FileBase DT3_rLS_rCA1_20151009_2100um_1512um ElecNo 14 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 0.78 and 1.18 GB. - 8 bytes per element (scalar), 52634450 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.38 and 0.56 GB. - 8 bytes per element (scalar), 25264536 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.09 and 0.14 GB. - 2 bytes per element (data_int), 25264536 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.05 and 0.07 GB. - 1 bytes per element (char), 25264536 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.05 and 0.07 GB. - 1 bytes per element (char), 25264536 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=1052689, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 1.35 and 2.02 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 1052689 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 1052689 points ------ SP: Assigned 20 initial classes randomly. Iteration 0F (22.973924 sec): 20 clusters Score: Raw -124243161.594286 + Penalty 42813.925313 = -124200347.668973 nChanged 995999 Iteration 1F (36.359971 sec): 20 clusters Score: Raw -127442365.007927 + Penalty 42813.925313 = -127399551.082614 nChanged 460440 Iteration 2F (50.091236 sec): 20 clusters Score: Raw -129207299.555836 + Penalty 42813.925313 = -129164485.630523 nChanged 301927 Iteration 3F (63.348200 sec): 20 clusters Score: Raw -130097246.905464 + Penalty 42813.925313 = -130054432.980151 nChanged 211986 Iteration 4F (76.903356 sec): 20 clusters Score: Raw -130595292.524509 + Penalty 42813.925313 = -130552478.599196 nChanged 158851 Iteration 5F (90.209915 sec): 20 clusters Score: Raw -130983247.714235 + Penalty 42813.925313 = -130940433.788922 nChanged 124927 Iteration 6F (103.479090 sec): 20 clusters Score: Raw -131327061.119807 + Penalty 42813.925313 = -131284247.194494 nChanged 111336 Iteration 7F (117.170655 sec): 20 clusters Score: Raw -131548449.841745 + Penalty 42813.925313 = -131505635.916433 nChanged 85370 Iteration 8F (130.465380 sec): 20 clusters Score: Raw -131643935.698797 + Penalty 42813.925313 = -131601121.773485 nChanged 58166 Iteration 9F (143.859494 sec): 20 clusters Score: Raw -131702906.258100 + Penalty 42813.925313 = -131660092.332787 nChanged 43917 Iteration 10Q (149.507260 sec): 20 clusters Score: Raw -131754693.915075 + Penalty 42813.925313 = -131711879.989763 nChanged 34415 Iteration 11Q (155.268431 sec): 20 clusters Score: Raw -131791462.692091 + Penalty 42813.925313 = -131748648.766779 nChanged 27927 Iteration 12Q (160.819692 sec): 20 clusters Score: Raw -131819586.007299 + Penalty 42813.925313 = -131776772.081986 nChanged 22988 Iteration 13Q (166.760853 sec): 20 clusters Score: Raw -131840501.371762 + Penalty 42813.925313 = -131797687.446449 nChanged 19901 Iteration 14Q (172.373480 sec): 20 clusters Score: Raw -131861252.070880 + Penalty 42813.925313 = -131818438.145567 nChanged 17163 Iteration 15Q (177.946445 sec): 20 clusters Score: Raw -131882589.475680 + Penalty 42813.925313 = -131839775.550368 nChanged 15480 Iteration 16Q (183.401430 sec): 20 clusters Score: Raw -131895402.473181 + Penalty 42813.925313 = -131852588.547868 nChanged 12924 Iteration 17Q (189.710077 sec): 20 clusters Score: Raw -131904547.815609 + Penalty 42813.925313 = -131861733.890297 nChanged 10207 Iteration 18Q (195.472471 sec): 20 clusters Score: Raw -131911280.828791 + Penalty 42813.925313 = -131868466.903478 nChanged 8111 Iteration 19Q (201.045577 sec): 20 clusters Score: Raw -131916528.540855 + Penalty 42813.925313 = -131873714.615542 nChanged 6649 Writing temp clu file Because OldScore, -131868466.903478, is greater than current (better) Score,-131873714.615542 Compute initial score before splitting: Score: Raw -131916528.540855 + Penalty 42813.925313 = -131873714.615542 Trying to split cluster 1 (14550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.740626 sec): 2 clusters Score: Raw -1682080.674130 + Penalty 1557.618769 = -1680523.055361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.816272 sec): 3 clusters Score: Raw -1673978.623198 + Penalty 3115.237539 = -1670863.385660 nChanged 6541 SP:Iteration 1F (201.879561 sec): 3 clusters Score: Raw -1680484.979362 + Penalty 3115.237539 = -1677369.741824 nChanged 1869 SP:Iteration 2F (201.963542 sec): 3 clusters Score: Raw -1688265.701528 + Penalty 3115.237539 = -1685150.463990 nChanged 2790 SP:Iteration 3F (202.028822 sec): 3 clusters Score: Raw -1696118.756429 + Penalty 3115.237539 = -1693003.518890 nChanged 1817 SP:Iteration 4F (202.108094 sec): 3 clusters Score: Raw -1698841.236756 + Penalty 3115.237539 = -1695725.999218 nChanged 599 SP:Iteration 5Q (202.178528 sec): 3 clusters Score: Raw -1699570.504559 + Penalty 3115.237539 = -1696455.267021 nChanged 210 SP:Iteration 6Q (202.240568 sec): 3 clusters Score: Raw -1699727.573044 + Penalty 3115.237539 = -1696612.335505 nChanged 99 SP:Iteration 7Q (202.291415 sec): 3 clusters Score: Raw -1699774.834795 + Penalty 3115.237539 = -1696659.597256 nChanged 56 SP:Iteration 8Q (202.364174 sec): 3 clusters Score: Raw -1699813.564076 + Penalty 3115.237539 = -1696698.326537 nChanged 31 SP:Iteration 9Q (202.414562 sec): 3 clusters Score: Raw -1699833.270367 + Penalty 3115.237539 = -1696718.032829 nChanged 31 SP:Iteration 10Q (202.488117 sec): 3 clusters Score: Raw -1699847.254881 + Penalty 3115.237539 = -1696732.017342 nChanged 20 SP:Iteration 11Q (202.545799 sec): 3 clusters Score: Raw -1699857.196356 + Penalty 3115.237539 = -1696741.958818 nChanged 18 SP:Iteration 12Q (202.614450 sec): 3 clusters Score: Raw -1699864.309026 + Penalty 3115.237539 = -1696749.071487 nChanged 14 SP:Iteration 13Q (202.683385 sec): 3 clusters Score: Raw -1699867.922547 + Penalty 3115.237539 = -1696752.685008 nChanged 7 SP:Iteration 14Q (202.742613 sec): 3 clusters Score: Raw -1699870.031862 + Penalty 3115.237539 = -1696754.794324 nChanged 7 SP:Iteration 15Q (202.812712 sec): 3 clusters Score: Raw -1699871.857824 + Penalty 3115.237539 = -1696756.620285 nChanged 5 SP:Iteration 16Q (202.876124 sec): 3 clusters Score: Raw -1699873.057596 + Penalty 3115.237539 = -1696757.820057 nChanged 2 SP:Iteration 17Q (202.938535 sec): 3 clusters Score: Raw -1699875.591723 + Penalty 3115.237539 = -1696760.354185 nChanged 7 SP:Iteration 18Q (203.001667 sec): 3 clusters Score: Raw -1699876.523155 + Penalty 3115.237539 = -1696761.285617 nChanged 4 SP:Iteration 19Q (203.064566 sec): 3 clusters Score: Raw -1699877.227927 + Penalty 3115.237539 = -1696761.990388 nChanged 3 SP:Iteration 20F (203.148283 sec): 3 clusters Score: Raw -1699877.629272 + Penalty 3115.237539 = -1696762.391733 nChanged 2 SP:Iteration 21Q (203.218472 sec): 3 clusters Score: Raw -1699878.028613 + Penalty 3115.237539 = -1696762.791075 nChanged 4 SP:Iteration 22Q (203.277542 sec): 3 clusters Score: Raw -1699878.575731 + Penalty 3115.237539 = -1696763.338192 nChanged 6 SP:Iteration 23Q (203.355078 sec): 3 clusters Score: Raw -1699879.561515 + Penalty 3115.237539 = -1696764.323976 nChanged 6 SP:Iteration 24Q (203.423740 sec): 3 clusters Score: Raw -1699881.119979 + Penalty 3115.237539 = -1696765.882441 nChanged 3 SP:Iteration 25Q (203.493531 sec): 3 clusters Score: Raw -1699881.800168 + Penalty 3115.237539 = -1696766.562629 nChanged 3 SP:Iteration 26Q (203.563912 sec): 3 clusters Score: Raw -1699881.927032 + Penalty 3115.237539 = -1696766.689493 nChanged 0 SP:Iteration 27F (203.639988 sec): 3 clusters Score: Raw -1699881.927032 + Penalty 3115.237539 = -1696766.689493 nChanged 0 Score: Raw -131935584.866985 + Penalty 45067.289803 = -131890517.577182 Splitting cluster 1 changes total score from -131873714.615542 to -131890517.577182 So it's getting split into cluster 20. Trying to split cluster 2 (6943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.950993 sec): 2 clusters Score: Raw -881198.363579 + Penalty 1437.392001 = -879760.971578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.023400 sec): 3 clusters Score: Raw -877378.203317 + Penalty 2874.784002 = -874503.419316 nChanged 2942 SP:Iteration 1F (217.076750 sec): 3 clusters Score: Raw -879138.939325 + Penalty 2874.784002 = -876264.155323 nChanged 725 SP:Iteration 2F (217.138892 sec): 3 clusters Score: Raw -880188.051938 + Penalty 2874.784002 = -877313.267936 nChanged 862 SP:Iteration 3F (217.209558 sec): 3 clusters Score: Raw -881480.984385 + Penalty 2874.784002 = -878606.200383 nChanged 746 SP:Iteration 4F (217.260237 sec): 3 clusters Score: Raw -882325.471148 + Penalty 2874.784002 = -879450.687146 nChanged 462 SP:Iteration 5F (217.323111 sec): 3 clusters Score: Raw -882650.608344 + Penalty 2874.784002 = -879775.824342 nChanged 248 SP:Iteration 6Q (217.378069 sec): 3 clusters Score: Raw -882793.111841 + Penalty 2874.784002 = -879918.327839 nChanged 164 SP:Iteration 7Q (217.437867 sec): 3 clusters Score: Raw -882915.684395 + Penalty 2874.784002 = -880040.900393 nChanged 185 SP:Iteration 8Q (217.497439 sec): 3 clusters Score: Raw -883197.436517 + Penalty 2874.784002 = -880322.652515 nChanged 269 SP:Iteration 9Q (217.557298 sec): 3 clusters Score: Raw -884364.136293 + Penalty 2874.784002 = -881489.352291 nChanged 332 SP:Iteration 10Q (217.617194 sec): 3 clusters Score: Raw -887424.108461 + Penalty 2874.784002 = -884549.324459 nChanged 326 SP:Iteration 11Q (217.679463 sec): 3 clusters Score: Raw -888249.981057 + Penalty 2874.784002 = -885375.197055 nChanged 198 SP:Iteration 12Q (217.723946 sec): 3 clusters Score: Raw -888557.454432 + Penalty 2874.784002 = -885682.670430 nChanged 115 SP:Iteration 13Q (217.781915 sec): 3 clusters Score: Raw -888726.341688 + Penalty 2874.784002 = -885851.557686 nChanged 68 SP:Iteration 14Q (217.839914 sec): 3 clusters Score: Raw -888850.268923 + Penalty 2874.784002 = -885975.484921 nChanged 44 SP:Iteration 15Q (217.896808 sec): 3 clusters Score: Raw -888953.836850 + Penalty 2874.784002 = -886079.052848 nChanged 28 SP:Iteration 16Q (217.954424 sec): 3 clusters Score: Raw -889011.370221 + Penalty 2874.784002 = -886136.586219 nChanged 22 SP:Iteration 17Q (218.012516 sec): 3 clusters Score: Raw -889063.064818 + Penalty 2874.784002 = -886188.280816 nChanged 21 SP:Iteration 18Q (218.063100 sec): 3 clusters Score: Raw -889105.223371 + Penalty 2874.784002 = -886230.439369 nChanged 16 SP:Iteration 19Q (218.114442 sec): 3 clusters Score: Raw -889152.907567 + Penalty 2874.784002 = -886278.123565 nChanged 11 SP:Iteration 20F (218.174491 sec): 3 clusters Score: Raw -889260.552979 + Penalty 2874.784002 = -886385.768977 nChanged 48 SP:Iteration 21Q (218.242963 sec): 3 clusters Score: Raw -889456.263315 + Penalty 2874.784002 = -886581.479313 nChanged 30 SP:Iteration 22Q (218.288025 sec): 3 clusters Score: Raw -889529.339360 + Penalty 2874.784002 = -886654.555358 nChanged 13 SP:Iteration 23Q (218.344895 sec): 3 clusters Score: Raw -889545.550124 + Penalty 2874.784002 = -886670.766122 nChanged 12 SP:Iteration 24Q (218.401435 sec): 3 clusters Score: Raw -889557.664988 + Penalty 2874.784002 = -886682.880986 nChanged 6 SP:Iteration 25Q (218.458436 sec): 3 clusters Score: Raw -889564.555089 + Penalty 2874.784002 = -886689.771087 nChanged 2 SP:Iteration 26Q (218.515067 sec): 3 clusters Score: Raw -889565.717312 + Penalty 2874.784002 = -886690.933310 nChanged 1 SP:Iteration 27Q (218.583255 sec): 3 clusters Score: Raw -889566.304594 + Penalty 2874.784002 = -886691.520592 nChanged 2 SP:Iteration 28Q (218.628337 sec): 3 clusters Score: Raw -889567.002441 + Penalty 2874.784002 = -886692.218440 nChanged 2 SP:Iteration 29Q (218.684862 sec): 3 clusters Score: Raw -889567.493380 + Penalty 2874.784002 = -886692.709378 nChanged 2 SP:Iteration 30Q (218.741413 sec): 3 clusters Score: Raw -889568.261189 + Penalty 2874.784002 = -886693.477187 nChanged 0 SP:Iteration 31F (218.800426 sec): 3 clusters Score: Raw -889568.261189 + Penalty 2874.784002 = -886693.477187 nChanged 0 Score: Raw -131943954.764596 + Penalty 47320.654293 = -131896634.110303 Splitting cluster 2 changes total score from -131873714.615542 to -131896634.110303 So it's getting split into cluster 21. Trying to split cluster 3 (44730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.475340 sec): 2 clusters Score: Raw -5791159.286204 + Penalty 1740.114951 = -5789419.171253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.600860 sec): 3 clusters Score: Raw -5763055.283862 + Penalty 3480.229901 = -5759575.053961 nChanged 20897 SP:Iteration 1F (232.716140 sec): 3 clusters Score: Raw -5775577.153206 + Penalty 3480.229901 = -5772096.923305 nChanged 2600 SP:Iteration 2F (232.837325 sec): 3 clusters Score: Raw -5777164.640181 + Penalty 3480.229901 = -5773684.410279 nChanged 3273 SP:Iteration 3F (232.975155 sec): 3 clusters Score: Raw -5779813.867219 + Penalty 3480.229901 = -5776333.637318 nChanged 3964 SP:Iteration 4F (233.088518 sec): 3 clusters Score: Raw -5783563.518672 + Penalty 3480.229901 = -5780083.288771 nChanged 4174 SP:Iteration 5F (233.212744 sec): 3 clusters Score: Raw -5787407.907325 + Penalty 3480.229901 = -5783927.677424 nChanged 3413 SP:Iteration 6F (233.331817 sec): 3 clusters Score: Raw -5790021.187512 + Penalty 3480.229901 = -5786540.957611 nChanged 2284 SP:Iteration 7F (233.455557 sec): 3 clusters Score: Raw -5791370.462437 + Penalty 3480.229901 = -5787890.232536 nChanged 1395 SP:Iteration 8Q (233.578383 sec): 3 clusters Score: Raw -5792036.078451 + Penalty 3480.229901 = -5788555.848550 nChanged 920 SP:Iteration 9Q (233.710598 sec): 3 clusters Score: Raw -5792424.221291 + Penalty 3480.229901 = -5788943.991389 nChanged 673 SP:Iteration 10Q (233.838777 sec): 3 clusters Score: Raw -5792669.436412 + Penalty 3480.229901 = -5789189.206511 nChanged 493 SP:Iteration 11Q (233.964809 sec): 3 clusters Score: Raw -5792837.664935 + Penalty 3480.229901 = -5789357.435033 nChanged 393 SP:Iteration 12Q (234.087787 sec): 3 clusters Score: Raw -5792954.934747 + Penalty 3480.229901 = -5789474.704846 nChanged 335 SP:Iteration 13Q (234.206729 sec): 3 clusters Score: Raw -5793044.476751 + Penalty 3480.229901 = -5789564.246849 nChanged 285 SP:Iteration 14Q (234.328240 sec): 3 clusters Score: Raw -5793115.414406 + Penalty 3480.229901 = -5789635.184505 nChanged 228 SP:Iteration 15Q (234.459891 sec): 3 clusters Score: Raw -5793169.139453 + Penalty 3480.229901 = -5789688.909551 nChanged 217 SP:Iteration 16Q (234.582005 sec): 3 clusters Score: Raw -5793219.082614 + Penalty 3480.229901 = -5789738.852712 nChanged 167 SP:Iteration 17Q (234.700792 sec): 3 clusters Score: Raw -5793250.471167 + Penalty 3480.229901 = -5789770.241266 nChanged 144 SP:Iteration 18Q (234.833382 sec): 3 clusters Score: Raw -5793279.828354 + Penalty 3480.229901 = -5789799.598453 nChanged 129 SP:Iteration 19Q (234.961476 sec): 3 clusters Score: Raw -5793307.328812 + Penalty 3480.229901 = -5789827.098911 nChanged 127 SP:Iteration 20F (235.079038 sec): 3 clusters Score: Raw -5793331.546958 + Penalty 3480.229901 = -5789851.317056 nChanged 109 SP:Iteration 21Q (235.209089 sec): 3 clusters Score: Raw -5793354.625162 + Penalty 3480.229901 = -5789874.395261 nChanged 104 SP:Iteration 22Q (235.328398 sec): 3 clusters Score: Raw -5793372.113701 + Penalty 3480.229901 = -5789891.883800 nChanged 99 SP:Iteration 23Q (235.451295 sec): 3 clusters Score: Raw -5793386.922686 + Penalty 3480.229901 = -5789906.692785 nChanged 96 SP:Iteration 24Q (235.574985 sec): 3 clusters Score: Raw -5793405.796449 + Penalty 3480.229901 = -5789925.566548 nChanged 104 SP:Iteration 25Q (235.701338 sec): 3 clusters Score: Raw -5793430.235677 + Penalty 3480.229901 = -5789950.005776 nChanged 114 SP:Iteration 26Q (235.826646 sec): 3 clusters Score: Raw -5793455.128277 + Penalty 3480.229901 = -5789974.898375 nChanged 117 SP:Iteration 27Q (235.937619 sec): 3 clusters Score: Raw -5793477.612734 + Penalty 