.597738 + Penalty 3076.245286 = -1388998.352451 nChanged 555 SP:Iteration 8Q (1015.845127 sec): 3 clusters Score: Raw -1392378.586216 + Penalty 3076.245286 = -1389302.340930 nChanged 556 SP:Iteration 9Q (1015.914889 sec): 3 clusters Score: Raw -1392751.287696 + Penalty 3076.245286 = -1389675.042410 nChanged 590 SP:Iteration 10Q (1015.972896 sec): 3 clusters Score: Raw -1393203.626851 + Penalty 3076.245286 = -1390127.381565 nChanged 556 SP:Iteration 11Q (1016.042425 sec): 3 clusters Score: Raw -1393629.422068 + Penalty 3076.245286 = -1390553.176782 nChanged 492 SP:Iteration 12Q (1016.111245 sec): 3 clusters Score: Raw -1394000.547399 + Penalty 3076.245286 = -1390924.302112 nChanged 394 SP:Iteration 13Q (1016.189969 sec): 3 clusters Score: Raw -1394312.092987 + Penalty 3076.245286 = -1391235.847700 nChanged 286 SP:Iteration 14Q (1016.256068 sec): 3 clusters Score: Raw -1394551.611936 + Penalty 3076.245286 = -1391475.366650 nChanged 246 SP:Iteration 15Q (1016.325700 sec): 3 clusters Score: Raw -1394737.869434 + Penalty 3076.245286 = -1391661.624148 nChanged 190 SP:Iteration 16Q (1016.381003 sec): 3 clusters Score: Raw -1394844.179084 + Penalty 3076.245286 = -1391767.933798 nChanged 142 SP:Iteration 17Q (1016.455882 sec): 3 clusters Score: Raw -1394922.152741 + Penalty 3076.245286 = -1391845.907455 nChanged 120 SP:Iteration 18Q (1016.506233 sec): 3 clusters Score: Raw -1394985.955929 + Penalty 3076.245286 = -1391909.710643 nChanged 97 SP:Iteration 19Q (1016.571209 sec): 3 clusters Score: Raw -1395036.871639 + Penalty 3076.245286 = -1391960.626353 nChanged 79 SP:Iteration 20F (1016.650638 sec): 3 clusters Score: Raw -1395072.970725 + Penalty 3076.245286 = -1391996.725439 nChanged 67 SP:Iteration 21Q (1016.711935 sec): 3 clusters Score: Raw -1395101.407546 + Penalty 3076.245286 = -1392025.162260 nChanged 65 SP:Iteration 22Q (1016.761721 sec): 3 clusters Score: Raw -1395133.650826 + Penalty 3076.245286 = -1392057.405539 nChanged 63 SP:Iteration 23Q (1016.822298 sec): 3 clusters Score: Raw -1395165.960386 + Penalty 3076.245286 = -1392089.715100 nChanged 53 SP:Iteration 24Q (1016.891652 sec): 3 clusters Score: Raw -1395184.967671 + Penalty 3076.245286 = -1392108.722384 nChanged 39 SP:Iteration 25Q (1016.945597 sec): 3 clusters Score: Raw -1395200.594063 + Penalty 3076.245286 = -1392124.348777 nChanged 41 SP:Iteration 26Q (1017.004857 sec): 3 clusters Score: Raw -1395223.204072 + Penalty 3076.245286 = -1392146.958786 nChanged 37 SP:Iteration 27Q (1017.075675 sec): 3 clusters Score: Raw -1395237.858467 + Penalty 3076.245286 = -1392161.613181 nChanged 32 SP:Iteration 28Q (1017.140775 sec): 3 clusters Score: Raw -1395252.034490 + Penalty 3076.245286 = -1392175.789204 nChanged 21 SP:Iteration 29Q (1017.204252 sec): 3 clusters Score: Raw -1395260.135760 + Penalty 3076.245286 = -1392183.890474 nChanged 17 SP:Iteration 30Q (1017.260500 sec): 3 clusters Score: Raw -1395264.990737 + Penalty 3076.245286 = -1392188.745451 nChanged 12 SP:Iteration 31Q (1017.333736 sec): 3 clusters Score: Raw -1395268.733608 + Penalty 3076.245286 = -1392192.488321 nChanged 7 SP:Iteration 32Q (1017.404834 sec): 3 clusters Score: Raw -1395271.025250 + Penalty 3076.245286 = -1392194.779964 nChanged 5 SP:Iteration 33Q (1017.468992 sec): 3 clusters Score: Raw -1395272.811983 + Penalty 3076.245286 = -1392196.566696 nChanged 8 SP:Iteration 34Q (1017.526370 sec): 3 clusters Score: Raw -1395275.949643 + Penalty 3076.245286 = -1392199.704356 nChanged 8 SP:Iteration 35Q (1017.591912 sec): 3 clusters Score: Raw -1395279.440902 + Penalty 3076.245286 = -1392203.195615 nChanged 12 SP:Iteration 36Q (1017.666435 sec): 3 clusters Score: Raw -1395282.621686 + Penalty 3076.245286 = -1392206.376400 nChanged 5 SP:Iteration 37Q (1017.721431 sec): 3 clusters Score: Raw -1395284.018185 + Penalty 3076.245286 = -1392207.772899 nChanged 4 SP:Iteration 38Q (1017.794685 sec): 3 clusters Score: Raw -1395285.202033 + Penalty 3076.245286 = -1392208.956746 nChanged 3 SP:Iteration 39Q (1017.859491 sec): 3 clusters Score: Raw -1395286.748202 + Penalty 3076.245286 = -1392210.502916 nChanged 4 SP:Iteration 40F (1017.924248 sec): 3 clusters Score: Raw -1395287.715783 + Penalty 3076.245286 = -1392211.470496 nChanged 2 SP:Iteration 41Q (1017.977443 sec): 3 clusters Score: Raw -1395288.318297 + Penalty 3076.245286 = -1392212.073011 nChanged 0 SP:Iteration 42F (1018.058319 sec): 3 clusters Score: Raw -1395288.318297 + Penalty 3076.245286 = -1392212.073011 nChanged 0 Trying to split cluster 5 (9590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1018.095840 sec): 2 clusters Score: Raw -1017382.934040 + Penalty 1489.877377 = -1015893.056663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1018.160993 sec): 3 clusters Score: Raw -1011986.016507 + Penalty 2979.754755 = -1009006.261753 nChanged 4127 SP:Iteration 1F (1018.226325 sec): 3 clusters Score: Raw -1014258.109170 + Penalty 2979.754755 = -1011278.354416 nChanged 611 SP:Iteration 2F (1018.290335 sec): 3 clusters Score: Raw -1014591.022920 + Penalty 2979.754755 = -1011611.268165 nChanged 548 SP:Iteration 3F (1018.355350 sec): 3 clusters Score: Raw -1014981.703439 + Penalty 2979.754755 = -1012001.948685 nChanged 598 SP:Iteration 4F (1018.407303 sec): 3 clusters Score: Raw -1015450.410813 + Penalty 2979.754755 = -1012470.656059 nChanged 660 SP:Iteration 5F (1018.471417 sec): 3 clusters Score: Raw -1016060.700271 + Penalty 2979.754755 = -1013080.945516 nChanged 665 SP:Iteration 6F (1018.546937 sec): 3 clusters Score: Raw -1016661.145612 + Penalty 2979.754755 = -1013681.390858 nChanged 592 SP:Iteration 7F (1018.600188 sec): 3 clusters Score: Raw -1017144.426045 + Penalty 2979.754755 = -1014164.671290 nChanged 467 SP:Iteration 8Q (1018.663796 sec): 3 clusters Score: Raw -1017456.261086 + Penalty 2979.754755 = -1014476.506331 nChanged 366 SP:Iteration 9Q (1018.727356 sec): 3 clusters Score: Raw -1017679.387784 + Penalty 2979.754755 = -1014699.633030 nChanged 267 SP:Iteration 10Q (1018.780621 sec): 3 clusters Score: Raw -1017816.362632 + Penalty 2979.754755 = -1014836.607877 nChanged 204 SP:Iteration 11Q (1018.850232 sec): 3 clusters Score: Raw -1017916.159756 + Penalty 2979.754755 = -1014936.405001 nChanged 170 SP:Iteration 12Q (1018.905209 sec): 3 clusters Score: Raw -1017990.086357 + Penalty 2979.754755 = -1015010.331602 nChanged 130 SP:Iteration 13Q (1018.961492 sec): 3 clusters Score: Raw -1018033.643042 + Penalty 2979.754755 = -1015053.888287 nChanged 102 SP:Iteration 14Q (1019.037738 sec): 3 clusters Score: Raw -1018068.624115 + Penalty 2979.754755 = -1015088.869361 nChanged 99 SP:Iteration 15Q (1019.102839 sec): 3 clusters Score: Raw -1018105.347895 + Penalty 2979.754755 = -1015125.593140 nChanged 98 SP:Iteration 16Q (1019.168120 sec): 3 clusters Score: Raw -1018145.226899 + Penalty 2979.754755 = -1015165.472144 nChanged 98 SP:Iteration 17Q (1019.233469 sec): 3 clusters Score: Raw -1018181.187908 + Penalty 2979.754755 = -1015201.433154 nChanged 92 SP:Iteration 18Q (1019.298629 sec): 3 clusters Score: Raw -1018214.421329 + Penalty 2979.754755 = -1015234.666574 nChanged 84 SP:Iteration 19Q (1019.363320 sec): 3 clusters Score: Raw -1018240.354466 + Penalty 2979.754755 = -1015260.599712 nChanged 67 SP:Iteration 20F (1019.428121 sec): 3 clusters Score: Raw -1018260.095867 + Penalty 2979.754755 = -1015280.341113 nChanged 66 SP:Iteration 21Q (1019.490262 sec): 3 clusters Score: Raw -1018278.704081 + Penalty 2979.754755 = -1015298.949326 nChanged 51 SP:Iteration 22Q (1019.550267 sec): 3 clusters Score: Raw -1018292.193625 + Penalty 2979.754755 = -1015312.438871 nChanged 43 SP:Iteration 23Q (1019.606690 sec): 3 clusters Score: Raw -1018302.522972 + Penalty 2979.754755 = -1015322.768218 nChanged 49 SP:Iteration 24Q (1019.658348 sec): 3 clusters Score: Raw -1018314.393491 + Penalty 2979.754755 = -1015334.638737 nChanged 40 SP:Iteration 25Q (1019.729234 sec): 3 clusters Score: Raw -1018323.388894 + Penalty 2979.754755 = -1015343.634139 nChanged 27 SP:Iteration 26Q (1019.789665 sec): 3 clusters Score: Raw -1018327.729562 + Penalty 2979.754755 = -1015347.974808 nChanged 29 SP:Iteration 27Q (1019.836905 sec): 3 clusters Score: Raw -1018332.878790 + Penalty 2979.754755 = -1015353.124035 nChanged 20 SP:Iteration 28Q (1019.910870 sec): 3 clusters Score: Raw -1018336.784945 + Penalty 2979.754755 = -1015357.030191 nChanged 21 SP:Iteration 29Q (1019.969925 sec): 3 clusters Score: Raw -1018340.892094 + Penalty 2979.754755 = -1015361.137340 nChanged 20 SP:Iteration 30Q (1020.020114 sec): 3 clusters Score: Raw -1018343.980718 + Penalty 2979.754755 = -1015364.225963 nChanged 19 SP:Iteration 31Q (1020.090042 sec): 3 clusters Score: Raw -1018347.180218 + Penalty 2979.754755 = -1015367.425464 nChanged 15 SP:Iteration 32Q (1020.137204 sec): 3 clusters Score: Raw -1018349.572953 + Penalty 2979.754755 = -1015369.818198 nChanged 14 SP:Iteration 33Q (1020.195416 sec): 3 clusters Score: Raw -1018352.721698 + Penalty 2979.754755 = -1015372.966943 nChanged 15 SP:Iteration 34Q (1020.265219 sec): 3 clusters Score: Raw -1018356.221677 + Penalty 2979.754755 = -1015376.466923 nChanged 17 SP:Iteration 35Q (1020.321814 sec): 3 clusters Score: Raw -1018359.364060 + Penalty 2979.754755 = -1015379.609305 nChanged 12 SP:Iteration 36Q (1020.394217 sec): 3 clusters Score: Raw -1018361.432081 + Penalty 2979.754755 = -1015381.677327 nChanged 13 SP:Iteration 37Q (1020.458411 sec): 3 clusters Score: Raw -1018363.257270 + Penalty 2979.754755 = -1015383.502516 nChanged 13 SP:Iteration 38Q (1020.521640 sec): 3 clusters Score: Raw -1018365.218595 + Penalty 2979.754755 = -1015385.463841 nChanged 13 SP:Iteration 39Q (1020.584626 sec): 3 clusters Score: Raw -1018367.104960 + Penalty 2979.754755 = -1015387.350205 nChanged 10 SP:Iteration 40F (1020.650223 sec): 3 clusters Score: Raw -1018368.774361 + Penalty 2979.754755 = -1015389.019606 nChanged 14 SP:Iteration 41Q (1020.703413 sec): 3 clusters Score: Raw -1018371.197815 + Penalty 2979.754755 = -1015391.443060 nChanged 17 SP:Iteration 42Q (1020.767400 sec): 3 clusters Score: Raw -1018375.103421 + Penalty 2979.754755 = -1015395.348666 nChanged 7 SP:Iteration 43Q (1020.842547 sec): 3 clusters Score: Raw -1018376.754854 + Penalty 2979.754755 = -1015397.000099 nChanged 10 SP:Iteration 44Q (1020.906392 sec): 3 clusters Score: Raw -1018379.463597 + Penalty 2979.754755 = -1015399.708842 nChanged 11 SP:Iteration 45Q (1020.963136 sec): 3 clusters Score: Raw -1018382.263187 + Penalty 2979.754755 = -1015402.508432 nChanged 13 SP:Iteration 46Q (1021.023850 sec): 3 clusters Score: Raw -1018384.521720 + Penalty 2979.754755 = -1015404.766966 nChanged 15 SP:Iteration 47Q (1021.092704 sec): 3 clusters Score: Raw -1018387.060220 + Penalty 2979.754755 = -1015407.305465 nChanged 13 SP:Iteration 48Q (1021.153161 sec): 3 clusters Score: Raw -1018388.853570 + Penalty 2979.754755 = -1015409.098816 nChanged 13 SP:Iteration 49Q (1021.218561 sec): 3 clusters Score: Raw -1018390.819596 + Penalty 2979.754755 = -1015411.064841 nChanged 8 SP:Iteration 50Q (1021.271503 sec): 3 clusters Score: Raw -1018391.913172 + Penalty 2979.754755 = -1015412.158418 nChanged 8 SP:Iteration 51Q (1021.334936 sec): 3 clusters Score: Raw -1018392.995347 + Penalty 2979.754755 = -1015413.240592 nChanged 11 SP:Iteration 52Q (1021.397615 sec): 3 clusters Score: Raw -1018395.037628 + Penalty 2979.754755 = -1015415.282873 nChanged 13 SP:Iteration 53Q (1021.468849 sec): 3 clusters Score: Raw -1018397.248220 + Penalty 2979.754755 = -1015417.493465 nChanged 9 SP:Iteration 54Q (1021.524778 sec): 3 clusters Score: Raw -1018399.085176 + Penalty 2979.754755 = -1015419.330422 nChanged 14 SP:Iteration 55Q (1021.573063 sec): 3 clusters Score: Raw -1018401.548141 + Penalty 2979.754755 = -1015421.793387 nChanged 10 SP:Iteration 56Q (1021.629181 sec): 3 clusters Score: Raw -1018404.057958 + Penalty 2979.754755 = -1015424.303203 nChanged 19 SP:Iteration 57Q (1021.696886 sec): 3 clusters Score: Raw -1018407.867990 + Penalty 2979.754755 = -1015428.113235 nChanged 18 SP:Iteration 58Q (1021.749578 sec): 3 clusters Score: Raw -1018410.633537 + Penalty 2979.754755 = -1015430.878782 nChanged 11 SP:Iteration 59Q (1021.799705 sec): 3 clusters Score: Raw -1018411.844957 + Penalty 2979.754755 = -1015432.090202 nChanged 8 SP:Iteration 60F (1021.871137 sec): 3 clusters Score: Raw -1018412.993045 + Penalty 2979.754755 = -1015433.238291 nChanged 7 SP:Iteration 61Q (1021.930757 sec): 3 clusters Score: Raw -1018414.021550 + Penalty 2979.754755 = -1015434.266795 nChanged 6 SP:Iteration 62Q (1021.994594 sec): 3 clusters Score: Raw -1018414.718161 + Penalty 2979.754755 = -1015434.963406 nChanged 7 SP:Iteration 63Q (1022.058667 sec): 3 clusters Score: Raw -1018415.901115 + Penalty 2979.754755 = -1015436.146360 nChanged 8 SP:Iteration 64Q (1022.111023 sec): 3 clusters Score: Raw -1018416.906196 + Penalty 2979.754755 = -1015437.151441 nChanged 6 SP:Iteration 65Q (1022.175728 sec): 3 clusters Score: Raw -1018417.757836 + Penalty 2979.754755 = -1015438.003081 nChanged 9 SP:Iteration 66Q (1022.234517 sec): 3 clusters Score: Raw -1018419.780748 + Penalty 2979.754755 = -1015440.025994 nChanged 9 SP:Iteration 67Q (1022.301561 sec): 3 clusters Score: Raw -1018421.820494 + Penalty 2979.754755 = -1015442.065739 nChanged 8 SP:Iteration 68Q (1022.351780 sec): 3 clusters Score: Raw -1018423.157508 + Penalty 2979.754755 = -1015443.402754 nChanged 8 SP:Iteration 69Q (1022.415163 sec): 3 clusters Score: Raw -1018424.932962 + Penalty 2979.754755 = -1015445.178208 nChanged 5 SP:Iteration 70Q (1022.485137 sec): 3 clusters Score: Raw -1018425.301258 + Penalty 2979.754755 = -1015445.546503 nChanged 1 SP:Iteration 71Q (1022.551409 sec): 3 clusters Score: Raw -1018425.390434 + Penalty 2979.754755 = -1015445.635679 nChanged 1 SP:Iteration 72Q (1022.602577 sec): 3 clusters Score: Raw -1018425.470373 + Penalty 2979.754755 = -1015445.715619 nChanged 0 SP:Iteration 73F (1022.674655 sec): 3 clusters Score: Raw -1018425.470373 + Penalty 2979.754755 = -1015445.715619 nChanged 0 Trying to split cluster 6 (6697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1022.701013 sec): 2 clusters Score: Raw -641375.623689 + Penalty 1431.529928 = -639944.093761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1022.763071 sec): 3 clusters Score: Raw -637765.079886 + Penalty 2863.059857 = -634902.020029 nChanged 2803 SP:Iteration 1F (1022.827817 sec): 3 clusters Score: Raw -639410.128588 + Penalty 2863.059857 = -636547.068732 nChanged 524 SP:Iteration 2F (1022.883786 sec): 3 clusters Score: Raw -639806.930261 + Penalty 2863.059857 = -636943.870404 nChanged 495 SP:Iteration 3F (1022.951602 sec): 3 clusters Score: Raw -640252.829355 + Penalty 2863.059857 = -637389.769498 nChanged 491 SP:Iteration 4F (1023.007814 sec): 3 clusters Score: Raw -640671.276832 + Penalty 2863.059857 = -637808.216976 nChanged 449 SP:Iteration 5F (1023.065996 sec): 3 clusters Score: Raw -641039.856008 + Penalty 2863.059857 = -638176.796151 nChanged 418 SP:Iteration 6F (1023.126586 sec): 3 clusters Score: Raw -641296.106828 + Penalty 2863.059857 = -638433.046972 nChanged 290 SP:Iteration 7Q (1023.187327 sec): 3 clusters Score: Raw -641432.516658 + Penalty 2863.059857 = -638569.456802 nChanged 238 SP:Iteration 8Q (1023.237285 sec): 3 clusters Score: Raw -641546.123674 + Penalty 2863.059857 = -638683.063817 nChanged 177 SP:Iteration 9Q (1023.307207 sec): 3 clusters Score: Raw -641619.425861 + Penalty 2863.059857 = -638756.366004 nChanged 131 SP:Iteration 10Q (1023.358053 sec): 3 clusters Score: Raw -641665.709623 + Penalty 2863.059857 = -638802.649767 nChanged 103 SP:Iteration 11Q (1023.413345 sec): 3 clusters Score: Raw -641701.988559 + Penalty 2863.059857 = -638838.928702 nChanged 84 SP:Iteration 12Q (1023.469533 sec): 3 clusters Score: Raw -641730.672291 + Penalty 2863.059857 = -638867.612434 nChanged 68 SP:Iteration 13Q (1023.541541 sec): 3 clusters Score: Raw -641753.472184 + Penalty 2863.059857 = -638890.412327 nChanged 73 SP:Iteration 14Q (1023.601909 sec): 3 clusters Score: Raw -641772.804425 + Penalty 2863.059857 = -638909.744568 nChanged 56 SP:Iteration 15Q (1023.662248 sec): 3 clusters Score: Raw -641786.751550 + Penalty 2863.059857 = -638923.691694 nChanged 40 SP:Iteration 16Q (1023.722294 sec): 3 clusters Score: Raw -641795.474406 + Penalty 2863.059857 = -638932.414550 nChanged 35 SP:Iteration 17Q (1023.775852 sec): 3 clusters Score: Raw -641802.869681 + Penalty 2863.059857 = -638939.809824 nChanged 31 SP:Iteration 18Q (1023.829292 sec): 3 clusters Score: Raw -641807.404681 + Penalty 2863.059857 = -638944.344824 nChanged 29 SP:Iteration 19Q (1023.873644 sec): 3 clusters Score: Raw -641811.738166 + Penalty 2863.059857 = -638948.678309 nChanged 25 SP:Iteration 20F (1023.940409 sec): 3 clusters Score: Raw -641816.673154 + Penalty 2863.059857 = -638953.613297 nChanged 21 SP:Iteration 21Q (1023.988615 sec): 3 clusters Score: Raw -641819.718808 + Penalty 2863.059857 = -638956.658951 nChanged 15 SP:Iteration 22Q (1024.050723 sec): 3 clusters Score: Raw -641822.091443 + Penalty 2863.059857 = -638959.031586 nChanged 12 SP:Iteration 23Q (1024.103090 sec): 3 clusters Score: Raw -641823.795751 + Penalty 2863.059857 = -638960.735894 nChanged 17 SP:Iteration 24Q (1024.162762 sec): 3 clusters Score: Raw -641825.637143 + Penalty 2863.059857 = -638962.577286 nChanged 17 SP:Iteration 25Q (1024.227064 sec): 3 clusters Score: Raw -641829.162163 + Penalty 2863.059857 = -638966.102306 nChanged 20 SP:Iteration 26Q (1024.283642 sec): 3 clusters Score: Raw -641832.553461 + Penalty 2863.059857 = -638969.493605 nChanged 23 SP:Iteration 27Q (1024.340911 sec): 3 clusters Score: Raw -641836.468776 + Penalty 2863.059857 = -638973.408919 nChanged 20 SP:Iteration 28Q (1024.396363 sec): 3 clusters Score: Raw -641840.153148 + Penalty 2863.059857 = -638977.093291 nChanged 14 SP:Iteration 29Q (1024.452523 sec): 3 clusters Score: Raw -641842.283067 + Penalty 2863.059857 = -638979.223210 nChanged 12 SP:Iteration 30Q (1024.514097 sec): 3 clusters Score: Raw -641843.576721 + Penalty 2863.059857 = -638980.516864 nChanged 5 SP:Iteration 31Q (1024.569440 sec): 3 clusters Score: Raw -641844.545068 + Penalty 2863.059857 = -638981.485211 nChanged 12 SP:Iteration 32Q (1024.630373 sec): 3 clusters Score: Raw -641845.725622 + Penalty 2863.059857 = -638982.665766 nChanged 9 SP:Iteration 33Q (1024.676189 sec): 3 clusters Score: Raw -641846.536889 + Penalty 2863.059857 = -638983.477032 nChanged 5 SP:Iteration 34Q (1024.743606 sec): 3 clusters Score: Raw -641847.214857 + Penalty 2863.059857 = -638984.155000 nChanged 5 SP:Iteration 35Q (1024.789430 sec): 3 clusters Score: Raw -641847.867314 + Penalty 2863.059857 = -638984.807457 nChanged 4 SP:Iteration 36Q (1024.852949 sec): 3 clusters Score: Raw -641848.406543 + Penalty 2863.059857 = -638985.346687 nChanged 4 SP:Iteration 37Q (1024.899894 sec): 3 clusters Score: Raw -641849.108491 + Penalty 2863.059857 = -638986.048634 nChanged 5 SP:Iteration 38Q (1024.956024 sec): 3 clusters Score: Raw -641849.671290 + Penalty 2863.059857 = -638986.611433 nChanged 6 SP:Iteration 39Q (1025.021898 sec): 3 clusters Score: Raw -641850.706879 + Penalty 2863.059857 = -638987.647023 nChanged 12 SP:Iteration 40F (1025.080716 sec): 3 clusters Score: Raw -641852.323268 + Penalty 2863.059857 = -638989.263411 nChanged 14 SP:Iteration 41Q (1025.140773 sec): 3 clusters Score: Raw -641854.725433 + Penalty 2863.059857 = -638991.665576 nChanged 14 SP:Iteration 42Q (1025.192345 sec): 3 clusters Score: Raw -641857.745381 + Penalty 2863.059857 = -638994.685524 nChanged 15 SP:Iteration 43Q (1025.256481 sec): 3 clusters Score: Raw -641859.851249 + Penalty 2863.059857 = -638996.791392 nChanged 13 SP:Iteration 44Q (1025.301874 sec): 3 clusters Score: Raw -641861.576943 + Penalty 2863.059857 = -638998.517086 nChanged 9 SP:Iteration 45Q (1025.365157 sec): 3 clusters Score: Raw -641862.604307 + Penalty 2863.059857 = -638999.544451 nChanged 8 SP:Iteration 46Q (1025.422337 sec): 3 clusters Score: Raw -641863.669504 + Penalty 2863.059857 = -639000.609647 nChanged 3 SP:Iteration 47Q (1025.473850 sec): 3 clusters Score: Raw -641864.462326 + Penalty 2863.059857 = -639001.402469 nChanged 7 SP:Iteration 48Q (1025.531651 sec): 3 clusters Score: Raw -641865.557464 + Penalty 2863.059857 = -639002.497607 nChanged 9 SP:Iteration 49Q (1025.596854 sec): 3 clusters Score: Raw -641866.814689 + Penalty 2863.059857 = -639003.754833 nChanged 7 SP:Iteration 50Q (1025.657331 sec): 3 clusters Score: Raw -641867.758378 + Penalty 2863.059857 = -639004.698521 nChanged 10 SP:Iteration 51Q (1025.709670 sec): 3 clusters Score: Raw -641869.839400 + Penalty 2863.059857 = -639006.779543 nChanged 8 SP:Iteration 52Q (1025.775566 sec): 3 clusters Score: Raw -641870.994756 + Penalty 2863.059857 = -639007.934899 nChanged 6 SP:Iteration 53Q (1025.839705 sec): 3 clusters Score: Raw -641871.499308 + Penalty 2863.059857 = -639008.439451 nChanged 3 SP:Iteration 54Q (1025.898580 sec): 3 clusters Score: Raw -641871.921765 + Penalty 2863.059857 = -639008.861908 nChanged 2 SP:Iteration 55Q (1025.958613 sec): 3 clusters Score: Raw -641872.168449 + Penalty 2863.059857 = -639009.108592 nChanged 4 SP:Iteration 56Q (1026.006570 sec): 3 clusters Score: Raw -641872.500412 + Penalty 2863.059857 = -639009.440556 nChanged 3 SP:Iteration 57Q (1026.068891 sec): 3 clusters Score: Raw -641872.676925 + Penalty 2863.059857 = -639009.617069 nChanged 1 SP:Iteration 58Q (1026.136444 sec): 3 clusters Score: Raw -641872.744216 + Penalty 2863.059857 = -639009.684359 nChanged 1 SP:Iteration 59Q (1026.193103 sec): 3 clusters Score: Raw -641872.868744 + Penalty 2863.059857 = -639009.808888 nChanged 2 SP:Iteration 60F (1026.255375 sec): 3 clusters Score: Raw -641873.107101 + Penalty 2863.059857 = -639010.047244 nChanged 2 SP:Iteration 61Q (1026.311942 sec): 3 clusters Score: Raw -641873.240648 + Penalty 2863.059857 = -639010.180791 nChanged 1 SP:Iteration 62Q (1026.372760 sec): 3 clusters Score: Raw -641873.373152 + Penalty 2863.059857 = -639010.313295 nChanged 2 SP:Iteration 63Q (1026.431549 sec): 3 clusters Score: Raw -641873.462120 + Penalty 2863.059857 = -639010.402263 nChanged 0 SP:Iteration 64F (1026.485243 sec): 3 clusters Score: Raw -641873.462120 + Penalty 2863.059857 = -639010.402263 nChanged 0 Trying to split cluster 7 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1026.511021 sec): 2 clusters Score: Raw -36905.764710 + Penalty 977.625538 = -35928.139171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1026.544034 sec): 3 clusters Score: Raw -36907.754282 + Penalty 1955.251077 = -34952.503205 nChanged 95 SP:Iteration 1F (1026.597209 sec): 3 clusters Score: Raw -37043.698718 + Penalty 1955.251077 = -35088.447641 nChanged 25 SP:Iteration 2F (1026.632331 sec): 3 clusters Score: Raw -37095.634630 + Penalty 1955.251077 = -35140.383553 nChanged 18 SP:Iteration 3Q (1026.682696 sec): 3 clusters Score: Raw -37139.468225 + Penalty 1955.251077 = -35184.217148 nChanged 6 SP:Iteration 4Q (1026.720623 sec): 3 clusters Score: Raw -37148.635471 + Penalty 1955.251077 = -35193.384394 nChanged 4 SP:Iteration 5Q (1026.768377 sec): 3 clusters Score: Raw -37155.643522 + Penalty 1955.251077 = -35200.392445 nChanged 2 SP:Iteration 6Q (1026.814868 sec): 3 clusters Score: Raw -37159.397681 + Penalty 1955.251077 = -35204.146604 nChanged 1 SP:Iteration 7Q (1026.862689 sec): 3 clusters Score: Raw -37161.698484 + Penalty 1955.251077 = -35206.447407 nChanged 1 SP:Iteration 8Q (1026.908966 sec): 3 clusters Score: Raw -37162.746653 + Penalty 1955.251077 = -35207.495576 nChanged 0 SP:Iteration 9F (1026.962860 sec): 3 clusters Score: Raw -37162.746653 + Penalty 1955.251077 = -35207.495576 nChanged 0 Trying to split cluster 8 (4305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1026.998012 sec): 2 clusters Score: Raw -461894.284726 + Penalty 1359.724018 = -460534.560709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1027.037048 sec): 3 clusters Score: Raw -459694.357204 + Penalty 2719.448035 = -456974.909169 nChanged 1761 SP:Iteration 1F (1027.090108 sec): 3 clusters Score: Raw -460742.845532 + Penalty 2719.448035 = -458023.397496 nChanged 341 SP:Iteration 2F (1027.135254 sec): 3 clusters Score: Raw -460947.883621 + Penalty 2719.448035 = -458228.435585 nChanged 239 SP:Iteration 3F (1027.202079 sec): 3 clusters Score: Raw -461093.628772 + Penalty 2719.448035 = -458374.180737 nChanged 207 SP:Iteration 4Q (1027.261196 sec): 3 clusters Score: Raw -461221.163176 + Penalty 2719.448035 = -458501.715140 nChanged 185 SP:Iteration 5Q (1027.307024 sec): 3 clusters Score: Raw -461333.857643 + Penalty 2719.448035 = -458614.409607 nChanged 175 SP:Iteration 6Q (1027.365262 sec): 3 clusters Score: Raw -461450.560025 + Penalty 2719.448035 = -458731.111990 nChanged 149 SP:Iteration 7Q (1027.422400 sec): 3 clusters Score: Raw -461537.557236 + Penalty 2719.448035 = -458818.109201 nChanged 118 SP:Iteration 8Q (1027.488050 sec): 3 clusters Score: Raw -461600.386206 + Penalty 2719.448035 = -458880.938170 nChanged 117 SP:Iteration 9Q (1027.545203 sec): 3 clusters Score: Raw -461664.364795 + Penalty 2719.448035 = -458944.916760 nChanged 92 SP:Iteration 10Q (1027.596186 sec): 3 clusters Score: Raw -461722.032664 + Penalty 2719.448035 = -459002.584628 nChanged 90 SP:Iteration 11Q (1027.643816 sec): 3 clusters Score: Raw -461777.249322 + Penalty 2719.448035 = -459057.801287 nChanged 85 SP:Iteration 12Q (1027.705740 sec): 3 clusters Score: Raw -461835.485368 + Penalty 2719.448035 = -459116.037332 nChanged 78 SP:Iteration 13Q (1027.750492 sec): 3 clusters Score: Raw -461897.436867 + Penalty 2719.448035 = -459177.988832 nChanged 77 SP:Iteration 14Q (1027.800620 sec): 3 clusters Score: Raw -461951.879106 + Penalty 2719.448035 = -459232.431071 nChanged 56 SP:Iteration 15Q (1027.860524 sec): 3 clusters Score: Raw -461991.632955 + Penalty 2719.448035 = -459272.184920 nChanged 51 SP:Iteration 16Q (1027.914566 sec): 3 clusters Score: Raw -462024.784027 + Penalty 2719.448035 = -459305.335991 nChanged 46 SP:Iteration 17Q (1027.971339 sec): 3 clusters Score: Raw -462048.585704 + Penalty 2719.448035 = -459329.137669 nChanged 35 SP:Iteration 18Q (1028.016757 sec): 3 clusters Score: Raw -462071.074804 + Penalty 2719.448035 = -459351.626769 nChanged 28 SP:Iteration 19Q (1028.080030 sec): 3 clusters Score: Raw -462085.368990 + Penalty 2719.448035 = -459365.920955 nChanged 20 SP:Iteration 20F (1028.135630 sec): 3 clusters Score: Raw -462096.981092 + Penalty 2719.448035 = -459377.533056 nChanged 14 SP:Iteration 21Q (1028.196802 sec): 3 clusters Score: Raw -462105.292459 + Penalty 2719.448035 = -459385.844424 nChanged 14 SP:Iteration 22Q (1028.242236 sec): 3 clusters Score: Raw -462113.173255 + Penalty 2719.448035 = -459393.725219 nChanged 13 SP:Iteration 23Q (1028.296102 sec): 3 clusters Score: Raw -462120.206389 + Penalty 2719.448035 = -459400.758353 nChanged 9 SP:Iteration 24Q (1028.349150 sec): 3 clusters Score: Raw -462124.951719 + Penalty 2719.448035 = -459405.503684 nChanged 6 SP:Iteration 25Q (1028.402596 sec): 3 clusters Score: Raw -462127.922877 + Penalty 2719.448035 = -459408.474842 nChanged 7 SP:Iteration 26Q (1028.447335 sec): 3 clusters Score: Raw -462132.934825 + Penalty 2719.448035 = -459413.486789 nChanged 11 SP:Iteration 27Q (1028.494210 sec): 3 clusters Score: Raw -462138.755496 + Penalty 2719.448035 = -459419.307461 nChanged 9 SP:Iteration 28Q (1028.544376 sec): 3 clusters Score: Raw -462145.059688 + Penalty 2719.448035 = -459425.611653 nChanged 8 SP:Iteration 29Q (1028.596407 sec): 3 clusters Score: Raw -462149.854150 + Penalty 2719.448035 = -459430.406114 nChanged 6 SP:Iteration 30Q (1028.656991 sec): 3 clusters Score: Raw -462153.719183 + Penalty 2719.448035 = -459434.271148 nChanged 6 SP:Iteration 31Q (1028.711057 sec): 3 clusters Score: Raw -462157.142689 + Penalty 2719.448035 = -459437.694654 nChanged 5 SP:Iteration 32Q (1028.769121 sec): 3 clusters Score: Raw -462159.747149 + Penalty 2719.448035 = -459440.299113 nChanged 6 SP:Iteration 33Q (1028.821275 sec): 3 clusters Score: Raw -462164.649103 + Penalty 2719.448035 = -459445.201067 nChanged 5 SP:Iteration 34Q (1028.877663 sec): 3 clusters Score: Raw -462168.037422 + Penalty 2719.448035 = -459448.589387 nChanged 4 SP:Iteration 35Q (1028.928417 sec): 3 clusters Score: Raw -462169.986004 + Penalty 2719.448035 = -459450.537969 nChanged 4 SP:Iteration 36Q (1028.982684 sec): 3 clusters Score: Raw -462171.930662 + Penalty 2719.448035 = -459452.482627 nChanged 2 SP:Iteration 37Q (1029.025538 sec): 3 clusters Score: Raw -462173.424245 + Penalty 2719.448035 = -459453.976210 nChanged 4 SP:Iteration 38Q (1029.075868 sec): 3 clusters Score: Raw -462175.487648 + Penalty 2719.448035 = -459456.039612 nChanged 1 SP:Iteration 39Q (1029.128742 sec): 3 clusters Score: Raw -462176.095300 + Penalty 2719.448035 = -459456.647264 nChanged 0 SP:Iteration 40F (1029.180618 sec): 3 clusters Score: Raw -462176.095300 + Penalty 2719.448035 = -459456.647264 nChanged 0 Trying to split cluster 9 (1556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1029.207032 sec): 2 clusters Score: Raw -153409.657174 + Penalty 1194.354477 = -152215.302697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1029.267882 sec): 3 clusters Score: Raw -152794.461692 + Penalty 2388.708954 = -150405.752738 nChanged 542 SP:Iteration 1F (1029.315955 sec): 3 clusters Score: Raw -153199.545931 + Penalty 2388.708954 = -150810.836977 nChanged 128 SP:Iteration 2F (1029.358254 sec): 3 clusters Score: Raw -153311.808655 + Penalty 2388.708954 = -150923.099701 nChanged 64 SP:Iteration 3Q (1029.404307 sec): 3 clusters Score: Raw -153355.816598 + Penalty 2388.708954 = -150967.107644 nChanged 39 SP:Iteration 4Q (1029.450078 sec): 3 clusters Score: Raw -153383.615810 + Penalty 2388.708954 = -150994.906856 nChanged 25 SP:Iteration 5Q (1029.494313 sec): 3 clusters Score: Raw -153396.704204 + Penalty 2388.708954 = -151007.995250 nChanged 17 SP:Iteration 6Q (1029.546366 sec): 3 clusters Score: Raw -153403.438435 + Penalty 2388.708954 = -151014.729480 nChanged 12 SP:Iteration 7Q (1029.592195 sec): 3 clusters Score: Raw -153410.001492 + Penalty 2388.708954 = -151021.292538 nChanged 11 SP:Iteration 8Q (1029.625289 sec): 3 clusters Score: Raw -153416.721389 + Penalty 2388.708954 = -151028.012435 nChanged 10 SP:Iteration 9Q (1029.681696 sec): 3 clusters Score: Raw -153423.299832 + Penalty 2388.708954 = -151034.590878 nChanged 8 SP:Iteration 10Q (1029.716164 sec): 3 clusters Score: Raw -153426.857644 + Penalty 2388.708954 = -151038.148690 nChanged 6 SP:Iteration 11Q (1029.772556 sec): 3 clusters Score: Raw -153429.317486 + Penalty 2388.708954 = -151040.608532 nChanged 3 SP:Iteration 12Q (1029.814747 sec): 3 clusters Score: Raw -153430.193564 + Penalty 2388.708954 = -151041.484610 nChanged 1 SP:Iteration 13Q (1029.863691 sec): 3 clusters Score: Raw -153430.285596 + Penalty 2388.708954 = -151041.576642 nChanged 0 SP:Iteration 14F (1029.911315 sec): 3 clusters Score: Raw -153430.285596 + Penalty 2388.708954 = -151041.576642 nChanged 0 Trying to split cluster 10 (18005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1029.959822 sec): 2 clusters Score: Raw -1916170.269547 + Penalty 1592.240776 = -1914578.028771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1030.036115 sec): 3 clusters Score: Raw -1905413.662506 + Penalty 3184.481552 = -1902229.180954 nChanged 8076 SP:Iteration 1F (1030.111500 sec): 3 clusters Score: Raw -1909734.551311 + Penalty 3184.481552 = -1906550.069759 nChanged 998 SP:Iteration 2F (1030.183574 sec): 3 clusters Score: Raw -1910172.539271 + Penalty 3184.481552 = -1906988.057719 nChanged 1090 SP:Iteration 3F (1030.261416 sec): 3 clusters Score: Raw -1910750.437141 + Penalty 3184.481552 = -1907565.955589 nChanged 1216 SP:Iteration 4F (1030.338727 sec): 3 clusters Score: Raw -1911547.316931 + Penalty 3184.481552 = -1908362.835379 nChanged 1370 SP:Iteration 5F (1030.416394 sec): 3 clusters Score: Raw -1912651.613512 + Penalty 3184.481552 = -1909467.131959 nChanged 1384 SP:Iteration 6F (1030.494908 sec): 3 clusters Score: Raw -1913925.643612 + Penalty 3184.481552 = -1910741.162060 nChanged 1120 SP:Iteration 7F (1030.570646 sec): 3 clusters Score: Raw -1915001.733185 + Penalty 3184.481552 = -1911817.251633 nChanged 702 SP:Iteration 8Q (1030.650678 sec): 3 clusters Score: Raw -1915635.348955 + Penalty 3184.481552 = -1912450.867403 nChanged 375 SP:Iteration 9Q (1030.724991 sec): 3 clusters Score: Raw -1915940.484094 + Penalty 3184.481552 = -1912756.002542 nChanged 204 SP:Iteration 10Q (1030.790834 sec): 3 clusters Score: Raw -1916120.012789 + Penalty 3184.481552 = -1912935.531237 nChanged 127 SP:Iteration 11Q (1030.868384 sec): 3 clusters Score: Raw -1916242.238992 + Penalty 3184.481552 = -1913057.757439 nChanged 94 SP:Iteration 12Q (1030.942510 sec): 3 clusters Score: Raw -1916327.740389 + Penalty 3184.481552 = -1913143.258836 nChanged 67 SP:Iteration 13Q (1031.010872 sec): 3 clusters Score: Raw -1916376.290686 + Penalty 3184.481552 = -1913191.809134 nChanged 49 SP:Iteration 14Q (1031.079013 sec): 3 clusters Score: Raw -1916416.211379 + Penalty 3184.481552 = -1913231.729827 nChanged 35 SP:Iteration 15Q (1031.148039 sec): 3 clusters Score: Raw -1916444.879003 + Penalty 3184.481552 = -1913260.397451 nChanged 33 SP:Iteration 16Q (1031.220094 sec): 3 clusters Score: Raw -1916466.853716 + Penalty 3184.481552 = -1913282.372164 nChanged 24 SP:Iteration 17Q (1031.287002 sec): 3 clusters Score: Raw -1916483.655736 + Penalty 3184.481552 = -1913299.174184 nChanged 17 SP:Iteration 18Q (1031.355034 sec): 3 clusters Score: Raw -1916493.928688 + Penalty 3184.481552 = -1913309.447136 nChanged 10 SP:Iteration 19Q (1031.421626 sec): 3 clusters Score: Raw -1916501.498140 + Penalty 3184.481552 = -1913317.016587 nChanged 5 SP:Iteration 20F (1031.498305 sec): 3 clusters Score: Raw -1916505.640527 + Penalty 3184.481552 = -1913321.158975 nChanged 5 SP:Iteration 21Q (1031.568457 sec): 3 clusters Score: Raw -1916509.726662 + Penalty 3184.481552 = -1913325.245110 nChanged 6 SP:Iteration 22Q (1031.639159 sec): 3 clusters Score: Raw -1916512.847370 + Penalty 3184.481552 = -1913328.365818 nChanged 5 SP:Iteration 23Q (1031.711294 sec): 3 clusters Score: Raw -1916515.273322 + Penalty 3184.481552 = -1913330.791769 nChanged 2 SP:Iteration 24Q (1031.782743 sec): 3 clusters Score: Raw -1916516.156656 + Penalty 3184.481552 = -1913331.675104 nChanged 1 SP:Iteration 25Q (1031.853634 sec): 3 clusters Score: Raw -1916516.806436 + Penalty 3184.481552 = -1913332.324883 nChanged 1 SP:Iteration 26Q (1031.924743 sec): 3 clusters Score: Raw -1916517.174181 + Penalty 3184.481552 = -1913332.692629 nChanged 0 SP:Iteration 27F (1032.002679 sec): 3 clusters Score: Raw -1916517.174181 + Penalty 3184.481552 = -1913332.692629 nChanged 0 Trying to split cluster 11 (8018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1032.037801 sec): 2 clusters Score: Raw -850415.491516 + Penalty 1460.784698 = -848954.706819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1032.101451 sec): 3 clusters Score: Raw -846056.540234 + Penalty 2921.569395 = -843134.970838 nChanged 3417 SP:Iteration 1F (1032.164488 sec): 3 clusters Score: Raw -847853.125490 + Penalty 2921.569395 = -844931.556095 nChanged 539 SP:Iteration 2F (1032.211522 sec): 3 clusters Score: Raw -848124.646793 + Penalty 2921.569395 = -845203.077397 nChanged 472 SP:Iteration 3F (1032.277412 sec): 3 clusters Score: Raw -848360.619934 + Penalty 2921.569395 = -845439.050539 nChanged 395 SP:Iteration 4Q (1032.335853 sec): 3 clusters Score: Raw -848578.350265 + Penalty 2921.569395 = -845656.780869 nChanged 385 SP:Iteration 5Q (1032.385773 sec): 3 clusters Score: Raw -848802.633940 + Penalty 2921.569395 = -845881.064545 nChanged 345 SP:Iteration 6Q (1032.446822 sec): 3 clusters Score: Raw -849001.617460 + Penalty 2921.569395 = -846080.048065 nChanged 347 SP:Iteration 7Q (1032.512200 sec): 3 clusters Score: Raw -849214.027580 + Penalty 2921.569395 = -846292.458184 nChanged 340 SP:Iteration 8Q (1032.570947 sec): 3 clusters Score: Raw -849426.781315 + Penalty 2921.569395 = -846505.211920 nChanged 331 SP:Iteration 9Q (1032.633442 sec): 3 clusters Score: Raw -849659.272342 + Penalty 2921.569395 = -846737.702946 nChanged 316 SP:Iteration 10Q (1032.680254 sec): 3 clusters Score: Raw -849883.317921 + Penalty 2921.569395 = -846961.748525 nChanged 259 SP:Iteration 11Q (1032.746238 sec): 3 clusters Score: Raw -850072.787463 + Penalty 2921.569395 = -847151.218068 nChanged 194 SP:Iteration 12Q (1032.785885 sec): 3 clusters Score: Raw -850217.731228 + Penalty 2921.569395 = -847296.161833 nChanged 125 SP:Iteration 13Q (1032.838840 sec): 3 clusters Score: Raw -850309.310669 + Penalty 2921.569395 = -847387.741274 nChanged 95 SP:Iteration 14Q (1032.902605 sec): 3 clusters Score: Raw -850393.006225 + Penalty 2921.569395 = -847471.436829 nChanged 69 SP:Iteration 15Q (1032.951000 sec): 3 clusters Score: Raw -850449.151376 + Penalty 2921.569395 = -847527.581981 nChanged 43 SP:Iteration 16Q (1033.002345 sec): 3 clusters Score: Raw -850488.469508 + Penalty 2921.569395 = -847566.900112 nChanged 32 SP:Iteration 17Q (1033.045300 sec): 3 clusters Score: Raw -850517.907636 + Penalty 2921.569395 = -847596.338240 nChanged 24 SP:Iteration 18Q (1033.098696 sec): 3 clusters Score: Raw -850539.307443 + Penalty 2921.569395 = -847617.738048 nChanged 16 SP:Iteration 19Q (1033.154329 sec): 3 clusters Score: Raw -850553.430101 + Penalty 2921.569395 = -847631.860706 nChanged 12 SP:Iteration 20F (1033.210524 sec): 3 clusters Score: Raw -850565.783021 + Penalty 2921.569395 = -847644.213626 nChanged 11 SP:Iteration 21Q (1033.272205 sec): 3 clusters Score: Raw -850577.735628 + Penalty 2921.569395 = -847656.166233 nChanged 4 SP:Iteration 22Q (1033.322668 sec): 3 clusters Score: Raw -850582.488192 + Penalty 2921.569395 = -847660.918796 nChanged 9 SP:Iteration 23Q (1033.379795 sec): 3 clusters Score: Raw -850592.110383 + Penalty 2921.569395 = -847670.540988 nChanged 5 SP:Iteration 24Q (1033.449750 sec): 3 clusters Score: Raw -850597.539442 + Penalty 2921.569395 = -847675.970047 nChanged 6 SP:Iteration 25Q (1033.507598 sec): 3 clusters Score: Raw -850602.975799 + Penalty 2921.569395 = -847681.406403 nChanged 4 SP:Iteration 26Q (1033.563347 sec): 3 clusters Score: Raw -850606.167964 + Penalty 2921.569395 = -847684.598568 nChanged 3 SP:Iteration 27Q (1033.610975 sec): 3 clusters Score: Raw -850608.584650 + Penalty 2921.569395 = -847687.015255 nChanged 1 SP:Iteration 28Q (1033.680465 sec): 3 clusters Score: Raw -850610.147641 + Penalty 2921.569395 = -847688.578246 nChanged 1 SP:Iteration 29Q (1033.728656 sec): 3 clusters Score: Raw -850610.793599 + Penalty 2921.569395 = -847689.224204 nChanged 2 SP:Iteration 30Q (1033.788884 sec): 3 clusters Score: Raw -850611.816635 + Penalty 2921.569395 = -847690.247240 nChanged 1 SP:Iteration 31Q (1033.848705 sec): 3 clusters Score: Raw -850612.214244 + Penalty 2921.569395 = -847690.644848 nChanged 0 SP:Iteration 32F (1033.897675 sec): 3 clusters Score: Raw -850612.214244 + Penalty 2921.569395 = -847690.644848 nChanged 0 Trying to split cluster 12 (6326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1033.942567 sec): 2 clusters Score: Raw -678111.980972 + Penalty 1422.268803 = -676689.712169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1034.000094 sec): 3 clusters Score: Raw -674692.529986 + Penalty 2844.537606 = -671847.992380 nChanged 2640 SP:Iteration 1F (1034.047869 sec): 3 clusters Score: Raw -676043.153551 + Penalty 2844.537606 = -673198.615945 nChanged 484 SP:Iteration 2F (1034.111499 sec): 3 clusters Score: Raw -676313.666809 + Penalty 2844.537606 = -673469.129203 nChanged 394 SP:Iteration 3F (1034.169757 sec): 3 clusters Score: Raw -676541.662698 + Penalty 2844.537606 = -673697.125091 nChanged 342 SP:Iteration 4F (1034.224396 sec): 3 clusters Score: Raw -676738.751784 + Penalty 2844.537606 = -673894.214178 nChanged 303 SP:Iteration 5Q (1034.278079 sec): 3 clusters Score: Raw -676905.035481 + Penalty 2844.537606 = -674060.497875 nChanged 270 SP:Iteration 6Q (1034.330035 sec): 3 clusters Score: Raw -677057.711689 + Penalty 2844.537606 = -674213.174083 nChanged 248 SP:Iteration 7Q (1034.390508 sec): 3 clusters Score: Raw -677187.265934 + Penalty 2844.537606 = -674342.728328 nChanged 222 SP:Iteration 8Q (1034.447543 sec): 3 clusters Score: Raw -677300.562770 + Penalty 2844.537606 = -674456.025163 nChanged 220 SP:Iteration 9Q (1034.506999 sec): 3 clusters Score: Raw -677396.443884 + Penalty 2844.537606 = -674551.906278 nChanged 186 SP:Iteration 10Q (1034.565279 sec): 3 clusters Score: Raw -677477.579844 + Penalty 2844.537606 = -674633.042237 nChanged 157 SP:Iteration 11Q (1034.624870 sec): 3 clusters Score: Raw -677552.837941 + Penalty 2844.537606 = -674708.300335 nChanged 143 SP:Iteration 12Q (1034.693255 sec): 3 clusters Score: Raw -677611.867458 + Penalty 2844.537606 = -674767.329852 nChanged 119 SP:Iteration 13Q (1034.742780 sec): 3 clusters Score: Raw -677658.760941 + Penalty 2844.537606 = -674814.223335 nChanged 110 SP:Iteration 14Q (1034.809355 sec): 3 clusters Score: Raw -677701.128975 + Penalty 2844.537606 = -674856.591369 nChanged 90 SP:Iteration 15Q (1034.871753 sec): 3 clusters Score: Raw -677735.116395 + Penalty 2844.537606 = -674890.578788 nChanged 88 SP:Iteration 16Q (1034.925929 sec): 3 clusters Score: Raw -677766.397474 + Penalty 2844.537606 = -674921.859867 nChanged 67 SP:Iteration 17Q (1034.985143 sec): 3 clusters Score: Raw -677791.020644 + Penalty 2844.537606 = -674946.483037 nChanged 53 SP:Iteration 18Q (1035.040792 sec): 3 clusters Score: Raw -677811.600561 + Penalty 2844.537606 = -674967.062955 nChanged 54 SP:Iteration 19Q (1035.094028 sec): 3 clusters Score: Raw -677835.509784 + Penalty 2844.537606 = -674990.972178 nChanged 54 SP:Iteration 20F (1035.158079 sec): 3 clusters Score: Raw -677855.735124 + Penalty 2844.537606 = -675011.197518 nChanged 53 SP:Iteration 21Q (1035.212401 sec): 3 clusters Score: Raw -677876.865885 + Penalty 2844.537606 = -675032.328279 nChanged 59 SP:Iteration 22Q (1035.255714 sec): 3 clusters Score: Raw -677899.948863 + Penalty 2844.537606 = -675055.411257 nChanged 64 SP:Iteration 23Q (1035.317329 sec): 3 clusters Score: Raw -677924.425534 + Penalty 2844.537606 = -675079.887928 nChanged 43 SP:Iteration 24Q (1035.379722 sec): 3 clusters Score: Raw -677940.358992 + Penalty 2844.537606 = -675095.821386 nChanged 44 SP:Iteration 25Q (1035.426988 sec): 3 clusters Score: Raw -677957.435841 + Penalty 2844.537606 = -675112.898235 nChanged 53 SP:Iteration 26Q (1035.484100 sec): 3 clusters Score: Raw -677980.776856 + Penalty 2844.537606 = -675136.239250 nChanged 54 SP:Iteration 27Q (1035.547609 sec): 3 clusters Score: Raw -678004.939034 + Penalty 2844.537606 = -675160.401428 nChanged 49 SP:Iteration 28Q (1035.597789 sec): 3 clusters Score: Raw -678023.815284 + Penalty 2844.537606 = -675179.277678 nChanged 28 SP:Iteration 29Q (1035.651205 sec): 3 clusters Score: Raw -678032.780984 + Penalty 2844.537606 = -675188.243378 nChanged 24 SP:Iteration 30Q (1035.704286 sec): 3 clusters Score: Raw -678040.104358 + Penalty 2844.537606 = -675195.566752 nChanged 22 SP:Iteration 31Q (1035.756252 sec): 3 clusters Score: Raw -678048.061794 + Penalty 2844.537606 = -675203.524187 nChanged 23 SP:Iteration 32Q (1035.818375 sec): 3 clusters Score: Raw -678057.826312 + Penalty 2844.537606 = -675213.288706 nChanged 25 SP:Iteration 33Q (1035.868539 sec): 3 clusters Score: Raw -678069.305697 + Penalty 2844.537606 = -675224.768091 nChanged 23 SP:Iteration 34Q (1035.917457 sec): 3 clusters Score: Raw -678080.654181 + Penalty 2844.537606 = -675236.116575 nChanged 25 SP:Iteration 35Q (1035.982320 sec): 3 clusters Score: Raw -678090.011178 + Penalty 2844.537606 = -675245.473572 nChanged 22 SP:Iteration 36Q (1036.035468 sec): 3 clusters Score: Raw -678099.651863 + Penalty 2844.537606 = -675255.114256 nChanged 21 SP:Iteration 37Q (1036.094032 sec): 3 clusters Score: Raw -678109.004083 + Penalty 2844.537606 = -675264.466476 nChanged 21 SP:Iteration 38Q (1036.151970 sec): 3 clusters Score: Raw -678116.928048 + Penalty 2844.537606 = -675272.390442 nChanged 17 SP:Iteration 39Q (1036.207583 sec): 3 clusters Score: Raw -678122.039339 + Penalty 2844.537606 = -675277.501733 nChanged 13 SP:Iteration 40F (1036.257168 sec): 3 clusters Score: Raw -678128.001675 + Penalty 2844.537606 = -675283.464068 nChanged 11 SP:Iteration 41Q (1036.322581 sec): 3 clusters Score: Raw -678132.639268 + Penalty 2844.537606 = -675288.101662 nChanged 9 SP:Iteration 42Q (1036.376414 sec): 3 clusters Score: Raw -678136.423337 + Penalty 2844.537606 = -675291.885730 nChanged 13 SP:Iteration 43Q (1036.429197 sec): 3 clusters Score: Raw -678143.035931 + Penalty 2844.537606 = -675298.498325 nChanged 17 SP:Iteration 44Q (1036.487249 sec): 3 clusters Score: Raw -678149.104110 + Penalty 2844.537606 = -675304.566503 nChanged 18 SP:Iteration 45Q (1036.543553 sec): 3 clusters Score: Raw -678159.407905 + Penalty 2844.537606 = -675314.870299 nChanged 20 SP:Iteration 46Q (1036.611417 sec): 3 clusters Score: Raw -678169.245073 + Penalty 2844.537606 = -675324.707466 nChanged 17 SP:Iteration 47Q (1036.665342 sec): 3 clusters Score: Raw -678178.529773 + Penalty 2844.537606 = -675333.992167 nChanged 17 SP:Iteration 48Q (1036.707672 sec): 3 clusters Score: Raw -678185.634888 + Penalty 2844.537606 = -675341.097282 nChanged 16 SP:Iteration 49Q (1036.769458 sec): 3 clusters Score: Raw -678192.584021 + Penalty 2844.537606 = -675348.046415 nChanged 16 SP:Iteration 50Q (1036.818602 sec): 3 clusters Score: Raw -678199.731949 + Penalty 2844.537606 = -675355.194342 nChanged 17 SP:Iteration 51Q (1036.879274 sec): 3 clusters Score: Raw -678206.054513 + Penalty 2844.537606 = -675361.516907 nChanged 13 SP:Iteration 52Q (1036.933074 sec): 3 clusters Score: Raw -678216.182428 + Penalty 2844.537606 = -675371.644822 nChanged 24 SP:Iteration 53Q (1036.985080 sec): 3 clusters Score: Raw -678232.048955 + Penalty 2844.537606 = -675387.511348 nChanged 33 SP:Iteration 54Q (1037.040149 sec): 3 clusters Score: Raw -678252.256144 + Penalty 2844.537606 = -675407.718538 nChanged 23 SP:Iteration 55Q (1037.102915 sec): 3 clusters Score: Raw -678263.578945 + Penalty 2844.537606 = -675419.041338 nChanged 14 SP:Iteration 56Q (1037.142784 sec): 3 clusters Score: Raw -678268.689003 + Penalty 2844.537606 = -675424.151396 nChanged 12 SP:Iteration 57Q (1037.210336 sec): 3 clusters Score: Raw -678275.190501 + Penalty 2844.537606 = -675430.652895 nChanged 10 SP:Iteration 58Q (1037.269344 sec): 3 clusters Score: Raw -678279.626594 + Penalty 2844.537606 = -675435.088988 nChanged 8 SP:Iteration 59Q (1037.324509 sec): 3 clusters Score: Raw -678283.155144 + Penalty 2844.537606 = -675438.617538 nChanged 4 SP:Iteration 60F (1037.371219 sec): 3 clusters Score: Raw -678285.416713 + Penalty 2844.537606 = -675440.879107 nChanged 5 SP:Iteration 61Q (1037.427156 sec): 3 clusters Score: Raw -678287.093156 + Penalty 2844.537606 = -675442.555550 nChanged 4 SP:Iteration 62Q (1037.482506 sec): 3 clusters Score: Raw -678289.179182 + Penalty 2844.537606 = -675444.641575 nChanged 6 SP:Iteration 63Q (1037.544306 sec): 3 clusters Score: Raw -678291.234008 + Penalty 2844.537606 = -675446.696401 nChanged 4 SP:Iteration 64Q (1037.592328 sec): 3 clusters Score: Raw -678292.835540 + Penalty 2844.537606 = -675448.297934 nChanged 5 SP:Iteration 65Q (1037.648201 sec): 3 clusters Score: Raw -678295.451321 + Penalty 2844.537606 = -675450.913715 nChanged 10 SP:Iteration 66Q (1037.694636 sec): 3 clusters Score: Raw -678299.949892 + Penalty 2844.537606 = -675455.412286 nChanged 8 SP:Iteration 67Q (1037.744726 sec): 3 clusters Score: Raw -678302.899053 + Penalty 2844.537606 = -675458.361447 nChanged 6 SP:Iteration 68Q (1037.799016 sec): 3 clusters Score: Raw -678304.960240 + Penalty 2844.537606 = -675460.422634 nChanged 5 SP:Iteration 69Q (1037.860065 sec): 3 clusters Score: Raw -678306.214010 + Penalty 2844.537606 = -675461.676404 nChanged 4 SP:Iteration 70Q (1037.905542 sec): 3 clusters Score: Raw -678306.996040 + Penalty 2844.537606 = -675462.458434 nChanged 2 SP:Iteration 71Q (1037.970931 sec): 3 clusters Score: Raw -678307.247602 + Penalty 2844.537606 = -675462.709995 nChanged 0 SP:Iteration 72F (1038.017783 sec): 3 clusters Score: Raw -678307.247602 + Penalty 2844.537606 = -675462.709995 nChanged 0 Trying to split cluster 13 (1104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1038.040695 sec): 2 clusters Score: Raw -108053.669836 + Penalty 1138.587974 = -106915.081862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1038.095555 sec): 3 clusters Score: Raw -107687.305982 + Penalty 2277.175949 = -105410.130033 nChanged 356 SP:Iteration 1F (1038.135913 sec): 3 clusters Score: Raw -108015.137927 + Penalty 2277.175949 = -105737.961978 nChanged 113 SP:Iteration 2F (1038.187510 sec): 3 clusters Score: Raw -108139.555555 + Penalty 2277.175949 = -105862.379607 nChanged 48 SP:Iteration 3Q (1038.230733 sec): 3 clusters Score: Raw -108238.243524 + Penalty 2277.175949 = -105961.067576 nChanged 50 SP:Iteration 4Q (1038.273072 sec): 3 clusters Score: Raw -108315.938115 + Penalty 2277.175949 = -106038.762166 nChanged 45 SP:Iteration 5Q (1038.305261 sec): 3 clusters Score: Raw -108372.719429 + Penalty 2277.175949 = -106095.543480 nChanged 22 SP:Iteration 6Q (1038.337267 sec): 3 clusters Score: Raw -108402.065774 + Penalty 2277.175949 = -106124.889825 nChanged 30 SP:Iteration 7Q (1038.370922 sec): 3 clusters Score: Raw -108441.351706 + Penalty 2277.175949 = -106164.175758 nChanged 24 SP:Iteration 8Q (1038.408501 sec): 3 clusters Score: Raw -108468.562849 + Penalty 2277.175949 = -106191.386900 nChanged 27 SP:Iteration 9Q (1038.456454 sec): 3 clusters Score: Raw -108492.273014 + Penalty 2277.175949 = -106215.097065 