3480.229901 = -5789997.382832 nChanged 117 SP:Iteration 28Q (236.062739 sec): 3 clusters Score: Raw -5793501.186348 + Penalty 3480.229901 = -5790020.956447 nChanged 127 SP:Iteration 29Q (236.181972 sec): 3 clusters Score: Raw -5793533.716046 + Penalty 3480.229901 = -5790053.486145 nChanged 152 SP:Iteration 30Q (236.295316 sec): 3 clusters Score: Raw -5793575.565157 + Penalty 3480.229901 = -5790095.335256 nChanged 179 SP:Iteration 31Q (236.418043 sec): 3 clusters Score: Raw -5793627.325541 + Penalty 3480.229901 = -5790147.095640 nChanged 195 SP:Iteration 32Q (236.532210 sec): 3 clusters Score: Raw -5793690.197067 + Penalty 3480.229901 = -5790209.967166 nChanged 237 SP:Iteration 33Q (236.662218 sec): 3 clusters Score: Raw -5793773.524970 + Penalty 3480.229901 = -5790293.295068 nChanged 275 SP:Iteration 34Q (236.771292 sec): 3 clusters Score: Raw -5793888.934983 + Penalty 3480.229901 = -5790408.705082 nChanged 325 SP:Iteration 35Q (236.880847 sec): 3 clusters Score: Raw -5794048.858830 + Penalty 3480.229901 = -5790568.628929 nChanged 372 SP:Iteration 36Q (237.005023 sec): 3 clusters Score: Raw -5794243.475704 + Penalty 3480.229901 = -5790763.245802 nChanged 373 SP:Iteration 37Q (237.121517 sec): 3 clusters Score: Raw -5794418.510427 + Penalty 3480.229901 = -5790938.280526 nChanged 355 SP:Iteration 38Q (237.252031 sec): 3 clusters Score: Raw -5794580.540444 + Penalty 3480.229901 = -5791100.310543 nChanged 360 SP:Iteration 39Q (237.370844 sec): 3 clusters Score: Raw -5794730.354217 + Penalty 3480.229901 = -5791250.124316 nChanged 302 SP:Iteration 40F (237.487217 sec): 3 clusters Score: Raw -5794837.901384 + Penalty 3480.229901 = -5791357.671483 nChanged 260 SP:Iteration 41Q (237.613561 sec): 3 clusters Score: Raw -5794914.321344 + Penalty 3480.229901 = -5791434.091443 nChanged 213 SP:Iteration 42Q (237.732915 sec): 3 clusters Score: Raw -5794969.878510 + Penalty 3480.229901 = -5791489.648609 nChanged 187 SP:Iteration 43Q (237.848330 sec): 3 clusters Score: Raw -5795009.447790 + Penalty 3480.229901 = -5791529.217889 nChanged 164 SP:Iteration 44Q (237.932342 sec): 3 clusters Score: Raw -5795043.227193 + Penalty 3480.229901 = -5791562.997291 nChanged 150 SP:Iteration 45Q (238.041269 sec): 3 clusters Score: Raw -5795067.801122 + Penalty 3480.229901 = -5791587.571221 nChanged 126 SP:Iteration 46Q (238.164731 sec): 3 clusters Score: Raw -5795086.514172 + Penalty 3480.229901 = -5791606.284271 nChanged 109 SP:Iteration 47Q (238.280486 sec): 3 clusters Score: Raw -5795102.659431 + Penalty 3480.229901 = -5791622.429529 nChanged 106 SP:Iteration 48Q (238.391125 sec): 3 clusters Score: Raw -5795117.739423 + Penalty 3480.229901 = -5791637.509522 nChanged 96 SP:Iteration 49Q (238.506896 sec): 3 clusters Score: Raw -5795128.393463 + Penalty 3480.229901 = -5791648.163561 nChanged 76 SP:Iteration 50Q (238.627887 sec): 3 clusters Score: Raw -5795138.372681 + Penalty 3480.229901 = -5791658.142780 nChanged 80 SP:Iteration 51Q (238.744265 sec): 3 clusters Score: Raw -5795148.273774 + Penalty 3480.229901 = -5791668.043873 nChanged 69 SP:Iteration 52Q (238.859372 sec): 3 clusters Score: Raw -5795154.487903 + Penalty 3480.229901 = -5791674.258002 nChanged 55 SP:Iteration 53Q (238.964815 sec): 3 clusters Score: Raw -5795158.875029 + Penalty 3480.229901 = -5791678.645127 nChanged 50 SP:Iteration 54Q (239.068602 sec): 3 clusters Score: Raw -5795162.629767 + Penalty 3480.229901 = -5791682.399866 nChanged 41 SP:Iteration 55Q (239.192227 sec): 3 clusters Score: Raw -5795165.362523 + Penalty 3480.229901 = -5791685.132622 nChanged 34 SP:Iteration 56Q (239.308217 sec): 3 clusters Score: Raw -5795167.916375 + Penalty 3480.229901 = -5791687.686474 nChanged 35 SP:Iteration 57Q (239.420761 sec): 3 clusters Score: Raw -5795170.379929 + Penalty 3480.229901 = -5791690.150027 nChanged 39 SP:Iteration 58Q (239.534783 sec): 3 clusters Score: Raw -5795173.576926 + Penalty 3480.229901 = -5791693.347025 