nChanged 9 SP:Iteration 10Q (1038.495433 sec): 3 clusters Score: Raw -108507.041835 + Penalty 2277.175949 = -106229.865886 nChanged 17 SP:Iteration 11Q (1038.541370 sec): 3 clusters Score: Raw -108547.320200 + Penalty 2277.175949 = -106270.144251 nChanged 18 SP:Iteration 12Q (1038.595349 sec): 3 clusters Score: Raw -108576.586631 + Penalty 2277.175949 = -106299.410683 nChanged 21 SP:Iteration 13Q (1038.636772 sec): 3 clusters Score: Raw -108594.763502 + Penalty 2277.175949 = -106317.587553 nChanged 11 SP:Iteration 14Q (1038.687380 sec): 3 clusters Score: Raw -108606.259665 + Penalty 2277.175949 = -106329.083716 nChanged 9 SP:Iteration 15Q (1038.727115 sec): 3 clusters Score: Raw -108615.077687 + Penalty 2277.175949 = -106337.901739 nChanged 10 SP:Iteration 16Q (1038.782450 sec): 3 clusters Score: Raw -108620.664897 + Penalty 2277.175949 = -106343.488948 nChanged 4 SP:Iteration 17Q (1038.820728 sec): 3 clusters Score: Raw -108622.339974 + Penalty 2277.175949 = -106345.164025 nChanged 2 SP:Iteration 18Q (1038.874099 sec): 3 clusters Score: Raw -108626.444992 + Penalty 2277.175949 = -106349.269043 nChanged 4 SP:Iteration 19Q (1038.918600 sec): 3 clusters Score: Raw -108631.366630 + Penalty 2277.175949 = -106354.190681 nChanged 5 SP:Iteration 20F (1038.968210 sec): 3 clusters Score: Raw -108638.952121 + Penalty 2277.175949 = -106361.776173 nChanged 4 SP:Iteration 21Q (1039.018987 sec): 3 clusters Score: Raw -108649.676316 + Penalty 2277.175949 = -106372.500368 nChanged 8 SP:Iteration 22Q (1039.058486 sec): 3 clusters Score: Raw -108656.672499 + Penalty 2277.175949 = -106379.496550 nChanged 6 SP:Iteration 23Q (1039.105342 sec): 3 clusters Score: Raw -108663.740740 + Penalty 2277.175949 = -106386.564791 nChanged 7 SP:Iteration 24Q (1039.159241 sec): 3 clusters Score: Raw -108669.746705 + Penalty 2277.175949 = -106392.570756 nChanged 3 SP:Iteration 25Q (1039.196566 sec): 3 clusters Score: Raw -108672.569197 + Penalty 2277.175949 = -106395.393248 nChanged 4 SP:Iteration 26Q (1039.254896 sec): 3 clusters Score: Raw -108675.028156 + Penalty 2277.175949 = -106397.852207 nChanged 3 SP:Iteration 27Q (1039.291672 sec): 3 clusters Score: Raw -108677.190293 + Penalty 2277.175949 = -106400.014344 nChanged 2 SP:Iteration 28Q (1039.340186 sec): 3 clusters Score: Raw -108677.998999 + Penalty 2277.175949 = -106400.823051 nChanged 1 SP:Iteration 29Q (1039.398545 sec): 3 clusters Score: Raw -108678.496216 + Penalty 2277.175949 = -106401.320267 nChanged 0 SP:Iteration 30F (1039.454914 sec): 3 clusters Score: Raw -108678.496216 + Penalty 2277.175949 = -106401.320267 nChanged 0 Trying to split cluster 14 (38659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1039.527998 sec): 2 clusters Score: Raw -4109414.941329 + Penalty 1716.411919 = -4107698.529411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1039.640157 sec): 3 clusters Score: Raw -4085349.009612 + Penalty 3432.823838 = -4081916.185774 nChanged 17924 SP:Iteration 1F (1039.748407 sec): 3 clusters Score: Raw -4096438.777898 + Penalty 3432.823838 = -4093005.954060 nChanged 2481 SP:Iteration 2F (1039.856630 sec): 3 clusters Score: Raw -4097927.133304 + Penalty 3432.823838 = -4094494.309467 nChanged 2702 SP:Iteration 3F (1039.962149 sec): 3 clusters Score: Raw -4099893.324800 + Penalty 3432.823838 = -4096460.500962 nChanged 2842 SP:Iteration 4F (1040.072159 sec): 3 clusters Score: Raw -4102073.637904 + Penalty 3432.823838 = -4098640.814066 nChanged 2812 SP:Iteration 5F (1040.183414 sec): 3 clusters Score: Raw -4104242.810626 + Penalty 3432.823838 = -4100809.986788 nChanged 2468 SP:Iteration 6F (1040.295455 sec): 3 clusters Score: Raw -4106083.230378 + Penalty 3432.823838 = -4102650.406540 nChanged 1858 SP:Iteration 7Q (1040.409098 sec): 3 clusters Score: Raw -4107241.452949 + Penalty 3432.823838 = -4103808.629111 nChanged 1386 SP:Iteration 8Q (1040.520837 sec): 3 clusters Score: Raw -4107840.700201 + Penalty 3432.823838 = -4104407.876363 nChanged 896 SP:Iteration 9Q (1040.634734 sec): 3 clusters Score: Raw -4108130.125296 + Penalty 3432.823838 = -4104697.301458 nChanged 605 SP:Iteration 10Q (1040.734601 sec): 3 clusters Score: Raw -4108287.283352 + Penalty 3432.823838 = -4104854.459514 nChanged 458 SP:Iteration 11Q (1040.840682 sec): 3 clusters Score: Raw -4108377.404594 + Penalty 3432.823838 = -4104944.580756 nChanged 330 SP:Iteration 12Q (1040.955326 sec): 3 clusters Score: Raw -4108432.015805 + Penalty 3432.823838 = -4104999.191967 nChanged 269 SP:Iteration 13Q (1041.058425 sec): 3 clusters Score: Raw -4108470.323906 + Penalty 3432.823838 = -4105037.500068 nChanged 218 SP:Iteration 14Q (1041.172330 sec): 3 clusters Score: Raw -4108495.587282 + Penalty 3432.823838 = -4105062.763444 nChanged 163 SP:Iteration 15Q (1041.286674 sec): 3 clusters Score: Raw -4108511.084216 + Penalty 3432.823838 = -4105078.260378 nChanged 129 SP:Iteration 16Q (1041.394520 sec): 3 clusters Score: Raw -4108522.073546 + Penalty 3432.823838 = -4105089.249708 nChanged 108 SP:Iteration 17Q (1041.502610 sec): 3 clusters Score: Raw -4108531.426143 + Penalty 3432.823838 = -4105098.602306 nChanged 84 SP:Iteration 18Q (1041.603190 sec): 3 clusters Score: Raw -4108537.831581 + Penalty 3432.823838 = -4105105.007743 nChanged 84 SP:Iteration 19Q (1041.712668 sec): 3 clusters Score: Raw -4108543.617602 + Penalty 3432.823838 = -4105110.793764 nChanged 73 SP:Iteration 20F (1041.808453 sec): 3 clusters Score: Raw -4108548.585997 + Penalty 3432.823838 = -4105115.762159 nChanged 74 SP:Iteration 21Q (1041.919659 sec): 3 clusters Score: Raw -4108553.663356 + Penalty 3432.823838 = -4105120.839518 nChanged 66 SP:Iteration 22Q (1042.013951 sec): 3 clusters Score: Raw -4108558.211511 + Penalty 3432.823838 = -4105125.387673 nChanged 68 SP:Iteration 23Q (1042.124035 sec): 3 clusters Score: Raw -4108562.215723 + Penalty 3432.823838 = -4105129.391885 nChanged 68 SP:Iteration 24Q (1042.220757 sec): 3 clusters Score: Raw -4108567.000639 + Penalty 3432.823838 = -4105134.176801 nChanged 63 SP:Iteration 25Q (1042.339159 sec): 3 clusters Score: Raw -4108570.610924 + Penalty 3432.823838 = -4105137.787086 nChanged 53 SP:Iteration 26Q (1042.442495 sec): 3 clusters Score: Raw -4108573.269410 + Penalty 3432.823838 = -4105140.445572 nChanged 43 SP:Iteration 27Q (1042.549628 sec): 3 clusters Score: Raw -4108575.058431 + Penalty 3432.823838 = -4105142.234593 nChanged 34 SP:Iteration 28Q (1042.654019 sec): 3 clusters Score: Raw -4108577.419776 + Penalty 3432.823838 = -4105144.595938 nChanged 36 SP:Iteration 29Q (1042.760472 sec): 3 clusters Score: Raw -4108579.346462 + Penalty 3432.823838 = -4105146.522624 nChanged 36 SP:Iteration 30Q (1042.861305 sec): 3 clusters Score: Raw -4108580.953602 + Penalty 3432.823838 = -4105148.129764 nChanged 34 SP:Iteration 31Q (1042.971987 sec): 3 clusters Score: Raw -4108582.285779 + Penalty 3432.823838 = -4105149.461941 nChanged 22 SP:Iteration 32Q (1043.070999 sec): 3 clusters Score: Raw -4108583.158132 + Penalty 3432.823838 = -4105150.334294 nChanged 23 SP:Iteration 33Q (1043.197400 sec): 3 clusters Score: Raw -4108583.827452 + Penalty 3432.823838 = -4105151.003614 nChanged 18 SP:Iteration 34Q (1043.299488 sec): 3 clusters Score: Raw -4108584.683812 + Penalty 3432.823838 = -4105151.859974 nChanged 24 SP:Iteration 35Q (1043.412336 sec): 3 clusters Score: Raw -4108585.923060 + Penalty 3432.823838 = -4105153.099222 nChanged 30 SP:Iteration 36Q (1043.521803 sec): 3 clusters Score: Raw -4108587.192705 + Penalty 3432.823838 = -4105154.368867 nChanged 26 SP:Iteration 37Q (1043.612879 sec): 3 clusters Score: Raw -4108588.498353 + Penalty 3432.823838 = -4105155.674515 nChanged 25 SP:Iteration 38Q (1043.727379 sec): 3 clusters Score: Raw -4108589.637795 + Penalty 3432.823838 = -4105156.813957 nChanged 24 SP:Iteration 39Q (1043.845266 sec): 3 clusters Score: Raw -4108590.847291 + Penalty 3432.823838 = -4105158.023453 nChanged 23 SP:Iteration 40F (1043.956214 sec): 3 clusters Score: Raw -4108591.838077 + Penalty 3432.823838 = -4105159.014239 nChanged 19 SP:Iteration 41Q (1044.059486 sec): 3 clusters Score: Raw -4108592.459962 + Penalty 3432.823838 = -4105159.636124 nChanged 17 SP:Iteration 42Q (1044.170616 sec): 3 clusters Score: Raw -4108593.008892 + Penalty 3432.823838 = -4105160.185054 nChanged 14 SP:Iteration 43Q (1044.280053 sec): 3 clusters Score: Raw -4108593.375086 + Penalty 3432.823838 = -4105160.551248 nChanged 15 SP:Iteration 44Q (1044.387626 sec): 3 clusters Score: Raw -4108593.955079 + Penalty 3432.823838 = -4105161.131241 nChanged 24 SP:Iteration 45Q (1044.493282 sec): 3 clusters Score: Raw -4108594.878956 + Penalty 3432.823838 = -4105162.055118 nChanged 23 SP:Iteration 46Q (1044.598874 sec): 3 clusters Score: Raw -4108595.909750 + Penalty 3432.823838 = -4105163.085912 nChanged 19 SP:Iteration 47Q (1044.711497 sec): 3 clusters Score: Raw -4108596.603888 + Penalty 3432.823838 = -4105163.780050 nChanged 19 SP:Iteration 48Q (1044.816353 sec): 3 clusters Score: Raw -4108597.354463 + Penalty 3432.823838 = -4105164.530625 nChanged 22 SP:Iteration 49Q (1044.929829 sec): 3 clusters Score: Raw -4108598.307515 + Penalty 3432.823838 = -4105165.483677 nChanged 17 SP:Iteration 50Q (1045.030872 sec): 3 clusters Score: Raw -4108599.035282 + Penalty 3432.823838 = -4105166.211444 nChanged 14 SP:Iteration 51Q (1045.129892 sec): 3 clusters Score: Raw -4108599.460062 + Penalty 3432.823838 = -4105166.636224 nChanged 12 SP:Iteration 52Q (1045.234759 sec): 3 clusters Score: Raw -4108599.764193 + Penalty 3432.823838 = -4105166.940355 nChanged 4 SP:Iteration 53Q (1045.345495 sec): 3 clusters Score: Raw -4108599.926752 + Penalty 3432.823838 = -4105167.102914 nChanged 3 SP:Iteration 54Q (1045.447198 sec): 3 clusters Score: Raw -4108600.025834 + Penalty 3432.823838 = -4105167.201996 nChanged 2 SP:Iteration 55Q (1045.557353 sec): 3 clusters Score: Raw -4108600.059630 + Penalty 3432.823838 = -4105167.235792 nChanged 1 SP:Iteration 56Q (1045.664600 sec): 3 clusters Score: Raw -4108600.093224 + Penalty 3432.823838 = -4105167.269386 nChanged 1 SP:Iteration 57Q (1045.778569 sec): 3 clusters Score: Raw -4108600.117805 + Penalty 3432.823838 = -4105167.293967 nChanged 0 SP:Iteration 58F (1045.892080 sec): 3 clusters Score: Raw -4108600.117805 + Penalty 3432.823838 = -4105167.293967 nChanged 0 Trying to split cluster 15 (71287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1046.012180 sec): 2 clusters Score: Raw -7556974.527961 + Penalty 1815.851255 = -7555158.676706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1046.179292 sec): 3 clusters Score: Raw -7511083.795828 + Penalty 3631.702510 = -7507452.093318 nChanged 33819 SP:Iteration 1F (1046.335876 sec): 3 clusters Score: Raw -7530356.949740 + Penalty 3631.702510 = -7526725.247230 nChanged 2615 SP:Iteration 2Q (1046.510346 sec): 3 clusters Score: Raw -7531118.094382 + Penalty 3631.702510 = -7527486.391872 nChanged 2798 SP:Iteration 3Q (1046.670358 sec): 3 clusters Score: Raw -7532109.958100 + Penalty 3631.702510 = -7528478.255590 nChanged 3154 SP:Iteration 4Q (1046.844425 sec): 3 clusters Score: Raw -7533481.639734 + Penalty 3631.702510 = -7529849.937224 nChanged 3673 SP:Iteration 5F (1047.010657 sec): 3 clusters Score: Raw -7535318.384595 + Penalty 3631.702510 = -7531686.682085 nChanged 3997 SP:Iteration 6F (1047.166700 sec): 3 clusters Score: Raw -7537773.576789 + Penalty 3631.702510 = -7534141.874279 nChanged 4452 SP:Iteration 7F (1047.325490 sec): 3 clusters Score: Raw -7540716.615761 + Penalty 3631.702510 = -7537084.913251 nChanged 4478 SP:Iteration 8F (1047.485160 sec): 3 clusters Score: Raw -7543604.976625 + Penalty 3631.702510 = -7539973.274115 nChanged 3890 SP:Iteration 9F (1047.649451 sec): 3 clusters Score: Raw -7545752.240647 + Penalty 3631.702510 = -7542120.538137 nChanged 3071 SP:Iteration 10Q (1047.812383 sec): 3 clusters Score: Raw -7547097.340641 + Penalty 3631.702510 = -7543465.638131 nChanged 2184 SP:Iteration 11Q (1047.990081 sec): 3 clusters Score: Raw -7547780.455296 + Penalty 3631.702510 = -7544148.752786 nChanged 1469 SP:Iteration 12Q (1048.151354 sec): 3 clusters Score: Raw -7548127.700346 + Penalty 3631.702510 = -7544495.997836 nChanged 1005 SP:Iteration 13Q (1048.321794 sec): 3 clusters Score: Raw -7548326.412539 + Penalty 3631.702510 = -7544694.710029 nChanged 809 SP:Iteration 14Q (1048.480419 sec): 3 clusters Score: Raw -7548476.327430 + Penalty 3631.702510 = -7544844.624920 nChanged 715 SP:Iteration 15Q (1048.646584 sec): 3 clusters Score: Raw -7548600.531216 + Penalty 3631.702510 = -7544968.828706 nChanged 622 SP:Iteration 16Q (1048.812130 sec): 3 clusters Score: Raw -7548714.263609 + Penalty 3631.702510 = -7545082.561099 nChanged 636 SP:Iteration 17Q (1048.974095 sec): 3 clusters Score: Raw -7548829.024055 + Penalty 3631.702510 = -7545197.321545 nChanged 639 SP:Iteration 18Q (1049.137328 sec): 3 clusters Score: Raw -7548941.031002 + Penalty 3631.702510 = -7545309.328492 nChanged 618 SP:Iteration 19Q (1049.297710 sec): 3 clusters Score: Raw -7549048.352705 + Penalty 3631.702510 = -7545416.650195 nChanged 602 SP:Iteration 20F (1049.455287 sec): 3 clusters Score: Raw -7549156.977439 + Penalty 3631.702510 = -7545525.274929 nChanged 628 SP:Iteration 21Q (1049.621365 sec): 3 clusters Score: Raw -7549279.103728 + Penalty 3631.702510 = -7545647.401218 nChanged 657 SP:Iteration 22Q (1049.793151 sec): 3 clusters Score: Raw -7549395.985726 + Penalty 3631.702510 = -7545764.283216 nChanged 626 SP:Iteration 23Q (1049.948926 sec): 3 clusters Score: Raw -7549508.499987 + Penalty 3631.702510 = -7545876.797477 nChanged 627 SP:Iteration 24Q (1050.113073 sec): 3 clusters Score: Raw -7549623.480686 + Penalty 3631.702510 = -7545991.778176 nChanged 617 SP:Iteration 25Q (1050.281857 sec): 3 clusters Score: Raw -7549740.199500 + Penalty 3631.702510 = -7546108.496990 nChanged 597 SP:Iteration 26Q (1050.455296 sec): 3 clusters Score: Raw -7549854.563126 + Penalty 3631.702510 = -7546222.860616 nChanged 626 SP:Iteration 27Q (1050.620481 sec): 3 clusters Score: Raw -7549971.198542 + Penalty 3631.702510 = -7546339.496032 nChanged 581 SP:Iteration 28Q (1050.792560 sec): 3 clusters Score: Raw -7550067.467437 + Penalty 3631.702510 = -7546435.764927 nChanged 558 SP:Iteration 29Q (1050.956956 sec): 3 clusters Score: Raw -7550165.935726 + Penalty 3631.702510 = -7546534.233216 nChanged 555 SP:Iteration 30Q (1051.114730 sec): 3 clusters Score: Raw -7550267.447550 + Penalty 3631.702510 = -7546635.745040 nChanged 572 SP:Iteration 31Q (1051.276912 sec): 3 clusters Score: Raw -7550375.587713 + Penalty 3631.702510 = -7546743.885203 nChanged 579 SP:Iteration 32Q (1051.439943 sec): 3 clusters Score: Raw -7550477.313919 + Penalty 3631.702510 = -7546845.611409 nChanged 570 SP:Iteration 33Q (1051.596539 sec): 3 clusters Score: Raw -7550581.003665 + Penalty 3631.702510 = -7546949.301155 nChanged 589 SP:Iteration 34Q (1051.752393 sec): 3 clusters Score: Raw -7550683.909403 + Penalty 3631.702510 = -7547052.206893 nChanged 563 SP:Iteration 35Q (1051.914943 sec): 3 clusters Score: Raw -7550785.510173 + Penalty 3631.702510 = -7547153.807663 nChanged 591 SP:Iteration 36Q (1052.078461 sec): 3 clusters Score: Raw -7550888.842692 + Penalty 3631.702510 = -7547257.140182 nChanged 583 SP:Iteration 37Q (1052.250463 sec): 3 clusters Score: Raw -7550986.705782 + Penalty 3631.702510 = -7547355.003272 nChanged 575 SP:Iteration 38Q (1052.416289 sec): 3 clusters Score: Raw -7551092.144551 + Penalty 3631.702510 = -7547460.442041 nChanged 579 SP:Iteration 39Q (1052.572934 sec): 3 clusters Score: Raw -7551206.459493 + Penalty 3631.702510 = -7547574.756983 nChanged 592 SP:Iteration 40F (1052.752262 sec): 3 clusters Score: Raw -7551317.504880 + Penalty 3631.702510 = -7547685.802370 nChanged 588 SP:Iteration 41Q (1052.911121 sec): 3 clusters Score: Raw -7551423.902967 + Penalty 3631.702510 = -7547792.200457 nChanged 564 SP:Iteration 42Q (1053.080741 sec): 3 clusters Score: Raw -7551513.348098 + Penalty 3631.702510 = -7547881.645587 nChanged 513 SP:Iteration 43Q (1053.235704 sec): 3 clusters Score: Raw -7551588.153056 + Penalty 3631.702510 = -7547956.450546 nChanged 471 SP:Iteration 44Q (1053.398027 sec): 3 clusters Score: Raw -7551651.618179 + Penalty 3631.702510 = -7548019.915669 nChanged 415 SP:Iteration 45Q (1053.564542 sec): 3 clusters Score: Raw -7551707.382189 + Penalty 3631.702510 = -7548075.679679 nChanged 403 SP:Iteration 46Q (1053.721820 sec): 3 clusters Score: Raw -7551758.122473 + Penalty 3631.702510 = -7548126.419963 nChanged 397 SP:Iteration 47Q (1053.874728 sec): 3 clusters Score: Raw -7551809.373778 + Penalty 3631.702510 = -7548177.671268 nChanged 378 SP:Iteration 48Q (1054.040871 sec): 3 clusters Score: Raw -7551856.162987 + Penalty 3631.702510 = -7548224.460477 nChanged 376 SP:Iteration 49Q (1054.198861 sec): 3 clusters Score: Raw -7551902.771958 + Penalty 3631.702510 = -7548271.069448 nChanged 368 SP:Iteration 50Q (1054.373408 sec): 3 clusters Score: Raw -7551948.710740 + Penalty 3631.702510 = -7548317.008230 nChanged 396 SP:Iteration 51Q (1054.524026 sec): 3 clusters Score: Raw -7552000.118326 + Penalty 3631.702510 = -7548368.415816 nChanged 414 SP:Iteration 52Q (1054.692962 sec): 3 clusters Score: Raw -7552052.011929 + Penalty 3631.702510 = -7548420.309419 nChanged 382 SP:Iteration 53Q (1054.855851 sec): 3 clusters Score: Raw -7552096.048059 + Penalty 3631.702510 = -7548464.345549 nChanged 373 SP:Iteration 54Q (1055.008233 sec): 3 clusters Score: Raw -7552143.438834 + Penalty 3631.702510 = -7548511.736324 nChanged 361 SP:Iteration 55Q (1055.174039 sec): 3 clusters Score: Raw -7552182.970544 + Penalty 3631.702510 = -7548551.268034 nChanged 357 SP:Iteration 56Q (1055.330631 sec): 3 clusters Score: Raw -7552221.122560 + Penalty 3631.702510 = -7548589.420050 nChanged 361 SP:Iteration 57Q (1055.490260 sec): 3 clusters Score: Raw -7552258.223951 + Penalty 3631.702510 = -7548626.521441 nChanged 334 SP:Iteration 58Q (1055.640958 sec): 3 clusters Score: Raw -7552291.338695 + Penalty 3631.702510 = -7548659.636185 nChanged 339 SP:Iteration 59Q (1055.790930 sec): 3 clusters Score: Raw -7552323.321379 + Penalty 3631.702510 = -7548691.618868 nChanged 300 SP:Iteration 60F (1055.943762 sec): 3 clusters Score: Raw -7552352.069664 + Penalty 3631.702510 = -7548720.367154 nChanged 301 SP:Iteration 61Q (1056.095586 sec): 3 clusters Score: Raw -7552383.253630 + Penalty 3631.702510 = -7548751.551120 nChanged 309 SP:Iteration 62Q (1056.254738 sec): 3 clusters Score: Raw -7552414.516920 + Penalty 3631.702510 = -7548782.814410 nChanged 315 SP:Iteration 63Q (1056.406094 sec): 3 clusters Score: Raw -7552447.312643 + Penalty 3631.702510 = -7548815.610133 nChanged 328 SP:Iteration 64Q (1056.557625 sec): 3 clusters Score: Raw -7552483.637726 + Penalty 3631.702510 = -7548851.935216 nChanged 357 SP:Iteration 65Q (1056.725824 sec): 3 clusters Score: Raw -7552526.530763 + Penalty 3631.702510 = -7548894.828253 nChanged 356 SP:Iteration 66Q (1056.889676 sec): 3 clusters Score: Raw -7552570.477462 + Penalty 3631.702510 = -7548938.774952 nChanged 391 SP:Iteration 67Q (1057.050001 sec): 3 clusters Score: Raw -7552623.817370 + Penalty 3631.702510 = -7548992.114860 nChanged 407 SP:Iteration 68Q (1057.206539 sec): 3 clusters Score: Raw -7552676.538619 + Penalty 3631.702510 = -7549044.836109 nChanged 408 SP:Iteration 69Q (1057.362230 sec): 3 clusters Score: Raw -7552730.849840 + Penalty 3631.702510 = -7549099.147330 nChanged 396 SP:Iteration 70Q (1057.511585 sec): 3 clusters Score: Raw -7552784.675864 + Penalty 3631.702510 = -7549152.973354 nChanged 438 SP:Iteration 71Q (1057.685611 sec): 3 clusters Score: Raw -7552844.100802 + Penalty 3631.702510 = -7549212.398292 nChanged 434 SP:Iteration 72Q (1057.843700 sec): 3 clusters Score: Raw -7552907.534573 + Penalty 3631.702510 = -7549275.832063 nChanged 441 SP:Iteration 73Q (1057.994652 sec): 3 clusters Score: Raw -7552973.172207 + Penalty 3631.702510 = -7549341.469697 nChanged 436 SP:Iteration 74Q (1058.141962 sec): 3 clusters Score: Raw -7553041.286565 + Penalty 3631.702510 = -7549409.584055 nChanged 483 SP:Iteration 75Q (1058.304254 sec): 3 clusters Score: Raw -7553115.699872 + Penalty 3631.702510 = -7549483.997362 nChanged 471 SP:Iteration 76Q (1058.453921 sec): 3 clusters Score: Raw -7553191.369676 + Penalty 3631.702510 = -7549559.667166 nChanged 459 SP:Iteration 77Q (1058.616914 sec): 3 clusters Score: Raw -7553265.293499 + Penalty 3631.702510 = -7549633.590989 nChanged 481 SP:Iteration 78Q (1058.775404 sec): 3 clusters Score: Raw -7553350.298085 + Penalty 3631.702510 = -7549718.595575 nChanged 500 SP:Iteration 79Q (1058.939795 sec): 3 clusters Score: Raw -7553440.716448 + Penalty 3631.702510 = -7549809.013938 nChanged 524 SP:Iteration 80F (1059.107267 sec): 3 clusters Score: Raw -7553540.789083 + Penalty 3631.702510 = -7549909.086573 nChanged 542 SP:Iteration 81Q (1059.257266 sec): 3 clusters Score: Raw -7553653.448195 + Penalty 3631.702510 = -7550021.745685 nChanged 576 SP:Iteration 82Q (1059.410634 sec): 3 clusters Score: Raw -7553779.175033 + Penalty 3631.702510 = -7550147.472523 nChanged 563 SP:Iteration 83Q (1059.568471 sec): 3 clusters Score: Raw -7553901.943588 + Penalty 3631.702510 = -7550270.241078 nChanged 560 SP:Iteration 84Q (1059.717601 sec): 3 clusters Score: Raw -7554030.944886 + Penalty 3631.702510 = -7550399.242376 nChanged 567 SP:Iteration 85Q (1059.864154 sec): 3 clusters Score: Raw -7554165.795154 + Penalty 3631.702510 = -7550534.092644 nChanged 574 SP:Iteration 86Q (1060.008249 sec): 3 clusters Score: Raw -7554301.833872 + Penalty 3631.702510 = -7550670.131362 nChanged 584 SP:Iteration 87Q (1060.155334 sec): 3 clusters Score: Raw -7554443.044234 + Penalty 3631.702510 = -7550811.341724 nChanged 556 SP:Iteration 88Q (1060.301178 sec): 3 clusters Score: Raw -7554573.383752 + Penalty 3631.702510 = -7550941.681242 nChanged 549 SP:Iteration 89Q (1060.456911 sec): 3 clusters Score: Raw -7554704.941079 + Penalty 3631.702510 = -7551073.238569 nChanged 556 SP:Iteration 90Q (1060.607802 sec): 3 clusters Score: Raw -7554844.640818 + Penalty 3631.702510 = -7551212.938308 nChanged 536 SP:Iteration 91Q (1060.760331 sec): 3 clusters Score: Raw -7554976.724001 + Penalty 3631.702510 = -7551345.021490 nChanged 491 SP:Iteration 92Q (1060.901339 sec): 3 clusters Score: Raw -7555097.036757 + Penalty 3631.702510 = -7551465.334247 nChanged 473 SP:Iteration 93Q (1061.053698 sec): 3 clusters Score: Raw -7555212.366288 + Penalty 3631.702510 = -7551580.663778 nChanged 479 SP:Iteration 94Q (1061.200014 sec): 3 clusters Score: Raw -7555339.493340 + Penalty 3631.702510 = -7551707.790830 nChanged 465 SP:Iteration 95Q (1061.352350 sec): 3 clusters Score: Raw -7555473.400579 + Penalty 3631.702510 = -7551841.698069 nChanged 445 SP:Iteration 96Q (1061.503604 sec): 3 clusters Score: Raw -7555613.446008 + Penalty 3631.702510 = -7551981.743498 nChanged 458 SP:Iteration 97Q (1061.663600 sec): 3 clusters Score: Raw -7555785.078185 + Penalty 3631.702510 = -7552153.375675 nChanged 479 SP:Iteration 98Q (1061.812148 sec): 3 clusters Score: Raw -7555996.134945 + Penalty 3631.702510 = -7552364.432435 nChanged 467 SP:Iteration 99Q (1061.951942 sec): 3 clusters Score: Raw -7556228.173264 + Penalty 3631.702510 = -7552596.470754 nChanged 450 SP:Iteration 100F (1062.114906 sec): 3 clusters Score: Raw -7556492.828385 + Penalty 3631.702510 = -7552861.125875 nChanged 440 SP:Iteration 101Q (1062.246505 sec): 3 clusters Score: Raw -7556839.754558 + Penalty 3631.702510 = -7553208.052048 nChanged 416 SP:Iteration 102Q (1062.412390 sec): 3 clusters Score: Raw -7557209.860441 + Penalty 3631.702510 = -7553578.157931 nChanged 395 SP:Iteration 103Q (1062.558347 sec): 3 clusters Score: Raw -7557565.553065 + Penalty 3631.702510 = -7553933.850555 nChanged 324 SP:Iteration 104Q (1062.693825 sec): 3 clusters Score: Raw -7557752.525322 + Penalty 3631.702510 = -7554120.822812 nChanged 266 SP:Iteration 105Q (1062.825927 sec): 3 clusters Score: Raw -7557846.645594 + Penalty 3631.702510 = -7554214.943084 nChanged 205 SP:Iteration 106Q (1062.954406 sec): 3 clusters Score: Raw -7557901.148935 + Penalty 3631.702510 = -7554269.446425 nChanged 160 SP:Iteration 107Q (1063.089597 sec): 3 clusters Score: Raw -7557931.228943 + Penalty 3631.702510 = -7554299.526433 nChanged 107 SP:Iteration 108Q (1063.239053 sec): 3 clusters Score: Raw -7557949.438857 + Penalty 3631.702510 = -7554317.736347 nChanged 81 SP:Iteration 109Q (1063.381133 sec): 3 clusters Score: Raw -7557962.892312 + Penalty 3631.702510 = -7554331.189802 nChanged 62 SP:Iteration 110Q (1063.529139 sec): 3 clusters Score: Raw -7557970.510963 + Penalty 3631.702510 = -7554338.808453 nChanged 48 SP:Iteration 111Q (1063.680627 sec): 3 clusters Score: Raw -7557977.349752 + Penalty 3631.702510 = -7554345.647242 nChanged 41 SP:Iteration 112Q (1063.825148 sec): 3 clusters Score: Raw -7557982.203378 + Penalty 3631.702510 = -7554350.500868 nChanged 38 SP:Iteration 113Q (1063.961935 sec): 3 clusters Score: Raw -7557987.131099 + Penalty 3631.702510 = -7554355.428589 nChanged 34 SP:Iteration 114Q (1064.098991 sec): 3 clusters Score: Raw -7557989.909663 + Penalty 3631.702510 = -7554358.207153 nChanged 18 SP:Iteration 115Q (1064.224189 sec): 3 clusters Score: Raw -7557991.257980 + Penalty 3631.702510 = -7554359.555470 nChanged 17 SP:Iteration 116Q (1064.381048 sec): 3 clusters Score: Raw -7557992.623497 + Penalty 3631.702510 = -7554360.920987 nChanged 9 SP:Iteration 117Q (1064.516784 sec): 3 clusters Score: Raw -7557993.313118 + Penalty 3631.702510 = -7554361.610608 nChanged 6 SP:Iteration 118Q (1064.658308 sec): 3 clusters Score: Raw -7557993.734898 + Penalty 3631.702510 = -7554362.032388 nChanged 7 SP:Iteration 119Q (1064.792726 sec): 3 clusters Score: Raw -7557994.561337 + Penalty 3631.702510 = -7554362.858827 nChanged 9 SP:Iteration 120F (1064.947951 sec): 3 clusters Score: Raw -7557995.193540 + Penalty 3631.702510 = -7554363.491030 nChanged 6 SP:Iteration 121Q (1065.089609 sec): 3 clusters Score: Raw -7557995.431331 + Penalty 3631.702510 = -7554363.728821 nChanged 3 SP:Iteration 122Q (1065.232050 sec): 3 clusters Score: Raw -7557995.665419 + Penalty 3631.702510 = -7554363.962909 nChanged 1 SP:Iteration 123Q (1065.369727 sec): 3 clusters Score: Raw -7557995.733108 + Penalty 3631.702510 = -7554364.030598 nChanged 1 SP:Iteration 124Q (1065.501084 sec): 3 clusters Score: Raw -7557995.773723 + Penalty 3631.702510 = -7554364.071213 nChanged 1 SP:Iteration 125Q (1065.640839 sec): 3 clusters Score: Raw -7557995.819180 + Penalty 3631.702510 = -7554364.116670 nChanged 2 SP:Iteration 126Q (1065.766977 sec): 3 clusters Score: Raw -7557995.918803 + Penalty 3631.702510 = -7554364.216293 nChanged 3 SP:Iteration 127Q (1065.908459 sec): 3 clusters Score: Raw -7557996.233900 + Penalty 3631.702510 = -7554364.531390 nChanged 2 SP:Iteration 128Q (1066.057276 sec): 3 clusters Score: Raw -7557996.374623 + Penalty 3631.702510 = -7554364.672113 nChanged 1 SP:Iteration 129Q (1066.200749 sec): 3 clusters Score: Raw -7557996.398537 + Penalty 3631.702510 = -7554364.696027 nChanged 1 SP:Iteration 130Q (1066.334639 sec): 3 clusters Score: Raw -7557996.477591 + Penalty 3631.702510 = -7554364.775081 nChanged 1 SP:Iteration 131Q (1066.481405 sec): 3 clusters Score: Raw -7557996.526937 + Penalty 3631.702510 = -7554364.824427 nChanged 2 SP:Iteration 132Q (1066.617495 sec): 3 clusters Score: Raw -7557996.698255 + Penalty 3631.702510 = -7554364.995745 nChanged 3 SP:Iteration 133Q (1066.757891 sec): 3 clusters Score: Raw -7557997.145593 + Penalty 3631.702510 = -7554365.443083 nChanged 8 SP:Iteration 134Q (1066.904377 sec): 3 clusters Score: Raw -7557997.742959 + Penalty 3631.702510 = -7554366.040449 nChanged 11 SP:Iteration 135Q (1067.038556 sec): 3 clusters Score: Raw -7557998.552573 + Penalty 3631.702510 = -7554366.850063 nChanged 6 SP:Iteration 136Q (1067.169174 sec): 3 clusters Score: Raw -7557999.123096 + Penalty 3631.702510 = -7554367.420586 nChanged 2 SP:Iteration 137Q (1067.317789 sec): 3 clusters Score: Raw -7557999.230344 + Penalty 3631.702510 = -7554367.527834 nChanged 1 SP:Iteration 138Q (1067.453269 sec): 3 clusters Score: Raw -7557999.309326 + Penalty 3631.702510 = -7554367.606816 nChanged 3 SP:Iteration 139Q (1067.607146 sec): 3 clusters Score: Raw -7557999.570745 + Penalty 3631.702510 = -7554367.868235 nChanged 4 SP:Iteration 140F (1067.761956 sec): 3 clusters Score: Raw -7557999.813678 + Penalty 3631.702510 = -7554368.111168 nChanged 3 SP:Iteration 141Q (1067.914222 sec): 3 clusters Score: Raw -7557999.975169 + Penalty 3631.702510 = -7554368.272659 nChanged 2 SP:Iteration 142Q (1068.057923 sec): 3 clusters Score: Raw -7558000.279557 + Penalty 3631.702510 = -7554368.577047 nChanged 2 SP:Iteration 143Q (1068.196042 sec): 3 clusters Score: Raw -7558000.566167 + Penalty 3631.702510 = -7554368.863657 nChanged 2 SP:Iteration 144Q (1068.333094 sec): 3 clusters Score: Raw -7558000.735867 + Penalty 3631.702510 = -7554369.033357 nChanged 3 SP:Iteration 145Q (1068.479835 sec): 3 clusters Score: Raw -7558000.877934 + Penalty 3631.702510 = -7554369.175424 nChanged 5 SP:Iteration 146Q (1068.619269 sec): 3 clusters Score: Raw -7558001.250957 + Penalty 3631.702510 = -7554369.548447 nChanged 2 SP:Iteration 147Q (1068.758734 sec): 3 clusters Score: Raw -7558001.351467 + Penalty 3631.702510 = -7554369.648957 nChanged 0 SP:Iteration 148F (1068.917833 sec): 3 clusters Score: Raw -7558001.351467 + Penalty 3631.702510 = -7554369.648957 nChanged 0 Trying to split cluster 16 (2521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1068.950360 sec): 2 clusters Score: Raw -249018.076725 + Penalty 1272.766776 = -247745.309949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1069.000478 sec): 3 clusters Score: Raw -247848.788837 + Penalty 2545.533551 = -245303.255286 nChanged 905 SP:Iteration 1F (1069.054392 sec): 3 clusters Score: Raw -248411.807164 + Penalty 2545.533551 = -245866.273613 nChanged 242 SP:Iteration 2F (1069.106135 sec): 3 clusters Score: Raw -248599.655265 + Penalty 2545.533551 = -246054.121714 nChanged 147 SP:Iteration 3F (1069.158259 sec): 3 clusters Score: Raw -248679.764353 + Penalty 2545.533551 = -246134.230801 nChanged 90 SP:Iteration 4Q (1069.200298 sec): 3 clusters Score: Raw -248727.159994 + Penalty 2545.533551 = -246181.626442 nChanged 66 SP:Iteration 5Q (1069.252767 sec): 3 clusters Score: Raw -248765.609717 + Penalty 2545.533551 = -246220.076166 nChanged 55 SP:Iteration 6Q (1069.317641 sec): 3 clusters Score: Raw -248797.141513 + Penalty 2545.533551 = -246251.607962 nChanged 49 SP:Iteration 7Q (1069.357798 sec): 3 clusters Score: Raw -248826.715981 + Penalty 2545.533551 = -246281.182429 nChanged 48 SP:Iteration 8Q (1069.416172 sec): 3 clusters Score: Raw -248854.690899 + Penalty 2545.533551 = -246309.157348 nChanged 42 SP:Iteration 9Q (1069.459195 sec): 3 clusters Score: Raw -248886.825104 + Penalty 2545.533551 = -246341.291553 nChanged 40 SP:Iteration 10Q (1069.509896 sec): 3 clusters Score: Raw -248912.287274 + Penalty 2545.533551 = -246366.753723 nChanged 41 SP:Iteration 11Q (1069.557266 sec): 3 clusters Score: Raw -248933.218060 + Penalty 2545.533551 = -246387.684508 nChanged 27 SP:Iteration 12Q (1069.617662 sec): 3 clusters Score: Raw -248943.740164 + Penalty 2545.533551 = -246398.206613 nChanged 18 SP:Iteration 13Q (1069.663011 sec): 3 clusters Score: Raw -248953.171188 + Penalty 2545.533551 = -246407.637637 nChanged 24 SP:Iteration 14Q (1069.724060 sec): 3 clusters Score: Raw -248962.860718 + Penalty 2545.533551 = -246417.327166 nChanged 14 SP:Iteration 15Q (1069.774846 sec): 3 clusters Score: Raw -248969.940932 + Penalty 2545.533551 = -246424.407381 nChanged 14 SP:Iteration 16Q (1069.817233 sec): 3 clusters Score: Raw -248975.108272 + Penalty 2545.533551 = -246429.574720 nChanged 10 SP:Iteration 17Q (1069.868351 sec): 3 clusters Score: Raw -248980.925835 + Penalty 2545.533551 = -246435.392284 nChanged 12 SP:Iteration 18Q (1069.921350 sec): 3 clusters Score: Raw -248987.889533 + Penalty 2545.533551 = -246442.355981 nChanged 20 SP:Iteration 19Q (1069.974605 sec): 3 clusters Score: Raw -248996.752884 + Penalty 2545.533551 = -246451.219333 nChanged 22 SP:Iteration 20F (1070.027562 sec): 3 clusters Score: Raw -249008.735697 + Penalty 2545.533551 = -246463.202146 nChanged 18 SP:Iteration 21Q (1070.081290 sec): 3 clusters Score: Raw -249018.487956 + Penalty 2545.533551 = -246472.954405 nChanged 18 SP:Iteration 22Q (1070.128083 sec): 3 clusters Score: Raw -249030.029229 + Penalty 2545.533551 = -246484.495677 nChanged 22 SP:Iteration 23Q (1070.187620 sec): 3 clusters Score: Raw -249039.466002 + Penalty 2545.533551 = -246493.932450 nChanged 10 SP:Iteration 24Q (1070.238652 sec): 3 clusters Score: Raw -249043.754753 + Penalty 2545.533551 = -246498.221202 nChanged 7 SP:Iteration 25Q (1070.285934 sec): 3 clusters Score: Raw -249045.786164 + Penalty 2545.533551 = -246500.252612 nChanged 3 SP:Iteration 26Q (1070.333906 sec): 3 clusters Score: Raw -249046.378943 + Penalty 2545.533551 = -246500.845392 nChanged 2 SP:Iteration 27Q (1070.381624 sec): 3 clusters Score: Raw -249046.927138 + Penalty 2545.533551 = -246501.393587 nChanged 2 SP:Iteration 28Q (1070.429477 sec): 3 clusters Score: Raw -249047.882120 + Penalty 2545.533551 = -246502.348568 nChanged 1 SP:Iteration 29Q (1070.477051 sec): 3 clusters Score: Raw -249049.796647 + Penalty 2545.533551 = -246504.263096 nChanged 4 SP:Iteration 30Q (1070.514125 sec): 3 clusters Score: Raw -249050.928140 + Penalty 2545.533551 = -246505.394588 nChanged 3 SP:Iteration 31Q (1070.560436 sec): 3 clusters Score: Raw -249052.338083 + Penalty 2545.533551 = -246506.804531 nChanged 3 SP:Iteration 32Q (1070.612129 sec): 3 clusters Score: Raw -249053.288928 + Penalty 2545.533551 = -246507.755377 nChanged 2 SP:Iteration 33Q (1070.657857 sec): 3 clusters Score: Raw -249054.092143 + Penalty 2545.533551 = -246508.558591 nChanged 2 SP:Iteration 34Q (1070.713471 sec): 3 clusters Score: Raw -249054.638202 + Penalty 2545.533551 = -246509.104651 nChanged 1 SP:Iteration 35Q (1070.766479 sec): 3 clusters Score: Raw -249054.882559 + Penalty 2545.533551 = -246509.349008 nChanged 4 SP:Iteration 36Q (1070.814373 sec): 3 clusters Score: Raw -249056.422793 + Penalty 2545.533551 = -246510.889242 nChanged 4 SP:Iteration 37Q (1070.853939 sec): 3 clusters Score: Raw -249058.468680 + Penalty 2545.533551 = -246512.935129 nChanged 4 SP:Iteration 38Q (1070.905249 sec): 3 clusters Score: Raw -249060.887535 + Penalty 2545.533551 = -246515.353984 nChanged 8 SP:Iteration 39Q (1070.965096 sec): 3 clusters Score: Raw -249063.467062 + Penalty 2545.533551 = -246517.933510 nChanged 5 SP:Iteration 40F (1071.017560 sec): 3 clusters Score: Raw -249067.825648 + Penalty 2545.533551 = -246522.292096 nChanged 12 SP:Iteration 41Q (1071.059923 sec): 3 clusters Score: Raw -249074.936158 + Penalty 2545.533551 = -246529.402607 nChanged 20 SP:Iteration 42Q (1071.112004 sec): 3 clusters Score: Raw -249085.244440 + Penalty 2545.533551 = -246539.710889 nChanged 19 SP:Iteration 43Q (1071.171185 sec): 3 clusters Score: Raw -249101.188864 + Penalty 2545.533551 = -246555.655312 nChanged 29 SP:Iteration 44Q (1071.216628 sec): 3 clusters Score: Raw -249127.983726 + Penalty 2545.533551 = -246582.450175 nChanged 39 SP:Iteration 45Q (1071.271415 sec): 3 clusters Score: Raw -249156.272263 + Penalty 2545.533551 = -246610.738712 nChanged 30 SP:Iteration 46Q (1071.315922 sec): 3 clusters Score: Raw -249172.355464 + Penalty 2545.533551 = -246626.821912 nChanged 27 SP:Iteration 47Q (1071.367893 sec): 3 clusters Score: Raw -249187.816861 + Penalty 2545.533551 = -246642.283310 nChanged 26 SP:Iteration 48Q (1071.422591 sec): 3 clusters Score: Raw -249201.667452 + Penalty 2545.533551 = -246656.133901 nChanged 21 SP:Iteration 49Q (1071.478805 sec): 3 clusters Score: Raw -249213.509297 + Penalty 2545.533551 = -246667.975746 nChanged 14 SP:Iteration 50Q (1071.527420 sec): 3 clusters Score: Raw -249222.405637 + Penalty 2545.533551 = -246676.872085 nChanged 17 SP:Iteration 51Q (1071.581547 sec): 3 clusters Score: Raw -249230.907212 + Penalty 2545.533551 = -246685.373660 nChanged 21 SP:Iteration 52Q (1071.636196 sec): 3 clusters Score: Raw -249238.222682 + Penalty 2545.533551 = -246692.689130 nChanged 10 SP:Iteration 53Q (1071.686116 sec): 3 clusters Score: Raw -249243.369456 + Penalty 2545.533551 = -246697.835905 nChanged 11 SP:Iteration 54Q (1071.735431 sec): 3 clusters Score: Raw -249247.724873 + Penalty 2545.533551 = -246702.191322 nChanged 10 SP:Iteration 55Q (1071.788615 sec): 3 clusters Score: Raw -249251.584030 + Penalty 2545.533551 = -246706.050478 nChanged 9 SP:Iteration 56Q (1071.842938 sec): 3 clusters Score: Raw -249254.243921 + Penalty 2545.533551 = -246708.710369 nChanged 7 SP:Iteration 57Q (1071.900894 sec): 3 clusters Score: Raw -249257.020636 + Penalty 2545.533551 = -246711.487085 nChanged 5 SP:Iteration 58Q (1071.946678 sec): 3 clusters Score: Raw -249258.533713 + Penalty 2545.533551 = -246713.000162 nChanged 5 SP:Iteration 59Q (1071.991964 sec): 3 clusters Score: Raw -249260.050840 + Penalty 2545.533551 = -246714.517289 nChanged 3 SP:Iteration 60F (1072.051793 sec): 3 clusters Score: Raw -249260.868385 + Penalty 2545.533551 = -246715.334834 nChanged 2 SP:Iteration 61Q (1072.101545 sec): 3 clusters Score: Raw -249261.723443 + Penalty 2545.533551 = -246716.189892 nChanged 3 SP:Iteration 62Q (1072.156498 sec): 3 clusters Score: Raw -249262.930541 + Penalty 2545.533551 = -246717.396990 nChanged 5 SP:Iteration 63Q (1072.197689 sec): 3 clusters Score: Raw -249265.270949 + Penalty 2545.533551 = -246719.737398 nChanged 5 SP:Iteration 64Q (1072.260667 sec): 3 clusters Score: Raw -249267.302689 + Penalty 2545.533551 = -246721.769138 nChanged 4 SP:Iteration 65Q (1072.312638 sec): 3 clusters Score: Raw -249268.876156 + Penalty 2545.533551 = -246723.342605 nChanged 3 SP:Iteration 66Q (1072.363814 sec): 3 clusters Score: Raw -249269.791320 + Penalty 2545.533551 = -246724.257769 nChanged 3 SP:Iteration 67Q (1072.413230 sec): 3 clusters Score: Raw -249270.314569 + Penalty 2545.533551 = -246724.781017 nChanged 0 SP:Iteration 68F (1072.465254 sec): 3 clusters Score: Raw -249270.314569 + Penalty 2545.533551 = -246724.781017 nChanged 0 Trying to split cluster 17 (6281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1072.489340 sec): 2 clusters Score: Raw -673860.372175 + Penalty 1421.108728 = -672439.263447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1072.552501 sec): 3 clusters Score: Raw -670434.648139 + Penalty 2842.217457 = -667592.430683 nChanged 2632 SP:Iteration 1F (1072.613144 sec): 3 clusters Score: Raw -671826.588904 + Penalty 2842.217457 = -668984.371448 nChanged 459 SP:Iteration 2F (1072.672160 sec): 3 clusters Score: Raw -672088.967224 + Penalty 2842.217457 = -669246.749767 nChanged 389 SP:Iteration 3F (1072.719770 sec): 3 clusters Score: Raw -672339.740542 + Penalty 2842.217457 = -669497.523085 nChanged 409 SP:Iteration 4F (1072.773084 sec): 3 clusters Score: Raw -672631.723964 + Penalty 2842.217457 = -669789.506508 nChanged 385 SP:Iteration 5F (1072.827191 sec): 3 clusters Score: Raw -672955.148311 + Penalty 2842.217457 = -670112.930854 nChanged 381 SP:Iteration 6F (1072.891892 sec): 3 clusters Score: Raw -673302.353280 + Penalty 2842.217457 = -670460.135823 nChanged 347 SP:Iteration 7F (1072.947208 sec): 3 clusters Score: Raw -673632.014229 + Penalty 2842.217457 = -670789.796772 nChanged 270 SP:Iteration 8Q (1073.001851 sec): 3 clusters Score: Raw -673874.840693 + Penalty 2842.217457 = -671032.623237 nChanged 155 SP:Iteration 9Q (1073.069624 sec): 3 clusters Score: Raw -674002.892159 + Penalty 2842.217457 = -671160.674702 nChanged 96 SP:Iteration 10Q (1073.114195 sec): 3 clusters Score: Raw -674081.484523 + Penalty 2842.217457 = -671239.267066 nChanged 58 SP:Iteration 11Q (1073.175444 sec): 3 clusters Score: Raw -674132.201842 + Penalty 2842.217457 = -671289.984385 nChanged 55 SP:Iteration 12Q (1073.233137 sec): 3 clusters Score: Raw -674187.840345 + Penalty 2842.217457 = -671345.622888 nChanged 40 SP:Iteration 13Q (1073.287043 sec): 3 clusters Score: Raw -674221.428904 + Penalty 2842.217457 = -671379.211447 nChanged 29 SP:Iteration 14Q (1073.335203 sec): 3 clusters Score: Raw -674239.041788 + Penalty 2842.217457 = -671396.824331 nChanged 18 SP:Iteration 15Q (1073.398588 sec): 3 clusters Score: Raw -674246.336107 + Penalty 2842.217457 = -671404.118651 nChanged 11 SP:Iteration 16Q (1073.463985 sec): 3 clusters Score: Raw -674252.040769 + Penalty 2842.217457 = -671409.823313 nChanged 10 SP:Iteration 17Q (1073.524495 sec): 3 clusters Score: Raw -674258.585784 + Penalty 2842.217457 = -671416.368327 nChanged 10 SP:Iteration 18Q (1073.583974 sec): 3 clusters Score: Raw -674263.133840 + Penalty 2842.217457 = -671420.916383 nChanged 11 SP:Iteration 19Q (1073.634981 sec): 3 clusters Score: Raw -674268.737460 + Penalty 2842.217457 = -671426.520004 nChanged 6 SP:Iteration 20F (1073.695224 sec): 3 clusters Score: Raw -674272.229701 + Penalty 2842.217457 = -671430.012244 nChanged 5 SP:Iteration 21Q (1073.751242 sec): 3 clusters Score: Raw -674274.932797 + Penalty 2842.217457 = -671432.715341 nChanged 6 SP:Iteration 22Q (1073.809920 sec): 3 clusters Score: Raw -674278.030887 + Penalty 2842.217457 = -671435.813431 nChanged 4 SP:Iteration 23Q (1073.868499 sec): 3 clusters Score: Raw -674278.904250 + Penalty 2842.217457 = -671436.686793 nChanged 3 SP:Iteration 24Q (1073.925972 sec): 3 clusters Score: Raw -674280.470029 + Penalty 2842.217457 = -671438.252573 nChanged 3 SP:Iteration 25Q (1073.974452 sec): 3 clusters Score: Raw -674281.539923 + Penalty 2842.217457 = -671439.322466 nChanged 3 SP:Iteration 26Q (1074.033143 sec): 3 clusters Score: Raw -674282.638353 + Penalty 2842.217457 = -671440.420896 nChanged 4 SP:Iteration 27Q (1074.097675 sec): 3 clusters Score: Raw -674285.079272 + Penalty 2842.217457 = -671442.861815 nChanged 3 SP:Iteration 28Q (1074.161977 sec): 3 clusters Score: Raw -674286.462130 + Penalty 2842.217457 = -671444.244673 nChanged 2 SP:Iteration 29Q (1074.208112 sec): 3 clusters Score: Raw -674286.965575 + Penalty 2842.217457 = -671444.748118 nChanged 1 SP:Iteration 30Q (1074.267055 sec): 3 clusters Score: Raw -674287.898931 + Penalty 2842.217457 = -671445.681474 nChanged 1 SP:Iteration 31Q (1074.311592 sec): 3 clusters Score: Raw -674288.007091 + Penalty 2842.217457 = -671445.789634 nChanged 1 SP:Iteration 32Q (1074.369963 sec): 3 clusters Score: Raw -674288.203174 + Penalty 2842.217457 = -671445.985717 nChanged 0 SP:Iteration 33F (1074.426986 sec): 3 clusters Score: Raw -674288.203174 + Penalty 2842.217457 = -671445.985717 nChanged 0 Trying to split cluster 18 (6014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1074.447083 sec): 2 clusters Score: Raw -639252.853822 + Penalty 1414.049872 = -637838.803950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1074.504522 sec): 3 clusters Score: Raw -636071.149081 + Penalty 2828.099743 = -633243.049338 nChanged 2502 SP:Iteration 1F (1074.561994 sec): 3 clusters Score: Raw -637454.865477 + Penalty 2828.099743 = -634626.765734 nChanged 424 SP:Iteration 2F (1074.617833 sec): 3 clusters Score: Raw -637677.321410 + Penalty 2828.099743 = -634849.221667 nChanged 347 SP:Iteration 3F (1074.678322 sec): 3 clusters Score: Raw -637861.379281 + Penalty 2828.099743 = -635033.279538 nChanged 297 SP:Iteration 4Q (1074.738248 sec): 3 clusters Score: Raw -638076.524441 + Penalty 2828.099743 = -635248.424698 nChanged 329 SP:Iteration 5F (1074.789679 sec): 3 clusters Score: Raw -638327.634469 + Penalty 2828.099743 = -635499.534725 nChanged 360 SP:Iteration 6F (1074.843454 sec): 3 clusters Score: Raw -638677.175294 + Penalty 2828.099743 = -635849.075551 nChanged 372 SP:Iteration 7F (1074.895087 sec): 3 clusters Score: Raw -639019.139463 + Penalty 2828.099743 = -636191.039719 nChanged 365 SP:Iteration 8F (1074.957944 sec): 3 clusters Score: Raw -639382.230389 + Penalty 2828.099743 = -636554.130646 nChanged 335 SP:Iteration 9F (1075.013816 sec): 3 clusters Score: Raw -639675.565607 + Penalty 2828.099743 = -636847.465864 nChanged 220 SP:Iteration 10Q (1075.070220 sec): 3 clusters Score: Raw -639860.034287 + Penalty 2828.099743 = -637031.934544 nChanged 190 SP:Iteration 11Q (1075.121213 sec): 3 clusters Score: Raw -639993.318349 + Penalty 2828.099743 = -637165.218606 nChanged 121 SP:Iteration 12Q (1075.191798 sec): 3 clusters Score: Raw -640061.234629 + Penalty 2828.099743 = -637233.134886 nChanged 71 SP:Iteration 13Q (1075.238045 sec): 3 clusters Score: Raw -640093.750945 + Penalty 2828.099743 = -637265.651202 nChanged 61 SP:Iteration 14Q (1075.295571 sec): 3 clusters Score: Raw -640118.428021 + Penalty 2828.099743 = -637290.328278 nChanged 36 SP:Iteration 15Q (1075.364508 sec): 3 clusters Score: Raw -640131.440623 + Penalty 2828.099743 = -637303.340880 nChanged 26 SP:Iteration 16Q (1075.422031 sec): 3 clusters Score: Raw -640141.014315 + Penalty 2828.099743 = -637312.914572 nChanged 22 SP:Iteration 17Q (1075.483292 sec): 3 clusters Score: Raw -640148.007117 + Penalty 2828.099743 = -637319.907374 nChanged 18 SP:Iteration 18Q (1075.529880 sec): 3 clusters Score: Raw -640152.739090 + Penalty 2828.099743 = -637324.639346 nChanged 11 SP:Iteration 19Q (1075.599402 sec): 3 clusters Score: Raw -640155.739252 + Penalty 2828.099743 = -637327.639509 nChanged 7 SP:Iteration 20F (1075.647993 sec): 3 clusters Score: Raw -640157.086065 + Penalty 2828.099743 = -637328.986322 nChanged 5 SP:Iteration 21Q (1075.710843 sec): 3 clusters Score: Raw -640157.799069 + Penalty 2828.099743 = -637329.699326 nChanged 2 SP:Iteration 22Q (1075.773370 sec): 3 clusters Score: Raw -640158.091840 + Penalty 2828.099743 = -637329.992097 nChanged 4 SP:Iteration 23Q (1075.822434 sec): 3 clusters Score: Raw -640159.485622 + Penalty 2828.099743 = -637331.385879 nChanged 9 SP:Iteration 24Q (1075.890019 sec): 3 clusters Score: Raw -640163.324752 + Penalty 2828.099743 = -637335.225009 nChanged 11 SP:Iteration 25Q (1075.949494 sec): 3 clusters Score: Raw -640165.571315 + Penalty 2828.099743 = -637337.471571 nChanged 5 SP:Iteration 26Q (1075.998999 sec): 3 clusters Score: Raw -640166.362854 + Penalty 2828.099743 = -637338.263111 nChanged 4 SP:Iteration 27Q (1076.071077 sec): 3 clusters Score: Raw -640167.699669 + Penalty 2828.099743 = -637339.599926 nChanged 3 SP:Iteration 28Q (1076.122231 sec): 3 clusters Score: Raw -640168.467741 + Penalty 2828.099743 = -637340.367998 nChanged 2 SP:Iteration 29Q (1076.178327 sec): 3 clusters Score: Raw -640168.681233 + Penalty 2828.099743 = -637340.581490 nChanged 1 SP:Iteration 30Q (1076.226832 sec): 3 clusters Score: Raw -640168.860243 + Penalty 2828.099743 = -637340.760500 nChanged 2 SP:Iteration 31Q (1076.282268 sec): 3 clusters Score: Raw -640169.152722 + Penalty 2828.099743 = -637341.052979 nChanged 1 SP:Iteration 32Q (1076.346061 sec): 3 clusters Score: Raw -640169.238014 + Penalty 2828.099743 = -637341.138271 nChanged 1 SP:Iteration 33Q (1076.404368 sec): 3 clusters Score: Raw -640169.344443 + Penalty 2828.099743 = -637341.244700 nChanged 1 SP:Iteration 34Q (1076.453983 sec): 3 clusters Score: Raw -640169.485808 + Penalty 2828.099743 = -637341.386065 nChanged 2 SP:Iteration 35Q (1076.520243 sec): 3 clusters Score: Raw -640170.294910 + Penalty 2828.099743 = -637342.195167 nChanged 1 SP:Iteration 36Q (1076.579949 sec): 3 clusters Score: Raw -640170.495599 + Penalty 2828.099743 = -637342.395856 nChanged 1 SP:Iteration 37Q (1076.635899 sec): 3 clusters Score: Raw -640170.603557 + Penalty 2828.099743 = -637342.503814 nChanged 0 SP:Iteration 38F (1076.687932 sec): 3 clusters Score: Raw -640170.603557 + Penalty 2828.099743 = -637342.503814 nChanged 0 Trying to split cluster 19 (5799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1076.729892 sec): 2 clusters Score: Raw -616682.812095 + Penalty 1408.134125 = -615274.677970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1076.778637 sec): 3 clusters Score: Raw -613642.976542 + Penalty 2816.268250 = -610826.708292 nChanged 2346 SP:Iteration 1F (1076.837455 sec): 3 clusters Score: Raw -614977.813210 + Penalty 2816.268250 = -612161.544961 nChanged 422 SP:Iteration 2F (1076.895960 sec): 3 clusters Score: Raw -615216.787305 + Penalty 2816.268250 = -612400.519055 nChanged 355 SP:Iteration 3F (1076.954750 sec): 3 clusters Score: Raw -615452.858478 + Penalty 2816.268250 = -612636.590228 nChanged 348 SP:Iteration 4F (1077.013543 sec): 3 clusters Score: Raw -615691.001076 + Penalty 2816.268250 = -612874.732827 nChanged 323 SP:Iteration 5F (1077.072204 sec): 3 clusters Score: Raw -615892.913368 + Penalty 2816.268250 = -613076.645119 nChanged 265 SP:Iteration 6Q (1077.122919 sec): 3 clusters Score: Raw -616040.453315 + Penalty 2816.268250 = -613224.185065 nChanged 216 SP:Iteration 7Q (1077.191039 sec): 3 clusters Score: Raw -616154.750919 + Penalty 2816.268250 = -613338.482670 nChanged 186 SP:Iteration 8Q (1077.248182 sec): 3 clusters Score: Raw -616259.130735 + Penalty 2816.268250 = -613442.862486 nChanged 160 SP:Iteration 9Q (1077.292451 sec): 3 clusters Score: Raw -616354.493534 + Penalty 2816.268250 = -613538.225284 nChanged 154 SP:Iteration 10Q (1077.349238 sec): 3 clusters Score: Raw -616433.151543 + Penalty 2816.268250 = -613616.883294 nChanged 127 SP:Iteration 11Q (1077.405004 sec): 3 clusters Score: Raw -616495.232422 + Penalty 2816.268250 = -613678.964173 nChanged 98 SP:Iteration 12Q (1077.471828 sec): 3 clusters Score: Raw -616533.345530 + Penalty 2816.268250 = -613717.077281 nChanged 91 SP:Iteration 13Q (1077.528529 sec): 3 clusters Score: Raw -616568.003004 + Penalty 2816.268250 = -613751.734754 nChanged 75 SP:Iteration 14Q (1077.577335 sec): 3 clusters Score: Raw -616592.854764 + Penalty 2816.268250 = -613776.586514 nChanged 63 SP:Iteration 15Q (1077.633392 sec): 3 clusters Score: Raw -616611.411581 + Penalty 2816.268250 = -613795.143332 nChanged 47 SP:Iteration 16Q (1077.690752 sec): 3 clusters Score: Raw -616624.842566 + Penalty 2816.268250 = -613808.574316 nChanged 38 SP:Iteration 17Q (1077.754999 sec): 3 clusters Score: Raw -616634.072105 + Penalty 2816.268250 = -613817.803855 nChanged 25 SP:Iteration 18Q (1077.813196 sec): 3 clusters Score: Raw -616640.099779 + Penalty 2816.268250 = -613823.831529 nChanged 19 SP:Iteration 19Q (1077.864976 sec): 3 clusters Score: Raw -616644.945293 + Penalty 2816.268250 = -613828.677043 nChanged 25 SP:Iteration 20F (1077.910036 sec): 3 clusters Score: Raw -616649.812856 + Penalty 2816.268250 = -613833.544607 nChanged 15 SP:Iteration 21Q (1077.977640 sec): 3 clusters Score: Raw -616653.432956 + Penalty 2816.268250 = -613837.164707 nChanged 20 SP:Iteration 22Q (1078.032139 sec): 3 clusters Score: Raw -616657.747372 + Penalty 2816.268250 = -613841.479123 nChanged 20 SP:Iteration 23Q (1078.089089 sec): 3 clusters Score: Raw -616660.902123 + Penalty 2816.268250 = -613844.633873 nChanged 10 SP:Iteration 24Q (1078.145543 sec): 3 clusters Score: Raw -616662.356388 + Penalty 2816.268250 = -613846.088139 nChanged 4 SP:Iteration 25Q (1078.203606 sec): 3 clusters Score: Raw -616663.030345 + Penalty 2816.268250 = -613846.762095 nChanged 5 SP:Iteration 26Q (1078.263823 sec): 3 clusters Score: Raw -616663.826329 + Penalty 2816.268250 = -613847.558079 nChanged 4 SP:Iteration 27Q (1078.312371 sec): 3 clusters Score: Raw -616664.349843 + Penalty 2816.268250 = -613848.081593 nChanged 0 SP:Iteration 28F (1078.370848 sec): 3 clusters Score: Raw -616664.349843 + Penalty 2816.268250 = -613848.081593 nChanged 0 Trying to split cluster 20 (5938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1078.406162 sec): 2 clusters Score: Raw -611076.571374 + Penalty 1411.983244 = -609664.588130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1078.467883 sec): 3 clusters Score: Raw -607937.751718 + Penalty 2823.966488 = -605113.785230 nChanged 2430 SP:Iteration 1F (1078.521559 sec): 3 clusters Score: Raw -609259.084525 + Penalty 2823.966488 = -606435.118037 nChanged 368 SP:Iteration 2F (1078.594191 sec): 3 clusters Score: Raw -609454.883679 + Penalty 2823.966488 = -606630.917191 nChanged 324 SP:Iteration 3F (1078.640459 sec): 3 clusters Score: Raw -609618.823111 + Penalty 2823.966488 = -606794.856623 nChanged 265 SP:Iteration 4Q (1078.694194 sec): 3 clusters Score: Raw -609744.514484 + Penalty 2823.966488 = -606920.547996 nChanged 235 SP:Iteration 5Q (1078.747869 sec): 3 clusters Score: Raw -609885.223448 + Penalty 2823.966488 = -607061.256960 nChanged 283 SP:Iteration 6Q (1078.816728 sec): 3 clusters Score: Raw -610081.968696 + Penalty 2823.966488 = -607258.002208 nChanged 316 SP:Iteration 7F (1078.873780 sec): 3 clusters Score: Raw -610334.087466 + Penalty 2823.966488 = -607510.120978 nChanged 313 SP:Iteration 8F (1078.917458 sec): 3 clusters Score: Raw -610611.979007 + Penalty 2823.966488 = -607788.012519 nChanged 279 SP:Iteration 9Q (1078.977292 sec): 3 clusters Score: Raw -610842.945892 + Penalty 2823.966488 = -608018.979404 nChanged 237 SP:Iteration 10Q (1079.039641 sec): 3 clusters Score: Raw -611023.116142 + Penalty 2823.966488 = -608199.149654 nChanged 184 SP:Iteration 11Q (1079.095112 sec): 3 clusters Score: Raw -611152.070500 + Penalty 2823.966488 = -608328.104012 nChanged 144 SP:Iteration 12Q (1079.158072 sec): 3 clusters Score: Raw -611241.908605 + Penalty 2823.966488 = -608417.942117 nChanged 107 SP:Iteration 13Q (1079.215205 sec): 3 clusters Score: Raw -611304.235662 + Penalty 2823.966488 = -608480.269174 nChanged 77 SP:Iteration 14Q (1079.276183 sec): 3 clusters Score: Raw -611348.562052 + Penalty 2823.966488 = -608524.595564 nChanged 64 SP:Iteration 15Q (1079.323903 sec): 3 clusters Score: Raw -611387.773309 + Penalty 2823.966488 = -608563.806821 nChanged 61 SP:Iteration 16Q (1079.382219 sec): 3 clusters Score: Raw -611422.472307 + Penalty 2823.966488 = -608598.505820 nChanged 54 SP:Iteration 17Q (1079.435991 sec): 3 clusters Score: Raw -611459.205500 + Penalty 2823.966488 = -608635.239012 nChanged 60 SP:Iteration 18Q (1079.491792 sec): 3 clusters Score: Raw -611496.833726 + Penalty 2823.966488 = -608672.867238 nChanged 52 SP:Iteration 19Q (1079.554580 sec): 3 clusters Score: Raw -611530.995469 + Penalty 2823.966488 = -608707.028981 nChanged 55 SP:Iteration 20F (1079.598714 sec): 3 clusters Score: Raw -611561.526963 + Penalty 2823.966488 = -608737.560475 nChanged 46 SP:Iteration 21Q (1079.654106 sec): 3 clusters Score: Raw -611585.382993 + Penalty 2823.966488 = -608761.416505 nChanged 33 SP:Iteration 22Q (1079.710498 sec): 3 clusters Score: Raw -611598.262542 + Penalty 2823.966488 = -608774.296054 nChanged 30 SP:Iteration 23Q (1079.774395 sec): 3 clusters Score: Raw -611608.891917 + Penalty 2823.966488 = -608784.925429 nChanged 22 SP:Iteration 24Q (1079.825942 sec): 3 clusters Score: Raw -611615.296631 + Penalty 2823.966488 = -608791.330143 nChanged 14 SP:Iteration 25Q (1079.884615 sec): 3 clusters Score: Raw -611619.990161 + Penalty 2823.966488 = -608796.023673 nChanged 14 SP:Iteration 26Q (1079.932950 sec): 3 clusters Score: Raw -611622.883987 + Penalty 2823.966488 = -608798.917499 nChanged 7 SP:Iteration 27Q (1079.989187 sec): 3 clusters Score: Raw -611624.409871 + Penalty 2823.966488 = -608800.443383 nChanged 3 SP:Iteration 28Q (1080.043091 sec): 3 clusters Score: Raw -611624.884235 + Penalty 2823.966488 = -608800.917747 nChanged 2 SP:Iteration 29Q (1080.086762 sec): 3 clusters Score: Raw -611625.186521 + Penalty 2823.966488 = -608801.220033 nChanged 1 SP:Iteration 30Q (1080.134253 sec): 3 clusters Score: Raw -611625.272078 + Penalty 2823.966488 = -608801.305590 nChanged 0 SP:Iteration 31F (1080.186679 sec): 3 clusters Score: Raw -611625.272078 + Penalty 2823.966488 = -608801.305590 nChanged 0 Trying to split cluster 21 (12325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1080.235016 sec): 2 clusters Score: Raw -1257787.105953 + Penalty 1530.650062 = -1256256.455891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1080.296830 sec): 3 clusters Score: Raw -1250738.112138 + Penalty 3061.300125 = -1247676.812013 nChanged 5447 SP:Iteration 1F (1080.356846 sec): 3 clusters Score: Raw -1253628.010931 + Penalty 3061.300125 = -1250566.710807 nChanged 769 SP:Iteration 2F (1080.419637 sec): 3 clusters Score: Raw -1253977.239112 + Penalty 3061.300125 = -1250915.938988 nChanged 700 SP:Iteration 3F (1080.490699 sec): 3 clusters Score: Raw -1254304.033088 + Penalty 3061.300125 = -1251242.732964 nChanged 653 SP:Iteration 4F (1080.554623 sec): 3 clusters Score: Raw -1254622.775955 + Penalty 3061.300125 = -1251561.475830 nChanged 648 SP:Iteration 5F (1080.618514 sec): 3 clusters Score: Raw -1254952.786607 + Penalty 3061.300125 = -1251891.486482 nChanged 627 SP:Iteration 6F (1080.681798 sec): 3 clusters Score: Raw -1255276.488481 + Penalty 3061.300125 = -1252215.188356 nChanged 551 SP:Iteration 7Q (1080.747157 sec): 3 clusters Score: Raw -1255550.777615 + Penalty 3061.300125 = -1252489.477491 nChanged 486 SP:Iteration 8Q (1080.822208 sec): 3 clusters Score: Raw -1255825.179043 + Penalty 3061.300125 = -1252763.878918 nChanged 467 SP:Iteration 9Q (1080.878126 sec): 3 clusters Score: Raw -1256119.032787 + Penalty 3061.300125 = -1253057.732662 nChanged 402 SP:Iteration 10Q (1080.946820 sec): 3 clusters Score: Raw -1256409.083878 + Penalty 3061.300125 = -1253347.783753 nChanged 364 SP:Iteration 11Q (1081.016126 sec): 3 clusters Score: Raw -1256686.021211 + Penalty 3061.300125 = -1253624.721086 nChanged 331 SP:Iteration 12Q (1081.079291 sec): 3 clusters Score: Raw -1256913.435042 + Penalty 3061.300125 = -1253852.134917 nChanged 253 SP:Iteration 13Q (1081.158503 sec): 3 clusters Score: Raw -1257077.366043 + Penalty 3061.300125 = -1254016.065919 nChanged 192 SP:Iteration 14Q (1081.221994 sec): 3 clusters Score: Raw -1257189.709969 + Penalty 3061.300125 = -1254128.409844 nChanged 161 SP:Iteration 15Q (1081.286905 sec): 3 clusters Score: Raw -1257277.774755 + Penalty 3061.300125 = -1254216.474630 nChanged 133 SP:Iteration 16Q (1081.346528 sec): 3 clusters Score: Raw -1257353.376375 + Penalty 3061.300125 = -1254292.076251 nChanged 136 SP:Iteration 17Q (1081.413944 sec): 3 clusters Score: Raw -1257415.090504 + Penalty 3061.300125 = -1254353.790379 nChanged 101 SP:Iteration 18Q (1081.485413 sec): 3 clusters Score: Raw -1257455.448248 + Penalty 3061.300125 = -1254394.148124 nChanged 81 SP:Iteration 19Q (1081.539257 sec): 3 clusters Score: Raw -1257489.513529 + Penalty 3061.300125 = -1254428.213404 nChanged 79 SP:Iteration 20F (1081.602742 sec): 3 clusters Score: Raw -1257523.706858 + Penalty 3061.300125 = -1254462.406733 nChanged 70 SP:Iteration 21Q (1081.674932 sec): 3 clusters Score: Raw -1257559.382411 + Penalty 3061.300125 = -1254498.082287 nChanged 73 SP:Iteration 22Q (1081.735652 sec): 3 clusters Score: Raw -1257601.823817 + Penalty 3061.300125 = -1254540.523692 nChanged 71 SP:Iteration 23Q (1081.786867 sec): 3 clusters Score: Raw -1257645.747664 + Penalty 3061.300125 = -1254584.447539 nChanged 76 SP:Iteration 24Q (1081.853167 sec): 3 clusters Score: Raw -1257700.443047 + Penalty 3061.300125 = -1254639.142922 nChanged 70 SP:Iteration 25Q (1081.906881 sec): 3 clusters Score: Raw -1257745.875435 + Penalty 3061.300125 = -1254684.575311 nChanged 59 SP:Iteration 26Q (1081.974200 sec): 3 clusters Score: Raw -1257785.429713 + Penalty 3061.300125 = -1254724.129588 nChanged 59 SP:Iteration 27Q (1082.038790 sec): 3 clusters Score: Raw -1257819.806861 + Penalty 3061.300125 = -1254758.506737 nChanged 52 SP:Iteration 28Q (1082.104266 sec): 3 clusters Score: Raw -1257844.154019 + Penalty 3061.300125 = -1254782.853894 nChanged 42 SP:Iteration 29Q (1082.155304 sec): 3 clusters Score: Raw -1257859.398172 + Penalty 3061.300125 = -1254798.098047 nChanged 27 SP:Iteration 30Q (1082.215199 sec): 3 clusters Score: Raw -1257872.476506 + Penalty 3061.300125 = -1254811.176381 nChanged 28 SP:Iteration 31Q (1082.277080 sec): 3 clusters Score: Raw -1257885.140329 + Penalty 3061.300125 = -1254823.840204 nChanged 23 SP:Iteration 32Q (1082.340339 sec): 3 clusters Score: Raw -1257896.210853 + Penalty 3061.300125 = -1254834.910728 nChanged 20 SP:Iteration 33Q (1082.393064 sec): 3 clusters Score: Raw -1257905.519679 + Penalty 3061.300125 = -1254844.219554 nChanged 18 SP:Iteration 34Q (1082.452310 sec): 3 clusters Score: Raw -1257914.280439 + Penalty 3061.300125 = -1254852.980314 nChanged 17 SP:Iteration 35Q (1082.521911 sec): 3 clusters Score: Raw -1257921.581547 + Penalty 3061.300125 = -1254860.281422 nChanged 20 SP:Iteration 36Q (1082.568358 sec): 3 clusters Score: Raw -1257931.842341 + Penalty 3061.300125 = -1254870.542217 nChanged 19 SP:Iteration 37Q (1082.638148 sec): 3 clusters Score: Raw -1257944.202582 + Penalty 3061.300125 = -1254882.902457 nChanged 26 SP:Iteration 38Q (1082.685471 sec): 3 clusters Score: Raw -1257962.617550 + Penalty 3061.300125 = -1254901.317426 nChanged 26 SP:Iteration 39Q (1082.754283 sec): 3 clusters Score: Raw -1257978.654058 + Penalty 3061.300125 = -1254917.353933 nChanged 23 SP:Iteration 40F (1082.803277 sec): 3 clusters Score: Raw -1257991.752807 + Penalty 3061.300125 = -1254930.452682 nChanged 26 SP:Iteration 41Q (1082.871847 sec): 3 clusters Score: Raw -1258007.496601 + Penalty 3061.300125 = -1254946.196476 nChanged 35 SP:Iteration 42Q (1082.919029 sec): 3 clusters Score: Raw -1258028.817817 + Penalty 3061.300125 = -1254967.517693 nChanged 29 SP:Iteration 43Q (1082.978288 sec): 3 clusters Score: Raw -1258042.458426 + Penalty 3061.300125 = -1254981.158301 nChanged 28 SP:Iteration 44Q (1083.037284 sec): 3 clusters Score: Raw -1258059.074802 + Penalty 3061.300125 = -1254997.774677 nChanged 24 SP:Iteration 45Q (1083.096204 sec): 3 clusters Score: Raw -1258070.029992 + Penalty 3061.300125 = -1255008.729867 nChanged 17 SP:Iteration 46Q (1083.169545 sec): 3 clusters Score: Raw -1258077.702748 + Penalty 3061.300125 = -1255016.402624 nChanged 11 SP:Iteration 47Q (1083.236895 sec): 3 clusters Score: Raw -1258082.735408 + Penalty 3061.300125 = -1255021.435284 nChanged 9 SP:Iteration 48Q (1083.305939 sec): 3 clusters Score: Raw -1258088.001483 + Penalty 3061.300125 = -1255026.701358 nChanged 7 SP:Iteration 49Q (1083.361586 sec): 3 clusters Score: Raw -1258091.693599 + Penalty 3061.300125 = -1255030.393474 nChanged 7 SP:Iteration 50Q (1083.430156 sec): 3 clusters Score: Raw -1258095.357479 + Penalty 3061.300125 = -1255034.057354 nChanged 7 SP:Iteration 51Q (1083.493734 sec): 3 clusters Score: Raw -1258099.917430 + Penalty 3061.300125 = -1255038.617305 nChanged 8 SP:Iteration 52Q (1083.539929 sec): 3 clusters Score: Raw -1258103.027003 + Penalty 3061.300125 = -1255041.726878 nChanged 9 SP:Iteration 53Q (1083.610381 sec): 3 clusters Score: Raw -1258106.073482 + Penalty 3061.300125 = -1255044.773357 nChanged 7 SP:Iteration 54Q (1083.675770 sec): 3 clusters Score: Raw -1258108.481102 + Penalty 3061.300125 = -1255047.180978 nChanged 3 SP:Iteration 55Q (1083.730501 sec): 3 clusters Score: Raw -1258109.186109 + Penalty 3061.300125 = -1255047.885985 nChanged 1 SP:Iteration 56Q (1083.798496 sec): 3 clusters Score: Raw -1258109.557928 + Penalty 3061.300125 = -1255048.257804 nChanged 0 SP:Iteration 57F (1083.874440 sec): 3 clusters Score: Raw -1258109.557928 + Penalty 3061.300125 = -1255048.257804 nChanged 0 Iteration 99Q (1085.677772 sec): 22 clusters Score: Raw -24068620.790319 + Penalty 42181.041009 = -24026439.749310 nChanged 96 Iteration 100F (1088.992211 sec): 22 clusters Score: Raw -24068635.162378 + Penalty 42181.041009 = -24026454.121369 nChanged 83 Iteration 101Q (1090.535615 sec): 22 clusters Score: Raw -24068647.147799 + Penalty 42181.041009 = -24026466.106790 nChanged 85 Iteration 102Q (1092.096619 sec): 22 clusters Score: Raw -24068659.655517 + Penalty 42181.041009 = -24026478.614508 nChanged 73 Iteration 103Q (1093.447619 sec): 22 clusters Score: Raw -24068672.732216 + Penalty 42181.041009 = -24026491.691207 nChanged 83 Iteration 104Q (1095.006024 sec): 22 clusters Score: Raw -24068687.366692 + Penalty 42181.041009 = -24026506.325683 nChanged 88 Iteration 105Q (1096.666224 sec): 22 clusters Score: Raw -24068704.119289 + Penalty 42181.041009 = -24026523.078280 nChanged 81 Iteration 106Q (1098.264896 sec): 22 clusters Score: Raw -24068717.792556 + Penalty 42181.041009 = -24026536.751547 nChanged 75 Iteration 107Q (1099.834786 sec): 22 clusters Score: Raw -24068729.325839 + Penalty 42181.041009 = -24026548.284830 nChanged 72 Iteration 108Q (1101.180284 sec): 22 clusters Score: Raw -24068740.724810 + Penalty 42181.041009 = -24026559.683801 nChanged 76 Iteration 109Q (1102.833806 sec): 22 clusters Score: Raw -24068753.673773 + Penalty 42181.041009 = -24026572.632764 nChanged 71 Iteration 110Q (1104.478284 sec): 22 clusters Score: Raw -24068767.675973 + Penalty 42181.041009 = -24026586.634964 nChanged 70 Iteration 111Q (1106.115730 sec): 22 clusters Score: Raw -24068778.284123 + Penalty 42181.041009 = -24026597.243114 nChanged 69 Iteration 112Q (1107.644236 sec): 22 clusters Score: Raw -24068785.733001 + Penalty 42181.041009 = -24026604.691992 nChanged 49 Iteration 113Q (1109.091607 sec): 22 clusters Score: Raw -24068791.127370 + Penalty 42181.041009 = -24026610.086361 nChanged 57 Iteration 114Q (1110.722883 sec): 22 clusters Score: Raw -24068797.190747 + Penalty 42181.041009 = -24026616.149738 nChanged 55 Iteration 115Q (1112.170227 sec): 22 clusters Score: Raw -24068802.560164 + Penalty 42181.041009 = -24026621.519155 nChanged 48 Iteration 116Q (1113.650013 sec): 22 clusters Score: Raw -24068806.691593 + Penalty 42181.041009 = -24026625.650584 nChanged 43 Iteration 117Q (1115.270983 sec): 22 clusters Score: Raw -24068810.799988 + Penalty 42181.041009 = -24026629.758979 nChanged 37 Iteration 118Q (1116.738814 sec): 22 clusters Score: Raw -24068814.329664 + Penalty 42181.041009 = -24026633.288655 nChanged 38 Iteration 119Q (1118.190938 sec): 22 clusters Score: Raw -24068817.239156 + Penalty 42181.041009 = -24026636.198147 nChanged 47 Iteration 120F (1121.468710 sec): 22 clusters Score: Raw -24068820.144771 + Penalty 42181.041009 = -24026639.103762 nChanged 51 Iteration 121Q (1122.933710 sec): 22 clusters Score: Raw -24068823.665401 + Penalty 42181.041009 = -24026642.624392 nChanged 47 Iteration 122Q (1124.357818 sec): 22 clusters Score: Raw -24068826.862969 + Penalty 42181.041009 = -24026645.821960 nChanged 43 Iteration 123Q (1125.881990 sec): 22 clusters Score: Raw -24068830.028172 + Penalty 42181.041009 = -24026648.987163 nChanged 49 Iteration 124Q (1127.519095 sec): 22 clusters Score: Raw -24068832.854901 + Penalty 42181.041009 = -24026651.813892 nChanged 50 Iteration 125Q (1128.931464 sec): 22 clusters Score: Raw -24068835.627765 + Penalty 42181.041009 = -24026654.586756 nChanged 43 Iteration 126Q (1130.523383 sec): 22 clusters Score: Raw -24068837.366456 + Penalty 42181.041009 = -24026656.325447 nChanged 38 Iteration 127Q (1132.012843 sec): 22 clusters Score: Raw -24068839.109390 + Penalty 42181.041009 = -24026658.068381 nChanged 34 Iteration 128Q (1133.567103 sec): 22 clusters Score: Raw -24068840.512498 + Penalty 42181.041009 = -24026659.471489 nChanged 28 Iteration 129Q (1135.028378 sec): 22 clusters Score: Raw -24068841.515990 + Penalty 42181.041009 = -24026660.474981 nChanged 12 Iteration 130Q (1136.578964 sec): 22 clusters Score: Raw -24068841.948655 + Penalty 42181.041009 = -24026660.907646 nChanged 12 Iteration 131Q (1138.135976 sec): 22 clusters Score: Raw -24068842.401011 + Penalty 42181.041009 = -24026661.360002 nChanged 15 Iteration 132Q (1139.743304 sec): 22 clusters Score: Raw -24068843.108565 + Penalty 42181.041009 = -24026662.067556 nChanged 17 Iteration 133Q (1141.296238 sec): 22 clusters Score: Raw -24068843.570841 + Penalty 42181.041009 = -24026662.529832 nChanged 9 Iteration 134Q (1142.779210 sec): 22 clusters Score: Raw -24068843.880184 + Penalty 42181.041009 = -24026662.839175 nChanged 5 Iteration 135Q (1144.386639 sec): 22 clusters Score: Raw -24068844.120070 + Penalty 42181.041009 = -24026663.079061 nChanged 8 Iteration 136Q (1146.045553 sec): 22 clusters Score: Raw -24068844.462465 + Penalty 42181.041009 = -24026663.421456 nChanged 11 Iteration 137Q (1147.578145 sec): 22 clusters Score: Raw -24068844.877866 + Penalty 42181.041009 = -24026663.836857 nChanged 18 Iteration 138Q (1149.194377 sec): 22 clusters Score: Raw -24068845.739830 + Penalty 42181.041009 = -24026664.698821 nChanged 21 Writing temp clu file Because OldScore, -24026663.836857, is greater than current (better) Score,-24026664.698821 Compute initial score before splitting: Score: Raw -24068845.739830 + Penalty 42181.041009 = -24026664.698821 Trying to split cluster 1 (9069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1149.315990 sec): 2 clusters Score: Raw -974532.223388 + Penalty 1480.800309 = -973051.423079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1149.380129 sec): 3 clusters Score: Raw -969447.925571 + Penalty 2961.600617 = -966486.324954 nChanged 3866 SP:Iteration 1F (1149.432373 sec): 3 clusters Score: Raw -971527.874041 + Penalty 2961.600617 = -968566.273424 nChanged 550 SP:Iteration 2F (1149.504673 sec): 3 clusters Score: Raw -971779.200029 + Penalty 2961.600617 = -968817.599411 nChanged 491 SP:Iteration 3F (1149.556037 sec): 3 clusters Score: Raw -972022.887661 + Penalty 2961.600617 = -969061.287043 nChanged 486 SP:Iteration 4F (1149.609244 sec): 3 clusters Score: Raw -972305.055381 + Penalty 2961.600617 = -969343.454763 nChanged 495 SP:Iteration 5F (1149.661682 sec): 3 clusters Score: Raw -972612.251014 + Penalty 2961.600617 = -969650.650397 nChanged 479 SP:Iteration 6F (1149.720872 sec): 3 clusters Score: Raw -972913.799657 + Penalty 2961.600617 = -969952.199040 nChanged 456 SP:Iteration 7F (1149.779318 sec): 3 clusters Score: Raw -973159.612903 + Penalty 2961.600617 = -970198.012285 nChanged 400 SP:Iteration 8Q (1149.825621 sec): 3 clusters Score: Raw -973392.431117 + Penalty 2961.600617 = -970430.830500 nChanged 394 SP:Iteration 9Q (1149.887187 sec): 3 clusters Score: Raw -973620.243726 + Penalty 2961.600617 = -970658.643109 nChanged 355 SP:Iteration 10Q (1149.954031 sec): 3 clusters Score: Raw -973786.299326 + Penalty 2961.600617 = -970824.698709 nChanged 262 SP:Iteration 11Q (1150.000022 sec): 3 clusters Score: Raw -973895.186162 + Penalty 2961.600617 = -970933.585545 nChanged 216 SP:Iteration 12Q (1150.072481 sec): 3 clusters Score: Raw -973968.551911 + Penalty 2961.600617 = -971006.951294 nChanged 168 SP:Iteration 13Q (1150.127831 sec): 3 clusters Score: Raw -974022.306161 + Penalty 2961.600617 = -971060.705544 nChanged 139 SP:Iteration 14Q (1150.193181 sec): 3 clusters Score: Raw -974064.108748 + Penalty 2961.600617 = -971102.508131 nChanged 118 SP:Iteration 15Q (1150.256238 sec): 3 clusters Score: Raw -974094.771954 + Penalty 2961.600617 = -971133.171337 nChanged 90 SP:Iteration 16Q (1150.309673 sec): 3 clusters Score: Raw -974115.514962 + Penalty 2961.600617 = -971153.914345 nChanged 64 SP:Iteration 17Q (1150.379940 sec): 3 clusters Score: Raw -974128.732479 + Penalty 2961.600617 = -971167.131862 nChanged 61 SP:Iteration 18Q (1150.441584 sec): 3 clusters Score: Raw -974140.470150 + Penalty 2961.600617 = -971178.869533 nChanged 51 SP:Iteration 19Q (1150.497347 sec): 3 clusters Score: Raw -974150.964272 + Penalty 2961.600617 = -971189.363655 nChanged 48 SP:Iteration 20F (1150.558215 sec): 3 clusters Score: Raw -974160.176092 + Penalty 2961.600617 = -971198.575474 nChanged 50 SP:Iteration 21Q (1150.632437 sec): 3 clusters Score: Raw -974170.883570 + Penalty 2961.600617 = -971209.282953 nChanged 47 SP:Iteration 22Q (1150.687390 sec): 3 clusters Score: Raw -974180.602623 + Penalty 2961.600617 = -971219.002006 nChanged 28 SP:Iteration 23Q (1150.760848 sec): 3 clusters Score: Raw -974186.114001 + Penalty 2961.600617 = -971224.513384 nChanged 29 SP:Iteration 24Q (1150.813348 sec): 3 clusters Score: Raw -974191.803374 + Penalty 2961.600617 = -971230.202757 nChanged 25 SP:Iteration 25Q (1150.882064 sec): 3 clusters Score: Raw -974197.040623 + Penalty 2961.600617 = -971235.440006 nChanged 19 SP:Iteration 26Q (1150.937272 sec): 3 clusters Score: Raw -974201.212983 + Penalty 2961.600617 = -971239.612366 nChanged 23 SP:Iteration 27Q (1151.012811 sec): 3 clusters Score: Raw -974204.348403 + Penalty 2961.600617 = -971242.747786 nChanged 17 SP:Iteration 28Q (1151.076784 sec): 3 clusters Score: Raw -974207.832434 + Penalty 2961.600617 = -971246.231817 nChanged 26 SP:Iteration 29Q (1151.123647 sec): 3 clusters Score: Raw -974211.230431 + Penalty 2961.600617 = -971249.629814 nChanged 21 SP:Iteration 30Q (1151.180723 sec): 3 clusters Score: Raw -974214.878100 + Penalty 2961.600617 = -971253.277483 nChanged 23 SP:Iteration 31Q (1151.240119 sec): 3 clusters Score: Raw -974219.272486 + Penalty 2961.600617 = -971257.671869 nChanged 18 SP:Iteration 32Q (1151.296087 sec): 3 clusters Score: Raw -974222.636059 + Penalty 2961.600617 = -971261.035442 nChanged 17 SP:Iteration 33Q (1151.357668 sec): 3 clusters Score: Raw -974226.387626 + Penalty 2961.600617 = -971264.787009 nChanged 26 SP:Iteration 34Q (1151.429979 sec): 3 clusters Score: Raw -974231.898935 + Penalty 2961.600617 = -971270.298318 nChanged 25 SP:Iteration 35Q (1151.486181 sec): 3 clusters Score: Raw -974236.861384 + Penalty 2961.600617 = -971275.260767 nChanged 27 SP:Iteration 36Q (1151.555478 sec): 3 clusters Score: Raw -974242.161106 + Penalty 2961.600617 = -971280.560489 nChanged 38 SP:Iteration 37Q (1151.611837 sec): 3 clusters Score: Raw -974252.349938 + Penalty 2961.600617 = -971290.749321 nChanged 53 SP:Iteration 38Q (1151.674090 sec): 3 clusters Score: Raw -974267.063738 + Penalty 2961.600617 = -971305.463121 nChanged 45 SP:Iteration 39Q (1151.738163 sec): 3 clusters Score: Raw -974280.210317 + Penalty 2961.600617 = -971318.609700 nChanged 54 SP:Iteration 40F (1151.802292 sec): 3 clusters Score: Raw -974293.853541 + Penalty 2961.600617 = -971332.252924 nChanged 46 SP:Iteration 41Q (1151.860929 sec): 3 clusters Score: Raw -974305.724784 + Penalty 2961.600617 = -971344.124167 nChanged 46 SP:Iteration 42Q (1151.930795 sec): 3 clusters Score: Raw -974321.347854 + Penalty 2961.600617 = -971359.747237 nChanged 61 SP:Iteration 43Q (1151.986734 sec): 3 clusters Score: Raw -974340.992081 + Penalty 2961.600617 = -971379.391463 nChanged 69 SP:Iteration 44Q (1152.045808 sec): 3 clusters Score: Raw -974366.469854 + Penalty 2961.600617 = -971404.869237 nChanged 64 SP:Iteration 45Q (1152.117124 sec): 3 clusters Score: Raw -974394.352985 + Penalty 2961.600617 = -971432.752368 nChanged 68 SP:Iteration 46Q (1152.181539 sec): 3 clusters Score: Raw -974423.154654 + Penalty 2961.600617 = -971461.554037 nChanged 74 SP:Iteration 47Q (1152.236561 sec): 3 clusters Score: Raw -974453.938343 + Penalty 2961.600617 = -971492.337726 nChanged 81 SP:Iteration 48Q (1152.307627 sec): 3 clusters Score: Raw -974487.196267 + Penalty 2961.600617 = -971525.595650 nChanged 71 SP:Iteration 49Q (1152.362148 sec): 3 clusters Score: Raw -974513.735005 + Penalty 2961.600617 = -971552.134388 nChanged 61 SP:Iteration 50Q (1152.426559 sec): 3 clusters Score: Raw -974534.320016 + Penalty 2961.600617 = -971572.719399 nChanged 54 SP:Iteration 51Q (1152.480765 sec): 3 clusters Score: Raw -974551.155581 + Penalty 2961.600617 = -971589.554964 nChanged 51 SP:Iteration 52Q (1152.546924 sec): 3 clusters Score: Raw -974566.016882 + Penalty 2961.600617 = -971604.416265 nChanged 45 SP:Iteration 53Q (1152.599972 sec): 3 clusters Score: Raw -974579.212781 + Penalty 2961.600617 = -971617.612163 nChanged 45 SP:Iteration 54Q (1152.659373 sec): 3 clusters Score: Raw -974592.299754 + Penalty 2961.600617 = -971630.699137 nChanged 41 SP:Iteration 55Q (1152.722445 sec): 3 clusters Score: Raw -974603.905266 + Penalty 2961.600617 = -971642.304649 nChanged 50 SP:Iteration 56Q (1152.786526 sec): 3 clusters Score: Raw -974619.859494 + Penalty 2961.600617 = -971658.258877 nChanged 49 SP:Iteration 57Q (1152.840815 sec): 3 clusters Score: Raw -974633.465858 + Penalty 2961.600617 = -971671.865241 nChanged 41 SP:Iteration 58Q (1152.912549 sec): 3 clusters Score: Raw -974643.777005 + Penalty 2961.600617 = -971682.176387 nChanged 33 SP:Iteration 59Q (1152.970916 sec): 3 clusters Score: Raw -974651.623012 + Penalty 2961.600617 = -971690.022395 nChanged 21 SP:Iteration 60F (1153.033795 sec): 3 clusters Score: Raw -974657.402096 + Penalty 2961.600617 = -971695.801479 nChanged 21 SP:Iteration 61Q (1153.088020 sec): 3 clusters Score: Raw -974663.063986 + Penalty 2961.600617 = -971701.463369 nChanged 25 SP:Iteration 62Q (1153.150591 sec): 3 clusters Score: Raw -974670.189060 + Penalty 2961.600617 = -971708.588443 nChanged 27 SP:Iteration 63Q (1153.207016 sec): 3 clusters Score: Raw -974676.903888 + Penalty 2961.600617 = -971715.303270 nChanged 30 SP:Iteration 64Q (1153.256739 sec): 3 clusters Score: Raw -974684.395526 + Penalty 2961.600617 = -971722.794909 nChanged 30 SP:Iteration 65Q (1153.323782 sec): 3 clusters Score: Raw -974694.487806 + Penalty 2961.600617 = -971732.887189 nChanged 28 SP:Iteration 66Q (1153.383255 sec): 3 clusters Score: Raw -974703.522277 + Penalty 2961.600617 = -971741.921660 nChanged 32 SP:Iteration 67Q (1153.455897 sec): 3 clusters Score: Raw -974715.089788 + Penalty 2961.600617 = -971753.489171 nChanged 32 SP:Iteration 68Q (1153.507028 sec): 3 clusters Score: Raw -974726.859749 + Penalty 2961.600617 = -971765.259132 nChanged 34 SP:Iteration 69Q (1153.576960 sec): 3 clusters Score: Raw -974737.602424 + Penalty 2961.600617 = -971776.001807 nChanged 28 SP:Iteration 70Q (1153.623385 sec): 3 clusters Score: Raw -974744.798592 + Penalty 2961.600617 = -971783.197975 nChanged 28 SP:Iteration 71Q (1153.683407 sec): 3 clusters Score: Raw -974753.534061 + Penalty 2961.600617 = -971791.933444 nChanged 28 SP:Iteration 72Q (1153.741893 sec): 3 clusters Score: Raw -974764.057287 + Penalty 2961.600617 = -971802.456670 nChanged 33 SP:Iteration 73Q (1153.811469 sec): 3 clusters Score: Raw -974775.506508 + Penalty 2961.600617 = -971813.905891 nChanged 25 SP:Iteration 74Q (1153.873815 sec): 3 clusters Score: Raw -974783.158147 + Penalty 2961.600617 = -971821.557530 nChanged 27 SP:Iteration 75Q (1153.933952 sec): 3 clusters Score: Raw -974789.459304 + Penalty 2961.600617 = -971827.858687 nChanged 23 SP:Iteration 76Q (1153.985908 sec): 3 clusters Score: Raw -974794.891133 + Penalty 2961.600617 = -971833.290516 nChanged 17 SP:Iteration 77Q (1154.054386 sec): 3 clusters Score: Raw -974801.024921 + Penalty 2961.600617 = -971839.424304 nChanged 19 SP:Iteration 78Q (1154.112009 sec): 3 clusters Score: Raw -974807.035059 + Penalty 2961.600617 = -971845.434441 nChanged 12 SP:Iteration 79Q (1154.167778 sec): 3 clusters Score: Raw -974810.646575 + Penalty 2961.600617 = -971849.045958 nChanged 12 SP:Iteration 80F (1154.216839 sec): 3 clusters Score: Raw -974813.882869 + Penalty 2961.600617 = -971852.282252 nChanged 6 SP:Iteration 81Q (1154.274249 sec): 3 clusters Score: Raw -974815.086164 + Penalty 2961.600617 = -971853.485547 nChanged 7 SP:Iteration 82Q (1154.340096 sec): 3 clusters Score: Raw -974817.046188 + Penalty 2961.600617 = -971855.445571 nChanged 11 SP:Iteration 83Q (1154.404904 sec): 3 clusters Score: Raw -974820.107344 + Penalty 2961.600617 = -971858.506726 nChanged 11 SP:Iteration 84Q (1154.460539 sec): 3 clusters Score: Raw -974822.731333 + Penalty 2961.600617 = -971861.130716 nChanged 13 SP:Iteration 85Q (1154.515001 sec): 3 clusters Score: Raw -974825.979797 + Penalty 2961.600617 = -971864.379179 nChanged 9 SP:Iteration 86Q (1154.582228 sec): 3 clusters Score: Raw -974827.883208 + Penalty 2961.600617 = -971866.282591 nChanged 9 SP:Iteration 87Q (1154.633908 sec): 3 clusters Score: Raw -974830.087407 + Penalty 2961.600617 = -971868.486790 nChanged 4 SP:Iteration 88Q (1154.696991 sec): 3 clusters Score: Raw -974830.508401 + Penalty 2961.600617 = -971868.907784 nChanged 2 SP:Iteration 89Q (1154.754345 sec): 3 clusters Score: Raw -974830.829904 + Penalty 2961.600617 = -971869.229287 nChanged 3 SP:Iteration 90Q (1154.808675 sec): 3 clusters Score: Raw -974831.433064 + Penalty 2961.600617 = -971869.832447 nChanged 2 SP:Iteration 91Q (1154.865418 sec): 3 clusters Score: Raw -974831.994196 + Penalty 2961.600617 = -971870.393578 nChanged 4 SP:Iteration 92Q (1154.927503 sec): 3 clusters Score: Raw -974833.292768 + Penalty 2961.600617 = -971871.692151 nChanged 4 SP:Iteration 93Q (1154.999797 sec): 3 clusters Score: Raw -974833.958834 + Penalty 2961.600617 = -971872.358217 nChanged 3 SP:Iteration 94Q (1155.057525 sec): 3 clusters Score: Raw -974834.618920 + Penalty 2961.600617 = -971873.018303 nChanged 2 SP:Iteration 95Q (1155.119349 sec): 3 clusters Score: Raw -974834.842773 + Penalty 2961.600617 = -971873.242156 nChanged 2 SP:Iteration 96Q (1155.178495 sec): 3 clusters Score: Raw -974835.145576 + Penalty 2961.600617 = -971873.544959 nChanged 2 SP:Iteration 97Q (1155.236278 sec): 3 clusters Score: Raw -974835.457862 + Penalty 2961.600617 = -971873.857245 nChanged 1 SP:Iteration 98Q (1155.296924 sec): 3 clusters Score: Raw -974835.755323 + Penalty 2961.600617 = -971874.154706 nChanged 0 SP:Iteration 99F (1155.347836 sec): 3 clusters Score: Raw -974835.755323 + Penalty 2961.600617 = -971874.154706 nChanged 0 Trying to split cluster 2 (3255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1155.386836 sec): 2 clusters Score: Raw -348129.839251 + Penalty 1314.291478 = -346815.547773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1155.432811 sec): 3 clusters Score: Raw -346567.243857 + Penalty 2628.582955 = -343938.660901 nChanged 1243 SP:Iteration 1F (1155.477827 sec): 3 clusters Score: Raw -347313.816546 + Penalty 2628.582955 = -344685.233591 nChanged 243 SP:Iteration 2F (1155.531697 sec): 3 clusters Score: Raw -347455.676201 + Penalty 2628.582955 = -344827.093246 nChanged 143 SP:Iteration 3Q (1155.576889 sec): 3 clusters Score: Raw -347547.181412 + Penalty 2628.582955 = -344918.598457 nChanged 132 SP:Iteration 4Q (1155.640445 sec): 3 clusters Score: Raw -347643.297754 + Penalty 2628.582955 = -345014.714799 nChanged 141 SP:Iteration 5Q (1155.696096 sec): 3 clusters Score: Raw -347764.775039 + Penalty 2628.582955 = -345136.192084 nChanged 143 SP:Iteration 6Q (1155.745973 sec): 3 clusters Score: Raw -347898.671037 + Penalty 2628.582955 = -345270.088082 nChanged 180 SP:Iteration 7F (1155.788072 sec): 3 clusters Score: Raw -348096.494600 + Penalty 2628.582955 = -345467.911645 nChanged 171 SP:Iteration 8F (1155.849032 sec): 3 clusters Score: Raw -348291.667137 + Penalty 2628.582955 = -345663.084182 nChanged 179 SP:Iteration 9F (1155.899399 sec): 3 clusters Score: Raw -348513.044728 + Penalty 2628.582955 = -345884.461773 nChanged 169 SP:Iteration 10F (1155.947336 sec): 3 clusters Score: Raw -348728.999624 + Penalty 2628.582955 = -346100.416669 nChanged 151 SP:Iteration 11Q (1155.994075 sec): 3 clusters Score: Raw -348907.344829 + Penalty 2628.582955 = -346278.761874 nChanged 130 SP:Iteration 12Q (1156.044906 sec): 3 clusters Score: Raw -349057.752445 + Penalty 2628.582955 = -346429.169489 nChanged 111 SP:Iteration 13Q (1156.084605 sec): 3 clusters Score: Raw -349170.849256 + Penalty 2628.582955 = -346542.266301 nChanged 91 SP:Iteration 14Q (1156.138904 sec): 3 clusters Score: Raw -349269.163557 + Penalty 2628.582955 = -346640.580602 nChanged 84 SP:Iteration 15Q (1156.193087 sec): 3 clusters Score: Raw -349369.884740 + Penalty 2628.582955 = -346741.301785 nChanged 79 SP:Iteration 16Q (1156.248463 sec): 3 clusters Score: Raw -349459.641054 + Penalty 2628.582955 = -346831.058099 nChanged 66 SP:Iteration 17Q (1156.297422 sec): 3 clusters Score: Raw -349532.688394 + Penalty 2628.582955 = -346904.105439 nChanged 45 SP:Iteration 18Q (1156.348388 sec): 3 clusters Score: Raw -349592.369461 + Penalty 2628.582955 = -346963.786506 nChanged 48 SP:Iteration 19Q (1156.407501 sec): 3 clusters Score: Raw -349646.881397 + Penalty 2628.582955 = -347018.298442 nChanged 34 SP:Iteration 20F (1156.455978 sec): 3 clusters Score: Raw -349677.123011 + Penalty 2628.582955 = -347048.540056 nChanged 20 SP:Iteration 21Q (1156.510279 sec): 3 clusters Score: Raw -349690.410365 + Penalty 2628.582955 = -347061.827410 nChanged 14 SP:Iteration 22Q (1156.549302 sec): 3 clusters Score: Raw -349700.934744 + Penalty 2628.582955 = -347072.351789 nChanged 8 SP:Iteration 23Q (1156.611907 sec): 3 clusters Score: Raw -349706.714676 + Penalty 2628.582955 = -347078.131721 nChanged 6 SP:Iteration 24Q (1156.656363 sec): 3 clusters Score: Raw -349711.387484 + Penalty 2628.582955 = -347082.804528 nChanged 4 SP:Iteration 25Q (1156.704597 sec): 3 clusters Score: Raw -349714.464018 + Penalty 2628.582955 = -347085.881062 nChanged 4 SP:Iteration 26Q (1156.765640 sec): 3 clusters Score: Raw -349717.690265 + Penalty 2628.582955 = -347089.107310 nChanged 3 SP:Iteration 27Q (1156.815771 sec): 3 clusters Score: Raw -349721.960102 + Penalty 2628.582955 = -347093.377147 nChanged 6 SP:Iteration 28Q (1156.857925 sec): 3 clusters Score: Raw -349725.790219 + Penalty 2628.582955 = -347097.207263 nChanged 0 SP:Iteration 29F (1156.910344 sec): 3 clusters Score: Raw -349725.790219 + Penalty 2628.582955 = -347097.207263 nChanged 0 Score: Raw -24070442.510620 + Penalty 44189.662009 = -24026252.848610 Splitting cluster 2 changes total score from -24026664.698821 to -24026252.848610 So it's not getting split. Trying to split cluster 3 (3306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1160.403383 sec): 2 clusters Score: Raw -339960.710113 + Penalty 1316.817820 = -338643.892293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1160.449822 sec): 3 clusters Score: Raw -338417.396141 + Penalty 2633.635640 = -335783.760501 nChanged 1237 SP:Iteration 1F (1160.508813 sec): 3 clusters Score: Raw -339082.893493 + Penalty 2633.635640 = -336449.257852 nChanged 242 SP:Iteration 2F (1160.562376 sec): 3 clusters Score: Raw -339272.430935 + Penalty 2633.635640 = -336638.795295 nChanged 188 SP:Iteration 3F (1160.601695 sec): 3 clusters Score: Raw -339445.955521 + Penalty 2633.635640 = -336812.319881 nChanged 172 SP:Iteration 4F (1160.648069 sec): 3 clusters Score: Raw -339625.157076 + Penalty 2633.635640 = -336991.521435 nChanged 170 SP:Iteration 5F (1160.700110 sec): 3 clusters Score: Raw -339800.714513 + Penalty 2633.635640 = -337167.078873 nChanged 190 SP:Iteration 6F (1160.738965 sec): 3 clusters Score: Raw -339980.955423 + Penalty 2633.635640 = -337347.319783 nChanged 167 SP:Iteration 7F (1160.778094 sec): 3 clusters Score: Raw -340136.623703 + Penalty 2633.635640 = -337502.988063 nChanged 167 SP:Iteration 8F (1160.824903 sec): 3 clusters Score: Raw -340263.089794 + Penalty 2633.635640 = -337629.454153 nChanged 157 SP:Iteration 9Q (1160.888716 sec): 3 clusters Score: Raw -340376.632853 + Penalty 2633.635640 = -337742.997212 nChanged 120 SP:Iteration 10Q (1160.932955 sec): 3 clusters Score: Raw -340451.448791 + Penalty 2633.635640 = -337817.813150 nChanged 85 SP:Iteration 11Q (1160.993706 sec): 3 clusters Score: Raw -340500.159952 + Penalty 2633.635640 = -337866.524311 nChanged 58 SP:Iteration 12Q (1161.042442 sec): 3 clusters Score: Raw -340532.630674 + Penalty 2633.635640 = -337898.995034 nChanged 46 SP:Iteration 13Q (1161.092474 sec): 3 clusters Score: Raw -340555.941319 + Penalty 2633.635640 = -337922.305678 nChanged 43 SP:Iteration 14Q (1161.139340 sec): 3 clusters Score: Raw -340578.337148 + Penalty 2633.635640 = -337944.701508 nChanged 37 SP:Iteration 15Q (1161.172799 sec): 3 clusters Score: Raw -340598.537880 + Penalty 2633.635640 = -337964.902240 nChanged 37 SP:Iteration 16Q (1161.212508 sec): 3 clusters Score: Raw -340619.406006 + Penalty 2633.635640 = -337985.770366 nChanged 26 SP:Iteration 17Q (1161.251846 sec): 3 clusters Score: Raw -340635.019369 + Penalty 2633.635640 = -338001.383729 nChanged 23 SP:Iteration 18Q (1161.295024 sec): 3 clusters Score: Raw -340644.122776 + Penalty 2633.635640 = -338010.487135 nChanged 9 SP:Iteration 19Q (1161.334434 sec): 3 clusters Score: Raw -340647.008717 + Penalty 2633.635640 = -338013.373076 nChanged 4 SP:Iteration 20F (1161.373479 sec): 3 clusters Score: Raw -340648.350493 + Penalty 2633.635640 = -338014.714852 nChanged 2 SP:Iteration 21Q (1161.427149 sec): 3 clusters Score: Raw -340648.722708 + Penalty 2633.635640 = -338015.087067 nChanged 4 SP:Iteration 22Q (1161.476148 sec): 3 clusters Score: Raw -340650.005081 + Penalty 2633.635640 = -338016.369441 nChanged 4 SP:Iteration 23Q (1161.518341 sec): 3 clusters Score: Raw -340651.326257 + Penalty 2633.635640 = -338017.690616 nChanged 3 SP:Iteration 24Q (1161.576325 sec): 3 clusters Score: Raw -340651.948853 + Penalty 2633.635640 = -338018.313213 nChanged 2 SP:Iteration 25Q (1161.614897 sec): 3 clusters Score: Raw -340652.589394 + Penalty 2633.635640 = -338018.953754 nChanged 4 SP:Iteration 26Q (1161.670040 sec): 3 clusters Score: Raw -340653.831267 + Penalty 2633.635640 = -338020.195626 nChanged 2 SP:Iteration 27Q (1161.713971 sec): 3 clusters Score: Raw -340654.405150 + Penalty 2633.635640 = -338020.769509 nChanged 0 SP:Iteration 28F (1161.749214 sec): 3 clusters Score: Raw -340654.405150 + Penalty 2633.635640 = -338020.769509 nChanged 0 Trying to split cluster 4 (12492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1161.785969 sec): 2 clusters Score: Raw -1351233.812012 + Penalty 1532.837104 = -1349700.974908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1161.854306 sec): 3 clusters Score: Raw -1343972.651656 + Penalty 3065.674208 = -1340906.977448 nChanged 5566 SP:Iteration 1F (1161.913957 sec): 3 clusters Score: Raw -1346881.457798 + Penalty 3065.674208 = -1343815.783590 nChanged 658 SP:Iteration 2F (1161.984465 sec): 3 clusters Score: Raw -1347120.718216 + Penalty 3065.674208 = -1344055.044007 nChanged 547 SP:Iteration 3Q (1162.050296 sec): 3 clusters Score: Raw -1347316.777672 + Penalty 3065.674208 = -1344251.103463 nChanged 497 SP:Iteration 4Q (1162.111789 sec): 3 clusters Score: Raw -1347517.501108 + Penalty 3065.674208 = -1344451.826899 nChanged 508 SP:Iteration 5Q (1162.192050 sec): 3 clusters Score: Raw -1347739.152320 + Penalty 3065.674208 = -1344673.478112 nChanged 554 SP:Iteration 6Q (1162.257355 sec): 3 clusters Score: Raw -1348024.974274 + Penalty 3065.674208 = -1344959.300065 nChanged 623 SP:Iteration 7Q (1162.322029 sec): 3 clusters Score: Raw -1348409.758893 + Penalty 3065.674208 = -1345344.084684 nChanged 701 SP:Iteration 8F (1162.377107 sec): 3 clusters Score: Raw -1348892.618841 + Penalty 3065.674208 = -1345826.944632 nChanged 680 SP:Iteration 9F (1162.445265 sec): 3 clusters Score: Raw -1349385.671686 + Penalty 3065.674208 = -1346319.997478 nChanged 667 SP:Iteration 10F (1162.515306 sec): 3 clusters Score: Raw -1349908.141756 + Penalty 3065.674208 = -1346842.467548 nChanged 571 SP:Iteration 11Q (1162.592842 sec): 3 clusters Score: Raw -1350386.922785 + Penalty 3065.674208 = -1347321.248576 nChanged 447 SP:Iteration 12Q (1162.647907 sec): 3 clusters Score: Raw -1350768.587751 + Penalty 3065.674208 = -1347702.913542 nChanged 293 SP:Iteration 13Q (1162.710395 sec): 3 clusters Score: Raw -1351030.772949 + Penalty 3065.674208 = -1347965.098741 nChanged 165 SP:Iteration 14Q (1162.772660 sec): 3 clusters Score: Raw -1351168.088638 + Penalty 3065.674208 = -1348102.414429 nChanged 92 SP:Iteration 15Q (1162.838561 sec): 3 clusters Score: Raw -1351246.600849 + Penalty 3065.674208 = -1348180.926640 nChanged 63 SP:Iteration 16Q (1162.892565 sec): 3 clusters Score: Raw -1351309.615964 + Penalty 3065.674208 = -1348243.941755 nChanged 34 SP:Iteration 17Q (1162.953021 sec): 3 clusters Score: Raw -1351344.214990 + Penalty 3065.674208 = -1348278.540782 nChanged 23 SP:Iteration 18Q (1163.026420 sec): 3 clusters Score: Raw -1351364.718507 + Penalty 3065.674208 = -1348299.044299 nChanged 14 SP:Iteration 19Q (1163.097047 sec): 3 clusters Score: Raw -1351378.943483 + Penalty 3065.674208 = -1348313.269275 nChanged 14 SP:Iteration 20F (1163.156032 sec): 3 clusters Score: Raw -1351392.634367 + Penalty 3065.674208 = -1348326.960158 nChanged 10 SP:Iteration 21Q (1163.229498 sec): 3 clusters Score: Raw -1351402.115434 + Penalty 3065.674208 = -1348336.441225 nChanged 4 SP:Iteration 22Q (1163.295707 sec): 3 clusters Score: Raw -1351406.089000 + Penalty 3065.674208 = -1348340.414792 nChanged 5 SP:Iteration 23Q (1163.360448 sec): 3 clusters Score: Raw -1351411.157537 + Penalty 3065.674208 = -1348345.483329 nChanged 7 SP:Iteration 24Q (1163.419999 sec): 3 clusters Score: Raw -1351418.468612 + Penalty 3065.674208 = -1348352.794404 nChanged 4 SP:Iteration 25Q (1163.485041 sec): 3 clusters Score: Raw -1351424.938210 + Penalty 3065.674208 = -1348359.264002 nChanged 4 SP:Iteration 26Q (1163.548239 sec): 3 clusters Score: Raw -1351428.380789 + Penalty 3065.674208 = -1348362.706581 nChanged 3 SP:Iteration 27Q (1163.613498 sec): 3 clusters Score: Raw -1351429.863655 + Penalty 3065.674208 = -1348364.189447 nChanged 1 SP:Iteration 28Q (1163.664544 sec): 3 clusters Score: Raw -1351430.515059 + Penalty 3065.674208 = -1348364.840850 nChanged 2 SP:Iteration 29Q (1163.738442 sec): 3 clusters Score: Raw -1351433.561516 + Penalty 3065.674208 = -1348367.887307 nChanged 4 SP:Iteration 30Q (1163.802989 sec): 3 clusters Score: Raw -1351439.056479 + Penalty 3065.674208 = -1348373.382271 nChanged 4 SP:Iteration 31Q (1163.874215 sec): 3 clusters Score: Raw -1351443.544468 + Penalty 3065.674208 = -1348377.870260 nChanged 3 SP:Iteration 32Q (1163.926449 sec): 3 clusters Score: Raw -1351447.027985 + Penalty 3065.674208 = -1348381.353776 nChanged 2 SP:Iteration 33Q (1163.991603 sec): 3 clusters Score: Raw -1351449.476029 + Penalty 3065.674208 = -1348383.801821 nChanged 0 SP:Iteration 34F (1164.070502 sec): 3 clusters Score: Raw -1351449.476029 + Penalty 3065.674208 = -1348383.801821 nChanged 0 Trying to split cluster 5 (9585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1164.110307 sec): 2 clusters Score: Raw -1016808.831411 + Penalty 1489.792632 = -1015319.038780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1164.174276 sec): 3 clusters Score: Raw -1011450.701832 + Penalty 2979.585263 = -1008471.116569 nChanged 4100 SP:Iteration 1F (1164.239220 sec): 3 clusters Score: Raw -1013812.783600 + Penalty 2979.585263 = -1010833.198337 nChanged 685 SP:Iteration 2F (1164.301110 sec): 3 clusters Score: Raw -1014265.183717 + Penalty 2979.585263 = -1011285.598454 nChanged 625 SP:Iteration 3F (1164.354145 sec): 3 clusters Score: Raw -1014701.937737 + Penalty 2979.585263 = -1011722.352474 nChanged 602 SP:Iteration 4F (1164.423464 sec): 3 clusters Score: Raw -1015190.768728 + Penalty 2979.585263 = -1012211.183465 nChanged 642 SP:Iteration 5F (1164.479148 sec): 3 clusters Score: Raw -1015719.523898 + Penalty 2979.585263 = -1012739.938635 nChanged 616 SP:Iteration 6F (1164.535673 sec): 3 clusters Score: Raw -1016231.511407 + Penalty 2979.585263 = -1013251.926144 nChanged 544 SP:Iteration 7F (1164.596289 sec): 3 clusters Score: Raw -1016712.074780 + Penalty 2979.585263 = -1013732.489517 nChanged 480 SP:Iteration 8F (1164.651264 sec): 3 clusters Score: Raw -1017110.295493 + Penalty 2979.585263 = -1014130.710230 nChanged 366 SP:Iteration 9Q (1164.710185 sec): 3 clusters Score: Raw -1017395.679967 + Penalty 2979.585263 = -1014416.094704 nChanged 294 SP:Iteration 10Q (1164.775312 sec): 3 clusters Score: Raw -1017590.600183 + Penalty 2979.585263 = -1014611.014920 nChanged 191 SP:Iteration 11Q (1164.846711 sec): 3 clusters Score: Raw -1017705.404589 + Penalty 2979.585263 = -1014725.819326 nChanged 140 SP:Iteration 12Q (1164.903003 sec): 3 clusters Score: Raw -1017780.115781 + Penalty 2979.585263 = -1014800.530518 nChanged 113 SP:Iteration 13Q (1164.975147 sec): 3 clusters Score: Raw -1017840.706316 + Penalty 2979.585263 = -1014861.121053 nChanged 100 SP:Iteration 14Q (1165.031185 sec): 3 clusters Score: Raw -1017888.413237 + Penalty 2979.585263 = -1014908.827974 nChanged 82 SP:Iteration 15Q (1165.107908 sec): 3 clusters Score: Raw -1017919.403463 + Penalty 2979.585263 = -1014939.818200 nChanged 67 SP:Iteration 16Q (1165.171779 sec): 3 clusters Score: Raw -1017946.887573 + Penalty 2979.585263 = -1014967.302310 nChanged 78 SP:Iteration 17Q (1165.235565 sec): 3 clusters Score: Raw -1017978.772922 + Penalty 2979.585263 = -1014999.187659 nChanged 72 SP:Iteration 18Q (1165.290384 sec): 3 clusters Score: Raw -1018009.074172 + Penalty 2979.585263 = -1015029.488909 nChanged 71 SP:Iteration 19Q (1165.363367 sec): 3 clusters Score: Raw -1018039.900652 + Penalty 2979.585263 = -1015060.315389 nChanged 68 SP:Iteration 20F (1165.419576 sec): 3 clusters Score: Raw -1018066.153379 + Penalty 2979.585263 = -1015086.568116 nChanged 55 SP:Iteration 21Q (1165.481630 sec): 3 clusters Score: Raw -1018083.862454 + Penalty 2979.585263 = -1015104.277191 nChanged 40 SP:Iteration 22Q (1165.536661 sec): 3 clusters Score: Raw -1018096.136724 + Penalty 2979.585263 = -1015116.551461 nChanged 27 SP:Iteration 23Q (1165.602834 sec): 3 clusters Score: Raw -1018105.871717 + Penalty 2979.585263 = -1015126.286454 nChanged 29 SP:Iteration 24Q (1165.654752 sec): 3 clusters Score: Raw -1018114.400102 + Penalty 2979.585263 = -1015134.814839 nChanged 20 SP:Iteration 25Q (1165.725840 sec): 3 clusters Score: Raw -1018118.627117 + Penalty 2979.585263 = -1015139.041854 nChanged 13 SP:Iteration 26Q (1165.767214 sec): 3 clusters Score: Raw -1018121.363103 + Penalty 2979.585263 = -1015141.777840 nChanged 9 SP:Iteration 27Q (1165.840585 sec): 3 clusters Score: Raw -1018123.816154 + Penalty 2979.585263 = -1015144.230891 nChanged 7 SP:Iteration 28Q (1165.890405 sec): 3 clusters Score: Raw -1018125.541800 + Penalty 2979.585263 = -1015145.956537 nChanged 12 SP:Iteration 29Q (1165.953025 sec): 3 clusters Score: Raw -1018128.116649 + Penalty 2979.585263 = -1015148.531386 nChanged 9 SP:Iteration 30Q (1166.006736 sec): 3 clusters Score: Raw -1018129.843423 + Penalty 2979.585263 = -1015150.258159 nChanged 9 SP:Iteration 31Q (1166.076273 sec): 3 clusters Score: Raw -1018131.713444 + Penalty 2979.585263 = -1015152.128181 nChanged 10 SP:Iteration 32Q (1166.133986 sec): 3 clusters Score: Raw -1018133.643569 + Penalty 2979.585263 = -1015154.058306 nChanged 8 SP:Iteration 33Q (1166.200358 sec): 3 clusters Score: Raw -1018135.622588 + Penalty 2979.585263 = -1015156.037325 nChanged 6 SP:Iteration 34Q (1166.262563 sec): 3 clusters Score: Raw -1018136.597354 + Penalty 2979.585263 = -1015157.012091 nChanged 7 SP:Iteration 35Q (1166.320609 sec): 3 clusters Score: Raw -1018138.775216 + Penalty 2979.585263 = -1015159.189953 nChanged 7 SP:Iteration 36Q (1166.372683 sec): 3 clusters Score: Raw -1018140.285807 + Penalty 2979.585263 = -1015160.700544 nChanged 11 SP:Iteration 37Q (1166.425035 sec): 3 clusters Score: Raw -1018142.806815 + Penalty 2979.585263 = -1015163.221552 nChanged 8 SP:Iteration 38Q (1166.488752 sec): 3 clusters Score: Raw -1018144.470317 + Penalty 2979.585263 = -1015164.885054 nChanged 6 SP:Iteration 39Q (1166.546826 sec): 3 clusters Score: Raw -1018145.836298 + Penalty 2979.585263 = -1015166.251035 nChanged 5 SP:Iteration 40F (1166.611023 sec): 3 clusters Score: Raw -1018146.851017 + Penalty 2979.585263 = -1015167.265754 nChanged 4 SP:Iteration 41Q (1166.673115 sec): 3 clusters Score: Raw -1018148.184737 + Penalty 2979.585263 = -1015168.599474 nChanged 2 SP:Iteration 42Q (1166.726354 sec): 3 clusters Score: Raw -1018148.484536 + Penalty 2979.585263 = -1015168.899273 nChanged 0 SP:Iteration 43F (1166.791381 sec): 3 clusters Score: Raw -1018148.484536 + Penalty 2979.585263 = -1015168.899273 nChanged 0 Trying to split cluster 6 (6742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1166.815748 sec): 2 clusters Score: Raw -645765.549634 + Penalty 1432.618183 = -644332.931451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1166.865494 sec): 3 clusters Score: Raw -642087.230632 + Penalty 2865.236366 = -639221.994266 nChanged 2879 SP:Iteration 1F (1166.912039 sec): 3 clusters Score: Raw -643776.841850 + Penalty 2865.236366 = -640911.605484 nChanged 521 SP:Iteration 2F (1166.974087 sec): 3 clusters Score: Raw -644132.360496 + Penalty 2865.236366 = -641267.124130 nChanged 477 SP:Iteration 3F (1167.017106 sec): 3 clusters Score: Raw -644536.158235 + Penalty 2865.236366 = -641670.921869 nChanged 486 SP:Iteration 4F (1167.081725 sec): 3 clusters Score: Raw -644991.586469 + Penalty 2865.236366 = -642126.350103 nChanged 539 SP:Iteration 5F (1167.135028 sec): 3 clusters Score: Raw -645451.418153 + Penalty 2865.236366 = -642586.181787 nChanged 493 SP:Iteration 6F (1167.192793 sec): 3 clusters Score: Raw -645830.592655 + Penalty 2865.236366 = -642965.356289 nChanged 376 SP:Iteration 7F (1167.252746 sec): 3 clusters Score: Raw -646083.606001 + Penalty 2865.236366 = -643218.369635 nChanged 279 SP:Iteration 8Q (1167.312756 sec): 3 clusters Score: Raw -646252.821606 + Penalty 2865.236366 = -643387.585240 nChanged 190 SP:Iteration 9Q (1167.365644 sec): 3 clusters Score: Raw -646351.103277 + Penalty 2865.236366 = -643485.866911 nChanged 147 SP:Iteration 10Q (1167.416216 sec): 3 clusters Score: Raw -646419.084303 + Penalty 2865.236366 = -643553.847937 nChanged 100 SP:Iteration 11Q (1167.463175 sec): 3 clusters Score: Raw -646459.377586 + Penalty 2865.236366 = -643594.141220 nChanged 82 SP:Iteration 12Q (1167.518332 sec): 3 clusters Score: Raw -646489.174999 + Penalty 2865.236366 = -643623.938633 nChanged 66 SP:Iteration 13Q (1167.582756 sec): 3 clusters Score: Raw -646518.249067 + Penalty 2865.236366 = -643653.012701 nChanged 62 SP:Iteration 14Q (1167.643384 sec): 3 clusters Score: Raw -646540.532854 + Penalty 2865.236366 = -643675.296488 nChanged 56 SP:Iteration 15Q (1167.701020 sec): 3 clusters Score: Raw -646561.641111 + Penalty 2865.236366 = -643696.404744 nChanged 38 SP:Iteration 16Q (1167.760879 sec): 3 clusters Score: Raw -646575.734104 + Penalty 2865.236366 = -643710.497738 nChanged 44 SP:Iteration 17Q (1167.808939 sec): 3 clusters Score: Raw -646595.615391 + Penalty 2865.236366 = -643730.379024 nChanged 50 SP:Iteration 18Q (1167.867225 sec): 3 clusters Score: Raw -646614.289218 + Penalty 2865.236366 = -643749.052852 nChanged 28 SP:Iteration 19Q (1167.930040 sec): 3 clusters Score: Raw -646622.220806 + Penalty 2865.236366 = -643756.984440 nChanged 21 SP:Iteration 20F (1167.980043 sec): 3 clusters Score: Raw -646626.961842 + Penalty 2865.236366 = -643761.725476 nChanged 14 SP:Iteration 21Q (1168.038020 sec): 3 clusters Score: Raw -646630.112033 + Penalty 2865.236366 = -643764.875667 nChanged 9 SP:Iteration 22Q (1168.088596 sec): 3 clusters Score: Raw -646632.611087 + Penalty 2865.236366 = -643767.374721 nChanged 11 SP:Iteration 23Q (1168.137517 sec): 3 clusters Score: Raw -646634.610280 + Penalty 2865.236366 = -643769.373914 nChanged 9 SP:Iteration 24Q (1168.187489 sec): 3 clusters Score: Raw -646637.042933 + Penalty 2865.236366 = -643771.806567 nChanged 17 SP:Iteration 25Q (1168.236520 sec): 3 clusters Score: Raw -646640.032492 + Penalty 2865.236366 = -643774.796126 nChanged 14 SP:Iteration 26Q (1168.290011 sec): 3 clusters Score: Raw -646642.819526 + Penalty 2865.236366 = -643777.583160 nChanged 10 SP:Iteration 27Q (1168.347760 sec): 3 clusters Score: Raw -646645.016089 + Penalty 2865.236366 = -643779.779723 nChanged 9 SP:Iteration 28Q (1168.412413 sec): 3 clusters Score: Raw -646646.702984 + Penalty 2865.236366 = -643781.466618 nChanged 5 SP:Iteration 29Q (1168.467054 sec): 3 clusters Score: Raw -646647.232238 + Penalty 2865.236366 = -643781.995872 nChanged 4 SP:Iteration 30Q (1168.530493 sec): 3 clusters Score: Raw -646647.601895 + Penalty 2865.236366 = -643782.365529 nChanged 3 SP:Iteration 31Q (1168.582225 sec): 3 clusters Score: Raw -646648.157095 + Penalty 2865.236366 = -643782.920729 nChanged 5 SP:Iteration 32Q (1168.634248 sec): 3 clusters Score: Raw -646648.973849 + Penalty 2865.236366 = -643783.737483 nChanged 5 SP:Iteration 33Q (1168.691795 sec): 3 clusters Score: Raw -646649.534168 + Penalty 2865.236366 = -643784.297801 nChanged 5 SP:Iteration 34Q (1168.756525 sec): 3 clusters Score: Raw -646650.180253 + Penalty 2865.236366 = -643784.943887 nChanged 3 SP:Iteration 35Q (1168.819551 sec): 3 clusters Score: Raw -646650.617823 + Penalty 2865.236366 = -643785.381457 nChanged 0 SP:Iteration 36F (1168.875849 sec): 3 clusters Score: Raw -646650.617823 + Penalty 2865.236366 = -643785.381457 nChanged 0 Trying to split cluster 7 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1168.890952 sec): 2 clusters Score: Raw -36905.764710 + Penalty 977.625538 = -35928.139171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1168.933606 sec): 3 clusters Score: Raw -36941.263796 + Penalty 1955.251077 = -34986.012719 nChanged 87 SP:Iteration 1F (1168.972643 sec): 3 clusters Score: Raw -37121.353934 + Penalty 1955.251077 = -35166.102857 nChanged 31 SP:Iteration 2F (1169.009504 sec): 3 clusters Score: Raw -37196.253976 + Penalty 1955.251077 = -35241.002899 nChanged 20 SP:Iteration 3Q (1169.061938 sec): 3 clusters Score: Raw -37235.167568 + Penalty 1955.251077 = -35279.916491 nChanged 10 SP:Iteration 4Q (1169.091895 sec): 3 clusters Score: Raw -37259.746259 + Penalty 1955.251077 = -35304.495182 nChanged 8 SP:Iteration 5Q (1169.117883 sec): 3 clusters Score: Raw -37291.728667 + Penalty 1955.251077 = -35336.477590 nChanged 6 SP:Iteration 6Q (1169.164158 sec): 3 clusters Score: Raw -37311.438295 + Penalty 1955.251077 = -35356.187219 nChanged 6 SP:Iteration 7Q (1169.205978 sec): 3 clusters Score: Raw -37335.033303 + Penalty 1955.251077 = -35379.782226 nChanged 8 SP:Iteration 8Q (1169.242688 sec): 3 clusters Score: Raw -37354.015754 + Penalty 1955.251077 = -35398.764677 nChanged 8 SP:Iteration 9Q (1169.289897 sec): 3 clusters Score: Raw -37368.571599 + Penalty 1955.251077 = -35413.320522 nChanged 1 SP:Iteration 10Q (1169.323862 sec): 3 clusters Score: Raw -37384.057325 + Penalty 1955.251077 = -35428.806249 nChanged 4 SP:Iteration 11Q (1169.372962 sec): 3 clusters Score: Raw -37407.578693 + Penalty 1955.251077 = -35452.327616 nChanged 5 SP:Iteration 12Q (1169.413584 sec): 3 clusters Score: Raw -37421.169209 + Penalty 1955.251077 = -35465.918132 nChanged 3 SP:Iteration 13Q (1169.455845 sec): 3 clusters Score: Raw -37438.086688 + Penalty 1955.251077 = -35482.835611 nChanged 3 SP:Iteration 14Q (1169.514663 sec): 3 clusters Score: Raw -37449.237166 + Penalty 1955.251077 = -35493.986089 nChanged 1 SP:Iteration 15Q (1169.556276 sec): 3 clusters Score: Raw -37450.874286 + Penalty 1955.251077 = -35495.623209 nChanged 1 SP:Iteration 16Q (1169.587395 sec): 3 clusters Score: Raw -37453.072395 + Penalty 1955.251077 = -35497.821318 nChanged 1 SP:Iteration 17Q (1169.629251 sec): 3 clusters Score: Raw -37455.240648 + Penalty 1955.251077 = -35499.989571 nChanged 0 SP:Iteration 18F (1169.677581 sec): 3 clusters Score: Raw -37455.240648 + Penalty 1955.251077 = -35499.989571 nChanged 0 Trying to split cluster 8 (5113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1169.706529 sec): 2 clusters Score: Raw -547748.081575 + Penalty 1387.675509 = -546360.406066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1169.764339 sec): 3 clusters Score: Raw -545127.639529 + Penalty 2775.351018 = -542352.288510 nChanged 2049 SP:Iteration 1F (1169.811682 sec): 3 clusters Score: Raw -546234.041778 + Penalty 2775.351018 = -543458.690759 nChanged 386 SP:Iteration 2F (1169.871562 sec): 3 clusters Score: Raw -546464.481441 + Penalty 2775.351018 = -543689.130423 nChanged 300 SP:Iteration 3F (1169.918040 sec): 3 clusters Score: Raw -546657.099952 + Penalty 2775.351018 = -543881.748934 nChanged 274 SP:Iteration 4F (1169.972217 sec): 3 clusters Score: Raw -546828.319912 + Penalty 2775.351018 = -544052.968894 nChanged 257 SP:Iteration 5F (1170.018755 sec): 3 clusters Score: Raw -547001.680370 + Penalty 2775.351018 = -544226.329352 nChanged 243 SP:Iteration 6Q (1170.067386 sec): 3 clusters Score: Raw -547170.047109 + Penalty 2775.351018 = -544394.696091 nChanged 228 SP:Iteration 7Q (1170.122492 sec): 3 clusters Score: Raw -547336.841966 + Penalty 2775.351018 = -544561.490947 nChanged 194 SP:Iteration 8Q (1170.164445 sec): 3 clusters Score: Raw -547483.509465 + Penalty 2775.351018 = -544708.158446 nChanged 168 SP:Iteration 9Q (1170.220759 sec): 3 clusters Score: Raw -547640.902309 + Penalty 2775.351018 = -544865.551290 nChanged 132 SP:Iteration 10Q (1170.277752 sec): 3 clusters Score: Raw -547751.607392 + Penalty 2775.351018 = -544976.256373 nChanged 92 SP:Iteration 11Q (1170.337058 sec): 3 clusters Score: Raw -547832.209601 + Penalty 2775.351018 = -545056.858583 nChanged 69 SP:Iteration 12Q (1170.398343 sec): 3 clusters Score: Raw -547892.363445 + Penalty 2775.351018 = -545117.012427 nChanged 50 SP:Iteration 13Q (1170.438755 sec): 3 clusters Score: Raw -547932.445288 + Penalty 2775.351018 = -545157.094269 nChanged 35 SP:Iteration 14Q (1170.489852 sec): 3 clusters Score: Raw -547961.868326 + Penalty 2775.351018 = -545186.517307 nChanged 27 SP:Iteration 15Q (1170.548640 sec): 3 clusters Score: Raw -547980.388535 + Penalty 2775.351018 = -545205.037517 nChanged 12 SP:Iteration 16Q (1170.594880 sec): 3 clusters Score: Raw -547992.046901 + Penalty 2775.351018 = -545216.695882 nChanged 10 SP:Iteration 17Q (1170.636555 sec): 3 clusters Score: Raw -548001.858793 + Penalty 2775.351018 = -545226.507775 nChanged 7 SP:Iteration 18Q (1170.697158 sec): 3 clusters Score: Raw -548008.040279 + Penalty 2775.351018 = -545232.689260 nChanged 7 SP:Iteration 19Q (1170.743124 sec): 3 clusters Score: Raw -548012.959767 + Penalty 2775.351018 = -545237.608749 nChanged 3 SP:Iteration 20F (1170.799427 sec): 3 clusters Score: Raw -548015.002356 + Penalty 2775.351018 = -545239.651338 nChanged 5 SP:Iteration 21Q (1170.849176 sec): 3 clusters Score: Raw -548020.006988 + Penalty 2775.351018 = -545244.655970 nChanged 5 SP:Iteration 22Q (1170.894130 sec): 3 clusters Score: Raw -548024.277506 + Penalty 2775.351018 = -545248.926488 nChanged 8 SP:Iteration 23Q (1170.944182 sec): 3 clusters Score: Raw -548030.035052 + Penalty 2775.351018 = -545254.684034 nChanged 8 SP:Iteration 24Q (1171.000103 sec): 3 clusters Score: Raw -548035.845249 + Penalty 2775.351018 = -545260.494230 nChanged 5 SP:Iteration 25Q (1171.046783 sec): 3 clusters Score: Raw -548039.036800 + Penalty 2775.351018 = -545263.685781 nChanged 5 SP:Iteration 26Q (1171.092626 sec): 3 clusters Score: Raw -548044.084820 + Penalty 2775.351018 = -545268.733802 nChanged 4 SP:Iteration 27Q (1171.140918 sec): 3 clusters Score: Raw -548048.682166 + Penalty 2775.351018 = -545273.331147 nChanged 3 SP:Iteration 28Q (1171.186984 sec): 3 clusters Score: Raw -548050.298925 + Penalty 2775.351018 = -545274.947907 nChanged 1 SP:Iteration 29Q (1171.238358 sec): 3 clusters Score: Raw -548050.877018 + Penalty 2775.351018 = -545275.526000 nChanged 0 SP:Iteration 30F (1171.292902 sec): 3 clusters Score: Raw -548050.877018 + Penalty 2775.351018 = -545275.526000 nChanged 0 Trying to split cluster 9 (1569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1171.331459 sec): 2 clusters Score: Raw -154683.169336 + Penalty 1195.706485 = -153487.462851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1171.377233 sec): 3 clusters Score: Raw -154052.312581 + Penalty 2391.412970 = -151660.899611 nChanged 521 SP:Iteration 1F (1171.415467 sec): 3 clusters Score: Raw -154420.616955 + Penalty 2391.412970 = -152029.203985 nChanged 123 SP:Iteration 2F (1171.470342 sec): 3 clusters Score: Raw -154513.635939 + Penalty 2391.412970 = -152122.222969 nChanged 70 SP:Iteration 3Q (1171.517170 sec): 3 clusters Score: Raw -154575.855502 + Penalty 2391.412970 = -152184.442532 nChanged 49 SP:Iteration 4Q (1171.567060 sec): 3 clusters Score: Raw -154619.111583 + Penalty 2391.412970 = -152227.698613 nChanged 43 SP:Iteration 5Q (1171.616309 sec): 3 clusters Score: Raw -154655.524655 + Penalty 2391.412970 = -152264.111685 nChanged 36 SP:Iteration 6Q (1171.660053 sec): 3 clusters Score: Raw -154679.411652 + Penalty 2391.412970 = -152287.998683 nChanged 22 SP:Iteration 7Q (1171.711037 sec): 3 clusters Score: Raw -154700.116893 + Penalty 2391.412970 = -152308.703923 nChanged 23 SP:Iteration 8Q (1171.758700 sec): 3 clusters Score: Raw -154716.486832 + Penalty 2391.412970 = -152325.073863 nChanged 21 SP:Iteration 9Q (1171.789355 sec): 3 clusters Score: Raw -154731.351297 + Penalty 2391.412970 = -152339.938328 nChanged 15 SP:Iteration 10Q (1171.843813 sec): 3 clusters Score: Raw -154741.020811 + Penalty 2391.412970 = -152349.607841 nChanged 10 SP:Iteration 11Q (1171.892378 sec): 3 clusters Score: Raw -154745.651977 + Penalty 2391.412970 = -152354.239007 nChanged 6 SP:Iteration 12Q (1171.937541 sec): 3 clusters Score: Raw -154749.251434 + Penalty 2391.412970 = -152357.838464 nChanged 7 SP:Iteration 13Q (1171.969213 sec): 3 clusters Score: Raw -154753.335770 + Penalty 2391.412970 = -152361.922800 nChanged 9 SP:Iteration 14Q (1172.008073 sec): 3 clusters Score: Raw -154760.334386 + Penalty 2391.412970 = -152368.921417 nChanged 4 SP:Iteration 15Q (1172.046922 sec): 3 clusters Score: Raw -154761.862233 + Penalty 2391.412970 = -152370.449263 nChanged 0 SP:Iteration 16F (1172.093751 sec): 3 clusters Score: Raw -154761.862233 + Penalty 2391.412970 = -152370.449263 nChanged 0 Trying to split cluster 10 (18306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1172.147866 sec): 2 clusters Score: Raw -1948023.222349 + Penalty 1594.934925 = -1946428.287424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1172.219020 sec): 3 clusters Score: Raw -1937152.165667 + Penalty 3189.869850 = -1933962.295816 nChanged 8215 SP:Iteration 1F (1172.297503 sec): 3 clusters Score: Raw -1941472.532210 + Penalty 3189.869850 = -1938282.662360 nChanged 955 SP:Iteration 2F (1172.376125 sec): 3 clusters Score: Raw -1941881.772275 + Penalty 3189.869850 = -1938691.902425 nChanged 952 SP:Iteration 3F (1172.451233 sec): 3 clusters Score: Raw -1942275.398286 + Penalty 3189.869850 = -1939085.528436 nChanged 881 SP:Iteration 4Q (1172.519267 sec): 3 clusters Score: Raw -1942646.222659 + Penalty 3189.869850 = -1939456.352809 nChanged 875 SP:Iteration 5Q (1172.592799 sec): 3 clusters Score: Raw -1943023.938678 + Penalty 3189.869850 = -1939834.068828 nChanged 807 SP:Iteration 6Q (1172.672475 sec): 3 clusters Score: Raw -1943374.875936 + Penalty 3189.869850 = -1940185.006086 nChanged 798 SP:Iteration 7Q (1172.755554 sec): 3 clusters Score: Raw -1943752.228159 + Penalty 3189.869850 = -1940562.358309 nChanged 895 SP:Iteration 8Q (1172.837735 sec): 3 clusters Score: Raw -1944215.133817 + Penalty 3189.869850 = -1941025.263967 nChanged 921 SP:Iteration 9F (1172.907302 sec): 3 clusters Score: Raw -1944773.014793 + Penalty 3189.869850 = -1941583.144943 nChanged 885 SP:Iteration 10Q (1172.977298 sec): 3 clusters Score: Raw -1945375.427435 + Penalty 3189.869850 = -1942185.557585 nChanged 868 SP:Iteration 11Q (1173.041142 sec): 3 clusters Score: Raw -1945982.125256 + Penalty 3189.869850 = -1942792.255406 nChanged 723 SP:Iteration 12Q (1173.113487 sec): 3 clusters Score: Raw -1946527.325129 + Penalty 3189.869850 = -1943337.455279 nChanged 609 SP:Iteration 13Q (1173.184385 sec): 3 clusters Score: Raw -1947010.116534 + Penalty 3189.869850 = -1943820.246684 nChanged 469 SP:Iteration 14Q (1173.259104 sec): 3 clusters Score: Raw -1947330.916736 + Penalty 3189.869850 = -1944141.046886 nChanged 364 SP:Iteration 15Q (1173.336939 sec): 3 clusters Score: Raw -1947570.316093 + Penalty 3189.869850 = -1944380.446242 nChanged 299 SP:Iteration 16Q (1173.404942 sec): 3 clusters Score: Raw -1947751.697660 + Penalty 3189.869850 = -1944561.827810 nChanged 237 SP:Iteration 17Q (1173.470634 sec): 3 clusters Score: Raw -1947900.106812 + Penalty 3189.869850 = -1944710.236962 nChanged 173 SP:Iteration 18Q (1173.542326 sec): 3 clusters Score: Raw -1948003.692778 + Penalty 3189.869850 = -1944813.822928 nChanged 118 SP:Iteration 19Q (1173.598008 sec): 3 clusters Score: Raw -1948068.570374 + Penalty 3189.869850 = -1944878.700524 nChanged 96 SP:Iteration 20F (1173.669375 sec): 3 clusters Score: Raw -1948117.555566 + Penalty 3189.869850 = -1944927.685716 nChanged 64 SP:Iteration 21Q (1173.728842 sec): 3 clusters Score: Raw -1948147.904670 + Penalty 3189.869850 = -1944958.034820 nChanged 50 SP:Iteration 22Q (1173.792206 sec): 3 clusters Score: Raw -1948176.201191 + Penalty 3189.869850 = -1944986.331341 nChanged 40 SP:Iteration 23Q (1173.860139 sec): 3 clusters Score: Raw -1948197.859311 + Penalty 3189.869850 = -1945007.989461 nChanged 36 SP:Iteration 24Q (1173.927715 sec): 3 clusters Score: Raw -1948215.417948 + Penalty 3189.869850 = -1945025.548098 nChanged 20 SP:Iteration 25Q (1173.995348 sec): 3 clusters Score: Raw -1948226.878709 + Penalty 3189.869850 = -1945037.008859 nChanged 19 SP:Iteration 26Q (1174.058676 sec): 3 clusters Score: Raw -1948238.422043 + Penalty 3189.869850 = -1945048.552193 nChanged 17 SP:Iteration 27Q (1174.135780 sec): 3 clusters Score: Raw -1948247.702279 + Penalty 3189.869850 = -1945057.832429 nChanged 13 SP:Iteration 28Q (1174.195502 sec): 3 clusters Score: Raw -1948255.674458 + Penalty 3189.869850 = -1945065.804608 nChanged 19 SP:Iteration 29Q (1174.253661 sec): 3 clusters Score: Raw -1948265.479329 + Penalty 3189.869850 = -1945075.609479 nChanged 11 SP:Iteration 30Q (1174.335918 sec): 3 clusters Score: Raw -1948270.724710 + Penalty 3189.869850 = -1945080.854860 nChanged 11 SP:Iteration 31Q (1174.396642 sec): 3 clusters Score: Raw -1948276.866340 + Penalty 3189.869850 = -1945086.996490 nChanged 9 SP:Iteration 32Q (1174.466657 sec): 3 clusters Score: Raw -1948280.043156 + Penalty 3189.869850 = -1945090.173306 nChanged 11 SP:Iteration 33Q (1174.529487 sec): 3 clusters Score: Raw -1948286.988458 + Penalty 3189.869850 = -1945097.118608 nChanged 12 SP:Iteration 34Q (1174.604934 sec): 3 clusters Score: Raw -1948291.367581 + Penalty 3189.869850 = -1945101.497731 nChanged 8 SP:Iteration 35Q (1174.658975 sec): 3 clusters Score: Raw -1948296.317058 + Penalty 3189.869850 = -1945106.447208 nChanged 8 SP:Iteration 36Q (1174.729577 sec): 3 clusters Score: Raw -1948300.120787 + Penalty 3189.869850 = -1945110.250937 nChanged 7 SP:Iteration 37Q (1174.788218 sec): 3 clusters Score: Raw -1948303.623509 + Penalty 3189.869850 = -1945113.753659 nChanged 5 SP:Iteration 38Q (1174.865533 sec): 3 clusters Score: Raw -1948306.396318 + Penalty 3189.869850 = -1945116.526468 nChanged 7 SP:Iteration 39Q (1174.939038 sec): 3 clusters Score: Raw -1948309.490721 + Penalty 3189.869850 = -1945119.620871 nChanged 3 SP:Iteration 40F (1175.016333 sec): 3 clusters Score: Raw -1948311.579320 + Penalty 3189.869850 = -1945121.709470 nChanged 5 SP:Iteration 41Q (1175.082518 sec): 3 clusters Score: Raw -1948313.252290 + Penalty 3189.869850 = -1945123.382440 nChanged 2 SP:Iteration 42Q (1175.147756 sec): 3 clusters Score: Raw -1948314.345004 + Penalty 3189.869850 = -1945124.475154 nChanged 1 SP:Iteration 43Q (1175.229006 sec): 3 clusters Score: Raw -1948314.672488 + Penalty 3189.869850 = -1945124.802638 nChanged 0 SP:Iteration 44F (1175.294734 sec): 3 clusters Score: Raw -1948314.672488 + Penalty 3189.869850 = -1945124.802638 nChanged 0 Trying to split cluster 11 (8023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1175.324075 sec): 2 clusters Score: Raw -850942.476455 + Penalty 1460.886001 = -849481.590455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1175.393562 sec): 3 clusters Score: Raw -846526.681241 + Penalty 2921.772001 = -843604.909240 nChanged 3433 SP:Iteration 1F (1175.439684 sec): 3 clusters Score: Raw -848360.071765 + Penalty 2921.772001 = -845438.299764 nChanged 536 SP:Iteration 2F (1175.494305 sec): 3 clusters Score: Raw -848599.351204 + Penalty 2921.772001 = -845677.579203 nChanged 422 SP:Iteration 3F (1175.553737 sec): 3 clusters Score: Raw -848786.461828 + Penalty 2921.772001 = -845864.689827 nChanged 349 SP:Iteration 4Q (1175.614747 sec): 3 clusters Score: Raw -848942.606195 + Penalty 2921.772001 = -846020.834194 nChanged 318 SP:Iteration 5Q (1175.669777 sec): 3 clusters Score: Raw -849082.518732 + Penalty 2921.772001 = -846160.746731 nChanged 317 SP:Iteration 6Q (1175.726745 sec): 3 clusters Score: Raw -849218.036002 + Penalty 2921.772001 = -846296.264000 nChanged 291 SP:Iteration 7Q (1175.795053 sec): 3 clusters Score: Raw -849342.875553 + Penalty 2921.772001 = -846421.103552 nChanged 295 SP:Iteration 8Q (1175.846542 sec): 3 clusters Score: Raw -849492.024438 + Penalty 2921.772001 = -846570.252437 nChanged 322 SP:Iteration 9Q (1175.917359 sec): 3 clusters Score: Raw -849667.717588 + Penalty 2921.772001 = -846745.945587 nChanged 336 SP:Iteration 10Q (1175.971203 sec): 3 clusters Score: Raw -849865.452441 + Penalty 2921.772001 = -846943.680440 nChanged 297 SP:Iteration 11Q (1176.042833 sec): 3 clusters Score: Raw -850036.946730 + Penalty 2921.772001 = -847115.174729 nChanged 285 SP:Iteration 12Q (1176.099568 sec): 3 clusters Score: Raw -850201.328322 + Penalty 2921.772001 = -847279.556321 nChanged 222 SP:Iteration 13Q (1176.154198 sec): 3 clusters Score: Raw -850331.387769 + Penalty 2921.772001 = -847409.615768 nChanged 198 SP:Iteration 14Q (1176.205677 sec): 3 clusters Score: Raw -850446.936797 + Penalty 2921.772001 = -847525.164796 nChanged 166 SP:Iteration 15Q (1176.265332 sec): 3 clusters Score: Raw -850542.847185 + Penalty 2921.772001 = -847621.075184 nChanged 147 SP:Iteration 16Q (1176.332287 sec): 3 clusters Score: Raw -850626.912683 + Penalty 2921.772001 = -847705.140682 nChanged 134 SP:Iteration 17Q (1176.397833 sec): 3 clusters Score: Raw -850708.712514 + Penalty 2921.772001 = -847786.940512 nChanged 112 SP:Iteration 18Q (1176.462010 sec): 3 clusters Score: Raw -850775.978232 + Penalty 2921.772001 = -847854.206231 nChanged 92 SP:Iteration 19Q (1176.513415 sec): 3 clusters Score: Raw -850831.979085 + Penalty 2921.772001 = -847910.207084 nChanged 78 SP:Iteration 20F (1176.575864 sec): 3 clusters Score: Raw -850886.225468 + Penalty 2921.772001 = -847964.453467 nChanged 57 SP:Iteration 21Q (1176.645377 sec): 3 clusters Score: Raw -850927.684969 + Penalty 2921.772001 = -848005.912968 nChanged 51 SP:Iteration 22Q (1176.695462 sec): 3 clusters Score: Raw -850968.267316 + Penalty 2921.772001 = -848046.495315 nChanged 45 SP:Iteration 23Q (1176.753960 sec): 3 clusters Score: Raw -850999.416280 + Penalty 2921.772001 = -848077.644279 nChanged 29 SP:Iteration 24Q (1176.822254 sec): 3 clusters Score: Raw -851023.802493 + Penalty 2921.772001 = -848102.030491 nChanged 18 SP:Iteration 25Q (1176.871205 sec): 3 clusters Score: Raw -851040.513613 + Penalty 2921.772001 = -848118.741611 nChanged 19 SP:Iteration 26Q (1176.942590 sec): 3 clusters Score: Raw -851055.160568 + Penalty 2921.772001 = -848133.388566 nChanged 14 SP:Iteration 27Q (1176.990384 sec): 3 clusters Score: Raw -851064.847470 + Penalty 2921.772001 = -848143.075469 nChanged 13 SP:Iteration 28Q (1177.061683 sec): 3 clusters Score: Raw -851073.550468 + Penalty 2921.772001 = -848151.778467 nChanged 9 SP:Iteration 29Q (1177.110535 sec): 3 clusters Score: Raw -851079.267386 + Penalty 2921.772001 = -848157.495385 nChanged 6 SP:Iteration 30Q (1177.169168 sec): 3 clusters Score: Raw -851085.546168 + Penalty 2921.772001 = -848163.774166 nChanged 10 SP:Iteration 31Q (1177.222532 sec): 3 clusters Score: Raw -851093.288541 + Penalty 2921.772001 = -848171.516540 nChanged 4 SP:Iteration 32Q (1177.279452 sec): 3 clusters Score: Raw -851096.282328 + Penalty 2921.772001 = -848174.510327 nChanged 4 SP:Iteration 33Q (1177.350120 sec): 3 clusters Score: Raw -851100.604327 + Penalty 2921.772001 = -848178.832326 nChanged 3 SP:Iteration 34Q (1177.398302 sec): 3 clusters Score: Raw -851102.297138 + Penalty 2921.772001 = -848180.525137 nChanged 3 SP:Iteration 35Q (1177.466548 sec): 3 clusters Score: Raw -851103.445873 + Penalty 2921.772001 = -848181.673872 nChanged 1 SP:Iteration 36Q (1177.523882 sec): 3 clusters Score: Raw -851103.882646 + Penalty 2921.772001 = -848182.110645 nChanged 0 SP:Iteration 37F (1177.571874 sec): 3 clusters Score: Raw -851103.882646 + Penalty 2921.772001 = -848182.110645 nChanged 0 Trying to split cluster 12 (5543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1177.602944 sec): 2 clusters Score: Raw -595236.598876 + Penalty 1400.797312 = -593835.801564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1177.671262 sec): 3 clusters Score: Raw -592304.697448 + Penalty 2801.594624 = -589503.102824 nChanged 2311 SP:Iteration 1F (1177.724471 sec): 3 clusters Score: Raw -593574.452862 + Penalty 2801.594624 = -590772.858238 nChanged 377 SP:Iteration 2F (1177.787763 sec): 3 clusters Score: Raw -593798.198977 + Penalty 2801.594624 = -590996.604354 nChanged 311 SP:Iteration 3F (1177.840876 sec): 3 clusters Score: Raw -593931.896097 + Penalty 2801.594624 = -591130.301474 nChanged 222 SP:Iteration 4Q (1177.888484 sec): 3 clusters Score: Raw -594024.350751 + Penalty 2801.594624 = -591222.756127 nChanged 159 SP:Iteration 5Q (1177.945177 sec): 3 clusters Score: Raw -594086.488540 + Penalty 2801.594624 = -591284.893916 nChanged 140 SP:Iteration 6Q (1178.006435 sec): 3 clusters Score: Raw -594141.849881 + Penalty 2801.594624 = -591340.255257 nChanged 130 SP:Iteration 7Q (1178.059273 sec): 3 clusters Score: Raw -594196.708018 + Penalty 2801.594624 = -591395.113394 nChanged 133 SP:Iteration 8Q (1178.121968 sec): 3 clusters Score: Raw -594248.991051 + Penalty 2801.594624 = -591447.396428 nChanged 119 SP:Iteration 9Q (1178.175128 sec): 3 clusters Score: Raw -594305.112252 + Penalty 2801.594624 = -591503.517628 nChanged 114 SP:Iteration 10Q (1178.229467 sec): 3 clusters Score: Raw -594354.317801 + Penalty 2801.594624 = -591552.723177 nChanged 119 SP:Iteration 11Q (1178.275239 sec): 3 clusters Score: Raw -594399.998823 + Penalty 2801.594624 = -591598.404199 nChanged 99 SP:Iteration 12Q (1178.329230 sec): 3 clusters Score: Raw -594441.223798 + Penalty 2801.594624 = -591639.629174 nChanged 103 SP:Iteration 13Q (1178.378408 sec): 3 clusters Score: Raw -594485.063654 + Penalty 2801.594624 = -591683.469031 nChanged 100 SP:Iteration 14Q (1178.441320 sec): 3 clusters Score: Raw -594528.022769 + Penalty 2801.594624 = -591726.428145 nChanged 110 SP:Iteration 15Q (1178.499123 sec): 3 clusters Score: Raw -594577.438615 + Penalty 2801.594624 = -591775.843991 nChanged 126 SP:Iteration 16Q (1178.551393 sec): 3 clusters Score: Raw -594637.255730 + Penalty 2801.594624 = -591835.661106 nChanged 116 SP:Iteration 17Q (1178.605280 sec): 3 clusters Score: Raw -594700.874271 + Penalty 2801.594624 = -591899.279648 nChanged 107 SP:Iteration 18Q (1178.652006 sec): 3 clusters Score: Raw -594749.752717 + Penalty 2801.594624 = -591948.158094 nChanged 108 SP:Iteration 19Q (1178.707177 sec): 3 clusters Score: Raw -594798.117997 + Penalty 2801.594624 = -591996.523373 nChanged 94 SP:Iteration 20F (1178.767025 sec): 3 clusters Score: Raw -594840.101584 + Penalty 2801.594624 = -592038.506960 nChanged 94 SP:Iteration 21Q (1178.823332 sec): 3 clusters Score: Raw -594873.374809 + Penalty 2801.594624 = -592071.780185 nChanged 76 SP:Iteration 22Q (1178.868141 sec): 3 clusters Score: Raw -594899.276603 + Penalty 2801.594624 = -592097.681979 nChanged 72 SP:Iteration 23Q (1178.920418 sec): 3 clusters Score: Raw -594921.556210 + Penalty 2801.594624 = -592119.961587 nChanged 54 SP:Iteration 24Q (1178.984994 sec): 3 clusters Score: Raw -594939.321867 + Penalty 2801.594624 = -592137.727243 nChanged 45 SP:Iteration 25Q (1179.040615 sec): 3 clusters Score: Raw -594951.904177 + Penalty 2801.594624 = -592150.309553 nChanged 35 SP:Iteration 26Q (1179.090685 sec): 3 clusters Score: Raw -594960.393414 + Penalty 2801.594624 = -592158.798790 nChanged 30 SP:Iteration 27Q (1179.142860 sec): 3 clusters Score: Raw -594968.831669 + Penalty 2801.594624 = -592167.237046 nChanged 32 SP:Iteration 28Q (1179.193786 sec): 3 clusters Score: Raw -594977.599556 + Penalty 2801.594624 = -592176.004932 nChanged 30 SP:Iteration 29Q (1179.253467 sec): 3 clusters Score: Raw -594984.605120 + Penalty 2801.594624 = -592183.010496 nChanged 22 SP:Iteration 30Q (1179.298272 sec): 3 clusters Score: Raw -594989.818486 + Penalty 2801.594624 = -592188.223862 nChanged 23 SP:Iteration 31Q (1179.360723 sec): 3 clusters Score: Raw -594994.698720 + Penalty 2801.594624 = -592193.104096 nChanged 23 SP:Iteration 32Q (1179.409169 sec): 3 clusters Score: Raw -595000.637804 + Penalty 2801.594624 = -592199.043181 nChanged 16 SP:Iteration 33Q (1179.464646 sec): 3 clusters Score: Raw -595004.731124 + Penalty 2801.594624 = -592203.136501 nChanged 13 SP:Iteration 34Q (1179.528213 sec): 3 clusters Score: Raw -595007.259708 + Penalty 2801.594624 = -592205.665084 nChanged 17 SP:Iteration 35Q (1179.581304 sec): 3 clusters Score: Raw -595010.552136 + Penalty 2801.594624 = -592208.957513 nChanged 16 SP:Iteration 36Q (1179.620631 sec): 3 clusters Score: Raw -595014.237478 + Penalty 2801.594624 = -592212.642855 nChanged 17 SP:Iteration 37Q (1179.676949 sec): 3 clusters Score: Raw -595018.722239 + Penalty 2801.594624 = -592217.127615 nChanged 24 SP:Iteration 38Q (1179.721801 sec): 3 clusters Score: Raw -595024.452478 + Penalty 2801.594624 = -592222.857855 nChanged 20 SP:Iteration 39Q (1179.775046 sec): 3 clusters Score: Raw -595028.213558 + Penalty 2801.594624 = -592226.618934 nChanged 16 SP:Iteration 40F (1179.837119 sec): 3 clusters Score: Raw -595033.399700 + Penalty 2801.594624 = -592231.805076 nChanged 23 SP:Iteration 41Q (1179.878773 sec): 3 clusters Score: Raw -595040.135721 + Penalty 2801.594624 = -592238.541097 nChanged 18 SP:Iteration 42Q (1179.931283 sec): 3 clusters Score: Raw -595046.913171 + Penalty 2801.594624 = -592245.318547 nChanged 27 SP:Iteration 43Q (1179.983057 sec): 3 clusters Score: Raw -595056.034668 + Penalty 2801.594624 = -592254.440045 nChanged 29 SP:Iteration 44Q (1180.029883 sec): 3 clusters Score: Raw -595066.103367 + Penalty 2801.594624 = -592264.508744 nChanged 18 SP:Iteration 45Q (1180.083954 sec): 3 clusters Score: Raw -595071.207077 + Penalty 2801.594624 = -592269.612454 nChanged 16 SP:Iteration 46Q (1180.130558 sec): 3 clusters Score: Raw -595075.383813 + Penalty 2801.594624 = -592273.789189 nChanged 17 SP:Iteration 47Q (1180.186139 sec): 3 clusters Score: Raw -595079.811143 + Penalty 2801.594624 = -592278.216519 nChanged 16 SP:Iteration 48Q (1180.250633 sec): 3 clusters Score: Raw -595083.849876 + Penalty 2801.594624 = -592282.255253 nChanged 7 SP:Iteration 49Q (1180.298758 sec): 3 clusters Score: Raw -595085.651552 + Penalty 2801.594624 = -592284.056928 nChanged 6 SP:Iteration 50Q (1180.347268 sec): 3 clusters Score: Raw -595087.028441 + Penalty 2801.594624 = -592285.433817 nChanged 3 SP:Iteration 51Q (1180.404472 sec): 3 clusters Score: Raw -595087.675300 + Penalty 2801.594624 = -592286.080676 nChanged 8 SP:Iteration 52Q (1180.463227 sec): 3 clusters Score: Raw -595089.357688 + Penalty 2801.594624 = -592287.763064 nChanged 13 SP:Iteration 53Q (1180.520395 sec): 3 clusters Score: Raw -595092.058439 + Penalty 2801.594624 = -592290.463816 nChanged 14 SP:Iteration 54Q (1180.571558 sec): 3 clusters Score: Raw -595095.334000 + Penalty 2801.594624 = -592293.739376 nChanged 11 SP:Iteration 55Q (1180.629455 sec): 3 clusters Score: Raw -595098.431946 + Penalty 2801.594624 = -592296.837322 nChanged 14 SP:Iteration 56Q (1180.694520 sec): 3 clusters Score: Raw -595101.979165 + Penalty 2801.594624 = -592300.384542 nChanged 18 SP:Iteration 57Q (1180.750140 sec): 3 clusters Score: Raw -595105.519661 + Penalty 2801.594624 = -592303.925037 nChanged 20 SP:Iteration 58Q (1180.789878 sec): 3 clusters Score: Raw -595111.519902 + Penalty 2801.594624 = -592309.925278 nChanged 22 SP:Iteration 59Q (1180.836930 sec): 3 clusters Score: Raw -595117.307130 + Penalty 2801.594624 = -592315.712507 nChanged 23 SP:Iteration 60F (1180.900176 sec): 3 clusters Score: Raw -595123.815963 + Penalty 2801.594624 = -592322.221340 nChanged 23 SP:Iteration 61Q (1180.956117 sec): 3 clusters Score: Raw -595133.894007 + Penalty 2801.594624 = -592332.299383 nChanged 32 SP:Iteration 62Q (1181.012551 sec): 3 clusters Score: Raw -595147.311239 + Penalty 2801.594624 = -592345.716616 nChanged 37 SP:Iteration 63Q (1181.059442 sec): 3 clusters Score: Raw -595162.343774 + Penalty 2801.594624 = -592360.749150 nChanged 33 SP:Iteration 64Q (1181.105918 sec): 3 clusters Score: Raw -595173.793723 + Penalty 2801.594624 = -592372.199099 nChanged 36 SP:Iteration 65Q (1181.162498 sec): 3 clusters Score: Raw -595188.184163 + Penalty 2801.594624 = -592386.589540 nChanged 31 SP:Iteration 66Q (1181.212657 sec): 3 clusters Score: Raw -595200.008410 + Penalty 2801.594624 = -592398.413786 nChanged 22 SP:Iteration 67Q (1181.269876 sec): 3 clusters Score: Raw -595209.165762 + Penalty 2801.594624 = -592407.571138 nChanged 24 SP:Iteration 68Q (1181.312637 sec): 3 clusters Score: Raw -595219.396837 + Penalty 2801.594624 = -592417.802213 nChanged 23 SP:Iteration 69Q (1181.362457 sec): 3 clusters Score: Raw -595228.699619 + Penalty 2801.594624 = -592427.104996 nChanged 14 SP:Iteration 70Q (1181.416115 sec): 3 clusters Score: Raw -595233.353908 + Penalty 2801.594624 = -592431.759285 nChanged 13 SP:Iteration 71Q (1181.471828 sec): 3 clusters Score: Raw -595237.713496 + Penalty 2801.594624 = -592436.118873 nChanged 9 SP:Iteration 72Q (1181.530268 sec): 3 clusters Score: Raw -595241.373358 + Penalty 2801.594624 = -592439.778734 nChanged 21 SP:Iteration 73Q (1181.577791 sec): 3 clusters Score: Raw -595248.128841 + Penalty 2801.594624 = -592446.534218 nChanged 18 SP:Iteration 74Q (1181.628825 sec): 3 clusters Score: Raw -595254.672130 + Penalty 2801.594624 = -592453.077506 nChanged 16 SP:Iteration 75Q (1181.665959 sec): 3 clusters Score: Raw -595260.529427 + Penalty 2801.594624 = -592458.934803 nChanged 12 SP:Iteration 76Q (1181.719553 sec): 3 clusters Score: Raw -595266.134128 + Penalty 2801.594624 = -592464.539504 nChanged 19 SP:Iteration 77Q (1181.759907 sec): 3 clusters Score: Raw -595273.879001 + Penalty 2801.594624 = -592472.284377 nChanged 18 SP:Iteration 78Q (1181.816244 sec): 3 clusters Score: Raw -595280.916279 + Penalty 2801.594624 = -592479.321655 nChanged 14 SP:Iteration 79Q (1181.877136 sec): 3 clusters Score: Raw -595284.967120 + Penalty 2801.594624 = -592483.372497 nChanged 11 SP:Iteration 80F (1181.927457 sec): 3 clusters Score: Raw -595288.816587 + Penalty 2801.594624 = -592487.221963 nChanged 12 SP:Iteration 81Q (1181.985865 sec): 3 clusters Score: Raw -595294.425491 + Penalty 2801.594624 = -592492.830868 nChanged 15 SP:Iteration 82Q (1182.041374 sec): 3 clusters Score: Raw -595302.084612 + Penalty 2801.594624 = -592500.489989 nChanged 17 SP:Iteration 83Q (1182.101713 sec): 3 clusters Score: Raw -595309.901393 + Penalty 2801.594624 = -592508.306770 nChanged 21 SP:Iteration 84Q (1182.157519 sec): 3 clusters Score: Raw -595318.911159 + Penalty 2801.594624 = -592517.316536 nChanged 12 SP:Iteration 85Q (1182.206336 sec): 3 clusters Score: Raw -595323.374190 + Penalty 2801.594624 = -592521.779566 nChanged 9 SP:Iteration 86Q (1182.249941 sec): 3 clusters Score: Raw -595327.714505 + Penalty 2801.594624 = -592526.119881 nChanged 11 SP:Iteration 87Q (1182.307434 sec): 3 clusters Score: Raw -595332.399493 + Penalty 2801.594624 = -592530.804870 nChanged 11 SP:Iteration 88Q (1182.350162 sec): 3 clusters Score: Raw -595336.627710 + Penalty 2801.594624 = -592535.033086 nChanged 9 SP:Iteration 89Q (1182.400941 sec): 3 clusters Score: Raw -595340.826136 + Penalty 2801.594624 = -592539.231512 nChanged 9 SP:Iteration 90Q (1182.461998 sec): 3 clusters Score: Raw -595344.900040 + Penalty 2801.594624 = -592543.305416 nChanged 9 SP:Iteration 91Q (1182.513318 sec): 3 clusters Score: Raw -595348.637591 + Penalty 2801.594624 = -592547.042967 nChanged 7 SP:Iteration 92Q (1182.559035 sec): 3 clusters Score: Raw -595350.571567 + Penalty 2801.594624 = -592548.976943 nChanged 5 SP:Iteration 93Q (1182.613107 sec): 3 clusters Score: Raw -595352.157299 + Penalty 2801.594624 = -592550.562675 nChanged 6 SP:Iteration 94Q (1182.653316 sec): 3 clusters Score: Raw -595354.099601 + Penalty 2801.594624 = -592552.504978 nChanged 6 SP:Iteration 95Q (1182.708546 sec): 3 clusters Score: Raw -595356.355232 + Penalty 2801.594624 = -592554.760608 nChanged 6 SP:Iteration 96Q (1182.752439 sec): 3 clusters Score: Raw -595357.805636 + Penalty 2801.594624 = -592556.211013 nChanged 5 SP:Iteration 97Q (1182.809752 sec): 3 clusters Score: Raw -595359.616819 + Penalty 2801.594624 = -592558.022195 nChanged 5 SP:Iteration 98Q (1182.854970 sec): 3 clusters Score: Raw -595361.583550 + Penalty 2801.594624 = -592559.988926 nChanged 4 SP:Iteration 99Q (1182.903968 sec): 3 clusters Score: Raw -595362.833703 + Penalty 2801.594624 = -592561.239080 nChanged 1 SP:Iteration 100F (1182.955675 sec): 3 clusters Score: Raw -595362.941664 + Penalty 2801.594624 = -592561.347040 nChanged 0 Trying to split cluster 13 (1103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1182.980232 sec): 2 clusters Score: Raw -107956.753994 + Penalty 1138.440716 = -106818.313279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1183.031755 sec): 3 clusters Score: Raw -107623.199302 + Penalty 2276.881431 = -105346.317871 nChanged 351 SP:Iteration 1F (1183.066753 sec): 3 clusters Score: Raw -107926.545215 + Penalty 2276.881431 = -105649.663783 nChanged 89 SP:Iteration 2F (1183.114362 sec): 3 clusters Score: Raw -108031.792009 + Penalty 2276.881431 = -105754.910577 nChanged 60 SP:Iteration 3F (1183.164530 sec): 3 clusters Score: Raw -108104.297222 + Penalty 2276.881431 = -105827.415791 nChanged 44 SP:Iteration 4Q (1183.198527 sec): 3 clusters Score: Raw -108186.412774 + Penalty 2276.881431 = -105909.531343 nChanged 46 SP:Iteration 5Q (1183.250060 sec): 3 clusters Score: Raw -108219.212266 + Penalty 2276.881431 = -105942.330835 nChanged 19 SP:Iteration 6Q (1183.290980 sec): 3 clusters Score: Raw -108238.012947 + Penalty 2276.881431 = -105961.131515 nChanged 15 SP:Iteration 7Q (1183.335444 sec): 3 clusters Score: Raw -108254.116544 + Penalty 2276.881431 = -105977.235112 nChanged 13 SP:Iteration 8Q (1183.376396 sec): 3 clusters Score: Raw -108264.417823 + Penalty 2276.881431 = -105987.536392 nChanged 13 SP:Iteration 9Q (1183.426237 sec): 3 clusters Score: Raw -108272.366108 + Penalty 2276.881431 = -105995.484677 nChanged 7 SP:Iteration 10Q (1183.460064 sec): 3 clusters Score: Raw -108277.070194 + Penalty 2276.881431 = -106000.188763 nChanged 7 SP:Iteration 11Q (1183.507807 sec): 3 clusters Score: Raw -108280.663612 + Penalty 2276.881431 = -106003.782181 nChanged 6 SP:Iteration 12Q (1183.551817 sec): 3 clusters Score: Raw -108287.244111 + Penalty 2276.881431 = -106010.362680 nChanged 8 SP:Iteration 13Q (1183.589263 sec): 3 clusters Score: Raw -108293.945061 + Penalty 2276.881431 = -106017.063630 nChanged 4 SP:Iteration 14Q (1183.641971 sec): 3 clusters Score: Raw -108296.312889 + Penalty 2276.881431 = -106019.431457 nChanged 1 SP:Iteration 15Q (1183.680098 sec): 3 clusters Score: Raw -108296.533500 + Penalty 2276.881431 = -106019.652069 nChanged 0 SP:Iteration 16F (1183.726224 sec): 3 clusters Score: Raw -108296.533500 + Penalty 2276.881431 = -106019.652069 nChanged 0 Trying to split cluster 14 (38659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1183.804368 sec): 2 clusters Score: Raw -4109414.941329 + Penalty 1716.411919 = -4107698.529411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1183.926493 sec): 3 clusters Score: Raw -4085238.572524 + Penalty 3432.823838 = -4081805.748686 nChanged 18172 SP:Iteration 1F (1184.038638 sec): 3 clusters Score: Raw -4095678.873597 + Penalty 3432.823838 = -4092246.049759 nChanged 2109 SP:Iteration 2F (1184.140072 sec): 3 clusters Score: Raw -4096687.789420 + Penalty 3432.823838 = -4093254.965582 nChanged 2261 SP:Iteration 3F (1184.262851 sec): 3 clusters Score: Raw -4097931.884986 + Penalty 3432.823838 = -4094499.061148 nChanged 2402 SP:Iteration 4F (1184.375075 sec): 3 clusters Score: Raw -4099466.520577 + Penalty 3432.823838 = -4096033.696739 nChanged 2556 SP:Iteration 5F (1184.489283 sec): 3 clusters Score: Raw -4101276.420771 + Penalty 3432.823838 = -4097843.596933 nChanged 2584 SP:Iteration 6F (1184.601036 sec): 3 clusters Score: Raw -4103090.174379 + Penalty 3432.823838 = -4099657.350541 nChanged 2335 SP:Iteration 7F (1184.715495 sec): 3 clusters Score: Raw -4104577.251620 + Penalty 3432.823838 = -4101144.427782 nChanged 1894 SP:Iteration 8Q (1184.830182 sec): 3 clusters Score: Raw -4105569.746921 + Penalty 3432.823838 = -4102136.923083 nChanged 1336 SP:Iteration 9Q (1184.936488 sec): 3 clusters Score: Raw -4106066.756791 + Penalty 3432.823838 = -4102633.932953 nChanged 866 SP:Iteration 10Q (1185.035699 sec): 3 clusters Score: Raw -4106320.894092 + Penalty 3432.823838 = -4102888.070254 nChanged 647 SP:Iteration 11Q (1185.149824 sec): 3 clusters Score: Raw -4106497.805150 + Penalty 3432.823838 = -4103064.981312 nChanged 518 SP:Iteration 12Q (1185.258397 sec): 3 clusters Score: Raw -4106627.825075 + Penalty 3432.823838 = -4103195.001237 nChanged 475 SP:Iteration 13Q (1185.355630 sec): 3 clusters Score: Raw -4106736.228808 + Penalty 3432.823838 = -4103303.404970 nChanged 451 SP:Iteration 14Q (1185.443773 sec): 3 clusters Score: Raw -4106844.166145 + Penalty 3432.823838 = -4103411.342307 nChanged 482 SP:Iteration 15Q (1185.563978 sec): 3 clusters Score: Raw -4106955.554541 + Penalty 3432.823838 = -4103522.730703 nChanged 469 SP:Iteration 16Q (1185.674794 sec): 3 clusters Score: Raw -4107059.681077 + Penalty 3432.823838 = -4103626.857239 nChanged 459 SP:Iteration 17Q (1185.782547 sec): 3 clusters Score: Raw -4107165.287361 + Penalty 3432.823838 = -4103732.463523 nChanged 459 SP:Iteration 18Q (1185.894563 sec): 3 clusters Score: Raw -4107281.086140 + Penalty 3432.823838 = -4103848.262302 nChanged 481 SP:Iteration 19Q (1186.004371 sec): 3 clusters Score: Raw -4107398.026238 + Penalty 3432.823838 = -4103965.202400 nChanged 450 SP:Iteration 20F (1186.116395 sec): 3 clusters Score: Raw -4107509.594231 + Penalty 3432.823838 = -4104076.770393 nChanged 451 SP:Iteration 21Q (1186.228605 sec): 3 clusters Score: Raw -4107620.666022 + Penalty 3432.823838 = -4104187.842184 nChanged 431 SP:Iteration 22Q (1186.330401 sec): 3 clusters Score: Raw -4107723.886237 + Penalty 3432.823838 = -4104291.062399 nChanged 434 SP:Iteration 23Q (1186.449005 sec): 3 clusters Score: Raw -4107826.292831 + Penalty 3432.823838 = -4104393.468993 nChanged 398 SP:Iteration 24Q (1186.563060 sec): 3 clusters Score: Raw -4107922.810461 + Penalty 3432.823838 = -4104489.986623 nChanged 389 SP:Iteration 25Q (1186.669814 sec): 3 clusters Score: Raw -4108018.672792 + Penalty 3432.823838 = -4104585.848954 nChanged 384 SP:Iteration 26Q (1186.773114 sec): 3 clusters Score: Raw -4108112.854380 + Penalty 3432.823838 = -4104680.030542 nChanged 377 SP:Iteration 27Q (1186.886830 sec): 3 clusters Score: Raw -4108202.056073 + Penalty 3432.823838 = -4104769.232235 nChanged 347 SP:Iteration 28Q (1186.992876 sec): 3 clusters Score: Raw -4108282.935854 + Penalty 3432.823838 = -4104850.112016 nChanged 343 SP:Iteration 29Q (1187.113567 sec): 3 clusters Score: Raw -4108363.045596 + Penalty 3432.823838 = -4104930.221759 nChanged 308 SP:Iteration 30Q (1187.219755 sec): 3 clusters Score: Raw -4108434.870087 + Penalty 3432.823838 = -4105002.046249 nChanged 302 SP:Iteration 31Q (1187.328245 sec): 3 clusters Score: Raw -4108505.466028 + Penalty 3432.823838 = -4105072.642190 nChanged 286 SP:Iteration 32Q (1187.443002 sec): 3 clusters Score: Raw -4108572.409108 + Penalty 3432.823838 = -4105139.585270 nChanged 282 SP:Iteration 33Q (1187.548528 sec): 3 clusters Score: Raw -4108644.423592 + Penalty 3432.823838 = -4105211.599754 nChanged 314 SP:Iteration 34Q (1187.642824 sec): 3 clusters Score: Raw -4108732.461115 + Penalty 3432.823838 = -4105299.637277 nChanged 296 SP:Iteration 35Q (1187.756524 sec): 3 clusters Score: Raw -4108808.599674 + Penalty 3432.823838 = -4105375.775836 nChanged 278 SP:Iteration 36Q (1187.862178 sec): 3 clusters Score: Raw -4108883.209062 + Penalty 3432.823838 = -4105450.385224 nChanged 267 SP:Iteration 37Q (1187.953387 sec): 3 clusters Score: Raw -4108950.401976 + Penalty 3432.823838 = -4105517.578138 nChanged 238 SP:Iteration 38Q (1188.060350 sec): 3 clusters Score: Raw -4109015.690588 + Penalty 3432.823838 = -4105582.866751 nChanged 224 SP:Iteration 39Q (1188.164791 sec): 3 clusters Score: Raw -4109076.978479 + Penalty 3432.823838 = -4105644.154642 nChanged 208 SP:Iteration 40F (1188.279645 sec): 3 clusters Score: Raw -4109129.226304 + Penalty 3432.823838 = -4105696.402467 nChanged 172 SP:Iteration 41Q (1188.382704 sec): 3 clusters Score: Raw -4109177.318676 + Penalty 3432.823838 = -4105744.494838 nChanged 171 SP:Iteration 42Q (1188.483630 sec): 3 clusters Score: Raw -4109226.634078 + Penalty 3432.823838 = -4105793.810240 nChanged 162 SP:Iteration 43Q (1188.585970 sec): 3 clusters Score: Raw -4109267.521816 + Penalty 3432.823838 = -4105834.697978 nChanged 155 SP:Iteration 44Q (1188.693430 sec): 3 clusters Score: Raw -4109310.368422 + Penalty 3432.823838 = -4105877.544584 nChanged 142 SP:Iteration 45Q (1188.795865 sec): 3 clusters Score: Raw -4109347.751639 + Penalty 3432.823838 = -4105914.927801 nChanged 136 SP:Iteration 46Q (1188.898766 sec): 3 clusters Score: Raw -4109386.394260 + Penalty 3432.823838 = -4105953.570422 nChanged 135 SP:Iteration 47Q (1188.997721 sec): 3 clusters Score: Raw -4109422.856654 + Penalty 3432.823838 = -4105990.032816 nChanged 118 SP:Iteration 48Q (1189.109061 sec): 3 clusters Score: Raw -4109451.876867 + Penalty 3432.823838 = -4106019.053029 nChanged 108 SP:Iteration 49Q (1189.212413 sec): 3 clusters Score: Raw -4109476.597227 + Penalty 3432.823838 = -4106043.773389 nChanged 86 SP:Iteration 50Q (1189.313945 sec): 3 clusters Score: Raw -4109497.103128 + Penalty 3432.823838 = -4106064.279290 nChanged 71 SP:Iteration 51Q (1189.416547 sec): 3 clusters Score: Raw -4109512.269155 + Penalty 3432.823838 = -4106079.445317 nChanged 57 SP:Iteration 52Q (1189.517558 sec): 3 clusters Score: Raw -4109525.266794 + Penalty 3432.823838 = -4106092.442956 nChanged 47 SP:Iteration 53Q (1189.608927 sec): 3 clusters Score: Raw -4109534.191745 + Penalty 3432.823838 = -4106101.367908 nChanged 44 SP:Iteration 54Q (1189.717708 sec): 3 clusters Score: Raw -4109543.868836 + Penalty 3432.823838 = -4106111.044998 nChanged 53 SP:Iteration 55Q (1189.824258 sec): 3 clusters Score: Raw -4109556.653193 + Penalty 3432.823838 = -4106123.829355 nChanged 49 SP:Iteration 56Q (1189.925816 sec): 3 clusters Score: Raw -4109567.608633 + Penalty 3432.823838 = -4106134.784795 nChanged 42 SP:Iteration 57Q (1190.012419 sec): 3 clusters Score: Raw -4109578.304258 + Penalty 3432.823838 = -4106145.480421 nChanged 41 SP:Iteration 58Q (1190.124062 sec): 3 clusters Score: Raw -4109586.894402 + Penalty 3432.823838 = -4106154.070564 nChanged 42 SP:Iteration 59Q (1190.224996 sec): 3 clusters Score: Raw -4109597.323749 + Penalty 3432.823838 = -4106164.499911 nChanged 57 SP:Iteration 60F (1190.336032 sec): 3 clusters Score: Raw -4109613.122863 + Penalty 3432.823838 = -4106180.299025 nChanged 51 SP:Iteration 61Q (1190.435775 sec): 3 clusters Score: Raw -4109627.421468 + Penalty 3432.823838 = -4106194.597630 nChanged 52 SP:Iteration 62Q (1190.535924 sec): 3 clusters Score: Raw -4109639.747233 + Penalty 3432.823838 = -4106206.923395 nChanged 43 SP:Iteration 63Q (1190.632461 sec): 3 clusters Score: Raw -4109652.092640 + Penalty 3432.823838 = -4106219.268802 nChanged 39 SP:Iteration 64Q (1190.731955 sec): 3 clusters Score: Raw -4109662.807365 + Penalty 3432.823838 = -4106229.983527 nChanged 33 SP:Iteration 65Q (1190.836600 sec): 3 clusters Score: Raw -4109671.091910 + Penalty 3432.823838 = -4106238.268072 nChanged 26 SP:Iteration 66Q (1190.933531 sec): 3 clusters Score: Raw -4109680.167261 + Penalty 3432.823838 = -4106247.343423 nChanged 32 SP:Iteration 67Q (1191.032049 sec): 3 clusters Score: Raw -4109691.089172 + Penalty 3432.823838 = -4106258.265334 nChanged 35 SP:Iteration 68Q (1191.133860 sec): 3 clusters Score: Raw -4109704.348338 + Penalty 3432.823838 = -4106271.524500 nChanged 34 SP:Iteration 69Q (1191.229071 sec): 3 clusters Score: Raw -4109715.682749 + Penalty 3432.823838 = -4106282.858911 nChanged 22 SP:Iteration 70Q (1191.329743 sec): 3 clusters Score: Raw -4109722.715074 + Penalty 3432.823838 = -4106289.891237 nChanged 35 SP:Iteration 71Q (1191.428230 sec): 3 clusters Score: Raw -4109734.133297 + Penalty 3432.823838 = -4106301.309459 nChanged 27 SP:Iteration 72Q (1191.522069 sec): 3 clusters Score: Raw -4109741.744932 + Penalty 3432.823838 = -4106308.921094 nChanged 22 SP:Iteration 73Q (1191.607223 sec): 3 clusters Score: Raw -4109749.463511 + Penalty 3432.823838 = -4106316.639673 nChanged 24 SP:Iteration 74Q (1191.717122 sec): 3 clusters Score: Raw -4109758.912769 + Penalty 3432.823838 = -4106326.088931 nChanged 19 SP:Iteration 75Q (1191.813198 sec): 3 clusters Score: Raw -4109765.997559 + Penalty 3432.823838 = -4106333.173721 nChanged 21 SP:Iteration 76Q (1191.911142 sec): 3 clusters Score: Raw -4109775.240874 + Penalty 3432.823838 = -4106342.417036 nChanged 20 SP:Iteration 77Q (1192.010993 sec): 3 clusters Score: Raw -4109782.490023 + Penalty 3432.823838 = -4106349.666185 nChanged 25 SP:Iteration 78Q (1192.109823 sec): 3 clusters Score: Raw -4109792.656510 + Penalty 3432.823838 = -4106359.832672 nChanged 24 SP:Iteration 79Q (1192.187244 sec): 3 clusters Score: Raw -4109799.842959 + Penalty 3432.823838 = -4106367.019121 nChanged 17 SP:Iteration 80F (1192.294274 sec): 3 clusters