nChanged 39 SP:Iteration 59Q (239.651091 sec): 3 clusters Score: Raw -5795176.704078 + Penalty 3480.229901 = -5791696.474177 nChanged 43 SP:Iteration 60F (239.776169 sec): 3 clusters Score: Raw -5795179.643125 + Penalty 3480.229901 = -5791699.413224 nChanged 31 SP:Iteration 61Q (239.885153 sec): 3 clusters Score: Raw -5795181.330291 + Penalty 3480.229901 = -5791701.100389 nChanged 23 SP:Iteration 62Q (240.010896 sec): 3 clusters Score: Raw -5795182.758608 + Penalty 3480.229901 = -5791702.528706 nChanged 23 SP:Iteration 63Q (240.126848 sec): 3 clusters Score: Raw -5795183.936186 + Penalty 3480.229901 = -5791703.706284 nChanged 26 SP:Iteration 64Q (240.239586 sec): 3 clusters Score: Raw -5795185.219104 + Penalty 3480.229901 = -5791704.989203 nChanged 19 SP:Iteration 65Q (240.350021 sec): 3 clusters Score: Raw -5795186.554071 + Penalty 3480.229901 = -5791706.324170 nChanged 23 SP:Iteration 66Q (240.466482 sec): 3 clusters Score: Raw -5795187.673605 + Penalty 3480.229901 = -5791707.443704 nChanged 19 SP:Iteration 67Q (240.575242 sec): 3 clusters Score: Raw -5795188.701884 + Penalty 3480.229901 = -5791708.471982 nChanged 23 SP:Iteration 68Q (240.693782 sec): 3 clusters Score: Raw -5795189.837887 + Penalty 3480.229901 = -5791709.607985 nChanged 25 SP:Iteration 69Q (240.802163 sec): 3 clusters Score: Raw -5795190.942992 + Penalty 3480.229901 = -5791710.713091 nChanged 20 SP:Iteration 70Q (240.922654 sec): 3 clusters Score: Raw -5795192.006597 + Penalty 3480.229901 = -5791711.776696 nChanged 19 SP:Iteration 71Q (241.036913 sec): 3 clusters Score: Raw -5795192.777728 + Penalty 3480.229901 = -5791712.547826 nChanged 11 SP:Iteration 72Q (241.137226 sec): 3 clusters Score: Raw -5795193.314185 + Penalty 3480.229901 = -5791713.084283 nChanged 7 SP:Iteration 73Q (241.239106 sec): 3 clusters Score: Raw -5795193.608577 + Penalty 3480.229901 = -5791713.378675 nChanged 3 SP:Iteration 74Q (241.350554 sec): 3 clusters Score: Raw -5795193.764070 + Penalty 3480.229901 = -5791713.534169 nChanged 5 SP:Iteration 75Q (241.453587 sec): 3 clusters Score: Raw -5795194.067927 + Penalty 3480.229901 = -5791713.838026 nChanged 6 SP:Iteration 76Q (241.564347 sec): 3 clusters Score: Raw -5795194.331267 + Penalty 3480.229901 = -5791714.101366 nChanged 5 SP:Iteration 77Q (241.668471 sec): 3 clusters Score: Raw -5795194.534212 + Penalty 3480.229901 = -5791714.304311 nChanged 2 SP:Iteration 78Q (241.777512 sec): 3 clusters Score: Raw -5795194.560173 + Penalty 3480.229901 = -5791714.330272 nChanged 0 SP:Iteration 79F (241.897163 sec): 3 clusters Score: Raw -5795194.560173 + Penalty 3480.229901 = -5791714.330272 nChanged 0 Score: Raw -131947990.038565 + Penalty 49574.018783 = -131898416.019782 Splitting cluster 3 changes total score from -131873714.615542 to -131898416.019782 So it's getting split into cluster 22. Trying to split cluster 4 (23924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.824293 sec): 2 clusters Score: Raw -3128817.179409 + Penalty 1638.428580 = -3127178.750829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.908701 sec): 3 clusters Score: Raw -3114316.952511 + Penalty 3276.857161 = -3111040.095350 nChanged 10887 SP:Iteration 1F (256.994232 sec): 3 clusters Score: Raw -3120362.044768 + Penalty 3276.857161 = -3117085.187607 nChanged 1267 SP:Iteration 2F (257.080682 sec): 3 clusters Score: Raw -3120900.420244 + Penalty 3276.857161 = -3117623.563083 nChanged 1240 SP:Iteration 3F (257.169423 sec): 3 clusters Score: Raw -3121529.913404 + Penalty 3276.857161 = -3118253.056243 nChanged 1294 SP:Iteration 4F (257.258603 sec): 3 clusters Score: Raw -3122282.213976 + Penalty 3276.857161 = -3119005.356816 nChanged 1404 SP:Iteration 5F (257.347211 sec): 3 clusters Score: Raw -3123200.390541 + Penalty 3276.857161 = -3119923.533381 nChanged 1542 SP:Iteration 6F (257.435986 sec): 3 clusters Score: Raw -3124372.119678 + Penalty 3276.857161 = -3121095.262517 nChanged 1641 