Score: Raw -4109803.698922 + Penalty 3432.823838 = -4106370.875084 nChanged 14 SP:Iteration 81Q (1192.399706 sec): 3 clusters Score: Raw -4109806.723893 + Penalty 3432.823838 = -4106373.900056 nChanged 12 SP:Iteration 82Q (1192.485880 sec): 3 clusters Score: Raw -4109808.518702 + Penalty 3432.823838 = -4106375.694864 nChanged 7 SP:Iteration 83Q (1192.595867 sec): 3 clusters Score: Raw -4109810.470093 + Penalty 3432.823838 = -4106377.646255 nChanged 7 SP:Iteration 84Q (1192.691405 sec): 3 clusters Score: Raw -4109812.751877 + Penalty 3432.823838 = -4106379.928039 nChanged 5 SP:Iteration 85Q (1192.786589 sec): 3 clusters Score: Raw -4109813.629195 + Penalty 3432.823838 = -4106380.805357 nChanged 5 SP:Iteration 86Q (1192.883627 sec): 3 clusters Score: Raw -4109814.906056 + Penalty 3432.823838 = -4106382.082218 nChanged 9 SP:Iteration 87Q (1192.978818 sec): 3 clusters Score: Raw -4109817.162834 + Penalty 3432.823838 = -4106384.338996 nChanged 4 SP:Iteration 88Q (1193.069604 sec): 3 clusters Score: Raw -4109818.163199 + Penalty 3432.823838 = -4106385.339361 nChanged 5 SP:Iteration 89Q (1193.150352 sec): 3 clusters Score: Raw -4109819.730209 + Penalty 3432.823838 = -4106386.906372 nChanged 11 SP:Iteration 90Q (1193.248104 sec): 3 clusters Score: Raw -4109823.479500 + Penalty 3432.823838 = -4106390.655662 nChanged 6 SP:Iteration 91Q (1193.339123 sec): 3 clusters Score: Raw -4109824.837284 + Penalty 3432.823838 = -4106392.013446 nChanged 5 SP:Iteration 92Q (1193.424049 sec): 3 clusters Score: Raw -4109827.251278 + Penalty 3432.823838 = -4106394.427440 nChanged 6 SP:Iteration 93Q (1193.518352 sec): 3 clusters Score: Raw -4109829.413342 + Penalty 3432.823838 = -4106396.589504 nChanged 9 SP:Iteration 94Q (1193.626930 sec): 3 clusters Score: Raw -4109832.616768 + Penalty 3432.823838 = -4106399.792930 nChanged 6 SP:Iteration 95Q (1193.722953 sec): 3 clusters Score: Raw -4109833.802084 + Penalty 3432.823838 = -4106400.978246 nChanged 3 SP:Iteration 96Q (1193.822017 sec): 3 clusters Score: Raw -4109834.562222 + Penalty 3432.823838 = -4106401.738384 nChanged 4 SP:Iteration 97Q (1193.908553 sec): 3 clusters Score: Raw -4109835.609870 + Penalty 3432.823838 = -4106402.786032 nChanged 3 SP:Iteration 98Q (1194.011778 sec): 3 clusters Score: Raw -4109836.607019 + Penalty 3432.823838 = -4106403.783181 nChanged 1 SP:Iteration 99Q (1194.112215 sec): 3 clusters Score: Raw -4109836.883999 + Penalty 3432.823838 = -4106404.060161 nChanged 2 SP:Iteration 100F (1194.213952 sec): 3 clusters Score: Raw -4109837.256616 + Penalty 3432.823838 = -4106404.432778 nChanged 3 SP:Iteration 101Q (1194.313121 sec): 3 clusters Score: Raw -4109837.823066 + Penalty 3432.823838 = -4106404.999228 nChanged 2 SP:Iteration 102Q (1194.405550 sec): 3 clusters Score: Raw -4109838.441290 + Penalty 3432.823838 = -4106405.617452 nChanged 2 SP:Iteration 103Q (1194.511980 sec): 3 clusters Score: Raw -4109839.104254 + Penalty 3432.823838 = -4106406.280416 nChanged 4 SP:Iteration 104Q (1194.608177 sec): 3 clusters Score: Raw -4109839.959396 + Penalty 3432.823838 = -4106407.135558 nChanged 1 SP:Iteration 105Q (1194.703937 sec): 3 clusters Score: Raw -4109840.130660 + Penalty 3432.823838 = -4106407.306822 nChanged 1 SP:Iteration 106Q (1194.804135 sec): 3 clusters Score: Raw -4109840.575678 + Penalty 3432.823838 = -4106407.751840 nChanged 1 SP:Iteration 107Q (1194.904255 sec): 3 clusters Score: Raw -4109840.683611 + Penalty 3432.823838 = -4106407.859773 nChanged 0 SP:Iteration 108F (1195.014697 sec): 3 clusters Score: Raw -4109840.683611 + Penalty 3432.823838 = -4106407.859773 nChanged 0 Trying to split cluster 15 (71377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1195.128772 sec): 2 clusters Score: Raw -7566469.451417 + Penalty 1816.056282 = -7564653.395135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1195.287882 sec): 3 clusters Score: Raw -7520690.784766 + Penalty 3632.112564 = -7517058.672201 nChanged 33767 SP:Iteration 1F (1195.452425 sec): 3 clusters Score: Raw -7540922.072431 + Penalty 3632.112564 = -7537289.959866 nChanged 3616 SP:Iteration 2F (1195.621276 sec): 3 clusters Score: Raw -7542535.744598 + Penalty 3632.112564 = -7538903.632034 nChanged 4277 SP:Iteration 3F (1195.779651 sec): 3 clusters Score: Raw -7544913.032932 + Penalty 3632.112564 = -7541280.920367 nChanged 4923 SP:Iteration 4F (1195.938380 sec): 3 clusters Score: Raw -7548210.070601 + Penalty 3632.112564 = -7544577.958037 nChanged 5109 SP:Iteration 5F (1196.101092 sec): 3 clusters Score: Raw -7552157.244912 + Penalty 3632.112564 = -7548525.132347 nChanged 4605 SP:Iteration 6F (1196.249361 sec): 3 clusters Score: Raw -7555866.196012 + Penalty 3632.112564 = -7552234.083448 nChanged 3763 SP:Iteration 7F (1196.399304 sec): 3 clusters Score: Raw -7558639.443767 + Penalty 3632.112564 = -7555007.331203 nChanged 2763 SP:Iteration 8Q (1196.552765 sec): 3 clusters Score: Raw -7560234.308762 + Penalty 3632.112564 = -7556602.196198 nChanged 1898 SP:Iteration 9Q (1196.717800 sec): 3 clusters Score: Raw -7561243.386198 + Penalty 3632.112564 = -7557611.273633 nChanged 1405 SP:Iteration 10Q (1196.874146 sec): 3 clusters Score: Raw -7562082.396372 + Penalty 3632.112564 = -7558450.283808 nChanged 1229 SP:Iteration 11Q (1197.037914 sec): 3 clusters Score: Raw -7562901.261785 + Penalty 3632.112564 = -7559269.149220 nChanged 1191 SP:Iteration 12Q (1197.190753 sec): 3 clusters Score: Raw -7563764.060747 + Penalty 3632.112564 = -7560131.948183 nChanged 1063 SP:Iteration 13Q (1197.341094 sec): 3 clusters Score: Raw -7564476.567752 + Penalty 3632.112564 = -7560844.455188 nChanged 948 SP:Iteration 14Q (1197.492398 sec): 3 clusters Score: Raw -7565043.946113 + Penalty 3632.112564 = -7561411.833548 nChanged 853 SP:Iteration 15Q (1197.654102 sec): 3 clusters Score: Raw -7565486.891076 + Penalty 3632.112564 = -7561854.778512 nChanged 724 SP:Iteration 16Q (1197.810502 sec): 3 clusters Score: Raw -7565808.096155 + Penalty 3632.112564 = -7562175.983591 nChanged 579 SP:Iteration 17Q (1197.960983 sec): 3 clusters Score: Raw -7566032.692478 + Penalty 3632.112564 = -7562400.579913 nChanged 495 SP:Iteration 18Q (1198.115446 sec): 3 clusters Score: Raw -7566194.550285 + Penalty 3632.112564 = -7562562.437721 nChanged 409 SP:Iteration 19Q (1198.249282 sec): 3 clusters Score: Raw -7566305.473986 + Penalty 3632.112564 = -7562673.361422 nChanged 325 SP:Iteration 20F (1198.410930 sec): 3 clusters Score: Raw -7566382.257994 + Penalty 3632.112564 = -7562750.145430 nChanged 293 SP:Iteration 21Q (1198.544715 sec): 3 clusters Score: Raw -7566444.687228 + Penalty 3632.112564 = -7562812.574663 nChanged 248 SP:Iteration 22Q (1198.693064 sec): 3 clusters Score: Raw -7566491.971588 + Penalty 3632.112564 = -7562859.859024 nChanged 231 SP:Iteration 23Q (1198.855247 sec): 3 clusters Score: Raw -7566533.015287 + Penalty 3632.112564 = -7562900.902723 nChanged 212 SP:Iteration 24Q (1198.993460 sec): 3 clusters Score: Raw -7566569.584576 + Penalty 3632.112564 = -7562937.472012 nChanged 197 SP:Iteration 25Q (1199.132989 sec): 3 clusters Score: Raw -7566602.532609 + Penalty 3632.112564 = -7562970.420045 nChanged 194 SP:Iteration 26Q (1199.263231 sec): 3 clusters Score: Raw -7566635.390636 + Penalty 3632.112564 = -7563003.278072 nChanged 196 SP:Iteration 27Q (1199.397979 sec): 3 clusters Score: Raw -7566667.431267 + Penalty 3632.112564 = -7563035.318703 nChanged 173 SP:Iteration 28Q (1199.531512 sec): 3 clusters Score: Raw -7566693.521579 + Penalty 3632.112564 = -7563061.409015 nChanged 148 SP:Iteration 29Q (1199.674225 sec): 3 clusters Score: Raw -7566714.464588 + Penalty 3632.112564 = -7563082.352023 nChanged 161 SP:Iteration 30Q (1199.814034 sec): 3 clusters Score: Raw -7566737.962879 + Penalty 3632.112564 = -7563105.850314 nChanged 152 SP:Iteration 31Q (1199.958060 sec): 3 clusters Score: Raw -7566761.176519 + Penalty 3632.112564 = -7563129.063955 nChanged 154 SP:Iteration 32Q (1200.118179 sec): 3 clusters Score: Raw -7566783.745857 + Penalty 3632.112564 = -7563151.633293 nChanged 140 SP:Iteration 33Q (1200.260586 sec): 3 clusters Score: Raw -7566803.199651 + Penalty 3632.112564 = -7563171.087087 nChanged 143 SP:Iteration 34Q (1200.405303 sec): 3 clusters Score: Raw -7566825.329532 + Penalty 3632.112564 = -7563193.216967 nChanged 136 SP:Iteration 35Q (1200.539349 sec): 3 clusters Score: Raw -7566845.763894 + Penalty 3632.112564 = -7563213.651329 nChanged 122 SP:Iteration 36Q (1200.676867 sec): 3 clusters Score: Raw -7566862.635405 + Penalty 3632.112564 = -7563230.522841 nChanged 109 SP:Iteration 37Q (1200.819467 sec): 3 clusters Score: Raw -7566876.270276 + Penalty 3632.112564 = -7563244.157711 nChanged 105 SP:Iteration 38Q (1200.956390 sec): 3 clusters Score: Raw -7566889.882607 + Penalty 3632.112564 = -7563257.770042 nChanged 94 SP:Iteration 39Q (1201.078717 sec): 3 clusters Score: Raw -7566901.956094 + Penalty 3632.112564 = -7563269.843529 nChanged 84 SP:Iteration 40F (1201.236259 sec): 3 clusters Score: Raw -7566913.365009 + Penalty 3632.112564 = -7563281.252445 nChanged 81 SP:Iteration 41Q (1201.381805 sec): 3 clusters Score: Raw -7566924.460406 + Penalty 3632.112564 = -7563292.347842 nChanged 72 SP:Iteration 42Q (1201.506081 sec): 3 clusters Score: Raw -7566932.949022 + Penalty 3632.112564 = -7563300.836457 nChanged 75 SP:Iteration 43Q (1201.654086 sec): 3 clusters Score: Raw -7566941.845607 + Penalty 3632.112564 = -7563309.733042 nChanged 69 SP:Iteration 44Q (1201.795880 sec): 3 clusters Score: Raw -7566950.270325 + Penalty 3632.112564 = -7563318.157761 nChanged 74 SP:Iteration 45Q (1201.939595 sec): 3 clusters Score: Raw -7566959.233062 + Penalty 3632.112564 = -7563327.120497 nChanged 77 SP:Iteration 46Q (1202.079728 sec): 3 clusters Score: Raw -7566968.415181 + Penalty 3632.112564 = -7563336.302617 nChanged 67 SP:Iteration 47Q (1202.213463 sec): 3 clusters Score: Raw -7566975.685202 + Penalty 3632.112564 = -7563343.572638 nChanged 53 SP:Iteration 48Q (1202.361612 sec): 3 clusters Score: Raw -7566982.056292 + Penalty 3632.112564 = -7563349.943727 nChanged 56 SP:Iteration 49Q (1202.508992 sec): 3 clusters Score: Raw -7566988.727648 + Penalty 3632.112564 = -7563356.615084 nChanged 56 SP:Iteration 50Q (1202.642768 sec): 3 clusters Score: Raw -7566996.060995 + Penalty 3632.112564 = -7563363.948431 nChanged 61 SP:Iteration 51Q (1202.786075 sec): 3 clusters Score: Raw -7567004.531826 + Penalty 3632.112564 = -7563372.419262 nChanged 67 SP:Iteration 52Q (1202.936837 sec): 3 clusters Score: Raw -7567015.373474 + Penalty 3632.112564 = -7563383.260910 nChanged 59 SP:Iteration 53Q (1203.076888 sec): 3 clusters Score: Raw -7567024.017100 + Penalty 3632.112564 = -7563391.904535 nChanged 52 SP:Iteration 54Q (1203.215905 sec): 3 clusters Score: Raw -7567031.350706 + Penalty 3632.112564 = -7563399.238141 nChanged 63 SP:Iteration 55Q (1203.344474 sec): 3 clusters Score: Raw -7567039.750879 + Penalty 3632.112564 = -7563407.638314 nChanged 44 SP:Iteration 56Q (1203.490395 sec): 3 clusters Score: Raw -7567047.325924 + Penalty 3632.112564 = -7563415.213359 nChanged 49 SP:Iteration 57Q (1203.639505 sec): 3 clusters Score: Raw -7567053.632885 + Penalty 3632.112564 = -7563421.520320 nChanged 37 SP:Iteration 58Q (1203.770099 sec): 3 clusters Score: Raw -7567057.564640 + Penalty 3632.112564 = -7563425.452075 nChanged 29 SP:Iteration 59Q (1203.921239 sec): 3 clusters Score: Raw -7567061.401629 + Penalty 3632.112564 = -7563429.289065 nChanged 35 SP:Iteration 60F (1204.071302 sec): 3 clusters Score: Raw -7567066.290633 + Penalty 3632.112564 = -7563434.178068 nChanged 36 SP:Iteration 61Q (1204.226019 sec): 3 clusters Score: Raw -7567070.955535 + Penalty 3632.112564 = -7563438.842971 nChanged 30 SP:Iteration 62Q (1204.368286 sec): 3 clusters Score: Raw -7567074.314772 + Penalty 3632.112564 = -7563442.202207 nChanged 21 SP:Iteration 63Q (1204.512224 sec): 3 clusters Score: Raw -7567076.370668 + Penalty 3632.112564 = -7563444.258103 nChanged 20 SP:Iteration 64Q (1204.653271 sec): 3 clusters Score: Raw -7567078.398556 + Penalty 3632.112564 = -7563446.285992 nChanged 22 SP:Iteration 65Q (1204.802998 sec): 3 clusters Score: Raw -7567080.590535 + Penalty 3632.112564 = -7563448.477971 nChanged 32 SP:Iteration 66Q (1204.936644 sec): 3 clusters Score: Raw -7567084.167891 + Penalty 3632.112564 = -7563452.055326 nChanged 28 SP:Iteration 67Q (1205.075832 sec): 3 clusters Score: Raw -7567086.940744 + Penalty 3632.112564 = -7563454.828179 nChanged 18 SP:Iteration 68Q (1205.212238 sec): 3 clusters Score: Raw -7567088.979873 + Penalty 3632.112564 = -7563456.867309 nChanged 25 SP:Iteration 69Q (1205.343651 sec): 3 clusters Score: Raw -7567091.184778 + Penalty 3632.112564 = -7563459.072213 nChanged 21 SP:Iteration 70Q (1205.465624 sec): 3 clusters Score: Raw -7567092.746422 + Penalty 3632.112564 = -7563460.633858 nChanged 20 SP:Iteration 71Q (1205.608649 sec): 3 clusters Score: Raw -7567094.679896 + Penalty 3632.112564 = -7563462.567331 nChanged 28 SP:Iteration 72Q (1205.746911 sec): 3 clusters Score: Raw -7567096.615515 + Penalty 3632.112564 = -7563464.502951 nChanged 13 SP:Iteration 73Q (1205.872654 sec): 3 clusters Score: Raw -7567097.852632 + Penalty 3632.112564 = -7563465.740067 nChanged 12 SP:Iteration 74Q (1206.007874 sec): 3 clusters Score: Raw -7567098.750287 + Penalty 3632.112564 = -7563466.637723 nChanged 3 SP:Iteration 75Q (1206.149301 sec): 3 clusters Score: Raw -7567099.048335 + Penalty 3632.112564 = -7563466.935770 nChanged 5 SP:Iteration 76Q (1206.293036 sec): 3 clusters Score: Raw -7567099.450741 + Penalty 3632.112564 = -7563467.338177 nChanged 5 SP:Iteration 77Q (1206.424855 sec): 3 clusters Score: Raw -7567100.020977 + Penalty 3632.112564 = -7563467.908413 nChanged 5 SP:Iteration 78Q (1206.572991 sec): 3 clusters Score: Raw -7567100.512798 + Penalty 3632.112564 = -7563468.400233 nChanged 2 SP:Iteration 79Q (1206.703469 sec): 3 clusters Score: Raw -7567100.649805 + Penalty 3632.112564 = -7563468.537240 nChanged 3 SP:Iteration 80F (1206.875599 sec): 3 clusters Score: Raw -7567100.804310 + Penalty 3632.112564 = -7563468.691745 nChanged 4 SP:Iteration 81Q (1207.002908 sec): 3 clusters Score: Raw -7567101.076318 + Penalty 3632.112564 = -7563468.963754 nChanged 3 SP:Iteration 82Q (1207.152645 sec): 3 clusters Score: Raw -7567101.402897 + Penalty 3632.112564 = -7563469.290332 nChanged 2 SP:Iteration 83Q (1207.282108 sec): 3 clusters Score: Raw -7567101.506552 + Penalty 3632.112564 = -7563469.393988 nChanged 2 SP:Iteration 84Q (1207.428014 sec): 3 clusters Score: Raw -7567101.658918 + Penalty 3632.112564 = -7563469.546354 nChanged 2 SP:Iteration 85Q (1207.564826 sec): 3 clusters Score: Raw -7567101.737033 + Penalty 3632.112564 = -7563469.624468 nChanged 1 SP:Iteration 86Q (1207.697193 sec): 3 clusters Score: Raw -7567101.790664 + Penalty 3632.112564 = -7563469.678099 nChanged 2 SP:Iteration 87Q (1207.818729 sec): 3 clusters Score: Raw -7567101.845095 + Penalty 3632.112564 = -7563469.732531 nChanged 1 SP:Iteration 88Q (1207.954789 sec): 3 clusters Score: Raw -7567101.889245 + Penalty 3632.112564 = -7563469.776681 nChanged 2 SP:Iteration 89Q (1208.104605 sec): 3 clusters Score: Raw -7567101.972466 + Penalty 3632.112564 = -7563469.859902 nChanged 3 SP:Iteration 90Q (1208.237279 sec): 3 clusters Score: Raw -7567102.137832 + Penalty 3632.112564 = -7563470.025268 nChanged 3 SP:Iteration 91Q (1208.364224 sec): 3 clusters Score: Raw -7567102.280546 + Penalty 3632.112564 = -7563470.167982 nChanged 2 SP:Iteration 92Q (1208.499591 sec): 3 clusters Score: Raw -7567102.380828 + Penalty 3632.112564 = -7563470.268263 nChanged 0 SP:Iteration 93F (1208.663210 sec): 3 clusters Score: Raw -7567102.380828 + Penalty 3632.112564 = -7563470.268263 nChanged 0 Trying to split cluster 16 (2543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.698153 sec): 2 clusters Score: Raw -251313.162109 + Penalty 1274.178712 = -250038.983397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.752354 sec): 3 clusters Score: Raw -250170.289785 + Penalty 2548.357424 = -247621.932361 nChanged 931 SP:Iteration 1F (1208.789103 sec): 3 clusters Score: Raw -250732.613477 + Penalty 2548.357424 = -248184.256053 nChanged 201 SP:Iteration 2F (1208.841634 sec): 3 clusters Score: Raw -250870.307289 + Penalty 2548.357424 = -248321.949865 nChanged 117 SP:Iteration 3Q (1208.886761 sec): 3 clusters Score: Raw -250943.203767 + Penalty 2548.357424 = -248394.846343 nChanged 93 SP:Iteration 4Q (1208.925616 sec): 3 clusters Score: Raw -250998.831534 + Penalty 2548.357424 = -248450.474110 nChanged 74 SP:Iteration 5Q (1208.978856 sec): 3 clusters Score: Raw -251047.062729 + Penalty 2548.357424 = -248498.705306 nChanged 76 SP:Iteration 6Q (1209.030984 sec): 3 clusters Score: Raw -251093.246587 + Penalty 2548.357424 = -248544.889163 nChanged 59 SP:Iteration 7Q (1209.084499 sec): 3 clusters Score: Raw -251131.662480 + Penalty 2548.357424 = -248583.305056 nChanged 50 SP:Iteration 8Q (1209.137794 sec): 3 clusters Score: Raw -251162.273360 + Penalty 2548.357424 = -248613.915936 nChanged 49 SP:Iteration 9Q (1209.186389 sec): 3 clusters Score: Raw -251195.617362 + Penalty 2548.357424 = -248647.259938 nChanged 40 SP:Iteration 10Q (1209.232446 sec): 3 clusters Score: Raw -251220.474754 + Penalty 2548.357424 = -248672.117330 nChanged 43 SP:Iteration 11Q (1209.287532 sec): 3 clusters Score: Raw -251243.659889 + Penalty 2548.357424 = -248695.302465 nChanged 32 SP:Iteration 12Q (1209.347659 sec): 3 clusters Score: Raw -251263.833769 + Penalty 2548.357424 = -248715.476345 nChanged 35 SP:Iteration 13Q (1209.402339 sec): 3 clusters Score: Raw -251282.531002 + Penalty 2548.357424 = -248734.173578 nChanged 33 SP:Iteration 14Q (1209.457183 sec): 3 clusters Score: Raw -251306.961601 + Penalty 2548.357424 = -248758.604178 nChanged 36 SP:Iteration 15Q (1209.512063 sec): 3 clusters Score: Raw -251326.711389 + Penalty 2548.357424 = -248778.353965 nChanged 36 SP:Iteration 16Q (1209.554174 sec): 3 clusters Score: Raw -251343.867213 + Penalty 2548.357424 = -248795.509790 nChanged 23 SP:Iteration 17Q (1209.607392 sec): 3 clusters Score: Raw -251354.118109 + Penalty 2548.357424 = -248805.760686 nChanged 18 SP:Iteration 18Q (1209.674246 sec): 3 clusters Score: Raw -251362.445909 + Penalty 2548.357424 = -248814.088485 nChanged 18 SP:Iteration 19Q (1209.727971 sec): 3 clusters Score: Raw -251370.743291 + Penalty 2548.357424 = -248822.385868 nChanged 25 SP:Iteration 20F (1209.782198 sec): 3 clusters Score: Raw -251383.073300 + Penalty 2548.357424 = -248834.715876 nChanged 27 SP:Iteration 21Q (1209.835677 sec): 3 clusters Score: Raw -251403.263181 + Penalty 2548.357424 = -248854.905757 nChanged 19 SP:Iteration 22Q (1209.889863 sec): 3 clusters Score: Raw -251411.229980 + Penalty 2548.357424 = -248862.872556 nChanged 12 SP:Iteration 23Q (1209.940862 sec): 3 clusters Score: Raw -251417.347171 + Penalty 2548.357424 = -248868.989747 nChanged 11 SP:Iteration 24Q (1209.997611 sec): 3 clusters Score: Raw -251422.559656 + Penalty 2548.357424 = -248874.202232 nChanged 11 SP:Iteration 25Q (1210.044545 sec): 3 clusters Score: Raw -251427.726438 + Penalty 2548.357424 = -248879.369014 nChanged 9 SP:Iteration 26Q (1210.101535 sec): 3 clusters Score: Raw -251431.521643 + Penalty 2548.357424 = -248883.164219 nChanged 9 SP:Iteration 27Q (1210.150658 sec): 3 clusters Score: Raw -251434.627444 + Penalty 2548.357424 = -248886.270020 nChanged 7 SP:Iteration 28Q (1210.207441 sec): 3 clusters Score: Raw -251436.348784 + Penalty 2548.357424 = -248887.991360 nChanged 3 SP:Iteration 29Q (1210.266318 sec): 3 clusters Score: Raw -251437.858185 + Penalty 2548.357424 = -248889.500761 nChanged 4 SP:Iteration 30Q (1210.311751 sec): 3 clusters Score: Raw -251439.498407 + Penalty 2548.357424 = -248891.140984 nChanged 4 SP:Iteration 31Q (1210.367268 sec): 3 clusters Score: Raw -251443.359644 + Penalty 2548.357424 = -248895.002220 nChanged 3 SP:Iteration 32Q (1210.411591 sec): 3 clusters Score: Raw -251444.547126 + Penalty 2548.357424 = -248896.189702 nChanged 3 SP:Iteration 33Q (1210.469486 sec): 3 clusters Score: Raw -251445.733162 + Penalty 2548.357424 = -248897.375738 nChanged 1 SP:Iteration 34Q (1210.517396 sec): 3 clusters Score: Raw -251446.013694 + Penalty 2548.357424 = -248897.656270 nChanged 1 SP:Iteration 35Q (1210.575041 sec): 3 clusters Score: Raw -251446.378998 + Penalty 2548.357424 = -248898.021574 nChanged 1 SP:Iteration 36Q (1210.616148 sec): 3 clusters Score: Raw -251446.661068 + Penalty 2548.357424 = -248898.303644 nChanged 1 SP:Iteration 37Q (1210.672418 sec): 3 clusters Score: Raw -251446.858312 + Penalty 2548.357424 = -248898.500889 nChanged 1 SP:Iteration 38Q (1210.726928 sec): 3 clusters Score: Raw -251447.378881 + Penalty 2548.357424 = -248899.021457 nChanged 2 SP:Iteration 39Q (1210.780759 sec): 3 clusters Score: Raw -251448.116462 + Penalty 2548.357424 = -248899.759038 nChanged 6 SP:Iteration 40F (1210.831716 sec): 3 clusters Score: Raw -251452.100415 + Penalty 2548.357424 = -248903.742992 nChanged 7 SP:Iteration 41Q (1210.886753 sec): 3 clusters Score: Raw -251455.048489 + Penalty 2548.357424 = -248906.691065 nChanged 7 SP:Iteration 42Q (1210.938493 sec): 3 clusters Score: Raw -251457.214485 + Penalty 2548.357424 = -248908.857061 nChanged 5 SP:Iteration 43Q (1211.001682 sec): 3 clusters Score: Raw -251460.734592 + Penalty 2548.357424 = -248912.377169 nChanged 11 SP:Iteration 44Q (1211.038993 sec): 3 clusters Score: Raw -251465.756562 + Penalty 2548.357424 = -248917.399138 nChanged 9 SP:Iteration 45Q (1211.097940 sec): 3 clusters Score: Raw -251471.095160 + Penalty 2548.357424 = -248922.737736 nChanged 10 SP:Iteration 46Q (1211.153184 sec): 3 clusters Score: Raw -251475.451279 + Penalty 2548.357424 = -248927.093856 nChanged 10 SP:Iteration 47Q (1211.211238 sec): 3 clusters Score: Raw -251479.676283 + Penalty 2548.357424 = -248931.318860 nChanged 8 SP:Iteration 48Q (1211.258021 sec): 3 clusters Score: Raw -251482.501583 + Penalty 2548.357424 = -248934.144159 nChanged 7 SP:Iteration 49Q (1211.309259 sec): 3 clusters Score: Raw -251486.200521 + Penalty 2548.357424 = -248937.843097 nChanged 9 SP:Iteration 50Q (1211.369556 sec): 3 clusters Score: Raw -251491.221661 + Penalty 2548.357424 = -248942.864238 nChanged 9 SP:Iteration 51Q (1211.426445 sec): 3 clusters Score: Raw -251494.800559 + Penalty 2548.357424 = -248946.443135 nChanged 10 SP:Iteration 52Q (1211.474430 sec): 3 clusters Score: Raw -251500.495038 + Penalty 2548.357424 = -248952.137614 nChanged 13 SP:Iteration 53Q (1211.511845 sec): 3 clusters Score: Raw -251509.072838 + Penalty 2548.357424 = -248960.715414 nChanged 3 SP:Iteration 54Q (1211.573148 sec): 3 clusters Score: Raw -251510.405261 + Penalty 2548.357424 = -248962.047837 nChanged 1 SP:Iteration 55Q (1211.616610 sec): 3 clusters Score: Raw -251510.606227 + Penalty 2548.357424 = -248962.248803 nChanged 1 SP:Iteration 56Q (1211.657279 sec): 3 clusters Score: Raw -251510.775614 + Penalty 2548.357424 = -248962.418190 nChanged 1 SP:Iteration 57Q (1211.719015 sec): 3 clusters Score: Raw -251511.123244 + Penalty 2548.357424 = -248962.765820 nChanged 1 SP:Iteration 58Q (1211.762675 sec): 3 clusters Score: Raw -251511.447969 + Penalty 2548.357424 = -248963.090546 nChanged 0 SP:Iteration 59F (1211.807723 sec): 3 clusters Score: Raw -251511.447969 + Penalty 2548.357424 = -248963.090546 nChanged 0 Trying to split cluster 17 (6259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1211.827391 sec): 2 clusters Score: Raw -671553.734513 + Penalty 1420.538552 = -670133.195961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1211.889762 sec): 3 clusters Score: Raw -668169.823716 + Penalty 2841.077105 = -665328.746611 nChanged 2549 SP:Iteration 1F (1211.950238 sec): 3 clusters Score: Raw -669636.783697 + Penalty 2841.077105 = -666795.706593 nChanged 488 SP:Iteration 2F (1212.005114 sec): 3 clusters Score: Raw -669924.513437 + Penalty 2841.077105 = -667083.436333 nChanged 381 SP:Iteration 3F (1212.047764 sec): 3 clusters Score: Raw -670119.121976 + Penalty 2841.077105 = -667278.044872 nChanged 300 SP:Iteration 4Q (1212.100800 sec): 3 clusters Score: Raw -670283.555123 + Penalty 2841.077105 = -667442.478018 nChanged 260 SP:Iteration 5Q (1212.164434 sec): 3 clusters Score: Raw -670417.889352 + Penalty 2841.077105 = -667576.812247 nChanged 253 SP:Iteration 6Q (1212.207572 sec): 3 clusters Score: Raw -670561.155481 + Penalty 2841.077105 = -667720.078376 nChanged 275 SP:Iteration 7Q (1212.270635 sec): 3 clusters Score: Raw -670754.176653 + Penalty 2841.077105 = -667913.099548 nChanged 287 SP:Iteration 8Q (1212.313332 sec): 3 clusters Score: Raw -670948.444938 + Penalty 2841.077105 = -668107.367833 nChanged 240 SP:Iteration 9Q (1212.373216 sec): 3 clusters Score: Raw -671116.515713 + Penalty 2841.077105 = -668275.438609 nChanged 231 SP:Iteration 10Q (1212.418628 sec): 3 clusters Score: Raw -671289.971446 + Penalty 2841.077105 = -668448.894341 nChanged 193 SP:Iteration 11Q (1212.477468 sec): 3 clusters Score: Raw -671415.133051 + Penalty 2841.077105 = -668574.055946 nChanged 133 SP:Iteration 12Q (1212.533477 sec): 3 clusters Score: Raw -671505.752973 + Penalty 2841.077105 = -668664.675868 nChanged 117 SP:Iteration 13Q (1212.590176 sec): 3 clusters Score: Raw -671597.702728 + Penalty 2841.077105 = -668756.625623 nChanged 107 SP:Iteration 14Q (1212.634691 sec): 3 clusters Score: Raw -671681.578116 + Penalty 2841.077105 = -668840.501011 nChanged 85 SP:Iteration 15Q (1212.694789 sec): 3 clusters Score: Raw -671747.940660 + Penalty 2841.077105 = -668906.863555 nChanged 79 SP:Iteration 16Q (1212.748011 sec): 3 clusters Score: Raw -671812.794599 + Penalty 2841.077105 = -668971.717495 nChanged 61 SP:Iteration 17Q (1212.803415 sec): 3 clusters Score: Raw -671856.785902 + Penalty 2841.077105 = -669015.708797 nChanged 43 SP:Iteration 18Q (1212.852064 sec): 3 clusters Score: Raw -671882.543347 + Penalty 2841.077105 = -669041.466242 nChanged 37 SP:Iteration 19Q (1212.900284 sec): 3 clusters Score: Raw -671910.029880 + Penalty 2841.077105 = -669068.952775 nChanged 38 SP:Iteration 20F (1212.956566 sec): 3 clusters Score: Raw -671943.417940 + Penalty 2841.077105 = -669102.340835 nChanged 36 SP:Iteration 21Q (1213.003479 sec): 3 clusters Score: Raw -671964.657260 + Penalty 2841.077105 = -669123.580156 nChanged 25 SP:Iteration 22Q (1213.061625 sec): 3 clusters Score: Raw -671976.509115 + Penalty 2841.077105 = -669135.432010 nChanged 23 SP:Iteration 23Q (1213.108380 sec): 3 clusters Score: Raw -671991.365630 + Penalty 2841.077105 = -669150.288525 nChanged 21 SP:Iteration 24Q (1213.161196 sec): 3 clusters Score: Raw -672003.527991 + Penalty 2841.077105 = -669162.450886 nChanged 17 SP:Iteration 25Q (1213.219086 sec): 3 clusters Score: Raw -672013.563235 + Penalty 2841.077105 = -669172.486130 nChanged 15 SP:Iteration 26Q (1213.280061 sec): 3 clusters Score: Raw -672020.720435 + Penalty 2841.077105 = -669179.643330 nChanged 10 SP:Iteration 27Q (1213.342505 sec): 3 clusters Score: Raw -672025.034840 + Penalty 2841.077105 = -669183.957735 nChanged 6 SP:Iteration 28Q (1213.395246 sec): 3 clusters Score: Raw -672026.939809 + Penalty 2841.077105 = -669185.862704 nChanged 1 SP:Iteration 29Q (1213.462053 sec): 3 clusters Score: Raw -672027.414630 + Penalty 2841.077105 = -669186.337525 nChanged 0 SP:Iteration 30F (1213.515482 sec): 3 clusters Score: Raw -672027.414630 + Penalty 2841.077105 = -669186.337525 nChanged 0 Trying to split cluster 18 (6014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1213.546010 sec): 2 clusters Score: Raw -639252.853822 + Penalty 1414.049872 = -637838.803950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1213.595072 sec): 3 clusters Score: Raw -635987.725888 + Penalty 2828.099743 = -633159.626145 nChanged 2511 SP:Iteration 1F (1213.651204 sec): 3 clusters Score: Raw -637468.711811 + Penalty 2828.099743 = -634640.612068 nChanged 461 SP:Iteration 2F (1213.713291 sec): 3 clusters Score: Raw -637722.913372 + Penalty 2828.099743 = -634894.813629 nChanged 369 SP:Iteration 3F (1213.774383 sec): 3 clusters Score: Raw -637944.779804 + Penalty 2828.099743 = -635116.680061 nChanged 318 SP:Iteration 4F (1213.824375 sec): 3 clusters Score: Raw -638126.930757 + Penalty 2828.099743 = -635298.831014 nChanged 278 SP:Iteration 5Q (1213.891728 sec): 3 clusters Score: Raw -638278.911497 + Penalty 2828.099743 = -635450.811754 nChanged 265 SP:Iteration 6Q (1213.951938 sec): 3 clusters Score: Raw -638432.560419 + Penalty 2828.099743 = -635604.460676 nChanged 261 SP:Iteration 7Q (1214.012748 sec): 3 clusters Score: Raw -638615.268931 + Penalty 2828.099743 = -635787.169188 nChanged 289 SP:Iteration 8Q (1214.058637 sec): 3 clusters Score: Raw -638838.213541 + Penalty 2828.099743 = -636010.113798 nChanged 289 SP:Iteration 9Q (1214.120844 sec): 3 clusters Score: Raw -639040.827209 + Penalty 2828.099743 = -636212.727466 nChanged 247 SP:Iteration 10Q (1214.172466 sec): 3 clusters Score: Raw -639215.909053 + Penalty 2828.099743 = -636387.809310 nChanged 248 SP:Iteration 11Q (1214.238040 sec): 3 clusters Score: Raw -639379.697934 + Penalty 2828.099743 = -636551.598191 nChanged 213 SP:Iteration 12Q (1214.300645 sec): 3 clusters Score: Raw -639489.709625 + Penalty 2828.099743 = -636661.609882 nChanged 157 SP:Iteration 13Q (1214.351144 sec): 3 clusters Score: Raw -639566.655498 + Penalty 2828.099743 = -636738.555755 nChanged 141 SP:Iteration 14Q (1214.420515 sec): 3 clusters Score: Raw -639625.124921 + Penalty 2828.099743 = -636797.025177 nChanged 102 SP:Iteration 15Q (1214.477886 sec): 3 clusters Score: Raw -639665.775622 + Penalty 2828.099743 = -636837.675879 nChanged 88 SP:Iteration 16Q (1214.527826 sec): 3 clusters Score: Raw -639703.304644 + Penalty 2828.099743 = -636875.204900 nChanged 81 SP:Iteration 17Q (1214.585729 sec): 3 clusters Score: Raw -639735.459119 + Penalty 2828.099743 = -636907.359376 nChanged 78 SP:Iteration 18Q (1214.645301 sec): 3 clusters Score: Raw -639772.212012 + Penalty 2828.099743 = -636944.112269 nChanged 90 SP:Iteration 19Q (1214.700862 sec): 3 clusters Score: Raw -639812.535469 + Penalty 2828.099743 = -636984.435725 nChanged 83 SP:Iteration 20F (1214.763772 sec): 3 clusters Score: Raw -639850.078934 + Penalty 2828.099743 = -637021.979191 nChanged 71 SP:Iteration 21Q (1214.828823 sec): 3 clusters Score: Raw -639880.786680 + Penalty 2828.099743 = -637052.686937 nChanged 71 SP:Iteration 22Q (1214.894703 sec): 3 clusters Score: Raw -639910.703672 + Penalty 2828.099743 = -637082.603929 nChanged 72 SP:Iteration 23Q (1214.958216 sec): 3 clusters Score: Raw -639942.417033 + Penalty 2828.099743 = -637114.317290 nChanged 62 SP:Iteration 24Q (1215.009771 sec): 3 clusters Score: Raw -639967.724912 + Penalty 2828.099743 = -637139.625169 nChanged 55 SP:Iteration 25Q (1215.084157 sec): 3 clusters Score: Raw -639989.056906 + Penalty 2828.099743 = -637160.957162 nChanged 43 SP:Iteration 26Q (1215.127904 sec): 3 clusters Score: Raw -640003.257526 + Penalty 2828.099743 = -637175.157783 nChanged 43 SP:Iteration 27Q (1215.184763 sec): 3 clusters Score: Raw -640016.383085 + Penalty 2828.099743 = -637188.283342 nChanged 39 SP:Iteration 28Q (1215.244508 sec): 3 clusters Score: Raw -640027.167770 + Penalty 2828.099743 = -637199.068027 nChanged 37 SP:Iteration 29Q (1215.303430 sec): 3 clusters Score: Raw -640037.572190 + Penalty 2828.099743 = -637209.472446 nChanged 28 SP:Iteration 30Q (1215.373285 sec): 3 clusters Score: Raw -640045.710811 + Penalty 2828.099743 = -637217.611067 nChanged 27 SP:Iteration 31Q (1215.419743 sec): 3 clusters Score: Raw -640054.550760 + Penalty 2828.099743 = -637226.451017 nChanged 26 SP:Iteration 32Q (1215.487341 sec): 3 clusters Score: Raw -640061.368258 + Penalty 2828.099743 = -637233.268515 nChanged 28 SP:Iteration 33Q (1215.553714 sec): 3 clusters Score: Raw -640068.274585 + Penalty 2828.099743 = -637240.174842 nChanged 23 SP:Iteration 34Q (1215.602721 sec): 3 clusters Score: Raw -640076.380444 + Penalty 2828.099743 = -637248.280701 nChanged 26 SP:Iteration 35Q (1215.670075 sec): 3 clusters Score: Raw -640086.254686 + Penalty 2828.099743 = -637258.154943 nChanged 31 SP:Iteration 36Q (1215.725413 sec): 3 clusters Score: Raw -640096.614548 + Penalty 2828.099743 = -637268.514804 nChanged 20 SP:Iteration 37Q (1215.779892 sec): 3 clusters Score: Raw -640102.114253 + Penalty 2828.099743 = -637274.014510 nChanged 21 SP:Iteration 38Q (1215.840059 sec): 3 clusters Score: Raw -640108.101879 + Penalty 2828.099743 = -637280.002136 nChanged 16 SP:Iteration 39Q (1215.886275 sec): 3 clusters Score: Raw -640112.768634 + Penalty 2828.099743 = -637284.668890 nChanged 13 SP:Iteration 40F (1215.954667 sec): 3 clusters Score: Raw -640116.610688 + Penalty 2828.099743 = -637288.510945 nChanged 16 SP:Iteration 41Q (1216.014947 sec): 3 clusters Score: Raw -640122.590174 + Penalty 2828.099743 = -637294.490431 nChanged 23 SP:Iteration 42Q (1216.068330 sec): 3 clusters Score: Raw -640128.015772 + Penalty 2828.099743 = -637299.916029 nChanged 19 SP:Iteration 43Q (1216.114393 sec): 3 clusters Score: Raw -640132.902651 + Penalty 2828.099743 = -637304.802908 nChanged 20 SP:Iteration 44Q (1216.171142 sec): 3 clusters Score: Raw -640138.569260 + Penalty 2828.099743 = -637310.469517 nChanged 16 SP:Iteration 45Q (1216.223576 sec): 3 clusters Score: Raw -640142.999082 + Penalty 2828.099743 = -637314.899339 nChanged 14 SP:Iteration 46Q (1216.290335 sec): 3 clusters Score: Raw -640146.378133 + Penalty 2828.099743 = -637318.278390 nChanged 11 SP:Iteration 47Q (1216.348820 sec): 3 clusters Score: Raw -640149.075520 + Penalty 2828.099743 = -637320.975777 nChanged 9 SP:Iteration 48Q (1216.396025 sec): 3 clusters Score: Raw -640150.862959 + Penalty 2828.099743 = -637322.763215 nChanged 9 SP:Iteration 49Q (1216.465942 sec): 3 clusters Score: Raw -640152.808103 + Penalty 2828.099743 = -637324.708360 nChanged 8 SP:Iteration 50Q (1216.524690 sec): 3 clusters Score: Raw -640154.045664 + Penalty 2828.099743 = -637325.945921 nChanged 4 SP:Iteration 51Q (1216.582829 sec): 3 clusters Score: Raw -640154.655484 + Penalty 2828.099743 = -637326.555741 nChanged 5 SP:Iteration 52Q (1216.635745 sec): 3 clusters Score: Raw -640155.833389 + Penalty 2828.099743 = -637327.733646 nChanged 6 SP:Iteration 53Q (1216.692300 sec): 3 clusters Score: Raw -640156.953081 + Penalty 2828.099743 = -637328.853338 nChanged 6 SP:Iteration 54Q (1216.741054 sec): 3 clusters Score: Raw -640159.315926 + Penalty 2828.099743 = -637331.216183 nChanged 9 SP:Iteration 55Q (1216.797054 sec): 3 clusters Score: Raw -640162.237052 + Penalty 2828.099743 = -637334.137309 nChanged 6 SP:Iteration 56Q (1216.855783 sec): 3 clusters Score: Raw -640163.151270 + Penalty 2828.099743 = -637335.051527 nChanged 4 SP:Iteration 57Q (1216.922933 sec): 3 clusters Score: Raw -640163.741633 + Penalty 2828.099743 = -637335.641889 nChanged 2 SP:Iteration 58Q (1216.982283 sec): 3 clusters Score: Raw -640163.903141 + Penalty 2828.099743 = -637335.803397 nChanged 1 SP:Iteration 59Q (1217.037600 sec): 3 clusters Score: Raw -640164.134738 + Penalty 2828.099743 = -637336.034995 nChanged 1 SP:Iteration 60F (1217.086468 sec): 3 clusters Score: Raw -640164.207333 + Penalty 2828.099743 = -637336.107590 nChanged 0 Trying to split cluster 19 (5748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1217.120254 sec): 2 clusters Score: Raw -611389.217715 + Penalty 1406.698678 = -609982.519038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1217.172506 sec): 3 clusters Score: Raw -608319.555140 + Penalty 2813.397355 = -605506.157784 nChanged 2315 SP:Iteration 1F (1217.229662 sec): 3 clusters Score: Raw -609527.317963 + Penalty 2813.397355 = -606713.920608 nChanged 397 SP:Iteration 2F (1217.286021 sec): 3 clusters Score: Raw -609730.123250 + Penalty 2813.397355 = -606916.725895 nChanged 297 SP:Iteration 3F (1217.350666 sec): 3 clusters Score: Raw -609865.864708 + Penalty 2813.397355 = -607052.467352 nChanged 226 SP:Iteration 4Q (1217.399730 sec): 3 clusters Score: Raw -609971.028981 + Penalty 2813.397355 = -607157.631625 nChanged 200 SP:Iteration 5Q (1217.457075 sec): 3 clusters Score: Raw -610053.056856 + Penalty 2813.397355 = -607239.659501 nChanged 163 SP:Iteration 6Q (1217.515077 sec): 3 clusters Score: Raw -610113.231082 + Penalty 2813.397355 = -607299.833727 nChanged 148 SP:Iteration 7Q (1217.567094 sec): 3 clusters Score: Raw -610173.574005 + Penalty 2813.397355 = -607360.176650 nChanged 145 SP:Iteration 8Q (1217.626067 sec): 3 clusters Score: Raw -610232.727544 + Penalty 2813.397355 = -607419.330188 nChanged 120 SP:Iteration 9Q (1217.687542 sec): 3 clusters Score: Raw -610282.658051 + Penalty 2813.397355 = -607469.260696 nChanged 126 SP:Iteration 10Q (1217.747229 sec): 3 clusters Score: Raw -610334.100382 + Penalty 2813.397355 = -607520.703026 nChanged 130 SP:Iteration 11Q (1217.805959 sec): 3 clusters Score: Raw -610395.638228 + Penalty 2813.397355 = -607582.240873 nChanged 128 SP:Iteration 12Q (1217.857282 sec): 3 clusters Score: Raw -610459.814259 + Penalty 2813.397355 = -607646.416904 nChanged 140 SP:Iteration 13Q (1217.913690 sec): 3 clusters Score: Raw -610524.512571 + Penalty 2813.397355 = -607711.115215 nChanged 129 SP:Iteration 14Q (1217.972653 sec): 3 clusters Score: Raw -610580.437554 + Penalty 2813.397355 = -607767.040199 nChanged 129 SP:Iteration 15Q (1218.028657 sec): 3 clusters Score: Raw -610656.073304 + Penalty 2813.397355 = -607842.675948 nChanged 140 SP:Iteration 16Q (1218.087866 sec): 3 clusters Score: Raw -610743.577384 + Penalty 2813.397355 = -607930.180028 nChanged 142 SP:Iteration 17Q (1218.154135 sec): 3 clusters Score: Raw -610821.908422 + Penalty 2813.397355 = -608008.511067 nChanged 131 SP:Iteration 18Q (1218.201483 sec): 3 clusters Score: Raw -610894.610949 + Penalty 2813.397355 = -608081.213594 nChanged 119 SP:Iteration 19Q (1218.268542 sec): 3 clusters Score: Raw -610960.368127 + Penalty 2813.397355 = -608146.970771 nChanged 126 SP:Iteration 20F (1218.325589 sec): 3 clusters Score: Raw -611036.820989 + Penalty 2813.397355 = -608223.423634 nChanged 117 SP:Iteration 21Q (1218.375171 sec): 3 clusters Score: Raw -611107.225580 + Penalty 2813.397355 = -608293.828225 nChanged 105 SP:Iteration 22Q (1218.432315 sec): 3 clusters Score: Raw -611167.343206 + Penalty 2813.397355 = -608353.945851 nChanged 87 SP:Iteration 23Q (1218.492518 sec): 3 clusters Score: Raw -611224.161472 + Penalty 2813.397355 = -608410.764117 nChanged 79 SP:Iteration 24Q (1218.544556 sec): 3 clusters Score: Raw -611286.788879 + Penalty 2813.397355 = -608473.391524 nChanged 73 SP:Iteration 25Q (1218.599545 sec): 3 clusters Score: Raw -611347.191308 + Penalty 2813.397355 = -608533.793953 nChanged 69 SP:Iteration 26Q (1218.660383 sec): 3 clusters Score: Raw -611395.907252 + Penalty 2813.397355 = -608582.509897 nChanged 42 SP:Iteration 27Q (1218.707283 sec): 3 clusters Score: Raw -611422.774978 + Penalty 2813.397355 = -608609.377622 nChanged 36 SP:Iteration 28Q (1218.763982 sec): 3 clusters Score: Raw -611446.021190 + Penalty 2813.397355 = -608632.623834 nChanged 25 SP:Iteration 29Q (1218.828016 sec): 3 clusters Score: Raw -611460.070951 + Penalty 2813.397355 = -608646.673596 nChanged 21 SP:Iteration 30Q (1218.887009 sec): 3 clusters Score: Raw -611471.955999 + Penalty 2813.397355 = -608658.558644 nChanged 24 SP:Iteration 31Q (1218.941370 sec): 3 clusters Score: Raw -611484.145207 + Penalty 2813.397355 = -608670.747852 nChanged 14 SP:Iteration 32Q (1218.995471 sec): 3 clusters Score: Raw -611491.633823 + Penalty 2813.397355 = -608678.236468 nChanged 10 SP:Iteration 33Q (1219.055361 sec): 3 clusters Score: Raw -611495.838475 + Penalty 2813.397355 = -608682.441120 nChanged 7 SP:Iteration 34Q (1219.113496 sec): 3 clusters Score: Raw -611501.254480 + Penalty 2813.397355 = -608687.857125 nChanged 15 SP:Iteration 35Q (1219.167786 sec): 3 clusters Score: Raw -611510.962975 + Penalty 2813.397355 = -608697.565620 nChanged 12 SP:Iteration 36Q (1219.218622 sec): 3 clusters Score: Raw -611518.448219 + Penalty 2813.397355 = -608705.050863 nChanged 15 SP:Iteration 37Q (1219.275456 sec): 3 clusters Score: Raw -611530.036446 + Penalty 2813.397355 = -608716.639091 nChanged 10 SP:Iteration 38Q (1219.332381 sec): 3 clusters Score: Raw -611534.915795 + Penalty 2813.397355 = -608721.518440 nChanged 6 SP:Iteration 39Q (1219.376436 sec): 3 clusters Score: Raw -611537.806028 + Penalty 2813.397355 = -608724.408673 nChanged 2 SP:Iteration 40F (1219.434055 sec): 3 clusters Score: Raw -611538.986453 + Penalty 2813.397355 = -608725.589098 nChanged 2 SP:Iteration 41Q (1219.501026 sec): 3 clusters Score: Raw -611540.768904 + Penalty 2813.397355 = -608727.371548 nChanged 5 SP:Iteration 42Q (1219.556919 sec): 3 clusters Score: Raw -611543.436941 + Penalty 2813.397355 = -608730.039585 nChanged 2 SP:Iteration 43Q (1219.607834 sec): 3 clusters Score: Raw -611544.983863 + Penalty 2813.397355 = -608731.586507 nChanged 4 SP:Iteration 44Q (1219.665480 sec): 3 clusters Score: Raw -611546.617901 + Penalty 2813.397355 = -608733.220546 nChanged 4 SP:Iteration 45Q (1219.728051 sec): 3 clusters Score: Raw -611549.440995 + Penalty 2813.397355 = -608736.043639 nChanged 4 SP:Iteration 46Q (1219.773186 sec): 3 clusters Score: Raw -611551.863083 + Penalty 2813.397355 = -608738.465728 nChanged 5 SP:Iteration 47Q (1219.825819 sec): 3 clusters Score: Raw -611555.717598 + Penalty 2813.397355 = -608742.320243 nChanged 3 SP:Iteration 48Q (1219.871800 sec): 3 clusters Score: Raw -611557.811540 + Penalty 2813.397355 = -608744.414185 nChanged 2 SP:Iteration 49Q (1219.931661 sec): 3 clusters Score: Raw -611559.765116 + Penalty 2813.397355 = -608746.367760 nChanged 3 SP:Iteration 50Q (1219.985449 sec): 3 clusters Score: Raw -611562.748175 + Penalty 2813.397355 = -608749.350820 nChanged 1 SP:Iteration 51Q (1220.040162 sec): 3 clusters Score: Raw -611563.192828 + Penalty 2813.397355 = -608749.795473 nChanged 1 SP:Iteration 52Q (1220.089007 sec): 3 clusters Score: Raw -611563.516410 + Penalty 2813.397355 = -608750.119055 nChanged 0 SP:Iteration 53F (1220.148133 sec): 3 clusters Score: Raw -611563.516410 + Penalty 2813.397355 = -608750.119055 nChanged 0 Trying to split cluster 20 (5945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1220.190042 sec): 2 clusters Score: Raw -612189.816285 + Penalty 1412.174694 = -610777.641591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1220.235318 sec): 3 clusters Score: Raw -608994.124820 + Penalty 2824.349388 = -606169.775432 nChanged 2419 SP:Iteration 1F (1220.289214 sec): 3 clusters Score: Raw -610322.147450 + Penalty 2824.349388 = -607497.798062 nChanged 409 SP:Iteration 2F (1220.344104 sec): 3 clusters Score: Raw -610562.170745 + Penalty 2824.349388 = -607737.821357 nChanged 366 SP:Iteration 3F (1220.410913 sec): 3 clusters Score: Raw -610766.441794 + Penalty 2824.349388 = -607942.092406 nChanged 321 SP:Iteration 4F (1220.457232 sec): 3 clusters Score: Raw -610963.924801 + Penalty 2824.349388 = -608139.575413 nChanged 313 SP:Iteration 5F (1220.515625 sec): 3 clusters Score: Raw -611174.221428 + Penalty 2824.349388 = -608349.872040 nChanged 299 SP:Iteration 6F (1220.577157 sec): 3 clusters Score: Raw -611381.573834 + Penalty 2824.349388 = -608557.224446 nChanged 274 SP:Iteration 7Q (1220.632449 sec): 3 clusters Score: Raw -611573.819816 + Penalty 2824.349388 = -608749.470428 nChanged 247 SP:Iteration 8Q (1220.677782 sec): 3 clusters Score: Raw -611767.996136 + Penalty 2824.349388 = -608943.646748 nChanged 251 SP:Iteration 9Q (1220.736161 sec): 3 clusters Score: Raw -611982.380769 + Penalty 2824.349388 = -609158.031381 nChanged 204 SP:Iteration 10Q (1220.790300 sec): 3 clusters Score: Raw -612152.599316 + Penalty 2824.349388 = -609328.249928 nChanged 166 SP:Iteration 11Q (1220.857869 sec): 3 clusters Score: Raw -612285.231131 + Penalty 2824.349388 = -609460.881743 nChanged 126 SP:Iteration 12Q (1220.910508 sec): 3 clusters Score: Raw -612364.075295 + Penalty 2824.349388 = -609539.725907 nChanged 97 SP:Iteration 13Q (1220.956524 sec): 3 clusters Score: Raw -612430.608408 + Penalty 2824.349388 = -609606.259020 nChanged 86 SP:Iteration 14Q (1221.020610 sec): 3 clusters Score: Raw -612485.139650 + Penalty 2824.349388 = -609660.790262 nChanged 84 SP:Iteration 15Q (1221.061853 sec): 3 clusters Score: Raw -612533.096026 + Penalty 2824.349388 = -609708.746639 nChanged 69 SP:Iteration 16Q (1221.119926 sec): 3 clusters Score: Raw -612575.199120 + Penalty 2824.349388 = -609750.849732 nChanged 63 SP:Iteration 17Q (1221.175875 sec): 3 clusters Score: Raw -612614.224566 + Penalty 2824.349388 = -609789.875178 nChanged 41 SP:Iteration 18Q (1221.224185 sec): 3 clusters Score: Raw -612632.373764 + Penalty 2824.349388 = -609808.024376 nChanged 34 SP:Iteration 19Q (1221.277936 sec): 3 clusters Score: Raw -612645.325780 + Penalty 2824.349388 = -609820.976392 nChanged 29 SP:Iteration 20F (1221.336389 sec): 3 clusters Score: Raw -612658.018295 + Penalty 2824.349388 = -609833.668907 nChanged 27 SP:Iteration 21Q (1221.386941 sec): 3 clusters Score: Raw -612670.010267 + Penalty 2824.349388 = -609845.660879 nChanged 27 SP:Iteration 22Q (1221.431839 sec): 3 clusters Score: Raw -612682.266643 + Penalty 2824.349388 = -609857.917255 nChanged 28 SP:Iteration 23Q (1221.486953 sec): 3 clusters Score: Raw -612692.697285 + Penalty 2824.349388 = -609868.347897 nChanged 26 SP:Iteration 24Q (1221.544158 sec): 3 clusters Score: Raw -612700.831150 + Penalty 2824.349388 = -609876.481762 nChanged 24 SP:Iteration 25Q (1221.591307 sec): 3 clusters Score: Raw -612709.563314 + Penalty 2824.349388 = -609885.213926 nChanged 21 SP:Iteration 26Q (1221.642715 sec): 3 clusters Score: Raw -612714.960629 + Penalty 2824.349388 = -609890.611241 nChanged 10 SP:Iteration 27Q (1221.696578 sec): 3 clusters Score: Raw -612717.861194 + Penalty 2824.349388 = -609893.511806 nChanged 6 SP:Iteration 28Q (1221.760049 sec): 3 clusters Score: Raw -612720.309846 + Penalty 2824.349388 = -609895.960458 nChanged 9 SP:Iteration 29Q (1221.812786 sec): 3 clusters Score: Raw -612722.266287 + Penalty 2824.349388 = -609897.916899 nChanged 6 SP:Iteration 30Q (1221.862584 sec): 3 clusters Score: Raw -612724.009529 + Penalty 2824.349388 = -609899.660141 nChanged 8 SP:Iteration 31Q (1221.909560 sec): 3 clusters Score: Raw -612726.124607 + Penalty 2824.349388 = -609901.775219 nChanged 5 SP:Iteration 32Q (1221.972941 sec): 3 clusters Score: Raw -612727.293586 + Penalty 2824.349388 = -609902.944198 nChanged 4 SP:Iteration 33Q (1222.031649 sec): 3 clusters Score: Raw -612728.396682 + Penalty 2824.349388 = -609904.047294 nChanged 4 SP:Iteration 34Q (1222.082918 sec): 3 clusters Score: Raw -612729.033744 + Penalty 2824.349388 = -609904.684356 nChanged 0 SP:Iteration 35F (1222.129830 sec): 3 clusters Score: Raw -612729.033744 + Penalty 2824.349388 = -609904.684356 nChanged 0 Trying to split cluster 21 (12329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1222.168539 sec): 2 clusters Score: Raw -1258257.959072 + Penalty 1530.702792 = -1256727.256280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1222.244149 sec): 3 clusters Score: Raw -1251071.563183 + Penalty 3061.405584 = -1248010.157599 nChanged 5479 SP:Iteration 1F (1222.309114 sec): 3 clusters Score: Raw -1253963.485067 + Penalty 3061.405584 = -1250902.079483 nChanged 631 SP:Iteration 2F (1222.379370 sec): 3 clusters Score: Raw -1254170.595062 + Penalty 3061.405584 = -1251109.189478 nChanged 518 SP:Iteration 3Q (1222.438228 sec): 3 clusters Score: Raw -1254342.833495 + Penalty 3061.405584 = -1251281.427911 nChanged 451 SP:Iteration 4Q (1222.507411 sec): 3 clusters Score: Raw -1254503.251854 + Penalty 3061.405584 = -1251441.846270 nChanged 436 SP:Iteration 5Q (1222.584963 sec): 3 clusters Score: Raw -1254667.406819 + Penalty 3061.405584 = -1251606.001235 nChanged 432 SP:Iteration 6Q (1222.654618 sec): 3 clusters Score: Raw -1254863.151041 + Penalty 3061.405584 = -1251801.745457 nChanged 493 SP:Iteration 7Q (1222.718630 sec): 3 clusters Score: Raw -1255088.799330 + Penalty 3061.405584 = -1252027.393746 nChanged 511 SP:Iteration 8Q (1222.788030 sec): 3 clusters Score: Raw -1255337.915701 + Penalty 3061.405584 = -1252276.510117 nChanged 549 SP:Iteration 9Q (1222.861563 sec): 3 clusters Score: Raw -1255614.267525 + Penalty 3061.405584 = -1252552.861941 nChanged 559 SP:Iteration 10Q (1222.927160 sec): 3 clusters Score: Raw -1255879.480211 + Penalty 3061.405584 = -1252818.074627 nChanged 484 SP:Iteration 11Q (1222.999137 sec): 3 clusters Score: Raw -1256105.010469 + Penalty 3061.405584 = -1253043.604885 nChanged 464 SP:Iteration 12Q (1223.064571 sec): 3 clusters Score: Raw -1256295.043624 + Penalty 3061.405584 = -1253233.638040 nChanged 394 SP:Iteration 13Q (1223.131253 sec): 3 clusters Score: Raw -1256447.066832 + Penalty 3061.405584 = -1253385.661247 nChanged 330 SP:Iteration 14Q (1223.200505 sec): 3 clusters Score: Raw -1256572.037789 + Penalty 3061.405584 = -1253510.632205 nChanged 299 SP:Iteration 15Q (1223.257223 sec): 3 clusters Score: Raw -1256675.916649 + Penalty 3061.405584 = -1253614.511064 nChanged 267 SP:Iteration 16Q (1223.330072 sec): 3 clusters Score: Raw -1256764.648416 + Penalty 3061.405584 = -1253703.242832 nChanged 249 SP:Iteration 17Q (1223.397974 sec): 3 clusters Score: Raw -1256845.640801 + Penalty 3061.405584 = -1253784.235217 nChanged 222 SP:Iteration 18Q (1223.466821 sec): 3 clusters Score: Raw -1256907.872375 + Penalty 3061.405584 = -1253846.466791 nChanged 170 SP:Iteration 19Q (1223.530218 sec): 3 clusters Score: Raw -1256947.951571 + Penalty 3061.405584 = -1253886.545987 nChanged 139 SP:Iteration 20F (1223.593768 sec): 3 clusters Score: Raw -1256976.581030 + Penalty 3061.405584 = -1253915.175446 nChanged 109 SP:Iteration 21Q (1223.646407 sec): 3 clusters Score: Raw -1256996.994963 + Penalty 3061.405584 = -1253935.589378 nChanged 103 SP:Iteration 22Q (1223.720367 sec): 3 clusters Score: Raw -1257015.659920 + Penalty 3061.405584 = -1253954.254335 nChanged 101 SP:Iteration 23Q (1223.790047 sec): 3 clusters Score: Raw -1257031.384990 + Penalty 3061.405584 = -1253969.979406 nChanged 91 SP:Iteration 24Q (1223.861457 sec): 3 clusters Score: Raw -1257048.552126 + Penalty 3061.405584 = -1253987.146542 nChanged 88 SP:Iteration 25Q (1223.925080 sec): 3 clusters Score: Raw -1257062.472052 + Penalty 3061.405584 = -1254001.066467 nChanged 68 SP:Iteration 26Q (1223.977411 sec): 3 clusters Score: Raw -1257072.704552 + Penalty 3061.405584 = -1254011.298968 nChanged 55 SP:Iteration 27Q (1224.047765 sec): 3 clusters Score: Raw -1257082.266907 + Penalty 3061.405584 = -1254020.861323 nChanged 58 SP:Iteration 28Q (1224.100140 sec): 3 clusters Score: Raw -1257091.922724 + Penalty 3061.405584 = -1254030.517140 nChanged 55 SP:Iteration 29Q (1224.173091 sec): 3 clusters Score: Raw -1257099.976904 + Penalty 3061.405584 = -1254038.571320 nChanged 59 SP:Iteration 30Q (1224.232052 sec): 3 clusters Score: Raw -1257107.533431 + Penalty 3061.405584 = -1254046.127847 nChanged 54 SP:Iteration 31Q (1224.286037 sec): 3 clusters Score: Raw -1257113.828989 + Penalty 3061.405584 = -1254052.423405 nChanged 50 SP:Iteration 32Q (1224.349235 sec): 3 clusters Score: Raw -1257119.820587 + Penalty 3061.405584 = -1254058.415002 nChanged 42 SP:Iteration 33Q (1224.417208 sec): 3 clusters Score: Raw -1257123.416542 + Penalty 3061.405584 = -1254062.010958 nChanged 31 SP:Iteration 34Q (1224.476685 sec): 3 clusters Score: Raw -1257126.591613 + Penalty 3061.405584 = -1254065.186029 nChanged 31 SP:Iteration 35Q (1224.541827 sec): 3 clusters Score: Raw -1257129.877879 + Penalty 3061.405584 = -1254068.472294 nChanged 29 SP:Iteration 36Q (1224.604517 sec): 3 clusters Score: Raw -1257132.969765 + Penalty 3061.405584 = -1254071.564181 nChanged 27 SP:Iteration 37Q (1224.673130 sec): 3 clusters Score: Raw -1257136.611809 + Penalty 3061.405584 = -1254075.206225 nChanged 36 SP:Iteration 38Q (1224.740158 sec): 3 clusters Score: Raw -1257140.512757 + Penalty 3061.405584 = -1254079.107173 nChanged 25 SP:Iteration 39Q (1224.802019 sec): 3 clusters Score: Raw -1257143.757009 + Penalty 3061.405584 = -1254082.351425 nChanged 30 SP:Iteration 40F (1224.867518 sec): 3 clusters Score: Raw -1257146.871181 + Penalty 3061.405584 = -1254085.465597 nChanged 27 SP:Iteration 41Q (1224.929665 sec): 3 clusters Score: Raw -1257149.795813 + Penalty 3061.405584 = -1254088.390229 nChanged 28 SP:Iteration 42Q (1225.004354 sec): 3 clusters Score: Raw -1257152.422256 + Penalty 3061.405584 = -1254091.016672 nChanged 27 SP:Iteration 43Q (1225.055205 sec): 3 clusters Score: Raw -1257154.602010 + Penalty 3061.405584 = -1254093.196426 nChanged 25 SP:Iteration 44Q (1225.132831 sec): 3 clusters Score: Raw -1257156.646523 + Penalty 3061.405584 = -1254095.240939 nChanged 24 SP:Iteration 45Q (1225.201159 sec): 3 clusters Score: Raw -1257158.848985 + Penalty 3061.405584 = -1254097.443401 nChanged 16 SP:Iteration 46Q (1225.262352 sec): 3 clusters Score: Raw -1257160.346865 + Penalty 3061.405584 = -1254098.941281 nChanged 20 SP:Iteration 47Q (1225.325418 sec): 3 clusters Score: Raw -1257162.528073 + Penalty 3061.405584 = -1254101.122489 nChanged 19 SP:Iteration 48Q (1225.395913 sec): 3 clusters Score: Raw -1257164.794534 + Penalty 3061.405584 = -1254103.388950 nChanged 23 SP:Iteration 49Q (1225.467894 sec): 3 clusters Score: Raw -1257167.792171 + Penalty 3061.405584 = -1254106.386587 nChanged 32 SP:Iteration 50Q (1225.535646 sec): 3 clusters Score: Raw -1257171.607960 + Penalty 3061.405584 = -1254110.202376 nChanged 37 SP:Iteration 51Q (1225.593296 sec): 3 clusters Score: Raw -1257176.351739 + Penalty 3061.405584 = -1254114.946155 nChanged 37 SP:Iteration 52Q (1225.661929 sec): 3 clusters Score: Raw -1257180.931910 + Penalty 3061.405584 = -1254119.526326 nChanged 36 SP:Iteration 53Q (1225.729271 sec): 3 clusters Score: Raw -1257185.246405 + Penalty 3061.405584 = -1254123.840821 nChanged 42 SP:Iteration 54Q (1225.803200 sec): 3 clusters Score: Raw -1257191.413191 + Penalty 3061.405584 = -1254130.007606 nChanged 37 SP:Iteration 55Q (1225.865421 sec): 3 clusters Score: Raw -1257196.139917 + Penalty 3061.405584 = -1254134.734333 nChanged 46 SP:Iteration 56Q (1225.935308 sec): 3 clusters Score: Raw -1257202.581553 + Penalty 3061.405584 = -1254141.175969 nChanged 46 SP:Iteration 57Q (1225.997704 sec): 3 clusters Score: Raw -1257208.972698 + Penalty 3061.405584 = -1254147.567114 nChanged 39 SP:Iteration 58Q (1226.075018 sec): 3 clusters Score: Raw -1257213.233310 + Penalty 3061.405584 = -1254151.827725 nChanged 48 SP:Iteration 59Q (1226.132243 sec): 3 clusters Score: Raw -1257218.635575 + Penalty 3061.405584 = -1254157.229991 nChanged 35 SP:Iteration 60F (1226.212303 sec): 3 clusters Score: Raw -1257222.585044 + Penalty 3061.405584 = -1254161.179460 nChanged 30 SP:Iteration 61Q (1226.276268 sec): 3 clusters Score: Raw -1257226.598949 + Penalty 3061.405584 = -1254165.193364 nChanged 41 SP:Iteration 62Q (1226.353839 sec): 3 clusters Score: Raw -1257231.993990 + Penalty 3061.405584 = -1254170.588405 nChanged 43 SP:Iteration 63Q (1226.420232 sec): 3 clusters Score: Raw -1257237.893341 + Penalty 3061.405584 = -1254176.487757 nChanged 44 SP:Iteration 64Q (1226.488378 sec): 3 clusters Score: Raw -1257243.634685 + Penalty 3061.405584 = -1254182.229101 nChanged 39 SP:Iteration 65Q (1226.544651 sec): 3 clusters Score: Raw -1257248.002880 + Penalty 3061.405584 = -1254186.597296 nChanged 40 SP:Iteration 66Q (1226.616388 sec): 3 clusters Score: Raw -1257253.115781 + Penalty 3061.405584 = -1254191.710197 nChanged 40 SP:Iteration 67Q (1226.692807 sec): 3 clusters Score: Raw -1257257.633302 + Penalty 3061.405584 = -1254196.227718 nChanged 30 SP:Iteration 68Q (1226.750324 sec): 3 clusters Score: Raw -1257260.778376 + Penalty 3061.405584 = -1254199.372792 nChanged 34 SP:Iteration 69Q (1226.827089 sec): 3 clusters Score: Raw -1257264.713871 + Penalty 3061.405584 = -1254203.308286 nChanged 34 SP:Iteration 70Q (1226.898503 sec): 3 clusters Score: Raw -1257269.556939 + Penalty 3061.405584 = -1254208.151355 nChanged 43 SP:Iteration 71Q (1226.952395 sec): 3 clusters Score: Raw -1257276.025507 + Penalty 3061.405584 = -1254214.619923 nChanged 46 SP:Iteration 72Q (1227.023256 sec): 3 clusters Score: Raw -1257284.025390 + Penalty 3061.405584 = -1254222.619806 nChanged 56 SP:Iteration 73Q (1227.099199 sec): 3 clusters Score: Raw -1257295.934957 + Penalty 3061.405584 = -1254234.529373 nChanged 68 SP:Iteration 74Q (1227.166858 sec): 3 clusters Score: Raw -1257311.057520 + Penalty 3061.405584 = -1254249.651935 nChanged 75 SP:Iteration 75Q (1227.226885 sec): 3 clusters Score: Raw -1257328.320887 + Penalty 3061.405584 = -1254266.915302 nChanged 86 SP:Iteration 76Q (1227.296082 sec): 3 clusters Score: Raw -1257345.213839 + Penalty 3061.405584 = -1254283.808255 nChanged 95 SP:Iteration 77Q (1227.357801 sec): 3 clusters Score: Raw -1257365.756803 + Penalty 3061.405584 = -1254304.351219 nChanged 96 SP:Iteration 78Q (1227.422978 sec): 3 clusters Score: Raw -1257386.866941 + Penalty 3061.405584 = -1254325.461357 nChanged 91 SP:Iteration 79Q (1227.493761 sec): 3 clusters Score: Raw -1257407.330962 + Penalty 3061.405584 = -1254345.925378 nChanged 93 SP:Iteration 80F (1227.563992 sec): 3 clusters Score: Raw -1257426.584035 + Penalty 3061.405584 = -1254365.178450 nChanged 78 SP:Iteration 81Q (1227.628250 sec): 3 clusters Score: Raw -1257441.025365 + Penalty 3061.405584 = -1254379.619781 nChanged 65 SP:Iteration 82Q (1227.704865 sec): 3 clusters Score: Raw -1257453.250739 + Penalty 3061.405584 = -1254391.845154 nChanged 70 SP:Iteration 83Q (1227.760864 sec): 3 clusters Score: Raw -1257469.579907 + Penalty 3061.405584 = -1254408.174323 nChanged 66 SP:Iteration 84Q (1227.839727 sec): 3 clusters Score: Raw -1257484.488404 + Penalty 3061.405584 = -1254423.082819 nChanged 83 SP:Iteration 85Q (1227.908327 sec): 3 clusters Score: Raw -1257505.299222 + Penalty 3061.405584 = -1254443.893638 nChanged 88 SP:Iteration 86Q (1227.976507 sec): 3 clusters Score: Raw -1257526.755051 + Penalty 3061.405584 = -1254465.349467 nChanged 84 SP:Iteration 87Q (1228.030764 sec): 3 clusters Score: Raw -1257548.683973 + Penalty 3061.405584 = -1254487.278389 nChanged 94 SP:Iteration 88Q (1228.102116 sec): 3 clusters Score: Raw -1257576.297337 + Penalty 3061.405584 = -1254514.891753 nChanged 101 SP:Iteration 89Q (1228.170399 sec): 3 clusters Score: Raw -1257608.095433 + Penalty 3061.405584 = -1254546.689849 nChanged 95 SP:Iteration 90Q (1228.225978 sec): 3 clusters Score: Raw -1257642.445452 + Penalty 3061.405584 = -1254581.039868 nChanged 90 SP:Iteration 91Q (1228.303947 sec): 3 clusters Score: Raw -1257680.519299 + Penalty 3061.405584 = -1254619.113715 nChanged 122 SP:Iteration 92Q (1228.370121 sec): 3 clusters Score: Raw -1257727.380351 + Penalty 3061.405584 = -1254665.974766 nChanged 107 SP:Iteration 93Q (1228.431137 sec): 3 clusters Score: Raw -1257772.226799 + Penalty 3061.405584 = -1254710.821215 nChanged 126 SP:Iteration 94Q (1228.498866 sec): 3 clusters Score: Raw -1257830.820226 + Penalty 3061.405584 = -1254769.414642 nChanged 124 SP:Iteration 95Q (1228.579636 sec): 3 clusters Score: Raw -1257888.957258 + Penalty 3061.405584 = -1254827.551674 nChanged 128 SP:Iteration 96Q (1228.634728 sec): 3 clusters Score: Raw -1257942.982484 + Penalty 3061.405584 = -1254881.576900 nChanged 104 SP:Iteration 97Q (1228.711790 sec): 3 clusters Score: Raw -1257985.812831 + Penalty 3061.405584 = -1254924.407247 nChanged 86 SP:Iteration 98Q (1228.778388 sec): 3 clusters Score: Raw -1258022.662935 + Penalty 3061.405584 = -1254961.257350 nChanged 92 SP:Iteration 99Q (1228.846304 sec): 3 clusters Score: Raw -1258068.478936 + Penalty 3061.405584 = -1255007.073352 nChanged 91 SP:Iteration 100F (1228.916934 sec): 3 clusters Score: Raw -1258118.129730 + Penalty 3061.405584 = -1255056.724146 nChanged 92 SP:Iteration 101Q (1228.982329 sec): 3 clusters Score: Raw -1258171.530275 + Penalty 3061.405584 = -1255110.124691 nChanged 93 SP:Iteration 102Q (1229.049923 sec): 3 clusters Score: Raw -1258224.780382 + Penalty 3061.405584 = -1255163.374798 nChanged 84 SP:Iteration 103Q (1229.117192 sec): 3 clusters Score: Raw -1258264.015703 + Penalty 3061.405584 = -1255202.610119 nChanged 64 SP:Iteration 104Q (1229.171641 sec): 3 clusters Score: Raw -1258289.276154 + Penalty 3061.405584 = -1255227.870570 nChanged 60 SP:Iteration 105Q (1229.249888 sec): 3 clusters Score: Raw -1258314.361870 + Penalty 3061.405584 = -1255252.956285 nChanged 29 SP:Iteration 106Q (1229.314741 sec): 3 clusters Score: Raw -1258330.380877 + Penalty 3061.405584 = -1255268.975293 nChanged 35 SP:Iteration 107Q (1229.382002 sec): 3 clusters Score: Raw -1258348.662366 + Penalty 3061.405584 = -1255287.256782 nChanged 37 SP:Iteration 108Q (1229.435375 sec): 3 clusters Score: Raw -1258367.356378 + Penalty 3061.405584 = -1255305.950794 nChanged 34 SP:Iteration 109Q (1229.507183 sec): 3 clusters Score: Raw -1258381.224684 + Penalty 3061.405584 = -1255319.819100 nChanged 32 SP:Iteration 110Q (1229.578625 sec): 3 clusters Score: Raw -1258395.170615 + Penalty 3061.405584 = -1255333.765031 nChanged 32 SP:Iteration 111Q (1229.646009 sec): 3 clusters Score: Raw -1258406.942568 + Penalty 3061.405584 = -1255345.536984 nChanged 24 SP:Iteration 112Q (1229.716423 sec): 3 clusters Score: Raw -1258416.112948 + Penalty 3061.405584 = -1255354.707363 nChanged 23 SP:Iteration 113Q (1229.768031 sec): 3 clusters Score: Raw -1258423.643841 + Penalty 3061.405584 = -1255362.238256 nChanged 19 SP:Iteration 114Q (1229.835522 sec): 3 clusters Score: Raw -1258431.381442 + Penalty 3061.405584 = -1255369.975858 nChanged 16 SP:Iteration 115Q (1229.901385 sec): 3 clusters Score: Raw -1258438.172996 + Penalty 3061.405584 = -1255376.767412 nChanged 15 SP:Iteration 116Q (1229.966227 sec): 3 clusters Score: Raw -1258445.983516 + Penalty 3061.405584 = -1255384.577932 nChanged 17 SP:Iteration 117Q (1230.026947 sec): 3 clusters Score: Raw -1258454.194947 + Penalty 3061.405584 = -1255392.789363 nChanged 14 SP:Iteration 118Q (1230.095165 sec): 3 clusters Score: Raw -1258459.114494 + Penalty 3061.405584 = -1255397.708910 nChanged 9 SP:Iteration 119Q (1230.162860 sec): 3 clusters Score: Raw -1258462.373876 + Penalty 3061.405584 = -1255400.968292 nChanged 7 SP:Iteration 120F (1230.222739 sec): 3 clusters Score: Raw -1258464.082214 + Penalty 3061.405584 = -1255402.676630 nChanged 2 SP:Iteration 121Q (1230.293177 sec): 3 clusters Score: Raw -1258464.496537 + Penalty 3061.405584 = -1255403.090953 nChanged 2 SP:Iteration 122Q (1230.360578 sec): 3 clusters Score: Raw -1258465.359446 + Penalty 3061.405584 = -1255403.953861 nChanged 1 SP:Iteration 123Q (1230.434040 sec): 3 clusters Score: Raw -1258465.672527 + Penalty 3061.405584 = -1255404.266943 nChanged 4 SP:Iteration 124Q (1230.500690 sec): 3 clusters Score: Raw -1258466.494199 + Penalty 3061.405584 = -1255405.088615 nChanged 6 SP:Iteration 125Q (1230.565633 sec): 3 clusters Score: Raw -1258469.153284 + Penalty 3061.405584 = -1255407.747700 nChanged 7 SP:Iteration 126Q (1230.618980 sec): 3 clusters Score: Raw -1258472.039955 + Penalty 3061.405584 = -1255410.634371 nChanged 3 SP:Iteration 127Q (1230.693693 sec): 3 clusters Score: Raw -1258473.785346 + Penalty 3061.405584 = -1255412.379762 nChanged 5 SP:Iteration 128Q (1230.746036 sec): 3 clusters Score: Raw -1258475.239539 + Penalty 3061.405584 = -1255413.833955 nChanged 3 SP:Iteration 129Q (1230.813151 sec): 3 clusters Score: Raw -1258476.377740 + Penalty 3061.405584 = -1255414.972155 nChanged 3 SP:Iteration 130Q (1230.887138 sec): 3 clusters Score: Raw -1258477.101952 + Penalty 3061.405584 = -1255415.696368 nChanged 0 SP:Iteration 131F (1230.959414 sec): 3 clusters Score: Raw -1258477.101952 + Penalty 3061.405584 = -1255415.696368 nChanged 0 Iteration 139Q (1232.499315 sec): 22 clusters Score: Raw -24068846.756745 + Penalty 42181.041009 = -24026665.715736 nChanged 21 Iteration 140F (1236.043210 sec): 22 clusters Score: Raw -24068847.826737 + Penalty 42181.041009 = -24026666.785728 nChanged 17 Iteration 141Q (1237.644215 sec): 22 clusters Score: Raw -24068848.576171 + Penalty 42181.041009 = -24026667.535162 nChanged 12 Iteration 142Q (1239.513496 sec): 22 clusters Score: Raw -24068848.833645 + Penalty 42181.041009 = -24026667.792636 nChanged 8 Iteration 143Q (1241.020137 sec): 22 clusters Score: Raw -24068849.212670 + Penalty 42181.041009 = -24026668.171661 nChanged 7 Iteration 144Q (1242.778856 sec): 22 clusters Score: Raw -24068849.657621 + Penalty 42181.041009 = -24026668.616612 nChanged 4 Iteration 145Q (1244.547831 sec): 22 clusters Score: Raw -24068849.856725 + Penalty 42181.041009 = -24026668.815716 nChanged 4 Iteration 146Q (1246.262157 sec): 22 clusters Score: Raw -24068850.037891 + Penalty 42181.041009 = -24026668.996882 nChanged 1 Iteration 147Q (1248.027049 sec): 22 clusters Score: Raw -24068850.044953 + Penalty 42181.041009 = -24026669.003944 nChanged 0 Iteration 148F (1251.437349 sec): 22 clusters Score: Raw -24068850.044953 + Penalty 42181.041009 = -24026669.003944 nChanged 0 Compute initial score before splitting: Score: Raw -24068850.044953 + Penalty 42181.041009 = -24026669.003944 Trying to split cluster 1 (9063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1251.516780 sec): 2 clusters Score: Raw -973905.093679 + Penalty 1480.692764 = -972424.400915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1251.566735 sec): 3 clusters Score: Raw -968754.787421 + Penalty 2961.385528 = -965793.401893 nChanged 3940 SP:Iteration 1F (1251.642065 sec): 3 clusters Score: Raw -971057.471683 + Penalty 2961.385528 = -968096.086155 nChanged 620 SP:Iteration 2F (1251.700489 sec): 3 clusters Score: Raw -971386.889289 + Penalty 2961.385528 = -968425.503761 nChanged 560 SP:Iteration 3F (1251.759771 sec): 3 clusters Score: Raw -971722.857056 + Penalty 2961.385528 = -968761.471528 nChanged 543 SP:Iteration 4F (1251.830721 sec): 3 clusters Score: Raw -972082.152159 + Penalty 2961.385528 = -969120.766631 nChanged 560 SP:Iteration 5F (1251.890942 sec): 3 clusters Score: Raw -972445.601549 + Penalty 2961.385528 = -969484.216022 nChanged 501 SP:Iteration 6F (1251.955069 sec): 3 clusters Score: Raw -972759.014062 + Penalty 2961.385528 = -969797.628534 nChanged 467 SP:Iteration 7F (1252.010192 sec): 3 clusters Score: Raw -973027.147946 + Penalty 2961.385528 = -970065.762418 nChanged 372 SP:Iteration 8Q (1252.078555 sec): 3 clusters Score: Raw -973211.132178 + Penalty 2961.385528 = -970249.746650 nChanged 284 SP:Iteration 9Q (1252.139005 sec): 3 clusters Score: Raw -973329.153805 + Penalty 2961.385528 = -970367.768277 nChanged 226 SP:Iteration 10Q (1252.194925 sec): 3 clusters Score: Raw -973411.082098 + Penalty 2961.385528 = -970449.696570 nChanged 161 SP:Iteration 11Q (1252.256317 sec): 3 clusters Score: Raw -973457.188432 + Penalty 2961.385528 = -970495.802904 nChanged 117 SP:Iteration 12Q (1252.320212 sec): 3 clusters Score: Raw -973488.970168 + Penalty 2961.385528 = -970527.584640 nChanged 86 SP:Iteration 13Q (1252.386804 sec): 3 clusters Score: Raw -973510.754025 + Penalty 2961.385528 = -970549.368497 nChanged 76 SP:Iteration 14Q (1252.438291 sec): 3 clusters Score: Raw -973530.663376 + Penalty 2961.385528 = -970569.277849 nChanged 66 SP:Iteration 15Q (1252.501498 sec): 3 clusters Score: Raw -973547.584184 + Penalty 2961.385528 = -970586.198656 nChanged 63 SP:Iteration 16Q (1252.566546 sec): 3 clusters Score: Raw -973566.935786 + Penalty 2961.385528 = -970605.550258 nChanged 63 SP:Iteration 17Q (1252.634304 sec): 3 clusters Score: Raw -973584.762748 + Penalty 2961.385528 = -970623.377220 nChanged 65 SP:Iteration 18Q (1252.703575 sec): 3 clusters Score: Raw -973605.185155 + Penalty 2961.385528 = -970643.799627 nChanged 70 SP:Iteration 19Q (1252.763484 sec): 3 clusters Score: Raw -973626.782382 + Penalty 2961.385528 = -970665.396855 nChanged 63 SP:Iteration 20F (1252.837997 sec): 3 clusters Score: Raw -973645.721143 + Penalty 2961.385528 = -970684.335615 nChanged 60 SP:Iteration 21Q (1252.889077 sec): 3 clusters Score: Raw -973661.593578 + Penalty 2961.385528 = -970700.208050 nChanged 66 SP:Iteration 22Q (1252.954299 sec): 3 clusters Score: Raw -973686.201417 + Penalty 2961.385528 = -970724.815889 nChanged 79 SP:Iteration 23Q (1253.023193 sec): 3 clusters Score: Raw -973712.882359 + Penalty 2961.385528 = -970751.496831 nChanged 89 SP:Iteration 24Q (1253.089182 sec): 3 clusters Score: Raw -973750.796244 + Penalty 2961.385528 = -970789.410716 nChanged 76 SP:Iteration 25Q (1253.145735 sec): 3 clusters Score: Raw -973786.060538 + Penalty 2961.385528 = -970824.675010 nChanged 85 SP:Iteration 26Q (1253.211329 sec): 3 clusters Score: Raw -973827.819502 + Penalty 2961.385528 = -970866.433974 nChanged 82 SP:Iteration 27Q (1253.271799 sec): 3 clusters Score: Raw -973864.558460 + Penalty 2961.385528 = -970903.172932 nChanged 67 SP:Iteration 28Q (1253.324189 sec): 3 clusters Score: Raw -973897.879609 + Penalty 2961.385528 = -970936.494081 nChanged 82 SP:Iteration 29Q (1253.394503 sec): 3 clusters Score: Raw -973937.595597 + Penalty 2961.385528 = -970976.210070 nChanged 68 SP:Iteration 30Q (1253.446064 sec): 3 clusters Score: Raw -973964.603728 + Penalty 2961.385528 = -971003.218200 nChanged 53 SP:Iteration 31Q (1253.511592 sec): 3 clusters Score: Raw -973988.322887 + Penalty 2961.385528 = -971026.937359 nChanged 59 SP:Iteration 32Q (1253.570393 sec): 3 clusters Score: Raw -974009.251620 + Penalty 2961.385528 = -971047.866092 nChanged 50 SP:Iteration 33Q (1253.621078 sec): 3 clusters Score: Raw -974027.770412 + Penalty 2961.385528 = -971066.384884 nChanged 49 SP:Iteration 34Q (1253.682410 sec): 3 clusters Score: Raw -974045.385753 + Penalty 2961.385528 = -971084.000225 nChanged 62 SP:Iteration 35Q (1253.735936 sec): 3 clusters Score: Raw -974068.855828 + Penalty 2961.385528 = -971107.470300 nChanged 53 SP:Iteration 36Q (1253.808802 sec): 3 clusters Score: Raw -974088.032781 + Penalty 2961.385528 = -971126.647253 nChanged 42 SP:Iteration 37Q (1253.855305 sec): 3 clusters Score: Raw -974100.635282 + Penalty 2961.385528 = -971139.249754 nChanged 33 SP:Iteration 38Q (1253.914562 sec): 3 clusters Score: Raw -974111.069581 + Penalty 2961.385528 = -971149.684053 nChanged 27 SP:Iteration 39Q (1253.981080 sec): 3 clusters Score: Raw -974118.520170 + Penalty 2961.385528 = -971157.134642 nChanged 33 SP:Iteration 40F (1254.040028 sec): 3 clusters Score: Raw -974128.084770 + Penalty 2961.385528 = -971166.699242 nChanged 31 SP:Iteration 41Q (1254.100137 sec): 3 clusters Score: Raw -974135.799632 + Penalty 2961.385528 = -971174.414104 nChanged 30 SP:Iteration 42Q (1254.174151 sec): 3 clusters Score: Raw -974142.708559 + Penalty 2961.385528 = -971181.323031 nChanged 21 SP:Iteration 43Q (1254.238244 sec): 3 clusters Score: Raw -974147.637407 + Penalty 2961.385528 = -971186.251879 nChanged 21 SP:Iteration 44Q (1254.302762 sec): 3 clusters Score: Raw -974152.661985 + Penalty 2961.385528 = -971191.276457 nChanged 21 SP:Iteration 45Q (1254.360767 sec): 3 clusters Score: Raw -974157.869381 + Penalty 2961.385528 = -971196.483853 nChanged 17 SP:Iteration 46Q (1254.412080 sec): 3 clusters Score: Raw -974161.925249 + Penalty 2961.385528 = -971200.539722 nChanged 10 SP:Iteration 47Q (1254.478444 sec): 3 clusters Score: Raw -974164.179348 + Penalty 2961.385528 = -971202.793820 nChanged 8 SP:Iteration 48Q (1254.530820 sec): 3 clusters Score: Raw -974165.879397 + Penalty 2961.385528 = -971204.493870 nChanged 6 SP:Iteration 49Q (1254.593795 sec): 3 clusters Score: Raw -974167.247832 + Penalty 2961.385528 = -971205.862304 nChanged 6 SP:Iteration 50Q (1254.657322 sec): 3 clusters Score: Raw -974170.017544 + Penalty 2961.385528 = -971208.632016 nChanged 10 SP:Iteration 51Q (1254.717492 sec): 3 clusters Score: Raw -974173.912821 + Penalty 2961.385528 = -971212.527293 nChanged 13 SP:Iteration 52Q (1254.772016 sec): 3 clusters Score: Raw -974177.134839 + Penalty 2961.385528 = -971215.749311 nChanged 11 SP:Iteration 53Q (1254.832266 sec): 3 clusters Score: Raw -974180.524468 + Penalty 2961.385528 = -971219.138940 nChanged 5 SP:Iteration 54Q (1254.891108 sec): 3 clusters Score: Raw -974182.372910 + Penalty 2961.385528 = -971220.987382 nChanged 7 SP:Iteration 55Q (1254.962195 sec): 3 clusters Score: Raw -974184.445784 + Penalty 2961.385528 = -971223.060256 nChanged 9 SP:Iteration 56Q (1255.029570 sec): 3 clusters Score: Raw -974187.106357 + Penalty 2961.385528 = -971225.720829 nChanged 8 SP:Iteration 57Q (1255.094949 sec): 3 clusters Score: Raw -974189.003351 + Penalty 2961.385528 = -971227.617824 nChanged 8 SP:Iteration 58Q (1255.151434 sec): 3 clusters Score: Raw -974190.422819 + Penalty 2961.385528 = -971229.037291 nChanged 5 SP:Iteration 59Q (1255.211938 sec): 3 clusters Score: Raw -974191.303683 + Penalty 2961.385528 = -971229.918155 nChanged 4 SP:Iteration 60F (1255.273972 sec): 3 clusters Score: Raw -974191.902643 + Penalty 2961.385528 = -971230.517115 nChanged 5 SP:Iteration 61Q (1255.332741 sec): 3 clusters Score: Raw -974192.793732 + Penalty 2961.385528 = -971231.408204 nChanged 5 SP:Iteration 62Q (1255.402385 sec): 3 clusters Score: Raw -974193.537244 + Penalty 2961.385528 = -971232.151716 nChanged 4 SP:Iteration 63Q (1255.454254 sec): 3 clusters Score: Raw -974194.777751 + Penalty 2961.385528 = -971233.392223 nChanged 8 SP:Iteration 64Q (1255.510051 sec): 3 clusters Score: Raw -974197.047053 + Penalty 2961.385528 = -971235.661525 nChanged 10 SP:Iteration 65Q (1255.576914 sec): 3 clusters Score: Raw -974199.410902 + Penalty 2961.385528 = -971238.025375 nChanged 9 SP:Iteration 66Q (1255.645732 sec): 3 clusters Score: Raw -974201.103263 + Penalty 2961.385528 = -971239.717735 nChanged 6 SP:Iteration 67Q (1255.704270 sec): 3 clusters Score: Raw -974202.494215 + Penalty 2961.385528 = -971241.108687 nChanged 5 SP:Iteration 68Q (1255.766120 sec): 3 clusters Score: Raw -974203.600045 + Penalty 2961.385528 = -971242.214517 nChanged 6 SP:Iteration 69Q (1255.829190 sec): 3 clusters Score: Raw -974204.852912 + Penalty 2961.385528 = -971243.467385 nChanged 5 SP:Iteration 70Q (1255.892422 sec): 3 clusters Score: Raw -974205.748142 + Penalty 2961.385528 = -971244.362614 nChanged 1 SP:Iteration 71Q (1255.950064 sec): 3 clusters Score: Raw -974205.979720 + Penalty 2961.385528 = -971244.594193 nChanged 1 SP:Iteration 72Q (1256.003453 sec): 3 clusters Score: Raw -974206.150740 + Penalty 2961.385528 = -971244.765213 nChanged 1 SP:Iteration 73Q (1256.071165 sec): 3 clusters Score: Raw -974206.546666 + Penalty 2961.385528 = -971245.161138 nChanged 2 SP:Iteration 74Q (1256.135946 sec): 3 clusters Score: Raw -974206.804873 + Penalty 2961.385528 = -971245.419345 nChanged 0 SP:Iteration 75F (1256.203109 sec): 3 clusters Score: Raw -974206.804873 + Penalty 2961.385528 = -971245.419345 nChanged 0 Trying to split cluster 2 (3255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1256.233919 sec): 2 clusters Score: Raw -348129.839251 + Penalty 1314.291478 = -346815.547773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1256.290737 sec): 3 clusters Score: Raw -346557.425178 + Penalty 2628.582955 = -343928.842222 nChanged 1256 SP:Iteration 1F (1256.341580 sec): 3 clusters Score: Raw -347302.485931 + Penalty 2628.582955 = -344673.902976 nChanged 255 SP:Iteration 2F (1256.397183 sec): 3 clusters Score: Raw -347481.734799 + Penalty 2628.582955 = -344853.151844 nChanged 198 SP:Iteration 3F (1256.440422 sec): 3 clusters Score: Raw -347634.197074 + Penalty 2628.582955 = -345005.614118 nChanged 173 SP:Iteration 4F (1256.504559 sec): 3 clusters Score: Raw -347764.124340 + Penalty 2628.582955 = -345135.541385 nChanged 168 SP:Iteration 5F (1256.546450 sec): 3 clusters Score: Raw -347893.875008 + Penalty 2628.582955 = -345265.292052 nChanged 162 SP:Iteration 6Q (1256.609551 sec): 3 clusters Score: Raw -348020.845304 + Penalty 2628.582955 = -345392.262348 nChanged 136 SP:Iteration 7Q (1256.659371 sec): 3 clusters Score: Raw -348129.628942 + Penalty 2628.582955 = -345501.045987 nChanged 120 SP:Iteration 8Q (1256.708667 sec): 3 clusters Score: Raw -348212.416614 + Penalty 2628.582955 = -345583.833659 nChanged 93 SP:Iteration 9Q (1256.762094 sec): 3 clusters Score: Raw -348274.905326 + Penalty 2628.582955 = -345646.322370 nChanged 69 SP:Iteration 10Q (1256.813671 sec): 3 clusters Score: Raw -348320.385432 + Penalty 2628.582955 = -345691.802477 nChanged 60 SP:Iteration 11Q (1256.856347 sec): 3 clusters Score: Raw -348359.238033 + Penalty 2628.582955 = -345730.655078 nChanged 54 SP:Iteration 12Q (1256.913043 sec): 3 clusters Score: Raw -348395.363812 + Penalty 2628.582955 = -345766.780857 nChanged 65 SP:Iteration 13Q (1256.967267 sec): 3 clusters Score: Raw -348441.820535 + Penalty 2628.582955 = -345813.237579 nChanged 66 SP:Iteration 14Q (1257.023724 sec): 3 clusters Score: Raw -348490.638699 + Penalty 2628.582955 = -345862.055744 nChanged 57 SP:Iteration 15Q (1257.072064 sec): 3 clusters Score: Raw -348533.800391 + Penalty 2628.582955 = -345905.217436 nChanged 66 SP:Iteration 16Q (1257.120852 sec): 3 clusters Score: Raw -348575.019952 + Penalty 2628.582955 = -345946.436997 nChanged 62 SP:Iteration 17Q (1257.158609 sec): 3 clusters Score: Raw -348624.630125 + Penalty 2628.582955 = -345996.047170 nChanged 78 SP:Iteration 18Q (1257.216035 sec): 3 clusters Score: Raw -348703.461305 + Penalty 2628.582955 = -346074.878350 nChanged 94 SP:Iteration 19Q (1257.259055 sec): 3 clusters Score: Raw -348797.304633 + Penalty 2628.582955 = -346168.721678 nChanged 97 SP:Iteration 20F (1257.310513 sec): 3 clusters Score: Raw -348896.893020 + Penalty 2628.582955 = -346268.310065 nChanged 97 SP:Iteration 21Q (1257.361020 sec): 3 clusters Score: Raw -348995.363810 + Penalty 2628.582955 = -346366.780855 nChanged 97 SP:Iteration 22Q (1257.407592 sec): 3 clusters Score: Raw -349100.401648 + Penalty 2628.582955 = -346471.818693 nChanged 90 SP:Iteration 23Q (1257.460965 sec): 3 clusters Score: Raw -349196.955457 + Penalty 2628.582955 = -346568.372502 nChanged 90 SP:Iteration 24Q (1257.507604 sec): 3 clusters Score: Raw -349303.670684 + Penalty 2628.582955 = -346675.087729 nChanged 86 SP:Iteration 25Q (1257.556437 sec): 3 clusters Score: Raw -349395.083445 + Penalty 2628.582955 = -346766.500490 nChanged 63 SP:Iteration 26Q (1257.602908 sec): 3 clusters Score: Raw -349466.740954 + Penalty 2628.582955 = -346838.157998 nChanged 60 SP:Iteration 27Q (1257.656712 sec): 3 clusters Score: Raw -349544.661544 + Penalty 2628.582955 = -346916.078588 nChanged 58 SP:Iteration 28Q (1257.708659 sec): 3 clusters Score: Raw -349612.849315 + Penalty 2628.582955 = -346984.266360 nChanged 37 SP:Iteration 29Q (1257.761564 sec): 3 clusters Score: Raw -349654.876815 + Penalty 2628.582955 = -347026.293859 nChanged 30 SP:Iteration 30Q (1257.801971 sec): 3 clusters Score: Raw -349679.612798 + Penalty 2628.582955 = -347051.029842 nChanged 17 SP:Iteration 31Q (1257.862162 sec): 3 clusters Score: Raw -349690.862487 + Penalty 2628.582955 = -347062.279532 nChanged 13 SP:Iteration 32Q (1257.908770 sec): 3 clusters Score: Raw -349699.851068 + Penalty 2628.582955 = -347071.268112 nChanged 11 SP:Iteration 33Q (1257.961768 sec): 3 clusters Score: Raw -349708.310417 + Penalty 2628.582955 = -347079.727462 nChanged 3 SP:Iteration 34Q (1258.008745 sec): 3 clusters Score: Raw -349710.393003 + Penalty 2628.582955 = -347081.810048 nChanged 2 SP:Iteration 35Q (1258.064114 sec): 3 clusters Score: Raw -349712.022883 + Penalty 2628.582955 = -347083.439928 nChanged 1 SP:Iteration 36Q (1258.109947 sec): 3 clusters Score: Raw -349712.633299 + Penalty 2628.582955 = -347084.050344 nChanged 2 SP:Iteration 37Q (1258.156081 sec): 3 clusters Score: Raw -349714.796169 + Penalty 2628.582955 = -347086.213214 nChanged 5 SP:Iteration 38Q (1258.194134 sec): 3 clusters Score: Raw -349719.175205 + Penalty 2628.582955 = -347090.592250 nChanged 2 SP:Iteration 39Q (1258.253228 sec): 3 clusters Score: Raw -349721.407879 + Penalty 2628.582955 = -347092.824924 nChanged 4 SP:Iteration 40F (1258.299151 sec): 3 clusters Score: Raw -349724.329528 + Penalty 2628.582955 = -347095.746573 nChanged 1 SP:Iteration 41Q (1258.351893 sec): 3 clusters Score: Raw -349725.077936 + Penalty 2628.582955 = -347096.494981 nChanged 0 SP:Iteration 42F (1258.412496 sec): 3 clusters Score: Raw -349725.077936 + Penalty 2628.582955 = -347096.494981 nChanged 0 Score: Raw -24070445.283639 + Penalty 44189.662009 = -24026255.621630 Splitting cluster 2 changes total score from -24026669.003944 to -24026255.621630 So it's not getting split. Trying to split cluster 3 (3306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1261.961423 sec): 2 clusters Score: Raw -339960.710113 + Penalty 1316.817820 = -338643.892293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1262.013701 sec): 3 clusters Score: Raw -338345.958225 + Penalty 2633.635640 = -335712.322585 nChanged 1291 SP:Iteration 1F (1262.066559 sec): 3 clusters Score: Raw -339219.315645 + Penalty 2633.635640 = -336585.680004 nChanged 365 SP:Iteration 2F (1262.107004 sec): 3 clusters Score: Raw -339662.671163 + Penalty 2633.635640 = -337029.035523 nChanged 324 SP:Iteration 3F (1262.165028 sec): 3 clusters Score: Raw -340052.822523 + Penalty 2633.635640 = -337419.186882 nChanged 251 SP:Iteration 4F (1262.207675 sec): 3 clusters Score: Raw -340290.624238 + Penalty 2633.635640 = -337656.988597 nChanged 180 SP:Iteration 5F (1262.268098 sec): 3 clusters Score: Raw -340449.366038 + Penalty 2633.635640 = -337815.730397 nChanged 106 SP:Iteration 6Q (1262.310746 sec): 3 clusters Score: Raw -340530.636634 + Penalty 2633.635640 = -337897.000994 nChanged 68 SP:Iteration 7Q (1262.369770 sec): 3 clusters Score: Raw -340582.570919 + Penalty 2633.635640 = -337948.935278 nChanged 42 SP:Iteration 8Q (1262.414014 sec): 3 clusters Score: Raw -340610.783398 + Penalty 2633.635640 = -337977.147758 nChanged 31 SP:Iteration 9Q (1262.464556 sec): 3 clusters Score: Raw -340627.523422 + Penalty 2633.635640 = -337993.887782 nChanged 20 SP:Iteration 10Q (1262.529988 sec): 3 clusters Score: Raw -340637.253856 + Penalty 2633.635640 = -338003.618216 nChanged 18 SP:Iteration 11Q (1262.571311 sec): 3 clusters Score: Raw -340648.412207 + Penalty 2633.635640 = -338014.776567 nChanged 15 SP:Iteration 12Q (1262.620852 sec): 3 clusters Score: Raw -340656.582340 + Penalty 2633.635640 = -338022.946699 nChanged 11 SP:Iteration 13Q (1262.672581 sec): 3 clusters Score: Raw -340661.096884 + Penalty 2633.635640 = -338027.461244 nChanged 9 SP:Iteration 14Q (1262.732156 sec): 3 clusters Score: Raw -340666.199772 + Penalty 2633.635640 = -338032.564132 nChanged 6 SP:Iteration 15Q (1262.787731 sec): 3 clusters Score: Raw -340670.618283 + Penalty 2633.635640 = -338036.982643 nChanged 3 SP:Iteration 16Q (1262.837282 sec): 3 clusters Score: Raw -340671.929303 + Penalty 2633.635640 = -338038.293663 nChanged 2 SP:Iteration 17Q (1262.889731 sec): 3 clusters Score: Raw -340672.839073 + Penalty 2633.635640 = -338039.203433 nChanged 1 SP:Iteration 18Q (1262.940855 sec): 3 clusters Score: Raw -340673.222011 + Penalty 2633.635640 = -338039.586370 nChanged 0 SP:Iteration 19F (1262.996623 sec): 3 clusters Score: Raw -340673.222011 + Penalty 2633.635640 = -338039.586370 nChanged 0 Trying to split cluster 4 (12466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1263.033106 sec): 2 clusters Score: Raw -1348488.244496 + Penalty 1532.498535 = -1346955.745960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1263.101975 sec): 3 clusters Score: Raw -1341332.533383 + Penalty 3064.997071 = -1338267.536312 nChanged 5475 SP:Iteration 1F (1263.162015 sec): 3 clusters Score: Raw -1344412.942883 + Penalty 3064.997071 = -1341347.945812 nChanged 726 SP:Iteration 2F (1263.236467 sec): 3 clusters Score: Raw -1344702.483010 + Penalty 3064.997071 = -1341637.485939 nChanged 596 SP:Iteration 3Q (1263.306392 sec): 3 clusters Score: Raw -1344927.955987 + Penalty 3064.997071 = -1341862.958916 nChanged 512 SP:Iteration 4Q (1263.359642 sec): 3 clusters Score: Raw -1345126.747246 + Penalty 3064.997071 = -1342061.750175 nChanged 505 SP:Iteration 5Q (1263.428961 sec): 3 clusters Score: Raw -1345365.099239 + Penalty 3064.997071 = -1342300.102168 nChanged 530 SP:Iteration 6Q (1263.499578 sec): 3 clusters Score: Raw -1345689.010003 + Penalty 3064.997071 = -1342624.012933 nChanged 628 SP:Iteration 7F (1263.560544 sec): 3 clusters Score: Raw -1346148.400362 + Penalty 3064.997071 = -1343083.403292 nChanged 683 SP:Iteration 8F (1263.636244 sec): 3 clusters Score: Raw -1346731.927990 + Penalty 3064.997071 = -1343666.930919 nChanged 626 SP:Iteration 9F (1263.702162 sec): 3 clusters Score: Raw -1347355.730324 + Penalty 3064.997071 = -1344290.733253 nChanged 534 SP:Iteration 10Q (1263.757560 sec): 3 clusters Score: Raw -1347911.188572 + Penalty 3064.997071 = -1344846.191501 nChanged 395 SP:Iteration 11Q (1263.829876 sec): 3 clusters Score: Raw -1348214.821685 + Penalty 3064.997071 = -1345149.824615 nChanged 259 SP:Iteration 12Q (1263.909146 sec): 3 clusters Score: Raw -1348406.542514 + Penalty 3064.997071 = -1345341.545443 nChanged 199 SP:Iteration 13Q (1263.977741 sec): 3 clusters Score: Raw -1348528.601356 + Penalty 3064.997071 = -1345463.604285 nChanged 144 SP:Iteration 14Q (1264.042436 sec): 3 clusters Score: Raw -1348594.346934 + Penalty 3064.997071 = -1345529.349863 nChanged 103 SP:Iteration 15Q (1264.111074 sec): 3 clusters Score: Raw -1348636.377842 + Penalty 3064.997071 = -1345571.380772 nChanged 75 SP:Iteration 16Q (1264.164554 sec): 3 clusters Score: Raw -1348663.583513 + Penalty 3064.997071 = -1345598.586443 nChanged 54 SP:Iteration 17Q (1264.234046 sec): 3 clusters Score: Raw -1348682.685108 + Penalty 3064.997071 = -1345617.688037 nChanged 49 SP:Iteration 18Q (1264.314839 sec): 3 clusters Score: Raw -1348699.816905 + Penalty 3064.997071 = -1345634.819834 nChanged 37 SP:Iteration 19Q (1264.375100 sec): 3 clusters Score: Raw -1348715.060023 + Penalty 3064.997071 = -1345650.062952 nChanged 40 SP:Iteration 20F (1264.435820 sec): 3 clusters Score: Raw -1348728.563544 + Penalty 3064.997071 = -1345663.566473 nChanged 33 SP:Iteration 21Q (1264.510737 sec): 3 clusters Score: Raw -1348739.883104 + Penalty 3064.997071 = -1345674.886033 nChanged 21 SP:Iteration 22Q (1264.579173 sec): 3 clusters Score: Raw -1348746.147004 + Penalty 3064.997071 = -1345681.149933 nChanged 22 SP:Iteration 23Q (1264.649827 sec): 3 clusters Score: Raw -1348752.727019 + Penalty 3064.997071 = -1345687.729948 nChanged 22 SP:Iteration 24Q (1264.708149 sec): 3 clusters Score: Raw -1348760.069105 + Penalty 3064.997071 = -1345695.072034 nChanged 25 SP:Iteration 25Q (1264.778003 sec): 3 clusters Score: Raw -1348770.367482 + Penalty 3064.997071 = -1345705.370412 nChanged 29 SP:Iteration 26Q (1264.853625 sec): 3 clusters Score: Raw -1348783.439149 + Penalty 3064.997071 = -1345718.442078 nChanged 29 SP:Iteration 27Q (1264.914806 sec): 3 clusters Score: Raw -1348795.684724 + Penalty 3064.997071 = -1345730.687653 nChanged 30 SP:Iteration 28Q (1264.984605 sec): 3 clusters Score: Raw -1348806.271601 + Penalty 3064.997071 = -1345741.274530 nChanged 20 SP:Iteration 29Q (1265.048318 sec): 3 clusters Score: Raw -1348815.339680 + Penalty 3064.997071 = -1345750.342610 nChanged 18 SP:Iteration 30Q (1265.121738 sec): 3 clusters Score: Raw -1348822.947255 + Penalty 3064.997071 = -1345757.950184 nChanged 17 SP:Iteration 31Q (1265.175965 sec): 3 clusters Score: Raw -1348829.297362 + Penalty 3064.997071 = -1345764.300291 nChanged 17 SP:Iteration 32Q (1265.242500 sec): 3 clusters Score: Raw -1348834.768973 + Penalty 3064.997071 = -1345769.771902 nChanged 18 SP:Iteration 33Q (1265.310876 sec): 3 clusters Score: Raw -1348841.340930 + Penalty 3064.997071 = -1345776.343860 nChanged 14 SP:Iteration 34Q (1265.369552 sec): 3 clusters Score: Raw -1348846.049032 + Penalty 3064.997071 = -1345781.051961 nChanged 16 SP:Iteration 35Q (1265.444332 sec): 3 clusters Score: Raw -1348849.777567 + Penalty 3064.997071 = -1345784.780496 nChanged 16 SP:Iteration 36Q (1265.508081 sec): 3 clusters Score: Raw -1348854.277003 + Penalty 3064.997071 = -1345789.279933 nChanged 14 SP:Iteration 37Q (1265.573180 sec): 3 clusters Score: Raw -1348857.985207 + Penalty 3064.997071 = -1345792.988137 nChanged 10 SP:Iteration 38Q (1265.636600 sec): 3 clusters Score: Raw -1348860.792843 + Penalty 3064.997071 = -1345795.795772 nChanged 5 SP:Iteration 39Q (1265.699426 sec): 3 clusters Score: Raw -1348863.092773 + Penalty 3064.997071 = -1345798.095703 nChanged 6 SP:Iteration 40F (1265.756848 sec): 3 clusters Score: Raw -1348865.250604 + Penalty 3064.997071 = -1345800.253533 nChanged 7 SP:Iteration 41Q (1265.828253 sec): 3 clusters Score: Raw -1348867.775838 + Penalty 3064.997071 = -1345802.778768 nChanged 7 SP:Iteration 42Q (1265.888578 sec): 3 clusters Score: Raw -1348869.357546 + Penalty 3064.997071 = -1345804.360475 nChanged 6 SP:Iteration 43Q (1265.943764 sec): 3 clusters Score: Raw -1348871.234715 + Penalty 3064.997071 = -1345806.237644 nChanged 9 SP:Iteration 44Q (1266.008764 sec): 3 clusters Score: Raw -1348873.709394 + Penalty 3064.997071 = -1345808.712323 nChanged 7 SP:Iteration 45Q (1266.084339 sec): 3 clusters Score: Raw -1348876.082280 + Penalty 3064.997071 = -1345811.085209 nChanged 10 SP:Iteration 46Q (1266.142143 sec): 3 clusters Score: Raw -1348879.065626 + Penalty 3064.997071 = -1345814.068556 nChanged 8 SP:Iteration 47Q (1266.208938 sec): 3 clusters Score: Raw -1348881.325578 + Penalty 3064.997071 = -1345816.328507 nChanged 9 SP:Iteration 48Q (1266.271122 sec): 3 clusters Score: Raw -1348883.381258 + Penalty 3064.997071 = -1345818.384188 nChanged 3 SP:Iteration 49Q (1266.347762 sec): 3 clusters Score: Raw -1348884.362956 + Penalty 3064.997071 = -1345819.365885 nChanged 4 SP:Iteration 50Q (1266.417848 sec): 3 clusters Score: Raw -1348885.781310 + Penalty 3064.997071 = -1345820.784239 nChanged 6 SP:Iteration 51Q (1266.480240 sec): 3 clusters Score: Raw -1348887.340989 + Penalty 3064.997071 = -1345822.343918 nChanged 5 SP:Iteration 52Q (1266.535597 sec): 3 clusters Score: Raw -1348888.362586 + Penalty 3064.997071 = -1345823.365516 nChanged 1 SP:Iteration 53Q (1266.605804 sec): 3 clusters Score: Raw -1348888.727109 + Penalty 3064.997071 = -1345823.730038 nChanged 3 SP:Iteration 54Q (1266.670783 sec): 3 clusters Score: Raw -1348889.296823 + Penalty 3064.997071 = -1345824.299752 nChanged 1 SP:Iteration 55Q (1266.724441 sec): 3 clusters Score: Raw -1348889.453167 + Penalty 3064.997071 = -1345824.456096 nChanged 1 SP:Iteration 56Q (1266.792999 sec): 3 clusters Score: Raw -1348889.709276 + Penalty 3064.997071 = -1345824.712206 nChanged 0 SP:Iteration 57F (1266.848510 sec): 3 clusters Score: Raw -1348889.709276 + Penalty 3064.997071 = -1345824.712206 nChanged 0 Trying to split cluster 5 (9580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1266.885841 sec): 2 clusters Score: Raw -1016282.195599 + Penalty 1489.707842 = -1014792.487757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1266.934366 sec): 3 clusters Score: Raw -1010943.443691 + Penalty 2979.415683 = -1007964.028008 nChanged 4164 SP:Iteration 1F (1266.989466 sec): 3 clusters Score: Raw -1013594.863002 + Penalty 2979.415683 = -1010615.447319 nChanged 757 SP:Iteration 2F (1267.054972 sec): 3 clusters Score: Raw -1014232.134092 + Penalty 2979.415683 = -1011252.718409 nChanged 720 SP:Iteration 3F (1267.128343 sec): 3 clusters Score: Raw -1014878.340334 + Penalty 2979.415683 = -1011898.924651 nChanged 684 SP:Iteration 4F (1267.189238 sec): 3 clusters Score: Raw -1015523.666422 + Penalty 2979.415683 = -1012544.250738 nChanged 610 SP:Iteration 5F (1267.236993 sec): 3 clusters Score: Raw -1016119.927563 + Penalty 2979.415683 = -1013140.511880 nChanged 501 SP:Iteration 6F (1267.306298 sec): 3 clusters Score: Raw -1016582.439047 + Penalty 2979.415683 = -1013603.023364 nChanged 404 SP:Iteration 7Q (1267.372614 sec): 3 clusters Score: Raw -1016901.769461 + Penalty 2979.415683 = -1013922.353778 nChanged 297 SP:Iteration 8Q (1267.437256 sec): 3 clusters Score: Raw -1017085.859591 + Penalty 2979.415683 = -1014106.443908 nChanged 211 SP:Iteration 9Q (1267.505092 sec): 3 clusters Score: Raw -1017174.741784 + Penalty 2979.415683 = -1014195.326101 nChanged 120 SP:Iteration 10Q (1267.557171 sec): 3 clusters Score: Raw -1017219.417802 + Penalty 2979.415683 = -1014240.002119 nChanged 84 SP:Iteration 11Q (1267.628887 sec): 3 clusters Score: Raw -1017245.719770 + Penalty 2979.415683 = -1014266.304087 nChanged 51 SP:Iteration 12Q (1267.683921 sec): 3 clusters Score: Raw -1017259.633706 + Penalty 2979.415683 = -1014280.218023 nChanged 32 SP:Iteration 13Q (1267.753044 sec): 3 clusters Score: Raw -1017266.580419 + Penalty 2979.415683 = -1014287.164736 nChanged 27 SP:Iteration 14Q (1267.818133 sec): 3 clusters Score: Raw -1017273.119696 + Penalty 2979.415683 = -1014293.704013 nChanged 20 SP:Iteration 15Q (1267.883880 sec): 3 clusters Score: Raw -1017276.791625 + Penalty 2979.415683 = -1014297.375942 nChanged 17 SP:Iteration 16Q (1267.946136 sec): 3 clusters Score: Raw -1017279.827722 + Penalty 2979.415683 = -1014300.412039 nChanged 20 SP:Iteration 17Q (1268.002822 sec): 3 clusters Score: Raw -1017283.341514 + Penalty 2979.415683 = -1014303.925831 nChanged 16 SP:Iteration 18Q (1268.066442 sec): 3 clusters Score: Raw -1017285.771493 + Penalty 2979.415683 = -1014306.355809 nChanged 12 SP:Iteration 19Q (1268.124522 sec): 3 clusters Score: Raw -1017288.880642 + Penalty 2979.415683 = -1014309.464959 nChanged 20 SP:Iteration 20F (1268.198185 sec): 3 clusters Score: Raw -1017293.594386 + Penalty 2979.415683 = -1014314.178703 nChanged 17 SP:Iteration 21Q (1268.263478 sec): 3 clusters Score: Raw -1017296.062030 + Penalty 2979.415683 = -1014316.646346 nChanged 13 SP:Iteration 22Q (1268.313116 sec): 3 clusters Score: Raw -1017297.520991 + Penalty 2979.415683 = -1014318.105308 nChanged 8 SP:Iteration 23Q (1268.378943 sec): 3 clusters Score: Raw -1017298.653587 + Penalty 2979.415683 = -1014319.237904 nChanged 10 SP:Iteration 24Q (1268.448904 sec): 3 clusters Score: Raw -1017300.491106 + Penalty 2979.415683 = -1014321.075423 nChanged 8 SP:Iteration 25Q (1268.505656 sec): 3 clusters Score: Raw -1017301.476947 + Penalty 2979.415683 = -1014322.061264 nChanged 7 SP:Iteration 26Q (1268.568717 sec): 3 clusters Score: Raw -1017302.479077 + Penalty 2979.415683 = -1014323.063394 nChanged 6 SP:Iteration 27Q (1268.634603 sec): 3 clusters Score: Raw -1017303.179074 + Penalty 2979.415683 = -1014323.763391 nChanged 5 SP:Iteration 28Q (1268.699241 sec): 3 clusters Score: Raw -1017303.887685 + Penalty 2979.415683 = -1014324.472002 nChanged 3 SP:Iteration 29Q (1268.773488 sec): 3 clusters Score: Raw -1017304.135551 + Penalty 2979.415683 = -1014324.719868 nChanged 2 SP:Iteration 30Q (1268.825723 sec): 3 clusters Score: Raw -1017304.400957 + Penalty 2979.415683 = -1014324.985274 nChanged 3 SP:Iteration 31Q (1268.897907 sec): 3 clusters Score: Raw -1017304.675019 + Penalty 2979.415683 = -1014325.259336 nChanged 1 SP:Iteration 32Q (1268.960139 sec): 3 clusters Score: Raw -1017304.919471 + Penalty 2979.415683 = -1014325.503788 nChanged 2 SP:Iteration 33Q (1269.032963 sec): 3 clusters Score: Raw -1017305.081538 + Penalty 2979.415683 = -1014325.665855 nChanged 2 SP:Iteration 34Q (1269.090127 sec): 3 clusters Score: Raw -1017305.310995 + Penalty 2979.415683 = -1014325.895312 nChanged 2 SP:Iteration 35Q (1269.159369 sec): 3 clusters Score: Raw -1017305.531108 + Penalty 2979.415683 = -1014326.115425 nChanged 0 SP:Iteration 36F (1269.222408 sec): 3 clusters Score: Raw -1017305.531108 + Penalty 2979.415683 = -1014326.115425 nChanged 0 Trying to split cluster 6 (6742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1269.253593 sec): 2 clusters Score: Raw -645765.549634 + Penalty 1432.618183 = -644332.931451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1269.317029 sec): 3 clusters Score: Raw -642153.733499 + Penalty 2865.236366 = -639288.497132 nChanged 2850 SP:Iteration 1F (1269.379614 sec): 3 clusters Score: Raw -643747.266714 + Penalty 2865.236366 = -640882.030348 nChanged 530 SP:Iteration 2F (1269.441231 sec): 3 clusters Score: Raw -644096.508718 + Penalty 2865.236366 = -641231.272352 nChanged 450 SP:Iteration 3F (1269.488443 sec): 3 clusters Score: Raw -644460.652300 + Penalty 2865.236366 = -641595.415934 nChanged 428 SP:Iteration 4F (1269.546766 sec): 3 clusters Score: Raw -644852.889734 + Penalty 2865.236366 = -641987.653368 nChanged 439 SP:Iteration 5F (1269.615461 sec): 3 clusters Score: Raw -645218.270493 + Penalty 2865.236366 = -642353.034127 nChanged 384 SP:Iteration 6F (1269.657997 sec): 3 clusters Score: Raw -645517.911598 + Penalty 2865.236366 = -642652.675231 nChanged 349 SP:Iteration 7F (1269.719621 sec): 3 clusters Score: Raw -645743.218604 + Penalty 2865.236366 = -642877.982238 nChanged 262 SP:Iteration 8Q (1269.786526 sec): 3 clusters Score: Raw -645906.809346 + Penalty 2865.236366 = -643041.572980 nChanged 230 SP:Iteration 9Q (1269.843280 sec): 3 clusters Score: Raw -646029.373074 + Penalty 2865.236366 = -643164.136708 nChanged 192 SP:Iteration 10Q (1269.890412 sec): 3 clusters Score: Raw -646133.598984 + Penalty 2865.236366 = -643268.362618 nChanged 166 SP:Iteration 11Q (1269.954161 sec): 3 clusters Score: Raw -646210.465782 + Penalty 2865.236366 = -643345.229416 nChanged 147 SP:Iteration 12Q (1270.008842 sec): 3 clusters Score: Raw -646273.359964 + Penalty 2865.236366 = -643408.123598 nChanged 115 SP:Iteration 13Q (1270.060166 sec): 3 clusters Score: Raw -646322.402650 + Penalty 2865.236366 = -643457.166284 nChanged 95 SP:Iteration 14Q (1270.126813 sec): 3 clusters Score: Raw -646349.166848 + Penalty 2865.236366 = -643483.930482 nChanged 56 SP:Iteration 15Q (1270.191767 sec): 3 clusters Score: Raw -646362.091615 + Penalty 2865.236366 = -643496.855249 nChanged 43 SP:Iteration 16Q (1270.240480 sec): 3 clusters Score: Raw -646369.139009 + Penalty 2865.236366 = -643503.902643 nChanged 29 SP:Iteration 17Q (1270.312786 sec): 3 clusters Score: Raw -646374.722993 + Penalty 2865.236366 = -643509.486627 nChanged 16 SP:Iteration 18Q (1270.378456 sec): 3 clusters Score: Raw -646378.276730 + Penalty 2865.236366 = -643513.040364 nChanged 15 SP:Iteration 19Q (1270.427375 sec): 3 clusters Score: Raw -646381.233618 + Penalty 2865.236366 = -643515.997252 nChanged 9 SP:Iteration 20F (1270.498903 sec): 3 clusters Score: Raw -646382.336895 + Penalty 2865.236366 = -643517.100529 nChanged 8 SP:Iteration 21Q (1270.550673 sec): 3 clusters Score: Raw -646383.287140 + Penalty 2865.236366 = -643518.050774 nChanged 4 SP:Iteration 22Q (1270.614888 sec): 3 clusters Score: Raw -646383.601749 + Penalty 2865.236366 = -643518.365382 nChanged 5 SP:Iteration 23Q (1270.674557 sec): 3 clusters Score: Raw -646384.291011 + Penalty 2865.236366 = -643519.054644 nChanged 1 SP:Iteration 24Q (1270.747682 sec): 3 clusters Score: Raw -646384.337249 + Penalty 2865.236366 = -643519.100883 nChanged 1 SP:Iteration 25Q (1270.806934 sec): 3 clusters Score: Raw -646384.400023 + Penalty 2865.236366 = -643519.163657 nChanged 2 SP:Iteration 26Q (1270.859254 sec): 3 clusters Score: Raw -646384.726706 + Penalty 2865.236366 = -643519.490340 nChanged 1 SP:Iteration 27Q (1270.916200 sec): 3 clusters Score: Raw -646384.801934 + Penalty 2865.236366 = -643519.565568 nChanged 0 SP:Iteration 28F (1270.983018 sec): 3 clusters Score: Raw -646384.801934 + Penalty 2865.236366 = -643519.565568 nChanged 0 Trying to split cluster 7 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1271.007339 sec): 2 clusters Score: Raw -36905.764710 + Penalty 977.625538 = -35928.139171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1271.052923 sec): 3 clusters Score: Raw -36944.662333 + Penalty 