SP:Iteration 7F (257.524693 sec): 3 clusters Score: Raw -3125732.728348 + Penalty 3276.857161 = -3122455.871187 nChanged 1439 SP:Iteration 8F (257.611425 sec): 3 clusters Score: Raw -3127045.697021 + Penalty 3276.857161 = -3123768.839860 nChanged 1121 SP:Iteration 9Q (257.685232 sec): 3 clusters Score: Raw -3128169.850433 + Penalty 3276.857161 = -3124892.993272 nChanged 853 SP:Iteration 10Q (257.769485 sec): 3 clusters Score: Raw -3129067.058361 + Penalty 3276.857161 = -3125790.201200 nChanged 554 SP:Iteration 11Q (257.861081 sec): 3 clusters Score: Raw -3129658.986774 + Penalty 3276.857161 = -3126382.129613 nChanged 404 SP:Iteration 12Q (257.953431 sec): 3 clusters Score: Raw -3129985.923687 + Penalty 3276.857161 = -3126709.066526 nChanged 268 SP:Iteration 13Q (258.038276 sec): 3 clusters Score: Raw -3130129.830200 + Penalty 3276.857161 = -3126852.973039 nChanged 179 SP:Iteration 14Q (258.116788 sec): 3 clusters Score: Raw -3130211.077502 + Penalty 3276.857161 = -3126934.220342 nChanged 139 SP:Iteration 15Q (258.185842 sec): 3 clusters Score: Raw -3130263.450679 + Penalty 3276.857161 = -3126986.593518 nChanged 100 SP:Iteration 16Q (258.273456 sec): 3 clusters Score: Raw -3130293.538830 + Penalty 3276.857161 = -3127016.681669 nChanged 58 SP:Iteration 17Q (258.353299 sec): 3 clusters Score: Raw -3130315.982809 + Penalty 3276.857161 = -3127039.125648 nChanged 54 SP:Iteration 18Q (258.441560 sec): 3 clusters Score: Raw -3130330.180258 + Penalty 3276.857161 = -3127053.323097 nChanged 49 SP:Iteration 19Q (258.533885 sec): 3 clusters Score: Raw -3130338.801142 + Penalty 3276.857161 = -3127061.943981 nChanged 35 SP:Iteration 20F (258.613323 sec): 3 clusters Score: Raw -3130363.938502 + Penalty 3276.857161 = -3127087.081341 nChanged 51 SP:Iteration 21Q (258.698448 sec): 3 clusters Score: Raw -3130375.255046 + Penalty 3276.857161 = -3127098.397885 nChanged 37 SP:Iteration 22Q (258.783593 sec): 3 clusters Score: Raw -3130382.536202 + Penalty 3276.857161 = -3127105.679041 nChanged 39 SP:Iteration 23Q (258.867644 sec): 3 clusters Score: Raw -3130389.791335 + Penalty 3276.857161 = -3127112.934174 nChanged 43 SP:Iteration 24Q (258.955093 sec): 3 clusters Score: Raw -3130398.059349 + Penalty 3276.857161 = -3127121.202188 nChanged 38 SP:Iteration 25Q (259.046013 sec): 3 clusters Score: Raw -3130404.220183 + Penalty 3276.857161 = -3127127.363022 nChanged 31 SP:Iteration 26Q (259.129115 sec): 3 clusters Score: Raw -3130407.834999 + Penalty 3276.857161 = -3127130.977838 nChanged 18 SP:Iteration 27Q (259.207876 sec): 3 clusters Score: Raw -3130409.667450 + Penalty 3276.857161 = -3127132.810289 nChanged 16 SP:Iteration 28Q (259.277709 sec): 3 clusters Score: Raw -3130411.515404 + Penalty 3276.857161 = -3127134.658243 nChanged 11 SP:Iteration 29Q (259.369976 sec): 3 clusters Score: Raw -3130412.953737 + Penalty 3276.857161 = -3127136.096576 nChanged 12 SP:Iteration 30Q (259.451706 sec): 3 clusters Score: Raw -3130414.151977 + Penalty 3276.857161 = -3127137.294817 nChanged 11 SP:Iteration 31Q (259.534827 sec): 3 clusters Score: Raw -3130415.893323 + Penalty 3276.857161 = -3127139.036162 nChanged 13 SP:Iteration 32Q (259.617355 sec): 3 clusters Score: Raw -3130417.788927 + Penalty 3276.857161 = -3127140.931766 nChanged 19 SP:Iteration 33Q (259.695795 sec): 3 clusters Score: Raw -3130421.614085 + Penalty 3276.857161 = -3127144.756924 nChanged 26 SP:Iteration 34Q (259.775066 sec): 3 clusters Score: Raw -3130424.972240 + Penalty 3276.857161 = -3127148.115079 nChanged 11 SP:Iteration 35Q (259.847989 sec): 3 clusters Score: Raw -3130426.445055 + Penalty 3276.857161 = -3127149.587894 nChanged 12 SP:Iteration 36Q (259.930066 sec): 3 clusters Score: Raw -3130427.888786 + Penalty 3276.857161 = -3127151.031625 nChanged 16 SP:Iteration 37Q (260.006402 sec): 3 clusters Score: Raw -3130430.273746 + Penalty 3276.857161 = -3127153.416585 nChanged 16 SP:Iteration 38Q (260.089084 sec): 3 