1955.251077 = -34989.411256 nChanged 99 SP:Iteration 1F (1271.104043 sec): 3 clusters Score: Raw -37155.801390 + Penalty 1955.251077 = -35200.550313 nChanged 29 SP:Iteration 2F (1271.147860 sec): 3 clusters Score: Raw -37236.989700 + Penalty 1955.251077 = -35281.738623 nChanged 23 SP:Iteration 3F (1271.198810 sec): 3 clusters Score: Raw -37311.287523 + Penalty 1955.251077 = -35356.036446 nChanged 17 SP:Iteration 4Q (1271.251316 sec): 3 clusters Score: Raw -37380.282592 + Penalty 1955.251077 = -35425.031515 nChanged 13 SP:Iteration 5Q (1271.296836 sec): 3 clusters Score: Raw -37437.858592 + Penalty 1955.251077 = -35482.607515 nChanged 9 SP:Iteration 6Q (1271.339908 sec): 3 clusters Score: Raw -37463.062068 + Penalty 1955.251077 = -35507.810991 nChanged 8 SP:Iteration 7Q (1271.386515 sec): 3 clusters Score: Raw -37486.102593 + Penalty 1955.251077 = -35530.851516 nChanged 3 SP:Iteration 8Q (1271.441876 sec): 3 clusters Score: Raw -37491.911223 + Penalty 1955.251077 = -35536.660146 nChanged 0 SP:Iteration 9F (1271.489444 sec): 3 clusters Score: Raw -37491.911223 + Penalty 1955.251077 = -35536.660146 nChanged 0 Trying to split cluster 8 (5113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1271.516070 sec): 2 clusters Score: Raw -547748.081575 + Penalty 1387.675509 = -546360.406066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1271.583104 sec): 3 clusters Score: Raw -545059.407865 + Penalty 2775.351018 = -542284.056847 nChanged 2109 SP:Iteration 1F (1271.628308 sec): 3 clusters Score: Raw -546218.042586 + Penalty 2775.351018 = -543442.691568 nChanged 378 SP:Iteration 2F (1271.694590 sec): 3 clusters Score: Raw -546445.634482 + Penalty 2775.351018 = -543670.283463 nChanged 271 SP:Iteration 3F (1271.741530 sec): 3 clusters Score: Raw -546597.786556 + Penalty 2775.351018 = -543822.435538 nChanged 223 SP:Iteration 4Q (1271.806658 sec): 3 clusters Score: Raw -546722.013461 + Penalty 2775.351018 = -543946.662443 nChanged 189 SP:Iteration 5Q (1271.854301 sec): 3 clusters Score: Raw -546815.173499 + Penalty 2775.351018 = -544039.822481 nChanged 179 SP:Iteration 6Q (1271.911348 sec): 3 clusters Score: Raw -546897.812142 + Penalty 2775.351018 = -544122.461123 nChanged 169 SP:Iteration 7Q (1271.974223 sec): 3 clusters Score: Raw -546987.520455 + Penalty 2775.351018 = -544212.169437 nChanged 158 SP:Iteration 8Q (1272.022412 sec): 3 clusters Score: Raw -547065.064068 + Penalty 2775.351018 = -544289.713050 nChanged 138 SP:Iteration 9Q (1272.089898 sec): 3 clusters Score: Raw -547135.147732 + Penalty 2775.351018 = -544359.796714 nChanged 135 SP:Iteration 10Q (1272.135556 sec): 3 clusters Score: Raw -547203.065074 + Penalty 2775.351018 = -544427.714056 nChanged 147 SP:Iteration 11Q (1272.204137 sec): 3 clusters Score: Raw -547284.427420 + Penalty 2775.351018 = -544509.076401 nChanged 131 SP:Iteration 12Q (1272.260976 sec): 3 clusters Score: Raw -547349.295224 + Penalty 2775.351018 = -544573.944206 nChanged 110 SP:Iteration 13Q (1272.318941 sec): 3 clusters Score: Raw -547402.196729 + Penalty 2775.351018 = -544626.845711 nChanged 103 SP:Iteration 14Q (1272.365473 sec): 3 clusters Score: Raw -547457.457695 + Penalty 2775.351018 = -544682.106676 nChanged 105 SP:Iteration 15Q (1272.433071 sec): 3 clusters Score: Raw -547515.207889 + Penalty 2775.351018 = -544739.856870 nChanged 96 SP:Iteration 16Q (1272.491156 sec): 3 clusters Score: Raw -547575.294338 + Penalty 2775.351018 = -544799.943319 nChanged 112 SP:Iteration 17Q (1272.553887 sec): 3 clusters Score: Raw -547649.097553 + Penalty 2775.351018 = -544873.746535 nChanged 110 SP:Iteration 18Q (1272.605477 sec): 3 clusters Score: Raw -547722.710847 + Penalty 2775.351018 = -544947.359829 nChanged 89 SP:Iteration 19Q (1272.664137 sec): 3 clusters Score: Raw -547781.277445 + Penalty 2775.351018 = -545005.926427 nChanged 73 SP:Iteration 20F (1272.711964 sec): 3 clusters Score: Raw -547828.756622 + Penalty 2775.351018 = -545053.405604 nChanged 56 SP:Iteration 21Q (1272.772069 sec): 3 clusters Score: Raw -547865.564337 + Penalty 2775.351018 = -545090.213318 nChanged 47 SP:Iteration 22Q (1272.824172 sec): 3 clusters Score: Raw -547901.074861 + Penalty 2775.351018 = -545125.723842 nChanged 40 SP:Iteration 23Q (1272.880769 sec): 3 clusters Score: Raw -547929.364550 + Penalty 2775.351018 = -545154.013532 nChanged 45 SP:Iteration 24Q (1272.933160 sec): 3 clusters Score: Raw -547955.835924 + Penalty 2775.351018 = -545180.484905 nChanged 31 SP:Iteration 25Q (1272.979411 sec): 3 clusters Score: Raw -547980.675843 + Penalty 2775.351018 = -545205.324824 nChanged 25 SP:Iteration 26Q (1273.040969 sec): 3 clusters Score: Raw -547997.078664 + Penalty 2775.351018 = -545221.727646 nChanged 17 SP:Iteration 27Q (1273.101544 sec): 3 clusters Score: Raw -548011.391492 + Penalty 2775.351018 = -545236.040473 nChanged 17 SP:Iteration 28Q (1273.153140 sec): 3 clusters Score: Raw -548023.473322 + Penalty 2775.351018 = -545248.122304 nChanged 16 SP:Iteration 29Q (1273.209914 sec): 3 clusters Score: Raw -548034.781661 + Penalty 2775.351018 = -545259.430643 nChanged 10 SP:Iteration 30Q (1273.249521 sec): 3 clusters Score: Raw -548040.528068 + Penalty 2775.351018 = -545265.177049 nChanged 8 SP:Iteration 31Q (1273.313047 sec): 3 clusters Score: Raw -548044.947795 + Penalty 2775.351018 = -545269.596777 nChanged 8 SP:Iteration 32Q (1273.359977 sec): 3 clusters Score: Raw -548050.496640 + Penalty 2775.351018 = -545275.145622 nChanged 5 SP:Iteration 33Q (1273.414823 sec): 3 clusters Score: Raw -548055.650236 + Penalty 2775.351018 = -545280.299218 nChanged 4 SP:Iteration 34Q (1273.467819 sec): 3 clusters Score: Raw -548057.935496 + Penalty 2775.351018 = -545282.584478 nChanged 1 SP:Iteration 35Q (1273.526650 sec): 3 clusters Score: Raw -548059.043582 + Penalty 2775.351018 = -545283.692564 nChanged 2 SP:Iteration 36Q (1273.585386 sec): 3 clusters Score: Raw -548060.176809 + Penalty 2775.351018 = -545284.825790 nChanged 0 SP:Iteration 37F (1273.640264 sec): 3 clusters Score: Raw -548060.176809 + Penalty 2775.351018 = -545284.825790 nChanged 0 Trying to split cluster 9 (1573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1273.664751 sec): 2 clusters Score: Raw -155100.900673 + Penalty 1196.120234 = -153904.780438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1273.712773 sec): 3 clusters Score: Raw -154484.198740 + Penalty 2392.240468 = -152091.958272 nChanged 513 SP:Iteration 1F (1273.774685 sec): 3 clusters Score: Raw -154835.655719 + Penalty 2392.240468 = -152443.415251 nChanged 132 SP:Iteration 2F (1273.821458 sec): 3 clusters Score: Raw -154956.905695 + Penalty 2392.240468 = -152564.665226 nChanged 76 SP:Iteration 3Q (1273.866218 sec): 3 clusters Score: Raw -155021.449190 + Penalty 2392.240468 = -152629.208721 nChanged 51 SP:Iteration 4Q (1273.926084 sec): 3 clusters Score: Raw -155064.513037 + Penalty 2392.240468 = -152672.272568 nChanged 36 SP:Iteration 5Q (1273.982328 sec): 3 clusters Score: Raw -155087.041614 + Penalty 2392.240468 = -152694.801145 nChanged 18 SP:Iteration 6Q (1274.031596 sec): 3 clusters Score: Raw -155098.071466 + Penalty 2392.240468 = -152705.830997 nChanged 22 SP:Iteration 7Q (1274.085439 sec): 3 clusters Score: Raw -155115.333942 + Penalty 2392.240468 = -152723.093473 nChanged 20 SP:Iteration 8Q (1274.128268 sec): 3 clusters Score: Raw -155130.834019 + Penalty 2392.240468 = -152738.593550 nChanged 21 SP:Iteration 9Q (1274.177391 sec): 3 clusters Score: Raw -155148.584546 + Penalty 2392.240468 = -152756.344077 nChanged 15 SP:Iteration 10Q (1274.230877 sec): 3 clusters Score: Raw -155157.129900 + Penalty 2392.240468 = -152764.889432 nChanged 17 SP:Iteration 11Q (1274.280744 sec): 3 clusters Score: Raw -155170.018274 + Penalty 2392.240468 = -152777.777805 nChanged 17 SP:Iteration 12Q (1274.335294 sec): 3 clusters Score: Raw -155180.136377 + Penalty 2392.240468 = -152787.895908 nChanged 16 SP:Iteration 13Q (1274.383244 sec): 3 clusters Score: Raw -155193.660026 + Penalty 2392.240468 = -152801.419558 nChanged 11 SP:Iteration 14Q (1274.442874 sec): 3 clusters Score: Raw -155203.344798 + Penalty 2392.240468 = -152811.104329 nChanged 8 SP:Iteration 15Q (1274.494405 sec): 3 clusters Score: Raw -155215.709579 + Penalty 2392.240468 = -152823.469111 nChanged 14 SP:Iteration 16Q (1274.544347 sec): 3 clusters Score: Raw -155225.521400 + Penalty 2392.240468 = -152833.280931 nChanged 12 SP:Iteration 17Q (1274.597409 sec): 3 clusters Score: Raw -155235.159612 + Penalty 2392.240468 = -152842.919144 nChanged 12 SP:Iteration 18Q (1274.642752 sec): 3 clusters Score: Raw -155242.316214 + Penalty 2392.240468 = -152850.075746 nChanged 15 SP:Iteration 19Q (1274.697601 sec): 3 clusters Score: Raw -155248.867110 + Penalty 2392.240468 = -152856.626642 nChanged 9 SP:Iteration 20F (1274.747015 sec): 3 clusters Score: Raw -155256.009125 + Penalty 2392.240468 = -152863.768657 nChanged 7 SP:Iteration 21Q (1274.793900 sec): 3 clusters Score: Raw -155261.051570 + Penalty 2392.240468 = -152868.811102 nChanged 6 SP:Iteration 22Q (1274.835718 sec): 3 clusters Score: Raw -155264.192624 + Penalty 2392.240468 = -152871.952156 nChanged 5 SP:Iteration 23Q (1274.892064 sec): 3 clusters Score: Raw -155266.714028 + Penalty 2392.240468 = -152874.473560 nChanged 4 SP:Iteration 24Q (1274.942044 sec): 3 clusters Score: Raw -155269.109798 + Penalty 2392.240468 = -152876.869329 nChanged 4 SP:Iteration 25Q (1274.994346 sec): 3 clusters Score: Raw -155271.145587 + Penalty 2392.240468 = -152878.905119 nChanged 2 SP:Iteration 26Q (1275.041267 sec): 3 clusters Score: Raw -155271.931254 + Penalty 2392.240468 = -152879.690785 nChanged 1 SP:Iteration 27Q (1275.092599 sec): 3 clusters Score: Raw -155272.770110 + Penalty 2392.240468 = -152880.529641 nChanged 2 SP:Iteration 28Q (1275.129219 sec): 3 clusters Score: Raw -155273.819020 + Penalty 2392.240468 = -152881.578552 nChanged 2 SP:Iteration 29Q (1275.186947 sec): 3 clusters Score: Raw -155275.553394 + Penalty 2392.240468 = -152883.312926 nChanged 2 SP:Iteration 30Q (1275.247439 sec): 3 clusters Score: Raw -155276.449059 + Penalty 2392.240468 = -152884.208591 nChanged 1 SP:Iteration 31Q (1275.300558 sec): 3 clusters Score: Raw -155276.947353 + Penalty 2392.240468 = -152884.706884 nChanged 0 SP:Iteration 32F (1275.343680 sec): 3 clusters Score: Raw -155276.947353 + Penalty 2392.240468 = -152884.706884 nChanged 0 Trying to split cluster 10 (18330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1275.397601 sec): 2 clusters Score: Raw -1950526.854835 + Penalty 1595.147830 = -1948931.707004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1275.473151 sec): 3 clusters Score: Raw -1939477.144048 + Penalty 3190.295661 = -1936286.848387 nChanged 8319 SP:Iteration 1F (1275.553489 sec): 3 clusters Score: Raw -1944139.955910 + Penalty 3190.295661 = -1940949.660249 nChanged 918 SP:Iteration 2F (1275.627703 sec): 3 clusters Score: Raw -1944447.082560 + Penalty 3190.295661 = -1941256.786900 nChanged 831 SP:Iteration 3Q (1275.715974 sec): 3 clusters Score: Raw -1944751.813611 + Penalty 3190.295661 = -1941561.517951 nChanged 792 SP:Iteration 4Q (1275.793605 sec): 3 clusters Score: Raw -1945078.119476 + Penalty 3190.295661 = -1941887.823815 nChanged 850 SP:Iteration 5Q (1275.879764 sec): 3 clusters Score: Raw -1945470.058418 + Penalty 3190.295661 = -1942279.762757 nChanged 901 SP:Iteration 6Q (1275.959490 sec): 3 clusters Score: Raw -1945935.526889 + Penalty 3190.295661 = -1942745.231228 nChanged 941 SP:Iteration 7F (1276.040859 sec): 3 clusters Score: Raw -1946505.844862 + Penalty 3190.295661 = -1943315.549202 nChanged 958 SP:Iteration 8F (1276.122629 sec): 3 clusters Score: Raw -1947125.473168 + Penalty 3190.295661 = -1943935.177507 nChanged 954 SP:Iteration 9F (1276.198090 sec): 3 clusters Score: Raw -1947755.188600 + Penalty 3190.295661 = -1944564.892939 nChanged 889 SP:Iteration 10Q (1276.270205 sec): 3 clusters Score: Raw -1948315.445589 + Penalty 3190.295661 = -1945125.149928 nChanged 755 SP:Iteration 11Q (1276.354359 sec): 3 clusters Score: Raw -1948774.341968 + Penalty 3190.295661 = -1945584.046307 nChanged 601 SP:Iteration 12Q (1276.420731 sec): 3 clusters Score: Raw -1949084.714512 + Penalty 3190.295661 = -1945894.418851 nChanged 445 SP:Iteration 13Q (1276.502872 sec): 3 clusters Score: Raw -1949279.419510 + Penalty 3190.295661 = -1946089.123849 nChanged 333 SP:Iteration 14Q (1276.594227 sec): 3 clusters Score: Raw -1949421.236134 + Penalty 3190.295661 = -1946230.940473 nChanged 255 SP:Iteration 15Q (1276.674853 sec): 3 clusters Score: Raw -1949510.211197 + Penalty 3190.295661 = -1946319.915536 nChanged 253 SP:Iteration 16Q (1276.750750 sec): 3 clusters Score: Raw -1949591.372684 + Penalty 3190.295661 = -1946401.077024 nChanged 208 SP:Iteration 17Q (1276.825556 sec): 3 clusters Score: Raw -1949659.287302 + Penalty 3190.295661 = -1946468.991641 nChanged 198 SP:Iteration 18Q (1276.894962 sec): 3 clusters Score: Raw -1949730.535325 + Penalty 3190.295661 = -1946540.239664 nChanged 214 SP:Iteration 19Q (1276.970349 sec): 3 clusters Score: Raw -1949809.430064 + Penalty 3190.295661 = -1946619.134403 nChanged 220 SP:Iteration 20F (1277.044105 sec): 3 clusters Score: Raw -1949892.433357 + Penalty 3190.295661 = -1946702.137696 nChanged 194 SP:Iteration 21Q (1277.120334 sec): 3 clusters Score: Raw -1949964.552916 + Penalty 3190.295661 = -1946774.257255 nChanged 186 SP:Iteration 22Q (1277.196435 sec): 3 clusters Score: Raw -1950036.282763 + Penalty 3190.295661 = -1946845.987102 nChanged 168 SP:Iteration 23Q (1277.265372 sec): 3 clusters Score: Raw -1950097.564888 + Penalty 3190.295661 = -1946907.269227 nChanged 172 SP:Iteration 24Q (1277.336727 sec): 3 clusters Score: Raw -1950163.021095 + Penalty 3190.295661 = -1946972.725434 nChanged 162 SP:Iteration 25Q (1277.408891 sec): 3 clusters Score: Raw -1950224.197103 + Penalty 3190.295661 = -1947033.901442 nChanged 154 SP:Iteration 26Q (1277.495522 sec): 3 clusters Score: Raw -1950282.951244 + Penalty 3190.295661 = -1947092.655584 nChanged 134 SP:Iteration 27Q (1277.568390 sec): 3 clusters Score: Raw -1950327.657053 + Penalty 3190.295661 = -1947137.361393 nChanged 117 SP:Iteration 28Q (1277.645496 sec): 3 clusters Score: Raw -1950367.862210 + Penalty 3190.295661 = -1947177.566550 nChanged 105 SP:Iteration 29Q (1277.722161 sec): 3 clusters Score: Raw -1950399.888946 + Penalty 3190.295661 = -1947209.593285 nChanged 90 SP:Iteration 30Q (1277.795419 sec): 3 clusters Score: Raw -1950425.625504 + Penalty 3190.295661 = -1947235.329843 nChanged 102 SP:Iteration 31Q (1277.862912 sec): 3 clusters Score: Raw -1950456.179073 + Penalty 3190.295661 = -1947265.883413 nChanged 84 SP:Iteration 32Q (1277.948206 sec): 3 clusters Score: Raw -1950483.184086 + Penalty 3190.295661 = -1947292.888426 nChanged 84 SP:Iteration 33Q (1278.019973 sec): 3 clusters Score: Raw -1950506.690502 + Penalty 3190.295661 = -1947316.394841 nChanged 75 SP:Iteration 34Q (1278.090766 sec): 3 clusters Score: Raw -1950524.415249 + Penalty 3190.295661 = -1947334.119589 nChanged 63 SP:Iteration 35Q (1278.148381 sec): 3 clusters Score: Raw -1950538.413991 + Penalty 3190.295661 = -1947348.118330 nChanged 48 SP:Iteration 36Q (1278.223781 sec): 3 clusters Score: Raw -1950552.397570 + Penalty 3190.295661 = -1947362.101909 nChanged 58 SP:Iteration 37Q (1278.301928 sec): 3 clusters Score: Raw -1950565.880558 + Penalty 3190.295661 = -1947375.584897 nChanged 34 SP:Iteration 38Q (1278.371020 sec): 3 clusters Score: Raw -1950573.430547 + Penalty 3190.295661 = -1947383.134886 nChanged 25 SP:Iteration 39Q (1278.435111 sec): 3 clusters Score: Raw -1950580.767677 + Penalty 3190.295661 = -1947390.472016 nChanged 36 SP:Iteration 40F (1278.505725 sec): 3 clusters Score: Raw -1950592.458712 + Penalty 3190.295661 = -1947402.163052 nChanged 40 SP:Iteration 41Q (1278.581065 sec): 3 clusters Score: Raw -1950606.865303 + Penalty 3190.295661 = -1947416.569642 nChanged 52 SP:Iteration 42Q (1278.648155 sec): 3 clusters Score: Raw -1950620.666210 + Penalty 3190.295661 = -1947430.370549 nChanged 33 SP:Iteration 43Q (1278.724949 sec): 3 clusters Score: Raw -1950630.538366 + Penalty 3190.295661 = -1947440.242705 nChanged 38 SP:Iteration 44Q (1278.804302 sec): 3 clusters Score: Raw -1950641.028247 + Penalty 3190.295661 = -1947450.732586 nChanged 33 SP:Iteration 45Q (1278.876679 sec): 3 clusters Score: Raw -1950649.624584 + Penalty 3190.295661 = -1947459.328923 nChanged 34 SP:Iteration 46Q (1278.942516 sec): 3 clusters Score: Raw -1950659.268053 + Penalty 3190.295661 = -1947468.972392 nChanged 31 SP:Iteration 47Q (1279.009343 sec): 3 clusters Score: Raw -1950667.756667 + Penalty 3190.295661 = -1947477.461006 nChanged 29 SP:Iteration 48Q (1279.086912 sec): 3 clusters Score: Raw -1950675.879351 + Penalty 3190.295661 = -1947485.583690 nChanged 27 SP:Iteration 49Q (1279.154393 sec): 3 clusters Score: Raw -1950683.816615 + Penalty 3190.295661 = -1947493.520954 nChanged 25 SP:Iteration 50Q (1279.218226 sec): 3 clusters Score: Raw -1950692.250471 + Penalty 3190.295661 = -1947501.954810 nChanged 30 SP:Iteration 51Q (1279.272316 sec): 3 clusters Score: Raw -1950698.764895 + Penalty 3190.295661 = -1947508.469234 nChanged 18 SP:Iteration 52Q (1279.347425 sec): 3 clusters Score: Raw -1950702.639685 + Penalty 3190.295661 = -1947512.344024 nChanged 17 SP:Iteration 53Q (1279.436493 sec): 3 clusters Score: Raw -1950706.631741 + Penalty 3190.295661 = -1947516.336080 nChanged 18 SP:Iteration 54Q (1279.504498 sec): 3 clusters Score: Raw -1950710.383566 + Penalty 3190.295661 = -1947520.087905 nChanged 24 SP:Iteration 55Q (1279.582155 sec): 3 clusters Score: Raw -1950716.477692 + Penalty 3190.295661 = -1947526.182031 nChanged 22 SP:Iteration 56Q (1279.653002 sec): 3 clusters Score: Raw -1950723.702021 + Penalty 3190.295661 = -1947533.406360 nChanged 21 SP:Iteration 57Q (1279.727394 sec): 3 clusters Score: Raw -1950729.335437 + Penalty 3190.295661 = -1947539.039777 nChanged 23 SP:Iteration 58Q (1279.799785 sec): 3 clusters Score: Raw -1950733.968818 + Penalty 3190.295661 = -1947543.673158 nChanged 17 SP:Iteration 59Q (1279.872668 sec): 3 clusters Score: Raw -1950737.731267 + Penalty 3190.295661 = -1947547.435606 nChanged 14 SP:Iteration 60F (1279.956690 sec): 3 clusters Score: Raw -1950741.320434 + Penalty 3190.295661 = -1947551.024773 nChanged 12 SP:Iteration 61Q (1280.039977 sec): 3 clusters Score: Raw -1950744.662175 + Penalty 3190.295661 = -1947554.366514 nChanged 10 SP:Iteration 62Q (1280.113625 sec): 3 clusters Score: Raw -1950746.728741 + Penalty 3190.295661 = -1947556.433080 nChanged 11 SP:Iteration 63Q (1280.182663 sec): 3 clusters Score: Raw -1950749.011594 + Penalty 3190.295661 = -1947558.715933 nChanged 9 SP:Iteration 64Q (1280.259173 sec): 3 clusters Score: Raw -1950750.282858 + Penalty 3190.295661 = -1947559.987197 nChanged 8 SP:Iteration 65Q (1280.336063 sec): 3 clusters Score: Raw -1950751.769540 + Penalty 3190.295661 = -1947561.473879 nChanged 5 SP:Iteration 66Q (1280.388519 sec): 3 clusters Score: Raw -1950752.711068 + Penalty 3190.295661 = -1947562.415407 nChanged 6 SP:Iteration 67Q (1280.460121 sec): 3 clusters Score: Raw -1950754.769727 + Penalty 3190.295661 = -1947564.474066 nChanged 5 SP:Iteration 68Q (1280.542972 sec): 3 clusters Score: Raw -1950756.179841 + Penalty 3190.295661 = -1947565.884180 nChanged 7 SP:Iteration 69Q (1280.609452 sec): 3 clusters Score: Raw -1950758.249917 + Penalty 3190.295661 = -1947567.954256 nChanged 8 SP:Iteration 70Q (1280.676217 sec): 3 clusters Score: Raw -1950760.629764 + Penalty 3190.295661 = -1947570.334103 nChanged 10 SP:Iteration 71Q (1280.754078 sec): 3 clusters Score: Raw -1950762.731942 + Penalty 3190.295661 = -1947572.436281 nChanged 6 SP:Iteration 72Q (1280.829232 sec): 3 clusters Score: Raw -1950764.307230 + Penalty 3190.295661 = -1947574.011569 nChanged 4 SP:Iteration 73Q (1280.906358 sec): 3 clusters Score: Raw -1950765.025921 + Penalty 3190.295661 = -1947574.730261 nChanged 1 SP:Iteration 74Q (1280.977829 sec): 3 clusters Score: Raw -1950765.348698 + Penalty 3190.295661 = -1947575.053038 nChanged 2 SP:Iteration 75Q (1281.050011 sec): 3 clusters Score: Raw -1950765.677023 + Penalty 3190.295661 = -1947575.381363 nChanged 1 SP:Iteration 76Q (1281.117694 sec): 3 clusters Score: Raw -1950765.807114 + Penalty 3190.295661 = -1947575.511453 nChanged 1 SP:Iteration 77Q (1281.182647 sec): 3 clusters Score: Raw -1950765.861962 + Penalty 3190.295661 = -1947575.566301 nChanged 0 SP:Iteration 78F (1281.260707 sec): 3 clusters Score: Raw -1950765.861962 + Penalty 3190.295661 = -1947575.566301 nChanged 0 Trying to split cluster 11 (8021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1281.301403 sec): 2 clusters Score: Raw -850744.477516 + Penalty 1460.845487 = -849283.632029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1281.362622 sec): 3 clusters Score: Raw -846349.092801 + Penalty 2921.690974 = -843427.401827 nChanged 3421 SP:Iteration 1F (1281.410394 sec): 3 clusters Score: Raw -848181.776203 + Penalty 2921.690974 = -845260.085229 nChanged 533 SP:Iteration 2F (1281.474088 sec): 3 clusters Score: Raw -848450.171698 + Penalty 2921.690974 = -845528.480724 nChanged 494 SP:Iteration 3F (1281.540091 sec): 3 clusters Score: Raw -848737.597827 + Penalty 2921.690974 = -845815.906853 nChanged 476 SP:Iteration 4F (1281.594599 sec): 3 clusters Score: Raw -849020.139231 + Penalty 2921.690974 = -846098.448257 nChanged 457 SP:Iteration 5F (1281.655733 sec): 3 clusters Score: Raw -849273.140731 + Penalty 2921.690974 = -846351.449757 nChanged 401 SP:Iteration 6Q (1281.718841 sec): 3 clusters Score: Raw -849471.195866 + Penalty 2921.690974 = -846549.504892 nChanged 349 SP:Iteration 7Q (1281.780422 sec): 3 clusters Score: Raw -849646.744605 + Penalty 2921.690974 = -846725.053631 nChanged 303 SP:Iteration 8Q (1281.838524 sec): 3 clusters Score: Raw -849794.771232 + Penalty 2921.690974 = -846873.080258 nChanged 246 SP:Iteration 9Q (1281.907669 sec): 3 clusters Score: Raw -849903.401502 + Penalty 2921.690974 = -846981.710528 nChanged 214 SP:Iteration 10Q (1281.969906 sec): 3 clusters Score: Raw -850000.238373 + Penalty 2921.690974 = -847078.547399 nChanged 181 SP:Iteration 11Q (1282.019286 sec): 3 clusters Score: Raw -850075.827615 + Penalty 2921.690974 = -847154.136641 nChanged 155 SP:Iteration 12Q (1282.090623 sec): 3 clusters Score: Raw -850135.234742 + Penalty 2921.690974 = -847213.543769 nChanged 132 SP:Iteration 13Q (1282.155777 sec): 3 clusters Score: Raw -850178.700685 + Penalty 2921.690974 = -847257.009711 nChanged 111 SP:Iteration 14Q (1282.204719 sec): 3 clusters Score: Raw -850213.352328 + Penalty 2921.690974 = -847291.661354 nChanged 95 SP:Iteration 15Q (1282.275287 sec): 3 clusters Score: Raw -850247.255280 + Penalty 2921.690974 = -847325.564306 nChanged 80 SP:Iteration 16Q (1282.332534 sec): 3 clusters Score: Raw -850276.578168 + Penalty 2921.690974 = -847354.887194 nChanged 83 SP:Iteration 17Q (1282.396409 sec): 3 clusters Score: Raw -850309.093461 + Penalty 2921.690974 = -847387.402487 nChanged 76 SP:Iteration 18Q (1282.452201 sec): 3 clusters Score: Raw -850337.100201 + Penalty 2921.690974 = -847415.409227 nChanged 74 SP:Iteration 19Q (1282.509705 sec): 3 clusters Score: Raw -850368.641733 + Penalty 2921.690974 = -847446.950759 nChanged 64 SP:Iteration 20F (1282.581785 sec): 3 clusters Score: Raw -850393.440550 + Penalty 2921.690974 = -847471.749576 nChanged 74 SP:Iteration 21Q (1282.639862 sec): 3 clusters Score: Raw -850423.477194 + Penalty 2921.690974 = -847501.786220 nChanged 65 SP:Iteration 22Q (1282.699208 sec): 3 clusters Score: Raw -850447.479194 + Penalty 2921.690974 = -847525.788220 nChanged 62 SP:Iteration 23Q (1282.759898 sec): 3 clusters Score: Raw -850472.469656 + Penalty 2921.690974 = -847550.778682 nChanged 70 SP:Iteration 24Q (1282.820605 sec): 3 clusters Score: Raw -850506.861052 + Penalty 2921.690974 = -847585.170078 nChanged 59 SP:Iteration 25Q (1282.882669 sec): 3 clusters Score: Raw -850535.373808 + Penalty 2921.690974 = -847613.682834 nChanged 54 SP:Iteration 26Q (1282.954777 sec): 3 clusters Score: Raw -850563.720156 + Penalty 2921.690974 = -847642.029182 nChanged 56 SP:Iteration 27Q (1283.008974 sec): 3 clusters Score: Raw -850590.991304 + Penalty 2921.690974 = -847669.300330 nChanged 46 SP:Iteration 28Q (1283.081303 sec): 3 clusters Score: Raw -850611.195219 + Penalty 2921.690974 = -847689.504245 nChanged 44 SP:Iteration 29Q (1283.140883 sec): 3 clusters Score: Raw -850632.413244 + Penalty 2921.690974 = -847710.722270 nChanged 43 SP:Iteration 30Q (1283.200131 sec): 3 clusters Score: Raw -850654.747505 + Penalty 2921.690974 = -847733.056531 nChanged 30 SP:Iteration 31Q (1283.264996 sec): 3 clusters Score: Raw -850668.476839 + Penalty 2921.690974 = -847746.785865 nChanged 25 SP:Iteration 32Q (1283.322434 sec): 3 clusters Score: Raw -850680.592262 + Penalty 2921.690974 = -847758.901288 nChanged 24 SP:Iteration 33Q (1283.396911 sec): 3 clusters Score: Raw -850694.329692 + Penalty 2921.690974 = -847772.638718 nChanged 31 SP:Iteration 34Q (1283.463936 sec): 3 clusters Score: Raw -850712.079449 + Penalty 2921.690974 = -847790.388475 nChanged 27 SP:Iteration 35Q (1283.531755 sec): 3 clusters Score: Raw -850727.191417 + Penalty 2921.690974 = -847805.500443 nChanged 25 SP:Iteration 36Q (1283.593618 sec): 3 clusters Score: Raw -850739.408177 + Penalty 2921.690974 = -847817.717203 nChanged 20 SP:Iteration 37Q (1283.654192 sec): 3 clusters Score: Raw -850748.883290 + Penalty 2921.690974 = -847827.192316 nChanged 14 SP:Iteration 38Q (1283.703836 sec): 3 clusters Score: Raw -850754.588406 + Penalty 2921.690974 = -847832.897432 nChanged 9 SP:Iteration 39Q (1283.766039 sec): 3 clusters Score: Raw -850758.300547 + Penalty 2921.690974 = -847836.609573 nChanged 7 SP:Iteration 40F (1283.825399 sec): 3 clusters Score: Raw -850761.170790 + Penalty 2921.690974 = -847839.479816 nChanged 8 SP:Iteration 41Q (1283.891143 sec): 3 clusters Score: Raw -850764.132552 + Penalty 2921.690974 = -847842.441578 nChanged 5 SP:Iteration 42Q (1283.939759 sec): 3 clusters Score: Raw -850766.069682 + Penalty 2921.690974 = -847844.378708 nChanged 5 SP:Iteration 43Q (1284.005768 sec): 3 clusters Score: Raw -850769.912892 + Penalty 2921.690974 = -847848.221918 nChanged 7 SP:Iteration 44Q (1284.059741 sec): 3 clusters Score: Raw -850775.465004 + Penalty 2921.690974 = -847853.774030 nChanged 7 SP:Iteration 45Q (1284.124207 sec): 3 clusters Score: Raw -850779.405197 + Penalty 2921.690974 = -847857.714223 nChanged 6 SP:Iteration 46Q (1284.163407 sec): 3 clusters Score: Raw -850782.099587 + Penalty 2921.690974 = -847860.408613 nChanged 5 SP:Iteration 47Q (1284.207281 sec): 3 clusters Score: Raw -850785.955757 + Penalty 2921.690974 = -847864.264783 nChanged 11 SP:Iteration 48Q (1284.273287 sec): 3 clusters Score: Raw -850796.962309 + Penalty 2921.690974 = -847875.271335 nChanged 15 SP:Iteration 49Q (1284.334041 sec): 3 clusters Score: Raw -850808.876221 + Penalty 2921.690974 = -847887.185247 nChanged 11 SP:Iteration 50Q (1284.386473 sec): 3 clusters Score: Raw -850816.237289 + Penalty 2921.690974 = -847894.546315 nChanged 12 SP:Iteration 51Q (1284.446780 sec): 3 clusters Score: Raw -850824.825878 + Penalty 2921.690974 = -847903.134904 nChanged 9 SP:Iteration 52Q (1284.507242 sec): 3 clusters Score: Raw -850830.180625 + Penalty 2921.690974 = -847908.489651 nChanged 14 SP:Iteration 53Q (1284.576645 sec): 3 clusters Score: Raw -850836.007178 + Penalty 2921.690974 = -847914.316204 nChanged 8 SP:Iteration 54Q (1284.640958 sec): 3 clusters Score: Raw -850840.480583 + Penalty 2921.690974 = -847918.789609 nChanged 9 SP:Iteration 55Q (1284.698867 sec): 3 clusters Score: Raw -850845.398148 + Penalty 2921.690974 = -847923.707174 nChanged 4 SP:Iteration 56Q (1284.748263 sec): 3 clusters Score: Raw -850847.614998 + Penalty 2921.690974 = -847925.924024 nChanged 6 SP:Iteration 57Q (1284.811987 sec): 3 clusters Score: Raw -850852.123054 + Penalty 2921.690974 = -847930.432080 nChanged 5 SP:Iteration 58Q (1284.873326 sec): 3 clusters Score: Raw -850857.244704 + Penalty 2921.690974 = -847935.553730 nChanged 5 SP:Iteration 59Q (1284.928945 sec): 3 clusters Score: Raw -850861.222836 + Penalty 2921.690974 = -847939.531862 nChanged 7 SP:Iteration 60F (1284.985576 sec): 3 clusters Score: Raw -850865.067841 + Penalty 2921.690974 = -847943.376867 nChanged 10 SP:Iteration 61Q (1285.048877 sec): 3 clusters Score: Raw -850870.176488 + Penalty 2921.690974 = -847948.485514 nChanged 3 SP:Iteration 62Q (1285.100175 sec): 3 clusters Score: Raw -850871.642411 + Penalty 2921.690974 = -847949.951437 nChanged 3 SP:Iteration 63Q (1285.159640 sec): 3 clusters Score: Raw -850875.154560 + Penalty 2921.690974 = -847953.463586 nChanged 5 SP:Iteration 64Q (1285.216350 sec): 3 clusters Score: Raw -850878.544572 + Penalty 2921.690974 = -847956.853598 nChanged 2 SP:Iteration 65Q (1285.275816 sec): 3 clusters Score: Raw -850879.148807 + Penalty 2921.690974 = -847957.457833 nChanged 1 SP:Iteration 66Q (1285.334058 sec): 3 clusters Score: Raw -850880.155159 + Penalty 2921.690974 = -847958.464185 nChanged 0 SP:Iteration 67F (1285.394342 sec): 3 clusters Score: Raw -850880.155159 + Penalty 2921.690974 = -847958.464185 nChanged 0 Trying to split cluster 12 (5543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1285.428166 sec): 2 clusters Score: Raw -595236.598876 + Penalty 1400.797312 = -593835.801564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1285.489202 sec): 3 clusters Score: Raw -592313.993332 + Penalty 2801.594624 = -589512.398709 nChanged 2235 SP:Iteration 1F (1285.545719 sec): 3 clusters Score: Raw -593489.745115 + Penalty 2801.594624 = -590688.150491 nChanged 360 SP:Iteration 2F (1285.596445 sec): 3 clusters Score: Raw -593650.092661 + Penalty 2801.594624 = -590848.498038 nChanged 261 SP:Iteration 3Q (1285.659557 sec): 3 clusters Score: Raw -593779.245426 + Penalty 2801.594624 = -590977.650802 nChanged 256 SP:Iteration 4Q (1285.711618 sec): 3 clusters Score: Raw -593899.903539 + Penalty 2801.594624 = -591098.308915 nChanged 212 SP:Iteration 5Q (1285.766513 sec): 3 clusters Score: Raw -593987.016979 + Penalty 2801.594624 = -591185.422355 nChanged 159 SP:Iteration 6Q (1285.816408 sec): 3 clusters Score: Raw -594049.997682 + Penalty 2801.594624 = -591248.403058 nChanged 140 SP:Iteration 7Q (1285.865913 sec): 3 clusters Score: Raw -594107.188558 + Penalty 2801.594624 = -591305.593934 nChanged 146 SP:Iteration 8Q (1285.930907 sec): 3 clusters Score: Raw -594173.945472 + Penalty 2801.594624 = -591372.350848 nChanged 146 SP:Iteration 9Q (1285.991206 sec): 3 clusters Score: Raw -594240.744622 + Penalty 2801.594624 = -591439.149999 nChanged 139 SP:Iteration 10Q (1286.046651 sec): 3 clusters Score: Raw -594295.745207 + Penalty 2801.594624 = -591494.150584 nChanged 129 SP:Iteration 11Q (1286.100494 sec): 3 clusters Score: Raw -594353.612600 + Penalty 2801.594624 = -591552.017976 nChanged 139 SP:Iteration 12Q (1286.155998 sec): 3 clusters Score: Raw -594419.226655 + Penalty 2801.594624 = -591617.632031 nChanged 125 SP:Iteration 13Q (1286.213115 sec): 3 clusters Score: Raw -594474.193265 + Penalty 2801.594624 = -591672.598641 nChanged 119 SP:Iteration 14Q (1286.269926 sec): 3 clusters Score: Raw -594536.459855 + Penalty 2801.594624 = -591734.865232 nChanged 132 SP:Iteration 15Q (1286.321776 sec): 3 clusters Score: Raw -594609.801508 + Penalty 2801.594624 = -591808.206885 nChanged 124 SP:Iteration 16Q (1286.374005 sec): 3 clusters Score: Raw -594683.898073 + Penalty 2801.594624 = -591882.303450 nChanged 123 SP:Iteration 17Q (1286.436344 sec): 3 clusters Score: Raw -594754.232765 + Penalty 2801.594624 = -591952.638141 nChanged 97 SP:Iteration 18Q (1286.490458 sec): 3 clusters Score: Raw -594809.533541 + Penalty 2801.594624 = -592007.938918 nChanged 106 SP:Iteration 19Q (1286.546548 sec): 3 clusters Score: Raw -594885.527859 + Penalty 2801.594624 = -592083.933235 nChanged 122 SP:Iteration 20F (1286.605210 sec): 3 clusters Score: Raw -594964.979382 + Penalty 2801.594624 = -592163.384758 nChanged 93 SP:Iteration 21Q (1286.665792 sec): 3 clusters Score: Raw -595018.018808 + Penalty 2801.594624 = -592216.424184 nChanged 81 SP:Iteration 22Q (1286.717545 sec): 3 clusters Score: Raw -595063.824576 + Penalty 2801.594624 = -592262.229952 nChanged 69 SP:Iteration 23Q (1286.767909 sec): 3 clusters Score: Raw -595099.788972 + Penalty 2801.594624 = -592298.194348 nChanged 70 SP:Iteration 24Q (1286.820895 sec): 3 clusters Score: Raw -595131.231909 + Penalty 2801.594624 = -592329.637286 nChanged 55 SP:Iteration 25Q (1286.874035 sec): 3 clusters Score: Raw -595162.003809 + Penalty 2801.594624 = -592360.409186 nChanged 57 SP:Iteration 26Q (1286.932104 sec): 3 clusters Score: Raw -595193.471636 + Penalty 2801.594624 = -592391.877012 nChanged 54 SP:Iteration 27Q (1286.988385 sec): 3 clusters Score: Raw -595220.679669 + Penalty 2801.594624 = -592419.085046 nChanged 46 SP:Iteration 28Q (1287.038439 sec): 3 clusters Score: Raw -595241.400692 + Penalty 2801.594624 = -592439.806068 nChanged 37 SP:Iteration 29Q (1287.084380 sec): 3 clusters Score: Raw -595254.551461 + Penalty 2801.594624 = -592452.956837 nChanged 28 SP:Iteration 30Q (1287.138126 sec): 3 clusters Score: Raw -595265.179139 + Penalty 2801.594624 = -592463.584516 nChanged 19 SP:Iteration 31Q (1287.199173 sec): 3 clusters Score: Raw -595273.101541 + Penalty 2801.594624 = -592471.506918 nChanged 22 SP:Iteration 32Q (1287.248136 sec): 3 clusters Score: Raw -595280.596043 + Penalty 2801.594624 = -592479.001419 nChanged 18 SP:Iteration 33Q (1287.306508 sec): 3 clusters Score: Raw -595287.301157 + Penalty 2801.594624 = -592485.706533 nChanged 17 SP:Iteration 34Q (1287.354679 sec): 3 clusters Score: Raw -595293.586802 + Penalty 2801.594624 = -592491.992178 nChanged 10 SP:Iteration 35Q (1287.401299 sec): 3 clusters Score: Raw -595297.833548 + Penalty 2801.594624 = -592496.238925 nChanged 10 SP:Iteration 36Q (1287.454565 sec): 3 clusters Score: Raw -595301.657389 + Penalty 2801.594624 = -592500.062765 nChanged 6 SP:Iteration 37Q (1287.512004 sec): 3 clusters Score: Raw -595303.888388 + Penalty 2801.594624 = -592502.293764 nChanged 7 SP:Iteration 38Q (1287.570217 sec): 3 clusters Score: Raw -595307.485010 + Penalty 2801.594624 = -592505.890386 nChanged 9 SP:Iteration 39Q (1287.615541 sec): 3 clusters Score: Raw -595310.973618 + Penalty 2801.594624 = -592509.378995 nChanged 7 SP:Iteration 40F (1287.674499 sec): 3 clusters Score: Raw -595313.822368 + Penalty 2801.594624 = -592512.227744 nChanged 4 SP:Iteration 41Q (1287.731573 sec): 3 clusters Score: Raw -595315.338964 + Penalty 2801.594624 = -592513.744340 nChanged 8 SP:Iteration 42Q (1287.785503 sec): 3 clusters Score: Raw -595318.217994 + Penalty 2801.594624 = -592516.623370 nChanged 7 SP:Iteration 43Q (1287.836055 sec): 3 clusters Score: Raw -595319.931672 + Penalty 2801.594624 = -592518.337048 nChanged 1 SP:Iteration 44Q (1287.893655 sec): 3 clusters Score: Raw -595320.106759 + Penalty 2801.594624 = -592518.512136 nChanged 0 SP:Iteration 45F (1287.946435 sec): 3 clusters Score: Raw -595320.106759 + Penalty 2801.594624 = -592518.512136 nChanged 0 Trying to split cluster 13 (1103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1287.970723 sec): 2 clusters Score: Raw -107956.753994 + Penalty 1138.440716 = -106818.313279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1288.031129 sec): 3 clusters Score: Raw -107607.397522 + Penalty 2276.881431 = -105330.516091 nChanged 347 SP:Iteration 1F (1288.072122 sec): 3 clusters Score: Raw -107928.471159 + Penalty 2276.881431 = -105651.589728 nChanged 95 SP:Iteration 2F (1288.115588 sec): 3 clusters Score: Raw -108046.581426 + Penalty 2276.881431 = -105769.699995 nChanged 51 SP:Iteration 3Q (1288.167193 sec): 3 clusters Score: Raw -108099.176534 + Penalty 2276.881431 = -105822.295103 nChanged 29 SP:Iteration 4Q (1288.212996 sec): 3 clusters Score: Raw -108125.617960 + Penalty 2276.881431 = -105848.736529 nChanged 31 SP:Iteration 5Q (1288.259224 sec): 3 clusters Score: Raw -108169.205603 + Penalty 2276.881431 = -105892.324171 nChanged 24 SP:Iteration 6Q (1288.306150 sec): 3 clusters Score: Raw -108189.944271 + Penalty 2276.881431 = -105913.062840 nChanged 21 SP:Iteration 7Q (1288.354240 sec): 3 clusters Score: Raw -108207.512187 + Penalty 2276.881431 = -105930.630755 nChanged 16 SP:Iteration 8Q (1288.391803 sec): 3 clusters Score: Raw -108222.681471 + Penalty 2276.881431 = -105945.800040 nChanged 16 SP:Iteration 9Q (1288.431297 sec): 3 clusters Score: Raw -108237.432495 + Penalty 2276.881431 = -105960.551064 nChanged 13 SP:Iteration 10Q (1288.476167 sec): 3 clusters Score: Raw -108258.891614 + Penalty 2276.881431 = -105982.010182 nChanged 10 SP:Iteration 11Q (1288.524397 sec): 3 clusters Score: Raw -108271.234060 + Penalty 2276.881431 = -105994.352629 nChanged 14 SP:Iteration 12Q (1288.586936 sec): 3 clusters Score: Raw -108284.847959 + Penalty 2276.881431 = -106007.966528 nChanged 15 SP:Iteration 13Q (1288.627997 sec): 3 clusters Score: Raw -108301.560316 + Penalty 2276.881431 = -106024.678885 nChanged 9 SP:Iteration 14Q (1288.664051 sec): 3 clusters Score: Raw -108311.138353 + Penalty 2276.881431 = -106034.256922 nChanged 12 SP:Iteration 15Q (1288.721432 sec): 3 clusters Score: Raw -108325.719869 + Penalty 2276.881431 = -106048.838438 nChanged 5 SP:Iteration 16Q (1288.761547 sec): 3 clusters Score: Raw -108331.924390 + Penalty 2276.881431 = -106055.042959 nChanged 3 SP:Iteration 17Q (1288.810075 sec): 3 clusters Score: Raw -108334.168165 + Penalty 2276.881431 = -106057.286733 nChanged 6 SP:Iteration 18Q (1288.861692 sec): 3 clusters Score: Raw -108340.173122 + Penalty 2276.881431 = -106063.291691 nChanged 7 SP:Iteration 19Q (1288.895859 sec): 3 clusters Score: Raw -108345.682911 + Penalty 2276.881431 = -106068.801480 nChanged 7 SP:Iteration 20F (1288.948504 sec): 3 clusters Score: Raw -108350.544277 + Penalty 2276.881431 = -106073.662846 nChanged 2 SP:Iteration 21Q (1288.991995 sec): 3 clusters Score: Raw -108351.716056 + Penalty 2276.881431 = -106074.834625 nChanged 4 SP:Iteration 22Q (1289.044769 sec): 3 clusters Score: Raw -108356.378972 + Penalty 2276.881431 = -106079.497541 nChanged 8 SP:Iteration 23Q (1289.096368 sec): 3 clusters Score: Raw -108363.107329 + Penalty 2276.881431 = -106086.225898 nChanged 10 SP:Iteration 24Q (1289.134071 sec): 3 clusters Score: Raw -108374.128230 + Penalty 2276.881431 = -106097.246799 nChanged 6 SP:Iteration 25Q (1289.192477 sec): 3 clusters Score: Raw -108379.948867 + Penalty 2276.881431 = -106103.067436 nChanged 10 SP:Iteration 26Q (1289.235342 sec): 3 clusters Score: Raw -108387.361480 + Penalty 2276.881431 = -106110.480049 nChanged 3 SP:Iteration 27Q (1289.272205 sec): 3 clusters Score: Raw -108389.172007 + Penalty 2276.881431 = -106112.290576 nChanged 4 SP:Iteration 28Q (1289.325644 sec): 3 clusters Score: Raw -108393.362313 + Penalty 2276.881431 = -106116.480882 nChanged 2 SP:Iteration 29Q (1289.376283 sec): 3 clusters Score: Raw -108394.561387 + Penalty 2276.881431 = -106117.679956 nChanged 2 SP:Iteration 30Q (1289.410995 sec): 3 clusters Score: Raw -108395.670859 + Penalty 2276.881431 = -106118.789428 nChanged 1 SP:Iteration 31Q (1289.455074 sec): 3 clusters Score: Raw -108397.169109 + Penalty 2276.881431 = -106120.287678 nChanged 0 SP:Iteration 32F (1289.503488 sec): 3 clusters Score: Raw -108397.169109 + Penalty 2276.881431 = -106120.287678 nChanged 0 Trying to split cluster 14 (38659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1289.590232 sec): 2 clusters Score: Raw -4109414.941329 + Penalty 1716.411919 = -4107698.529411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1289.700824 sec): 3 clusters Score: Raw -4085246.307640 + Penalty 3432.823838 = -4081813.483802 nChanged 17961 SP:Iteration 1F (1289.806669 sec): 3 clusters Score: Raw -4095770.378528 + Penalty 3432.823838 = -4092337.554690 nChanged 1976 SP:Iteration 2F (1289.907286 sec): 3 clusters Score: Raw -4096622.803761 + Penalty 3432.823838 = -4093189.979923 nChanged 2047 SP:Iteration 3F (1290.017533 sec): 3 clusters Score: Raw -4097639.916268 + Penalty 3432.823838 = -4094207.092430 nChanged 2249 SP:Iteration 4F (1290.126466 sec): 3 clusters Score: Raw -4098970.776944 + Penalty 3432.823838 = -4095537.953106 nChanged 2401 SP:Iteration 5F (1290.227638 sec): 3 clusters Score: Raw -4100491.780353 + Penalty 3432.823838 = -4097058.956515 nChanged 2425 SP:Iteration 6F (1290.346084 sec): 3 clusters Score: Raw -4102104.556467 + Penalty 3432.823838 = -4098671.732630 nChanged 2201 SP:Iteration 7F (1290.451598 sec): 3 clusters Score: Raw -4103619.644043 + Penalty 3432.823838 = -4100186.820205 nChanged 1973 SP:Iteration 8F (1290.558172 sec): 3 clusters Score: Raw -4104846.939521 + Penalty 3432.823838 = -4101414.115683 nChanged 1631 SP:Iteration 9Q (1290.665647 sec): 3 clusters Score: Raw -4105765.242968 + Penalty 3432.823838 = -4102332.419130 nChanged 1313 SP:Iteration 10Q (1290.761513 sec): 3 clusters Score: Raw -4106376.564177 + Penalty 3432.823838 = -4102943.740339 nChanged 992 SP:Iteration 11Q (1290.879593 sec): 3 clusters Score: Raw -4106776.169987 + Penalty 3432.823838 = -4103343.346149 nChanged 791 SP:Iteration 12Q (1290.989846 sec): 3 clusters Score: Raw -4107066.368594 + Penalty 3432.823838 = -4103633.544756 nChanged 682 SP:Iteration 13Q (1291.098896 sec): 3 clusters Score: Raw -4107305.735276 + Penalty 3432.823838 = -4103872.911438 nChanged 623 SP:Iteration 14Q (1291.210795 sec): 3 clusters Score: Raw -4107517.048584 + Penalty 3432.823838 = -4104084.224747 nChanged 553 SP:Iteration 15Q (1291.310228 sec): 3 clusters Score: Raw -4107672.854308 + Penalty 3432.823838 = -4104240.030470 nChanged 467 SP:Iteration 16Q (1291.405667 sec): 3 clusters Score: Raw -4107789.449312 + Penalty 3432.823838 = -4104356.625474 nChanged 388 SP:Iteration 17Q (1291.527589 sec): 3 clusters Score: Raw -4107877.669775 + Penalty 3432.823838 = -4104444.845937 nChanged 365 SP:Iteration 18Q (1291.637701 sec): 3 clusters Score: Raw -4107953.404425 + Penalty 3432.823838 = -4104520.580587 nChanged 295 SP:Iteration 19Q (1291.744891 sec): 3 clusters Score: Raw -4108007.638400 + Penalty 3432.823838 = -4104574.814562 nChanged 276 SP:Iteration 20F (1291.850081 sec): 3 clusters Score: Raw -4108050.517308 + Penalty 3432.823838 = -4104617.693470 nChanged 221 SP:Iteration 21Q (1291.953474 sec): 3 clusters Score: Raw -4108083.159049 + Penalty 3432.823838 = -4104650.335212 nChanged 211 SP:Iteration 22Q (1292.071156 sec): 3 clusters Score: Raw -4108111.639911 + Penalty 3432.823838 = -4104678.816073 nChanged 187 SP:Iteration 23Q (1292.189623 sec): 3 clusters Score: Raw -4108133.404751 + Penalty 3432.823838 = -4104700.580913 nChanged 163 SP:Iteration 24Q (1292.291820 sec): 3 clusters Score: Raw -4108147.831404 + Penalty 3432.823838 = -4104715.007566 nChanged 125 SP:Iteration 25Q (1292.386974 sec): 3 clusters Score: Raw -4108159.737217 + Penalty 3432.823838 = -4104726.913380 nChanged 122 SP:Iteration 26Q (1292.503958 sec): 3 clusters Score: Raw -4108169.789736 + Penalty 3432.823838 = -4104736.965898 nChanged 93 SP:Iteration 27Q (1292.610990 sec): 3 clusters Score: Raw -4108177.728622 + Penalty 3432.823838 = -4104744.904784 nChanged 81 SP:Iteration 28Q (1292.722440 sec): 3 clusters Score: Raw -4108183.452004 + Penalty 3432.823838 = -4104750.628166 nChanged 79 SP:Iteration 29Q (1292.833661 sec): 3 clusters Score: Raw -4108188.884903 + Penalty 3432.823838 = -4104756.061065 nChanged 64 SP:Iteration 30Q (1292.947413 sec): 3 clusters Score: Raw -4108192.717153 + Penalty 3432.823838 = -4104759.893315 nChanged 55 SP:Iteration 31Q (1293.056447 sec): 3 clusters Score: Raw -4108195.648852 + Penalty 3432.823838 = -4104762.825014 nChanged 42 SP:Iteration 32Q (1293.169951 sec): 3 clusters Score: Raw -4108197.554763 + Penalty 3432.823838 = -4104764.730925 nChanged 28 SP:Iteration 33Q (1293.280081 sec): 3 clusters Score: Raw -4108198.533864 + Penalty 3432.823838 = -4104765.710026 nChanged 21 SP:Iteration 34Q (1293.395322 sec): 3 clusters Score: Raw -4108199.092704 + Penalty 3432.823838 = -4104766.268866 nChanged 17 SP:Iteration 35Q (1293.511059 sec): 3 clusters Score: Raw -4108199.857944 + Penalty 3432.823838 = -4104767.034106 nChanged 14 SP:Iteration 36Q (1293.605851 sec): 3 clusters Score: Raw -4108200.396829 + Penalty 3432.823838 = -4104767.572991 nChanged 16 SP:Iteration 37Q (1293.723131 sec): 3 clusters Score: Raw -4108200.982275 + Penalty 3432.823838 = -4104768.158437 nChanged 16 SP:Iteration 38Q (1293.833271 sec): 3 clusters Score: Raw -4108201.468109 + Penalty 3432.823838 = -4104768.644271 nChanged 7 SP:Iteration 39Q (1293.947372 sec): 3 clusters Score: Raw -4108201.642577 + Penalty 3432.823838 = -4104768.818739 nChanged 7 SP:Iteration 40F (1294.060857 sec): 3 clusters Score: Raw -4108201.882700 + Penalty 3432.823838 = -4104769.058862 nChanged 5 SP:Iteration 41Q (1294.162256 sec): 3 clusters Score: Raw -4108202.010993 + Penalty 3432.823838 = -4104769.187155 nChanged 5 SP:Iteration 42Q (1294.273560 sec): 3 clusters Score: Raw -4108202.114545 + Penalty 3432.823838 = -4104769.290708 nChanged 1 SP:Iteration 43Q (1294.393298 sec): 3 clusters Score: Raw -4108202.138181 + Penalty 3432.823838 = -4104769.314343 nChanged 2 SP:Iteration 44Q (1294.489213 sec): 3 clusters Score: Raw -4108202.189709 + Penalty 3432.823838 = -4104769.365871 nChanged 1 SP:Iteration 45Q (1294.597253 sec): 3 clusters Score: Raw -4108202.217833 + Penalty 3432.823838 = -4104769.393995 nChanged 1 SP:Iteration 46Q (1294.696339 sec): 3 clusters Score: Raw -4108202.241902 + Penalty 3432.823838 = -4104769.418064 nChanged 0 SP:Iteration 47F (1294.821909 sec): 3 clusters Score: Raw -4108202.241902 + Penalty 3432.823838 = -4104769.418064 nChanged 0 Trying to split cluster 15 (71376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1294.922170 sec): 2 clusters Score: Raw -7566405.723629 + Penalty 1816.054006 = -7564589.669623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1295.084246 sec): 3 clusters Score: Raw -7520667.221954 + Penalty 3632.108011 = -7517035.113943 nChanged 33753 SP:Iteration 1F (1295.250638 sec): 3 clusters Score: Raw -7540852.431738 + Penalty 3632.108011 = -7537220.323727 nChanged 3570 SP:Iteration 2F (1295.401851 sec): 3 clusters Score: Raw -7542564.777333 + Penalty 3632.108011 = -7538932.669322 nChanged 4107 SP:Iteration 3F (1295.556798 sec): 3 clusters Score: Raw -7544994.554723 + Penalty 3632.108011 = -7541362.446712 nChanged 4865 SP:Iteration 4F (1295.709290 sec): 3 clusters Score: Raw -7548392.028360 + Penalty 3632.108011 = -7544759.920349 nChanged 5271 SP:Iteration 5F (1295.874487 sec): 3 clusters Score: Raw -7552523.397918 + Penalty 3632.108011 = -7548891.289907 nChanged 5186 SP:Iteration 6F (1296.039257 sec): 3 clusters Score: Raw -7557012.391191 + Penalty 3632.108011 = -7553380.283180 nChanged 4033 SP:Iteration 7F (1296.199721 sec): 3 clusters Score: Raw -7560311.893371 + Penalty 3632.108011 = -7556679.785360 nChanged 2689 SP:Iteration 8Q (1296.353752 sec): 3 clusters Score: Raw -7561967.007290 + Penalty 3632.108011 = -7558334.899279 nChanged 1612 SP:Iteration 9Q (1296.519098 sec): 3 clusters Score: Raw -7562704.612734 + Penalty 3632.108011 = -7559072.504723 nChanged 1228 SP:Iteration 10Q (1296.688520 sec): 3 clusters Score: Raw -7563220.266136 + Penalty 3632.108011 = -7559588.158125 nChanged 1160 SP:Iteration 11Q (1296.848307 sec): 3 clusters Score: Raw -7563690.330589 + Penalty 3632.108011 = -7560058.222578 nChanged 1086 SP:Iteration 12Q (1297.025185 sec): 3 clusters Score: Raw -7564082.992743 + Penalty 3632.108011 = -7560450.884732 nChanged 950 SP:Iteration 13Q (1297.216491 sec): 3 clusters Score: Raw -7564397.429265 + Penalty 3632.108011 = -7560765.321254 nChanged 854 SP:Iteration 14Q (1297.374159 sec): 3 clusters Score: Raw -7564656.687473 + Penalty 3632.108011 = -7561024.579462 nChanged 766 SP:Iteration 15Q (1297.518204 sec): 3 clusters Score: Raw -7564881.659341 + Penalty 3632.108011 = -7561249.551330 nChanged 749 SP:Iteration 16Q (1297.666067 sec): 3 clusters Score: Raw -7565096.240387 + Penalty 3632.108011 = -7561464.132376 nChanged 693 SP:Iteration 17Q (1297.810808 sec): 3 clusters Score: Raw -7565288.053567 + Penalty 3632.108011 = -7561655.945556 nChanged 652 SP:Iteration 18Q (1297.966563 sec): 3 clusters Score: Raw -7565466.265981 + Penalty 3632.108011 = -7561834.157970 nChanged 593 SP:Iteration 19Q (1298.115867 sec): 3 clusters Score: Raw -7565624.282952 + Penalty 3632.108011 = -7561992.174941 nChanged 550 SP:Iteration 20F (1298.273698 sec): 3 clusters Score: Raw -7565766.249628 + Penalty 3632.108011 = -7562134.141617 nChanged 493 SP:Iteration 21Q (1298.423075 sec): 3 clusters Score: Raw -7565886.226499 + Penalty 3632.108011 = -7562254.118488 nChanged 461 SP:Iteration 22Q (1298.580958 sec): 3 clusters Score: Raw -7565990.463002 + Penalty 3632.108011 = -7562358.354990 nChanged 390 SP:Iteration 23Q (1298.767067 sec): 3 clusters Score: Raw -7566070.963332 + Penalty 3632.108011 = -7562438.855321 nChanged 358 SP:Iteration 24Q (1298.924032 sec): 3 clusters Score: Raw -7566140.039476 + Penalty 3632.108011 = -7562507.931465 nChanged 329 SP:Iteration 25Q (1299.068221 sec): 3 clusters Score: Raw -7566200.095979 + Penalty 3632.108011 = -7562567.987968 nChanged 289 SP:Iteration 26Q (1299.224131 sec): 3 clusters Score: Raw -7566252.790635 + Penalty 3632.108011 = -7562620.682624 nChanged 251 SP:Iteration 27Q (1299.374976 sec): 3 clusters Score: Raw -7566297.234506 + Penalty 3632.108011 = -7562665.126495 nChanged 245 SP:Iteration 28Q (1299.543060 sec): 3 clusters Score: Raw -7566337.797574 + Penalty 3632.108011 = -7562705.689563 nChanged 228 SP:Iteration 29Q (1299.678366 sec): 3 clusters Score: Raw -7566375.669961 + Penalty 3632.108011 = -7562743.561950 nChanged 228 SP:Iteration 30Q (1299.807431 sec): 3 clusters Score: Raw -7566414.646345 + Penalty 3632.108011 = -7562782.538334 nChanged 219 SP:Iteration 31Q (1299.946920 sec): 3 clusters Score: Raw -7566453.065572 + Penalty 3632.108011 = -7562820.957561 nChanged 211 SP:Iteration 32Q (1300.084580 sec): 3 clusters Score: Raw -7566485.926151 + Penalty 3632.108011 = -7562853.818140 nChanged 188 SP:Iteration 33Q (1300.226880 sec): 3 clusters Score: Raw -7566515.754591 + Penalty 3632.108011 = -7562883.646579 nChanged 178 SP:Iteration 34Q (1300.365972 sec): 3 clusters Score: Raw -7566541.860287 + Penalty 3632.108011 = -7562909.752276 nChanged 173 SP:Iteration 35Q (1300.497282 sec): 3 clusters Score: Raw -7566567.676008 + Penalty 3632.108011 = -7562935.567997 nChanged 175 SP:Iteration 36Q (1300.641909 sec): 3 clusters Score: Raw -7566593.557727 + Penalty 3632.108011 = -7562961.449716 nChanged 174 SP:Iteration 37Q (1300.815867 sec): 3 clusters Score: Raw -7566620.582370 + Penalty 3632.108011 = -7562988.474359 nChanged 169 SP:Iteration 38Q (1300.974195 sec): 3 clusters Score: Raw -7566647.653079 + Penalty 3632.108011 = -7563015.545068 nChanged 158 SP:Iteration 39Q (1301.121886 sec): 3 clusters Score: Raw -7566672.451995 + Penalty 3632.108011 = -7563040.343983 nChanged 142 SP:Iteration 40F (1301.274631 sec): 3 clusters Score: Raw -7566694.841414 + Penalty 3632.108011 = -7563062.733403 nChanged 154 SP:Iteration 41Q (1301.414044 sec): 3 clusters Score: Raw -7566717.100550 + Penalty 3632.108011 = -7563084.992539 nChanged 153 SP:Iteration 42Q (1301.559213 sec): 3 clusters Score: Raw -7566739.117305 + Penalty 3632.108011 = -7563107.009294 nChanged 140 SP:Iteration 43Q (1301.705946 sec): 3 clusters Score: Raw -7566758.752604 + Penalty 3632.108011 = -7563126.644593 nChanged 123 SP:Iteration 44Q (1301.851024 sec): 3 clusters Score: Raw -7566776.722239 + Penalty 3632.108011 = -7563144.614228 nChanged 128 SP:Iteration 45Q (1301.993307 sec): 3 clusters Score: Raw -7566794.082046 + Penalty 3632.108011 = -7563161.974035 nChanged 118 SP:Iteration 46Q (1302.113160 sec): 3 clusters Score: Raw -7566811.057145 + Penalty 3632.108011 = -7563178.949134 nChanged 101 SP:Iteration 47Q (1302.263191 sec): 3 clusters Score: Raw -7566824.123815 + Penalty 3632.108011 = -7563192.015804 nChanged 96 SP:Iteration 48Q (1302.398510 sec): 3 clusters Score: Raw -7566836.059015 + Penalty 3632.108011 = -7563203.951004 nChanged 93 SP:Iteration 49Q (1302.539782 sec): 3 clusters Score: Raw -7566847.686716 + Penalty 3632.108011 = -7563215.578704 nChanged 94 SP:Iteration 50Q (1302.677076 sec): 3 clusters Score: Raw -7566859.380183 + Penalty 3632.108011 = -7563227.272172 nChanged 83 SP:Iteration 51Q (1302.824681 sec): 3 clusters Score: Raw -7566869.824566 + Penalty 3632.108011 = -7563237.716555 nChanged 66 SP:Iteration 52Q (1302.948358 sec): 3 clusters Score: Raw -7566878.305678 + Penalty 3632.108011 = -7563246.197667 nChanged 77 SP:Iteration 53Q (1303.078708 sec): 3 clusters Score: Raw -7566888.420838 + Penalty 3632.108011 = -7563256.312827 nChanged 77 SP:Iteration 54Q (1303.212774 sec): 3 clusters Score: Raw -7566897.634254 + Penalty 3632.108011 = -7563265.526243 nChanged 73 SP:Iteration 55Q (1303.349599 sec): 3 clusters Score: Raw -7566906.236502 + Penalty 3632.108011 = -7563274.128490 nChanged 62 SP:Iteration 56Q (1303.495071 sec): 3 clusters Score: Raw -7566912.746907 + Penalty 3632.108011 = -7563280.638896 nChanged 50 SP:Iteration 57Q (1303.628470 sec): 3 clusters Score: Raw -7566917.988188 + Penalty 3632.108011 = -7563285.880177 nChanged 48 SP:Iteration 58Q (1303.758541 sec): 3 clusters Score: Raw -7566923.843822 + Penalty 3632.108011 = -7563291.735811 nChanged 54 SP:Iteration 59Q (1303.895741 sec): 3 clusters Score: Raw -7566930.410999 + Penalty 3632.108011 = -7563298.302988 nChanged 64 SP:Iteration 60F (1304.064621 sec): 3 clusters Score: Raw -7566938.874848 + Penalty 3632.108011 = -7563306.766836 nChanged 55 SP:Iteration 61Q (1304.195130 sec): 3 clusters Score: Raw -7566946.322504 + Penalty 3632.108011 = -7563314.214493 nChanged 46 SP:Iteration 62Q (1304.330291 sec): 3 clusters Score: Raw -7566953.803721 + Penalty 3632.108011 = -7563321.695710 nChanged 60 SP:Iteration 63Q (1304.475106 sec): 3 clusters Score: Raw -7566962.638120 + Penalty 3632.108011 = -7563330.530109 nChanged 54 SP:Iteration 64Q (1304.619643 sec): 3 clusters Score: Raw -7566970.271051 + Penalty 3632.108011 = -7563338.163040 nChanged 41 SP:Iteration 65Q (1304.752509 sec): 3 clusters Score: Raw -7566976.608398 + Penalty 3632.108011 = -7563344.500387 nChanged 43 SP:Iteration 66Q (1304.889275 sec): 3 clusters Score: Raw -7566983.123745 + Penalty 3632.108011 = -7563351.015734 nChanged 45 SP:Iteration 67Q (1305.028960 sec): 3 clusters Score: Raw -7566989.765215 + Penalty 3632.108011 = -7563357.657204 nChanged 45 SP:Iteration 68Q (1305.166951 sec): 3 clusters Score: Raw -7566995.062747 + Penalty 3632.108011 = -7563362.954736 nChanged 35 SP:Iteration 69Q (1305.309300 sec): 3 clusters Score: Raw -7566999.008781 + Penalty 3632.108011 = -7563366.900769 nChanged 29 SP:Iteration 70Q (1305.437974 sec): 3 clusters Score: Raw -7567002.318820 + Penalty 3632.108011 = -7563370.210809 nChanged 32 SP:Iteration 71Q (1305.580791 sec): 3 clusters Score: Raw -7567006.241223 + Penalty 3632.108011 = -7563374.133211 nChanged 30 SP:Iteration 72Q (1305.712050 sec): 3 clusters Score: Raw -7567010.837803 + Penalty 3632.108011 = -7563378.729791 nChanged 34 SP:Iteration 73Q (1305.853237 sec): 3 clusters Score: Raw -7567014.816344 + Penalty 3632.108011 = -7563382.708333 nChanged 29 SP:Iteration 74Q (1305.990212 sec): 3 clusters Score: Raw -7567017.329548 + Penalty 3632.108011 = -7563385.221536 nChanged 23 SP:Iteration 75Q (1306.128147 sec): 3 clusters Score: Raw -7567019.346764 + Penalty 3632.108011 = -7563387.238753 nChanged 18 SP:Iteration 76Q (1306.256267 sec): 3 clusters Score: Raw -7567021.478166 + Penalty 3632.108011 = -7563389.370155 nChanged 23 SP:Iteration 77Q (1306.394618 sec): 3 clusters Score: Raw -7567023.675986 + Penalty 3632.108011 = -7563391.567975 nChanged 19 SP:Iteration 78Q (1306.535302 sec): 3 clusters Score: Raw -7567025.889770 + Penalty 3632.108011 = -7563393.781759 nChanged 23 SP:Iteration 79Q (1306.692501 sec): 3 clusters Score: Raw -7567028.087910 + Penalty 3632.108011 = -7563395.979899 nChanged 21 SP:Iteration 80F (1306.857976 sec): 3 clusters Score: Raw -7567030.326090 + Penalty 3632.108011 = -7563398.218079 nChanged 16 SP:Iteration 81Q (1306.995055 sec): 3 clusters Score: Raw -7567031.597731 + Penalty 3632.108011 = -7563399.489720 nChanged 16 SP:Iteration 82Q (1307.162127 sec): 3 clusters Score: Raw -7567032.752290 + Penalty 3632.108011 = -7563400.644279 nChanged 13 SP:Iteration 83Q (1307.292809 sec): 3 clusters Score: Raw -7567034.058636 + Penalty 3632.108011 = -7563401.950625 nChanged 9 SP:Iteration 84Q (1307.438091 sec): 3 clusters Score: Raw -7567034.990390 + Penalty 3632.108011 = -7563402.882379 nChanged 12 SP:Iteration 85Q (1307.564720 sec): 3 clusters Score: Raw -7567036.134241 + Penalty 3632.108011 = -7563404.026230 nChanged 11 SP:Iteration 86Q (1307.694698 sec): 3 clusters Score: Raw -7567036.931548 + Penalty 3632.108011 = -7563404.823537 nChanged 10 SP:Iteration 87Q (1307.822725 sec): 3 clusters Score: Raw -7567037.597520 + Penalty 3632.108011 = -7563405.489509 nChanged 6 SP:Iteration 88Q (1307.970156 sec): 3 clusters Score: Raw -7567037.860648 + Penalty 3632.108011 = -7563405.752637 nChanged 4 SP:Iteration 89Q (1308.112977 sec): 3 clusters Score: Raw -7567038.023297 + Penalty 3632.108011 = -7563405.915286 nChanged 1 SP:Iteration 90Q (1308.268463 sec): 3 clusters Score: Raw -7567038.049903 + Penalty 3632.108011 = -7563405.941891 nChanged 2 SP:Iteration 91Q (1308.409351 sec): 3 clusters Score: Raw -7567038.236903 + Penalty 3632.108011 = -7563406.128892 nChanged 4 SP:Iteration 92Q (1308.546645 sec): 3 clusters Score: Raw -7567038.638319 + Penalty 3632.108011 = -7563406.530308 nChanged 7 SP:Iteration 93Q (1308.676546 sec): 3 clusters Score: Raw -7567039.299557 + Penalty 3632.108011 = -7563407.191546 nChanged 4 SP:Iteration 94Q (1308.803927 sec): 3 clusters Score: Raw -7567039.600396 + Penalty 3632.108011 = -7563407.492385 nChanged 3 SP:Iteration 95Q (1308.959699 sec): 3 clusters Score: Raw -7567039.818634 + Penalty 3632.108011 = -7563407.710622 nChanged 5 SP:Iteration 96Q (1309.109449 sec): 3 clusters Score: Raw -7567040.228992 + Penalty 3632.108011 = -7563408.120981 nChanged 6 SP:Iteration 97Q (1309.237573 sec): 3 clusters Score: Raw -7567040.864460 + Penalty 3632.108011 = -7563408.756449 nChanged 7 SP:Iteration 98Q (1309.373507 sec): 3 clusters Score: Raw -7567041.457332 + Penalty 3632.108011 = -7563409.349321 nChanged 5 SP:Iteration 99Q (1309.507279 sec): 3 clusters Score: Raw -7567041.997278 + Penalty 3632.108011 = -7563409.889267 nChanged 7 SP:Iteration 100F (1309.674307 sec): 3 clusters Score: Raw -7567042.544507 + Penalty 3632.108011 = -7563410.436496 nChanged 9 SP:Iteration 101Q (1309.801888 sec): 3 clusters Score: Raw -7567043.164065 + Penalty 3632.108011 = -7563411.056054 nChanged 6 SP:Iteration 102Q (1309.933252 sec): 3 clusters Score: Raw -7567043.621517 + Penalty 3632.108011 = -7563411.513506 nChanged 6 SP:Iteration 103Q (1310.078924 sec): 3 clusters Score: Raw -7567044.216215 + Penalty 3632.108011 = -7563412.108204 nChanged 9 SP:Iteration 104Q (1310.230858 sec): 3 clusters Score: Raw -7567044.980449 + Penalty 3632.108011 = -7563412.872438 nChanged 9 SP:Iteration 105Q (1310.362117 sec): 3 clusters Score: Raw -7567045.543070 + Penalty 3632.108011 = -7563413.435059 nChanged 8 SP:Iteration 106Q (1310.512196 sec): 3 clusters Score: Raw -7567046.202188 + Penalty 3632.108011 = -7563414.094177 nChanged 7 SP:Iteration 107Q (1310.653842 sec): 3 clusters Score: Raw -7567046.715611 + Penalty 3632.108011 = -7563414.607600 nChanged 10 SP:Iteration 108Q (1310.788745 sec): 3 clusters Score: Raw -7567047.822467 + Penalty 3632.108011 = -7563415.714456 nChanged 7 SP:Iteration 109Q (1310.925868 sec): 3 clusters Score: Raw -7567048.442088 + Penalty 3632.108011 = -7563416.334077 nChanged 4 SP:Iteration 110Q (1311.086939 sec): 3 clusters Score: Raw -7567048.598315 + Penalty 3632.108011 = -7563416.490304 nChanged 3 SP:Iteration 111Q (1311.218837 sec): 3 clusters Score: Raw -7567048.993166 + Penalty 3632.108011 = -7563416.885155 nChanged 4 SP:Iteration 112Q (1311.364945 sec): 3 clusters Score: Raw -7567049.380721 + Penalty 3632.108011 = -7563417.272710 nChanged 4 SP:Iteration 113Q (1311.508246 sec): 3 clusters Score: Raw -7567049.713067 + Penalty 3632.108011 = -7563417.605056 nChanged 3 SP:Iteration 114Q (1311.651715 sec): 3 clusters Score: Raw -7567049.880309 + Penalty 3632.108011 = -7563417.772298 nChanged 3 SP:Iteration 115Q (1311.797579 sec): 3 clusters Score: Raw -7567050.178667 + Penalty 3632.108011 = -7563418.070656 nChanged 6 SP:Iteration 116Q (1311.930486 sec): 3 clusters Score: Raw -7567050.498689 + Penalty 3632.108011 = -7563418.390678 nChanged 5 SP:Iteration 117Q (1312.078673 sec): 3 clusters Score: Raw -7567051.016935 + Penalty 3632.108011 = -7563418.908924 nChanged 9 SP:Iteration 118Q (1312.201777 sec): 3 clusters Score: Raw -7567051.716396 + Penalty 3632.108011 = -7563419.608385 nChanged 11 SP:Iteration 119Q (1312.334873 sec): 3 clusters Score: Raw -7567052.893968 + Penalty 3632.108011 = -7563420.785957 nChanged 10 SP:Iteration 120F (1312.504693 sec): 3 clusters Score: Raw -7567054.155233 + Penalty 3632.108011 = -7563422.047222 nChanged 11 SP:Iteration 121Q (1312.642524 sec): 3 clusters Score: Raw -7567055.180258 + Penalty 3632.108011 = -7563423.072247 nChanged 6 SP:Iteration 122Q (1312.784567 sec): 3 clusters Score: Raw -7567055.501672 + Penalty 3632.108011 = -7563423.393661 nChanged 5 SP:Iteration 123Q (1312.912944 sec): 3 clusters Score: Raw -7567055.874632 + Penalty 3632.108011 = -7563423.766621 nChanged 4 SP:Iteration 124Q (1313.048272 sec): 3 clusters Score: Raw -7567056.276373 + Penalty 3632.108011 = -7563424.168362 nChanged 2 SP:Iteration 125Q (1313.192165 sec): 3 clusters Score: Raw -7567056.390709 + Penalty 3632.108011 = -7563424.282698 nChanged 2 SP:Iteration 126Q (1313.324401 sec): 3 clusters Score: Raw -7567056.443894 + Penalty 3632.108011 = -7563424.335883 nChanged 0 SP:Iteration 127F (1313.481196 sec): 3 clusters Score: Raw -7567056.443894 + Penalty 3632.108011 = -7563424.335883 nChanged 0 Trying to split cluster 16 (2545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1313.526729 sec): 2 clusters Score: Raw -251519.033728 + Penalty 1274.306463 = -250244.727264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1313.582020 sec): 3 clusters Score: Raw -250363.694028 + Penalty 2548.612927 = -247815.081101 nChanged 928 SP:Iteration 1F (1313.637745 sec): 3 clusters Score: Raw -250891.178937 + Penalty 2548.612927 = -248342.566010 nChanged 202 SP:Iteration 2F (1313.674104 sec): 3 clusters Score: Raw -251063.073203 + Penalty 2548.612927 = -248514.460277 nChanged 155 SP:Iteration 3F (1313.726326 sec): 3 clusters Score: Raw -251176.458717 + Penalty 2548.612927 = -248627.845790 nChanged 105 SP:Iteration 4Q (1313.780759 sec): 3 clusters Score: Raw -251242.326623 + Penalty 2548.612927 = -248693.713696 nChanged 85 SP:Iteration 5Q (1313.827421 sec): 3 clusters Score: Raw -251300.588615 + Penalty 2548.612927 = -248751.975688 nChanged 68 SP:Iteration 6Q (1313.883334 sec): 3 clusters Score: Raw -251346.300255 + Penalty 2548.612927 = -248797.687328 nChanged 63 SP:Iteration 7Q (1313.934298 sec): 3 clusters Score: Raw -251387.340818 + Penalty 2548.612927 = -248838.727891 nChanged 66 SP:Iteration 8Q (1313.987847 sec): 3 clusters Score: Raw -251422.826719 + Penalty 2548.612927 = -248874.213792 nChanged 41 SP:Iteration 9Q (1314.033384 sec): 3 clusters Score: Raw -251443.920742 + Penalty 2548.612927 = -248895.307815 nChanged 37 SP:Iteration 10Q (1314.079798 sec): 3 clusters Score: Raw -251462.697896 + Penalty 2548.612927 = -248914.084970 nChanged 35 SP:Iteration 11Q (1314.122217 sec): 3 clusters Score: Raw -251478.740518 + Penalty 2548.612927 = -248930.127591 nChanged 28 SP:Iteration 12Q (1314.173980 sec): 3 clusters Score: Raw -251494.721601 + Penalty 2548.612927 = -248946.108674 nChanged 34 SP:Iteration 13Q (1314.221456 sec): 3 clusters Score: Raw -251517.074228 + Penalty 2548.612927 = -248968.461301 nChanged 38 SP:Iteration 14Q (1314.271882 sec): 3 clusters Score: Raw -251539.545249 + Penalty 2548.612927 = -248990.932322 nChanged 29 SP:Iteration 15Q (1314.311131 sec): 3 clusters Score: Raw -251551.306089 + Penalty 2548.612927 = -249002.693162 nChanged 15 SP:Iteration 16Q (1314.359139 sec): 3 clusters Score: Raw -251557.102478 + Penalty 2548.612927 = -249008.489551 nChanged 20 SP:Iteration 17Q (1314.415537 sec): 3 clusters Score: Raw -251566.854280 + Penalty 2548.612927 = -249018.241353 nChanged 14 SP:Iteration 18Q (1314.463366 sec): 3 clusters Score: Raw -251570.735661 + Penalty 2548.612927 = -249022.122734 nChanged 14 SP:Iteration 19Q (1314.510984 sec): 3 clusters Score: Raw -251575.227421 + Penalty 2548.612927 = -249026.614494 nChanged 14 SP:Iteration 20F (1314.554916 sec): 3 clusters Score: Raw -251580.396306 + Penalty 2548.612927 = -249031.783379 nChanged 14 SP:Iteration 21Q (1314.605947 sec): 3 clusters Score: Raw -251587.580496 + Penalty 2548.612927 = -249038.967569 nChanged 11 SP:Iteration 22Q (1314.660722 sec): 3 clusters Score: Raw -251591.300331 + Penalty 2548.612927 = -249042.687404 nChanged 9 SP:Iteration 23Q (1314.699980 sec): 3 clusters Score: Raw -251595.009781 + Penalty 2548.612927 = -249046.396854 nChanged 5 SP:Iteration 24Q (1314.757324 sec): 3 clusters Score: Raw -251596.154087 + Penalty 2548.612927 = -249047.541161 nChanged 2 SP:Iteration 25Q (1314.809716 sec): 3 clusters Score: Raw -251596.543730 + Penalty 2548.612927 = -249047.930803 nChanged 1 SP:Iteration 26Q (1314.853604 sec): 3 clusters Score: Raw -251596.892492 + Penalty 2548.612927 = -249048.279565 nChanged 0 SP:Iteration 27F (1314.907555 sec): 3 clusters Score: Raw -251596.892492 + Penalty 2548.612927 = -249048.279565 nChanged 0 Trying to split cluster 17 (6259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1314.936600 sec): 2 clusters Score: Raw -671553.734513 + Penalty 1420.538552 = -670133.195961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1314.998808 sec): 3 clusters Score: Raw -668205.760330 + Penalty 2841.077105 = -665364.683225 nChanged 2582 SP:Iteration 1F (1315.064691 sec): 3 clusters Score: Raw -669645.815609 + Penalty 2841.077105 = -666804.738504 nChanged 503 SP:Iteration 2F (1315.112618 sec): 3 clusters Score: Raw -669929.966842 + Penalty 2841.077105 = -667088.889737 nChanged 382 SP:Iteration 3F (1315.184396 sec): 3 clusters Score: Raw -670117.047960 + Penalty 2841.077105 = -667275.970855 nChanged 301 SP:Iteration 4Q (1315.238177 sec): 3 clusters Score: Raw -670265.343997 + Penalty 2841.077105 = -667424.266892 nChanged 293 SP:Iteration 5Q (1315.298639 sec): 3 clusters Score: Raw -670424.320139 + Penalty 2841.077105 = -667583.243034 nChanged 279 SP:Iteration 6Q (1315.349593 sec): 3 clusters Score: Raw -670566.380528 + Penalty 2841.077105 = -667725.303423 nChanged 251 SP:Iteration 7Q (1315.414700 sec): 3 clusters Score: Raw -670708.007995 + Penalty 2841.077105 = -667866.930890 nChanged 230 SP:Iteration 8Q (1315.472857 sec): 3 clusters Score: Raw -670833.285506 + Penalty 2841.077105 = -667992.208402 nChanged 230 SP:Iteration 9Q (1315.520240 sec): 3 clusters Score: Raw -670974.334382 + Penalty 2841.077105 = -668133.257277 nChanged 229 SP:Iteration 10Q (1315.585256 sec): 3 clusters Score: Raw -671113.530795 + Penalty 2841.077105 = -668272.453691 nChanged 195 SP:Iteration 11Q (1315.647853 sec): 3 clusters Score: Raw -671238.015727 + Penalty 2841.077105 = -668396.938622 nChanged 169 SP:Iteration 12Q (1315.696975 sec): 3 clusters Score: Raw -671349.486406 + Penalty 2841.077105 = -668508.409301 nChanged 164 SP:Iteration 13Q (1315.756888 sec): 3 clusters Score: Raw -671463.625805 + Penalty 2841.077105 = -668622.548700 nChanged 126 SP:Iteration 14Q (1315.814757 sec): 3 clusters Score: Raw -671556.282269 + Penalty 2841.077105 = -668715.205164 nChanged 108 SP:Iteration 15Q (1315.881207 sec): 3 clusters Score: Raw -671640.538214 + Penalty 2841.077105 = -668799.461109 nChanged 75 SP:Iteration 16Q (1315.930679 sec): 3 clusters Score: Raw -671689.899585 + Penalty 2841.077105 = -668848.822481 nChanged 54 SP:Iteration 17Q (1315.999244 sec): 3 clusters Score: Raw -671724.128970 + Penalty 2841.077105 = -668883.051865 nChanged 44 SP:Iteration 18Q (1316.055385 sec): 3 clusters Score: Raw -671746.555055 + Penalty 2841.077105 = -668905.477951 nChanged 27 SP:Iteration 19Q (1316.095567 sec): 3 clusters Score: Raw -671759.605499 + Penalty 2841.077105 = -668918.528395 nChanged 17 SP:Iteration 20F (1316.148056 sec): 3 clusters Score: Raw -671766.515938 + Penalty 2841.077105 = -668925.438833 nChanged 17 SP:Iteration 21Q (1316.216700 sec): 3 clusters Score: Raw -671775.118360 + Penalty 2841.077105 = -668934.041255 nChanged 12 SP:Iteration 22Q (1316.265076 sec): 3 clusters Score: Raw -671780.487466 + Penalty 2841.077105 = -668939.410361 nChanged 11 SP:Iteration 23Q (1316.324425 sec): 3 clusters Score: Raw -671785.268667 + Penalty 2841.077105 = -668944.191563 nChanged 6 SP:Iteration 24Q (1316.365749 sec): 3 clusters Score: Raw -671788.429949 + Penalty 2841.077105 = -668947.352844 nChanged 3 SP:Iteration 25Q (1316.417135 sec): 3 clusters Score: Raw -671789.846122 + Penalty 2841.077105 = -668948.769017 nChanged 2 SP:Iteration 26Q (1316.479960 sec): 3 clusters Score: Raw -671791.338122 + Penalty 2841.077105 = -668950.261017 nChanged 4 SP:Iteration 27Q (1316.530203 sec): 3 clusters Score: Raw -671794.001037 + Penalty 2841.077105 = -668952.923932 nChanged 3 SP:Iteration 28Q (1316.593690 sec): 3 clusters Score: Raw -671795.531077 + Penalty 2841.077105 = -668954.453972 nChanged 1 SP:Iteration 29Q (1316.640470 sec): 3 clusters Score: Raw -671795.981737 + Penalty 2841.077105 = -668954.904632 nChanged 2 SP:Iteration 30Q (1316.698674 sec): 3 clusters Score: Raw -671797.556196 + Penalty 2841.077105 = -668956.479091 nChanged 4 SP:Iteration 31Q (1316.755495 sec): 3 clusters Score: Raw -671799.470490 + Penalty 2841.077105 = -668958.393385 nChanged 3 SP:Iteration 32Q (1316.822928 sec): 3 clusters Score: Raw -671800.953093 + Penalty 2841.077105 = -668959.875988 nChanged 1 SP:Iteration 33Q (1316.875670 sec): 3 clusters Score: Raw -671801.458029 + Penalty 2841.077105 = -668960.380924 nChanged 1 SP:Iteration 34Q (1316.935587 sec): 3 clusters Score: Raw -671801.689527 + Penalty 2841.077105 = -668960.612423 nChanged 1 SP:Iteration 35Q (1316.982580 sec): 3 clusters Score: Raw -671801.994201 + Penalty 2841.077105 = -668960.917097 nChanged 2 SP:Iteration 36Q (1317.050437 sec): 3 clusters Score: Raw -671802.640728 + Penalty 2841.077105 = -668961.563623 nChanged 1 SP:Iteration 37Q (1317.111422 sec): 3 clusters Score: Raw -671803.103695 + Penalty 2841.077105 = -668962.026590 nChanged 0 SP:Iteration 38F (1317.157255 sec): 3 clusters Score: Raw -671803.103695 + Penalty 2841.077105 = -668962.026590 nChanged 0 Trying to split cluster 18 (6014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1317.196814 sec): 2 clusters Score: Raw -639252.853822 + Penalty 1414.049872 = -637838.803950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1317.254013 sec): 3 clusters Score: Raw -636061.232133 + Penalty 2828.099743 = -633233.132389 nChanged 2434 SP:Iteration 1F (1317.310211 sec): 3 clusters Score: Raw -637460.620426 + Penalty 2828.099743 = -634632.520683 nChanged 498 SP:Iteration 2F (1317.359321 sec): 3 clusters Score: Raw -637816.634276 + Penalty 2828.099743 = -634988.534533 nChanged 462 SP:Iteration 3F (1317.424751 sec): 3 clusters Score: Raw -638187.634196 + Penalty 2828.099743 = -635359.534453 nChanged 411 SP:Iteration 4F (1317.473356 sec): 3 clusters Score: Raw -638569.038904 + Penalty 2828.099743 = -635740.939161 nChanged 385 SP:Iteration 5F (1317.526285 sec): 3 clusters Score: Raw -638937.931166 + Penalty 2828.099743 = -636109.831423 nChanged 322 SP:Iteration 6F (1317.585503 sec): 3 clusters Score: Raw -639237.448323 + Penalty 2828.099743 = -636409.348580 nChanged 239 SP:Iteration 7Q (1317.638318 sec): 3 clusters Score: Raw -639469.080996 + Penalty 2828.099743 = -636640.981253 nChanged 162 SP:Iteration 8Q (1317.686447 sec): 3 clusters Score: Raw -639628.746977 + Penalty 2828.099743 = -636800.647234 nChanged 99 SP:Iteration 9Q (1317.743864 sec): 3 clusters Score: Raw -639737.220308 + Penalty 2828.099743 = -636909.120565 nChanged 75 SP:Iteration 10Q (1317.806873 sec): 3 clusters Score: Raw -639817.377594 + Penalty 2828.099743 = -636989.277851 nChanged 54 SP:Iteration 11Q (1317.865779 sec): 3 clusters Score: Raw -639884.144517 + Penalty 2828.099743 = -637056.044773 nChanged 39 SP:Iteration 12Q (1317.911470 sec): 3 clusters Score: Raw -639927.086865 + Penalty 2828.099743 = -637098.987122 nChanged 28 SP:Iteration 13Q (1317.967650 sec): 3 clusters Score: Raw -639954.688196 + Penalty 2828.099743 = -637126.588453 nChanged 18 SP:Iteration 14Q (1318.025537 sec): 3 clusters Score: Raw -639968.164420 + Penalty 2828.099743 = -637140.064677 nChanged 16 SP:Iteration 15Q (1318.067759 sec): 3 clusters Score: Raw -639982.376883 + Penalty 2828.099743 = -637154.277140 nChanged 16 SP:Iteration 16Q (1318.136102 sec): 3 clusters Score: Raw -639989.340570 + Penalty 2828.099743 = -637161.240826 nChanged 7 SP:Iteration 17Q (1318.195217 sec): 3 clusters Score: Raw -639992.444165 + Penalty 2828.099743 = -637164.344422 nChanged 8 SP:Iteration 18Q (1318.246719 sec): 3 clusters Score: Raw -639994.876654 + Penalty 2828.099743 = -637166.776911 nChanged 3 SP:Iteration 19Q (1318.306844 sec): 3 clusters Score: Raw -640004.343699 + Penalty 2828.099743 = -637176.243956 nChanged 5 SP:Iteration 20F (1318.356633 sec): 3 clusters Score: Raw -640043.797306 + Penalty 2828.099743 = -637215.697563 nChanged 19 SP:Iteration 21Q (1318.420686 sec): 3 clusters Score: Raw -640080.782878 + Penalty 2828.099743 = -637252.683135 nChanged 22 SP:Iteration 22Q (1318.470583 sec): 3 clusters Score: Raw -640100.320973 + Penalty 2828.099743 = -637272.221230 nChanged 23 SP:Iteration 23Q (1318.531703 sec): 3 clusters Score: Raw -640124.471785 + Penalty 2828.099743 = -637296.372042 nChanged 24 SP:Iteration 24Q (1318.593496 sec): 3 clusters Score: Raw -640143.068231 + Penalty 2828.099743 = -637314.968487 nChanged 21 SP:Iteration 25Q (1318.648545 sec): 3 clusters Score: Raw -640156.675517 + Penalty 2828.099743 = -637328.575774 nChanged 15 SP:Iteration 26Q (1318.704145 sec): 3 clusters Score: Raw -640167.304818 + Penalty 2828.099743 = -637339.205074 nChanged 11 SP:Iteration 27Q (1318.766955 sec): 3 clusters Score: Raw -640172.987844 + Penalty 2828.099743 = -637344.888101 nChanged 10 SP:Iteration 28Q (1318.821588 sec): 3 clusters Score: Raw -640176.711365 + Penalty 2828.099743 = -637348.611622 nChanged 4 SP:Iteration 29Q (1318.860875 sec): 3 clusters Score: Raw -640178.366800 + Penalty 2828.099743 = -637350.267057 nChanged 2 SP:Iteration 30Q (1318.912107 sec): 3 clusters Score: Raw -640179.277024 + Penalty 2828.099743 = -637351.177281 nChanged 2 SP:Iteration 31Q (1318.970126 sec): 3 clusters Score: Raw -640180.442320 + Penalty 2828.099743 = -637352.342577 nChanged 1 SP:Iteration 32Q (1319.024000 sec): 3 clusters Score: Raw -640180.901554 + Penalty 2828.099743 = -637352.801810 nChanged 0 SP:Iteration 33F (1319.081374 sec): 3 clusters Score: Raw -640180.901554 + Penalty 2828.099743 = -637352.801810 nChanged 0 Trying to split cluster 19 (5751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1319.116622 sec): 2 clusters Score: Raw -611710.039738 + Penalty 1406.783468 = -610303.256270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1319.161921 sec): 3 clusters Score: Raw -608623.849176 + Penalty 2813.566935 = -605810.282241 nChanged 2385 SP:Iteration 1F (1319.224242 sec): 3 clusters Score: Raw -609883.665958 + Penalty 2813.566935 = -607070.099022 nChanged 447 SP:Iteration 2F (1319.271562 sec): 3 clusters Score: Raw -610130.344588 + Penalty 2813.566935 = -607316.777653 nChanged 347 SP:Iteration 3F (1319.330927 sec): 3 clusters Score: Raw -610299.838952 + Penalty 2813.566935 = -607486.272017 nChanged 285 SP:Iteration 4Q (1319.390751 sec): 3 clusters Score: Raw -610457.333943 + Penalty 2813.566935 = -607643.767007 nChanged 269 SP:Iteration 5Q (1319.452176 sec): 3 clusters Score: Raw -610612.075465 + Penalty 2813.566935 = -607798.508530 nChanged 245 SP:Iteration 6Q (1319.511317 sec): 3 clusters Score: Raw -610758.396831 + Penalty 2813.566935 = -607944.829895 nChanged 240 SP:Iteration 7Q (1319.572674 sec): 3 clusters Score: Raw -610901.599971 + Penalty 2813.566935 = -608088.033035 nChanged 228 SP:Iteration 8Q (1319.635587 sec): 3 clusters Score: Raw -611049.854609 + Penalty 2813.566935 = -608236.287674 nChanged 209 SP:Iteration 9Q (1319.681014 sec): 3 clusters Score: Raw -611188.114992 + Penalty 2813.566935 = -608374.548057 nChanged 194 SP:Iteration 10Q (1319.745341 sec): 3 clusters Score: Raw -611328.136614 + Penalty 2813.566935 = -608514.569679 nChanged 157 SP:Iteration 11Q (1319.781244 sec): 3 clusters Score: Raw -611437.126592 + Penalty 2813.566935 = -608623.559657 nChanged 134 SP:Iteration 12Q (1319.835090 sec): 3 clusters Score: Raw -611536.913647 + Penalty 2813.566935 = -608723.346712 nChanged 91 SP:Iteration 13Q (1319.881274 sec): 3 clusters Score: Raw -611603.132489 + Penalty 2813.566935 = -608789.565553 nChanged 67 SP:Iteration 14Q (1319.940560 sec): 3 clusters Score: Raw -611652.887795 + Penalty 2813.566935 = -608839.320859 nChanged 54 SP:Iteration 15Q (1319.996712 sec): 3 clusters Score: Raw -611692.268812 + Penalty 2813.566935 = -608878.701877 nChanged 36 SP:Iteration 16Q (1320.056266 sec): 3 clusters Score: Raw -611721.291845 + Penalty 2813.566935 = -608907.724909 nChanged 42 SP:Iteration 17Q (1320.116085 sec): 3 clusters Score: Raw -611758.544712 + Penalty 2813.566935 = -608944.977777 nChanged 29 SP:Iteration 18Q (1320.168668 sec): 3 clusters Score: Raw -611787.221739 + Penalty 2813.566935 = -608973.654804 nChanged 23 SP:Iteration 19Q (1320.227168 sec): 3 clusters Score: Raw -611803.928962 + Penalty 2813.566935 = -608990.362027 nChanged 15 SP:Iteration 20F (1320.282977 sec): 3 clusters Score: Raw -611817.415165 + Penalty 2813.566935 = -609003.848230 nChanged 13 SP:Iteration 21Q (1320.331146 sec): 3 clusters Score: Raw -611833.504688 + Penalty 2813.566935 = -609019.937752 nChanged 10 SP:Iteration 22Q (1320.387080 sec): 3 clusters Score: Raw -611842.891840 + Penalty 2813.566935 = -609029.324905 nChanged 12 SP:Iteration 23Q (1320.443720 sec): 3 clusters Score: Raw -611853.236193 + Penalty 2813.566935 = -609039.669257 nChanged 12 SP:Iteration 24Q (1320.500943 sec): 3 clusters Score: Raw -611863.013230 + Penalty 2813.566935 = -609049.446294 nChanged 11 SP:Iteration 25Q (1320.560205 sec): 3 clusters Score: Raw -611875.221755 + Penalty 2813.566935 = -609061.654820 nChanged 5 SP:Iteration 26Q (1320.613589 sec): 3 clusters Score: Raw -611882.940548 + Penalty 2813.566935 = -609069.373612 nChanged 4 SP:Iteration 27Q (1320.672974 sec): 3 clusters Score: Raw -611887.178265 + Penalty 2813.566935 = -609073.611330 nChanged 2 SP:Iteration 28Q (1320.730498 sec): 3 clusters Score: Raw -611888.677360 + Penalty 2813.566935 = -609075.110424 nChanged 0 SP:Iteration 29F (1320.784968 sec): 3 clusters Score: Raw -611888.677360 + Penalty 2813.566935 = -609075.110424 nChanged 0 Trying to split cluster 20 (5945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1320.829767 sec): 2 clusters Score: Raw -612189.816285 + Penalty 1412.174694 = -610777.641591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1320.887943 sec): 3 clusters Score: Raw -609002.520697 + Penalty 2824.349388 = -606178.171309 nChanged 2416 SP:Iteration 1F (1320.937930 sec): 3 clusters Score: Raw -610358.458565 + Penalty 2824.349388 = -607534.109177 nChanged 423 SP:Iteration 2F (1321.008235 sec): 3 clusters Score: Raw -610614.658169 + Penalty 2824.349388 = -607790.308781 nChanged 385 SP:Iteration 3F (1321.068014 sec): 3 clusters Score: Raw -610869.560649 + Penalty 2824.349388 = -608045.211261 nChanged 342 SP:Iteration 4F (1321.116585 sec): 3 clusters Score: Raw -611094.710862 + Penalty 2824.349388 = -608270.361474 nChanged 308 SP:Iteration 5F (1321.175774 sec): 3 clusters Score: Raw -611322.791930 + Penalty 2824.349388 = -608498.442542 nChanged 312 SP:Iteration 6F (1321.244220 sec): 3 clusters Score: Raw -611530.679009 + Penalty 2824.349388 = -608706.329622 nChanged 271 SP:Iteration 7Q (1321.302008 sec): 3 clusters Score: Raw -611716.954270 + Penalty 2824.349388 = -608892.604882 nChanged 230 SP:Iteration 8Q (1321.359462 sec): 3 clusters Score: Raw -611878.529712 + Penalty 2824.349388 = -609054.180324 nChanged 215 SP:Iteration 9Q (1321.403035 sec): 3 clusters Score: Raw -612007.903192 + Penalty 2824.349388 = -609183.553804 nChanged 179 SP:Iteration 10Q (1321.470256 sec): 3 clusters Score: Raw -612107.594515 + Penalty 2824.349388 = -609283.245127 nChanged 147 SP:Iteration 11Q (1321.533440 sec): 3 clusters Score: Raw -612180.207639 + Penalty 2824.349388 = -609355.858251 nChanged 113 SP:Iteration 12Q (1321.585304 sec): 3 clusters Score: Raw -612228.332898 + Penalty 2824.349388 = -609403.983510 nChanged 92 SP:Iteration 13Q (1321.633586 sec): 3 clusters Score: Raw -612267.676242 + Penalty 2824.349388 = -609443.326854 nChanged 78 SP:Iteration 14Q (1321.689190 sec): 3 clusters Score: Raw -612298.339456 + Penalty 2824.349388 = -609473.990068 nChanged 78 SP:Iteration 15Q (1321.756349 sec): 3 clusters Score: Raw -612326.072272 + Penalty 2824.349388 = -609501.722885 nChanged 62 SP:Iteration 16Q (1321.814621 sec): 3 clusters Score: Raw -612348.815386 + Penalty 2824.349388 = -609524.465998 nChanged 57 SP:Iteration 17Q (1321.872772 sec): 3 clusters Score: Raw -612374.176967 + Penalty 2824.349388 = -609549.827579 nChanged 68 SP:Iteration 18Q (1321.920785 sec): 3 clusters Score: Raw -612400.249557 + Penalty 2824.349388 = -609575.900169 nChanged 46 SP:Iteration 19Q (1321.974562 sec): 3 clusters Score: Raw -612415.901831 + Penalty 2824.349388 = -609591.552443 nChanged 41 SP:Iteration 20F (1322.040252 sec): 3 clusters Score: Raw -612425.245986 + Penalty 2824.349388 = -609600.896598 nChanged 20 SP:Iteration 21Q (1322.097616 sec): 3 clusters Score: Raw -612429.704096 + Penalty 2824.349388 = -609605.354708 nChanged 19 SP:Iteration 22Q (1322.158678 sec): 3 clusters Score: Raw -612433.365589 + Penalty 2824.349388 = -609609.016201 nChanged 17 SP:Iteration 23Q (1322.206452 sec): 3 clusters Score: Raw -612436.684814 + Penalty 2824.349388 = -609612.335426 nChanged 16 SP:Iteration 24Q (1322.272390 sec): 3 clusters Score: Raw -612439.819534 + Penalty 2824.349388 = -609615.470146 nChanged 14 SP:Iteration 25Q (1322.320460 sec): 3 clusters Score: Raw -612442.553808 + Penalty 2824.349388 = -609618.204420 nChanged 16 SP:Iteration 26Q (1322.375202 sec): 3 clusters Score: Raw -612445.352044 + Penalty 2824.349388 = -609621.002656 nChanged 15 SP:Iteration 27Q (1322.436699 sec): 3 clusters Score: Raw -612447.858530 + Penalty 2824.349388 = -609623.509142 nChanged 14 SP:Iteration 28Q (1322.485342 sec): 3 clusters Score: Raw -612450.807335 + Penalty 2824.349388 = -609626.457947 nChanged 12 SP:Iteration 29Q (1322.548394 sec): 3 clusters Score: Raw -612453.765699 + Penalty 2824.349388 = -609629.416311 nChanged 11 SP:Iteration 30Q (1322.596635 sec): 3 clusters Score: Raw -612456.448011 + Penalty 2824.349388 = -609632.098623 nChanged 11 SP:Iteration 31Q (1322.661131 sec): 3 clusters Score: Raw -612459.157230 + Penalty 2824.349388 = -609634.807842 nChanged 13 SP:Iteration 32Q (1322.711149 sec): 3 clusters Score: Raw -612463.419322 + Penalty 2824.349388 = -609639.069934 nChanged 14 SP:Iteration 33Q (1322.766874 sec): 3 clusters Score: Raw -612468.112920 + Penalty 2824.349388 = -609643.763532 nChanged 23 SP:Iteration 34Q (1322.831698 sec): 3 clusters Score: Raw -612474.619654 + Penalty 2824.349388 = -609650.270266 nChanged 15 SP:Iteration 35Q (1322.881573 sec): 3 clusters Score: Raw -612477.981122 + Penalty 2824.349388 = -609653.631734 nChanged 10 SP:Iteration 36Q (1322.927296 sec): 3 clusters Score: Raw -612479.815964 + Penalty 2824.349388 = -609655.466576 nChanged 5 SP:Iteration 37Q (1322.986241 sec): 3 clusters Score: Raw -612480.918061 + Penalty 2824.349388 = -609656.568673 nChanged 9 SP:Iteration 38Q (1323.044301 sec): 3 clusters Score: Raw -612482.360471 + Penalty 2824.349388 = -609658.011083 nChanged 5 SP:Iteration 39Q (1323.087818 sec): 3 clusters Score: Raw -612483.433814 + Penalty 2824.349388 = -609659.084426 nChanged 5 SP:Iteration 40F (1323.146841 sec): 3 clusters Score: Raw -612484.659843 + Penalty 2824.349388 = -609660.310455 nChanged 3 SP:Iteration 41Q (1323.205316 sec): 3 clusters Score: Raw -612485.255665 + Penalty 2824.349388 = -609660.906277 nChanged 4 SP:Iteration 42Q (1323.267851 sec): 3 clusters Score: Raw -612486.006757 + Penalty 2824.349388 = -609661.657369 nChanged 5 SP:Iteration 43Q (1323.324301 sec): 3 clusters Score: Raw -612487.158903 + Penalty 2824.349388 = -609662.809515 nChanged 7 SP:Iteration 44Q (1323.378916 sec): 3 clusters Score: Raw -612488.517647 + Penalty 2824.349388 = -609664.168259 nChanged 5 SP:Iteration 45Q (1323.424495 sec): 3 clusters Score: Raw -612489.588726 + Penalty 2824.349388 = -609665.239338 nChanged 8 SP:Iteration 46Q (1323.486745 sec): 3 clusters Score: Raw -612491.360270 + Penalty 2824.349388 = -609667.010882 nChanged 8 SP:Iteration 47Q (1323.528236 sec): 3 clusters Score: Raw -612493.192137 + Penalty 2824.349388 = -609668.842749 nChanged 6 SP:Iteration 48Q (1323.590541 sec): 3 clusters Score: Raw -612494.715549 + Penalty 2824.349388 = -609670.366162 nChanged 8 SP:Iteration 49Q (1323.633086 sec): 3 clusters Score: Raw -612496.968945 + Penalty 2824.349388 = -609672.619557 nChanged 9 SP:Iteration 50Q (1323.688523 sec): 3 clusters Score: Raw -612498.720139 + Penalty 2824.349388 = -609674.370751 nChanged 5 SP:Iteration 51Q (1323.750987 sec): 3 clusters Score: Raw -612499.627638 + Penalty 2824.349388 = -609675.278250 nChanged 4 SP:Iteration 52Q (1323.808670 sec): 3 clusters Score: Raw -612500.397315 + Penalty 2824.349388 = -609676.047927 nChanged 4 SP:Iteration 53Q (1323.871415 sec): 3 clusters Score: Raw -612501.132387 + Penalty 2824.349388 = -609676.782999 nChanged 4 SP:Iteration 54Q (1323.917186 sec): 3 clusters Score: Raw -612501.779619 + Penalty 2824.349388 = -609677.430231 nChanged 1 SP:Iteration 55Q (1323.970025 sec): 3 clusters Score: Raw -612501.938557 + Penalty 2824.349388 = -609677.589169 nChanged 2 SP:Iteration 56Q (1324.031243 sec): 3 clusters Score: Raw -612502.426492 + Penalty 2824.349388 = -609678.077104 nChanged 1 SP:Iteration 57Q (1324.090906 sec): 3 clusters Score: Raw -612502.818459 + Penalty 2824.349388 = -609678.469071 nChanged 2 SP:Iteration 58Q (1324.151581 sec): 3 clusters Score: Raw -612503.293157 + Penalty 2824.349388 = -609678.943769 nChanged 1 SP:Iteration 59Q (1324.205903 sec): 3 clusters Score: Raw -612503.376311 + Penalty 2824.349388 = -609679.026923 nChanged 1 SP:Iteration 60F (1324.247460 sec): 3 clusters Score: Raw -612503.611123 + Penalty 2824.349388 = -609679.261735 nChanged 3 SP:Iteration 61Q (1324.311381 sec): 3 clusters Score: Raw -612504.252632 + Penalty 2824.349388 = -609679.903244 nChanged 5 SP:Iteration 62Q (1324.363276 sec): 3 clusters Score: Raw -612505.252339 + Penalty 2824.349388 = -609680.902951 nChanged 2 SP:Iteration 63Q (1324.415258 sec): 3 clusters Score: Raw -612505.482331 + Penalty 2824.349388 = -609681.132943 nChanged 4 SP:Iteration 64Q (1324.464888 sec): 3 clusters Score: Raw -612506.140965 + Penalty 2824.349388 = -609681.791577 nChanged 3 SP:Iteration 65Q (1324.522469 sec): 3 clusters Score: Raw -612506.525798 + Penalty 2824.349388 = -609682.176410 nChanged 3 SP:Iteration 66Q (1324.578257 sec): 3 clusters Score: Raw -612506.973687 + Penalty 2824.349388 = -609682.624299 nChanged 1 SP:Iteration 67Q (1324.633082 sec): 3 clusters Score: Raw -612507.177368 + Penalty 2824.349388 = -609682.827980 nChanged 2 SP:Iteration 68Q (1324.696886 sec): 3 clusters Score: Raw -612507.617985 + Penalty 2824.349388 = -609683.268597 nChanged 2 SP:Iteration 69Q (1324.753872 sec): 3 clusters Score: Raw -612507.899576 + Penalty 2824.349388 = -609683.550188 nChanged 1 SP:Iteration 70Q (1324.810829 sec): 3 clusters Score: Raw -612508.020329 + Penalty 2824.349388 = -609683.670941 nChanged 2 SP:Iteration 71Q (1324.857778 sec): 3 clusters Score: Raw -612508.333737 + Penalty 2824.349388 = -609683.984349 nChanged 4 SP:Iteration 72Q (1324.915813 sec): 3 clusters Score: Raw -612509.286560 + Penalty 2824.349388 = -609684.937172 nChanged 6 SP:Iteration 73Q (1324.962740 sec): 3 clusters Score: Raw -612510.444875 + Penalty 2824.349388 = -609686.095487 nChanged 5 SP:Iteration 74Q (1325.019103 sec): 3 clusters Score: Raw -612511.371972 + Penalty 2824.349388 = -609687.022584 nChanged 3 SP:Iteration 75Q (1325.074435 sec): 3 clusters Score: Raw -612511.767146 + Penalty 2824.349388 = -609687.417758 nChanged 1 SP:Iteration 76Q (1325.136681 sec): 3 clusters Score: Raw -612512.020805 + Penalty 2824.349388 = -609687.671417 nChanged 1 SP:Iteration 77Q (1325.200474 sec): 3 clusters Score: Raw -612512.080467 + Penalty 2824.349388 = -609687.731079 nChanged 0 SP:Iteration 78F (1325.255600 sec): 3 clusters Score: Raw -612512.080467 + Penalty 2824.349388 = -609687.731079 nChanged 0 Trying to split cluster 21 (12336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1325.292518 sec): 2 clusters Score: Raw -1258976.734575 + Penalty 1530.795028 = -1257445.939547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1325.360607 sec): 3 clusters Score: Raw -1251902.717665 + Penalty 3061.590056 = -1248841.127609 nChanged 5333 SP:Iteration 1F (1325.430061 sec): 3 clusters Score: Raw -1254872.160907 + Penalty 3061.590056 = -1251810.570851 nChanged 760 SP:Iteration 2F (1325.497520 sec): 3 clusters Score: Raw -1255248.514821 + Penalty 3061.590056 = -1252186.924764 nChanged 700 SP:Iteration 3F (1325.550373 sec): 3 clusters Score: Raw -1255601.410969 + Penalty 3061.590056 = -1252539.820913 nChanged 655 SP:Iteration 4F (1325.621749 sec): 3 clusters Score: Raw -1255919.301920 + Penalty 3061.590056 = -1252857.711864 nChanged 620 SP:Iteration 5F (1325.688570 sec): 3 clusters Score: Raw -1256223.919769 + Penalty 3061.590056 = -1253162.329713 nChanged 570 SP:Iteration 6Q (1325.748507 sec): 3 clusters Score: Raw -1256524.925168 + Penalty 3061.590056 = -1253463.335112 nChanged 540 SP:Iteration 7Q (1325.826258 sec): 3 clusters Score: Raw -1256850.108287 + Penalty 3061.590056 = -1253788.518231 nChanged 561 SP:Iteration 8Q (1325.883971 sec): 3 clusters Score: Raw -1257166.652770 + Penalty 3061.590056 = -1254105.062714 nChanged 501 SP:Iteration 9Q (1325.947376 sec): 3 clusters Score: Raw -1257401.941660 + Penalty 3061.590056 = -1254340.351604 nChanged 379 SP:Iteration 10Q (1326.006929 sec): 3 clusters Score: Raw -1257560.508338 + Penalty 3061.590056 = -1254498.918282 nChanged 335 SP:Iteration 11Q (1326.078019 sec): 3 clusters Score: Raw -1257686.813551 + Penalty 3061.590056 = -1254625.223495 nChanged 262 SP:Iteration 12Q (1326.142839 sec): 3 clusters Score: Raw -1257772.878953 + Penalty 3061.590056 = -1254711.288897 nChanged 196 SP:Iteration 13Q (1326.216695 sec): 3 clusters Score: Raw -1257822.294414 + Penalty 3061.590056 = -1254760.704358 nChanged 143 SP:Iteration 14Q (1326.275615 sec): 3 clusters Score: Raw -1257854.219876 + Penalty 3061.590056 = -1254792.629820 nChanged 131 SP:Iteration 15Q (1326.353096 sec): 3 clusters Score: Raw -1257879.259083 + Penalty 3061.590056 = -1254817.669027 nChanged 108 SP:Iteration 16Q (1326.414932 sec): 3 clusters Score: Raw -1257900.315464 + Penalty 3061.590056 = -1254838.725408 nChanged 115 SP:Iteration 17Q (1326.475107 sec): 3 clusters Score: Raw -1257923.035631 + Penalty 3061.590056 = -1254861.445575 nChanged 106 SP:Iteration 18Q (1326.539328 sec): 3 clusters Score: Raw -1257946.839026 + Penalty 3061.590056 = -1254885.248970 nChanged 99 SP:Iteration 19Q (1326.615011 sec): 3 clusters Score: Raw -1257970.550707 + Penalty 3061.590056 = -1254908.960651 nChanged 110 SP:Iteration 20F (1326.677252 sec): 3 clusters Score: Raw -1257994.546233 + Penalty 3061.590056 = -1254932.956176 nChanged 103 SP:Iteration 21Q (1326.742889 sec): 3 clusters Score: Raw -1258012.097311 + Penalty 3061.590056 = -1254950.507255 nChanged 92 SP:Iteration 22Q (1326.809684 sec): 3 clusters Score: Raw -1258025.294827 + Penalty 3061.590056 = -1254963.704771 nChanged 68 SP:Iteration 23Q (1326.882482 sec): 3 clusters Score: Raw -1258035.470756 + Penalty 3061.590056 = -1254973.880700 nChanged 63 SP:Iteration 24Q (1326.941535 sec): 3 clusters Score: Raw -1258045.034662 + Penalty 3061.590056 = -1254983.444606 nChanged 46 SP:Iteration 25Q (1327.012737 sec): 3 clusters Score: Raw -1258049.779813 + Penalty 3061.590056 = -1254988.189757 nChanged 36 SP:Iteration 26Q (1327.083316 sec): 3 clusters Score: Raw -1258053.899046 + Penalty 3061.590056 = -1254992.308990 nChanged 30 SP:Iteration 27Q (1327.143015 sec): 3 clusters Score: Raw -1258057.884944 + Penalty 3061.590056 = -1254996.294888 nChanged 31 SP:Iteration 28Q (1327.211135 sec): 3 clusters Score: Raw -1258062.532244 + Penalty 3061.590056 = -1255000.942187 nChanged 35 SP:Iteration 29Q (1327.272768 sec): 3 clusters Score: Raw -1258068.342403 + Penalty 3061.590056 = -1255006.752347 nChanged 42 SP:Iteration 30Q (1327.343037 sec): 3 clusters Score: Raw -1258074.153832 + Penalty 3061.590056 = -1255012.563776 nChanged 42 SP:Iteration 31Q (1327.414834 sec): 3 clusters Score: Raw -1258078.745548 + Penalty 3061.590056 = -1255017.155492 nChanged 40 SP:Iteration 32Q (1327.471252 sec): 3 clusters Score: Raw -1258083.205951 + Penalty 3061.590056 = -1255021.615895 nChanged 40 SP:Iteration 33Q (1327.535593 sec): 3 clusters Score: Raw -1258087.175224 + Penalty 3061.590056 = -1255025.585168 nChanged 36 SP:Iteration 34Q (1327.606523 sec): 3 clusters Score: Raw -1258090.582152 + Penalty 3061.590056 = -1255028.992096 nChanged 37 SP:Iteration 35Q (1327.671787 sec): 3 clusters Score: Raw -1258094.752162 + Penalty 3061.590056 = -1255033.162106 nChanged 35 SP:Iteration 36Q (1327.741623 sec): 3 clusters Score: Raw -1258099.286188 + Penalty 3061.590056 = -1255037.696132 nChanged 32 SP:Iteration 37Q (1327.809661 sec): 3 clusters Score: Raw -1258102.941053 + Penalty 3061.590056 = -1255041.350996 nChanged 21 SP:Iteration 38Q (1327.882863 sec): 3 clusters Score: Raw -1258105.113395 + Penalty 3061.590056 = -1255043.523339 nChanged 24 SP:Iteration 39Q (1327.944525 sec): 3 clusters Score: Raw -1258107.933908 + Penalty 3061.590056 = -1255046.343851 nChanged 23 SP:Iteration 40F (1328.024750 sec): 3 clusters Score: Raw -1258110.646908 + Penalty 3061.590056 = -1255049.056851 nChanged 25 SP:Iteration 41Q (1328.092237 sec): 3 clusters Score: Raw -1258113.083448 + Penalty 3061.590056 = -1255051.493391 nChanged 23 SP:Iteration 42Q (1328.164368 sec): 3 clusters Score: Raw -1258115.606149 + Penalty 3061.590056 = -1255054.016093 nChanged 28 SP:Iteration 43Q (1328.234334 sec): 3 clusters Score: Raw -1258118.374134 + Penalty 3061.590056 = -1255056.784078 nChanged 24 SP:Iteration 44Q (1328.293238 sec): 3 clusters Score: Raw -1258120.456312 + Penalty 3061.590056 = -1255058.866256 nChanged 23 SP:Iteration 45Q (1328.362522 sec): 3 clusters Score: Raw -1258122.711997 + Penalty 3061.590056 = -1255061.121941 nChanged 29 SP:Iteration 46Q (1328.440024 sec): 3 clusters Score: Raw -1258125.430276 + Penalty 3061.590056 = -1255063.840220 nChanged 29 SP:Iteration 47Q (1328.507724 sec): 3 clusters Score: Raw -1258129.155437 + Penalty 3061.590056 = -1255067.565381 nChanged 35 SP:Iteration 48Q (1328.572629 sec): 3 clusters Score: Raw -1258134.231931 + Penalty 3061.590056 = -1255072.641875 nChanged 42 SP:Iteration 49Q (1328.644803 sec): 3 clusters Score: Raw -1258140.270063 + Penalty 3061.590056 = -1255078.680007 nChanged 39 SP:Iteration 50Q (1328.712235 sec): 3 clusters Score: Raw -1258146.412108 + Penalty 3061.590056 = -1255084.822052 nChanged 49 SP:Iteration 51Q (1328.779632 sec): 3 clusters Score: Raw -1258153.347849 + Penalty 3061.590056 = -1255091.757793 nChanged 44 SP:Iteration 52Q (1328.850876 sec): 3 clusters Score: Raw -1258158.260045 + Penalty 3061.590056 = -1255096.669989 nChanged 31 SP:Iteration 53Q (1328.920787 sec): 3 clusters Score: Raw -1258161.572586 + Penalty 3061.590056 = -1255099.982529 nChanged 32 SP:Iteration 54Q (1328.982523 sec): 3 clusters Score: Raw -1258164.725573 + Penalty 3061.590056 = -1255103.135517 nChanged 27 SP:Iteration 55Q (1329.063011 sec): 3 clusters Score: Raw -1258167.572593 + Penalty 3061.590056 = -1255105.982537 nChanged 29 SP:Iteration 56Q (1329.136908 sec): 3 clusters Score: Raw -1258170.114600 + Penalty 3061.590056 = -1255108.524544 nChanged 22 SP:Iteration 57Q (1329.199108 sec): 3 clusters Score: Raw -1258171.755266 + Penalty 3061.590056 = -1255110.165210 nChanged 15 SP:Iteration 58Q (1329.266867 sec): 3 clusters Score: Raw -1258172.768152 + Penalty 3061.590056 = -1255111.178096 nChanged 12 SP:Iteration 59Q (1329.342117 sec): 3 clusters Score: Raw -1258173.780466 + Penalty 3061.590056 = -1255112.190410 nChanged 15 SP:Iteration 60F (1329.408879 sec): 3 clusters Score: Raw -1258174.874580 + Penalty 3061.590056 = -1255113.284524 nChanged 11 SP:Iteration 61Q (1329.469830 sec): 3 clusters Score: Raw -1258175.865693 + Penalty 3061.590056 = -1255114.275637 nChanged 16 SP:Iteration 62Q (1329.549275 sec): 3 clusters Score: Raw -1258177.062564 + Penalty 3061.590056 = -1255115.472508 nChanged 6 SP:Iteration 63Q (1329.608284 sec): 3 clusters Score: Raw -1258177.625515 + Penalty 3061.590056 = -1255116.035459 nChanged 8 SP:Iteration 64Q (1329.689315 sec): 3 clusters Score: Raw -1258178.359675 + Penalty 3061.590056 = -1255116.769619 nChanged 5 SP:Iteration 65Q (1329.758132 sec): 3 clusters Score: Raw -1258178.905616 + Penalty 3061.590056 = -1255117.315560 nChanged 6 SP:Iteration 66Q (1329.830660 sec): 3 clusters Score: Raw -1258179.522668 + Penalty 3061.590056 = -1255117.932611 nChanged 7 SP:Iteration 67Q (1329.906415 sec): 3 clusters Score: Raw -1258180.194181 + Penalty 3061.590056 = -1255118.604124 nChanged 11 SP:Iteration 68Q (1329.977067 sec): 3 clusters Score: Raw -1258181.113116 + Penalty 3061.590056 = -1255119.523060 nChanged 8 SP:Iteration 69Q (1330.035823 sec): 3 clusters Score: Raw -1258181.778986 + Penalty 3061.590056 = -1255120.188930 nChanged 10 SP:Iteration 70Q (1330.107901 sec): 3 clusters Score: Raw -1258182.566777 + Penalty 3061.590056 = -1255120.976721 nChanged 6 SP:Iteration 71Q (1330.176810 sec): 3 clusters Score: Raw -1258183.229338 + Penalty 3061.590056 = -1255121.639282 nChanged 9 SP:Iteration 72Q (1330.246399 sec): 3 clusters Score: Raw -1258183.967573 + Penalty 3061.590056 = -1255122.377517 nChanged 5 SP:Iteration 73Q (1330.318579 sec): 3 clusters Score: Raw -1258184.229633 + Penalty 3061.590056 = -1255122.639577 nChanged 3 SP:Iteration 74Q (1330.389455 sec): 3 clusters Score: Raw -1258184.319826 + Penalty 3061.590056 = -1255122.729770 nChanged 2 SP:Iteration 75Q (1330.459355 sec): 3 clusters Score: Raw -1258184.396696 + Penalty 3061.590056 = -1255122.806640 nChanged 0 SP:Iteration 76F (1330.529807 sec): 3 clusters Score: Raw -1258184.396696 + Penalty 3061.590056 = -1255122.806640 nChanged 0 Time taken for this iteration:634.172887 seconds. 21->22 Clusters: Score -24026669.003944, best is -24025807.334772 THE BEST YET! Main iterations: 314 (time per iteration =3192.521889 ms) Total iterations: 10504 (time per iteration =95.435251 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 136793658240.000000 (time per metric unit =7.328204ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 3283047797760.000000 (time per metric unit=305.341845ps) That took 1002.451873 seconds.