clusters Score: Raw -3130431.989869 + Penalty 3276.857161 = -3127155.132708 nChanged 9 SP:Iteration 39Q (260.170941 sec): 3 clusters Score: Raw -3130432.795481 + Penalty 3276.857161 = -3127155.938320 nChanged 9 SP:Iteration 40F (260.249260 sec): 3 clusters Score: Raw -3130433.506882 + Penalty 3276.857161 = -3127156.649721 nChanged 6 SP:Iteration 41Q (260.340279 sec): 3 clusters Score: Raw -3130434.254612 + Penalty 3276.857161 = -3127157.397452 nChanged 8 SP:Iteration 42Q (260.424984 sec): 3 clusters Score: Raw -3130434.852893 + Penalty 3276.857161 = -3127157.995732 nChanged 8 SP:Iteration 43Q (260.494122 sec): 3 clusters Score: Raw -3130435.690772 + Penalty 3276.857161 = -3127158.833611 nChanged 6 SP:Iteration 44Q (260.573076 sec): 3 clusters Score: Raw -3130436.054168 + Penalty 3276.857161 = -3127159.197007 nChanged 6 SP:Iteration 45Q (260.661192 sec): 3 clusters Score: Raw -3130436.628320 + Penalty 3276.857161 = -3127159.771159 nChanged 4 SP:Iteration 46Q (260.731950 sec): 3 clusters Score: Raw -3130436.952106 + Penalty 3276.857161 = -3127160.094945 nChanged 2 SP:Iteration 47Q (260.820402 sec): 3 clusters Score: Raw -3130437.133722 + Penalty 3276.857161 = -3127160.276561 nChanged 2 SP:Iteration 48Q (260.901312 sec): 3 clusters Score: Raw -3130437.244839 + Penalty 3276.857161 = -3127160.387679 nChanged 2 SP:Iteration 49Q (260.982238 sec): 3 clusters Score: Raw -3130437.480876 + Penalty 3276.857161 = -3127160.623715 nChanged 3 SP:Iteration 50Q (261.066957 sec): 3 clusters Score: Raw -3130437.755552 + Penalty 3276.857161 = -3127160.898391 nChanged 2 SP:Iteration 51Q (261.151232 sec): 3 clusters Score: Raw -3130437.935158 + Penalty 3276.857161 = -3127161.077997 nChanged 5 SP:Iteration 52Q (261.222842 sec): 3 clusters Score: Raw -3130438.628886 + Penalty 3276.857161 = -3127161.771725 nChanged 6 SP:Iteration 53Q (261.313084 sec): 3 clusters Score: Raw -3130439.261390 + Penalty 3276.857161 = -3127162.404229 nChanged 6 SP:Iteration 54Q (261.396428 sec): 3 clusters Score: Raw -3130439.694508 + Penalty 3276.857161 = -3127162.837347 nChanged 1 SP:Iteration 55Q (261.479668 sec): 3 clusters Score: Raw -3130439.831657 + Penalty 3276.857161 = -3127162.974496 nChanged 1 SP:Iteration 56Q (261.563000 sec): 3 clusters Score: Raw -3130440.007543 + Penalty 3276.857161 = -3127163.150383 nChanged 0 SP:Iteration 57F (261.651288 sec): 3 clusters Score: Raw -3130440.007543 + Penalty 3276.857161 = -3127163.150383 nChanged 0 Trying to split cluster 5 (14494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.697180 sec): 2 clusters Score: Raw -1832971.865014 + Penalty 1556.992133 = -1831414.872880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.768050 sec): 3 clusters Score: Raw -1824571.215590 + Penalty 3113.984266 = -1821457.231324 nChanged 6364 SP:Iteration 1F (261.840296 sec): 3 clusters Score: Raw -1829224.811749 + Penalty 3113.984266 = -1826110.827483 nChanged 1416 SP:Iteration 2F (261.912654 sec): 3 clusters Score: Raw -1831240.783903 + Penalty 3113.984266 = -1828126.799637 nChanged 1541 SP:Iteration 3F (261.984735 sec): 3 clusters Score: Raw -1833329.381989 + Penalty 3113.984266 = -1830215.397723 nChanged 1345 SP:Iteration 4F (262.057510 sec): 3 clusters Score: Raw -1834911.592827 + Penalty 3113.984266 = -1831797.608561 nChanged 917 SP:Iteration 5F (262.131026 sec): 3 clusters Score: Raw -1835870.761313 + Penalty 3113.984266 = -1832756.777047 nChanged 566 SP:Iteration 6Q (262.182290 sec): 3 clusters Score: Raw -1836377.807305 + Penalty 3113.984266 = -1833263.823038 nChanged 341 SP:Iteration 7Q (262.216624 sec): 3 clusters Score: Raw -1836669.098532 + Penalty 3113.984266 = -1833555.114266 nChanged 231 SP:Iteration 8Q (262.265078 sec): 3 clusters Score: Raw -1836876.765969 + Penalty 3113.984266 = -1833762.781703 nChanged 151 SP:Iteration 9Q (262.296114 sec): 3 clusters Score: Raw -1837013.537358 + Penalty 3113.984266 = -1833899.553091 nChanged 121 SP:Iteration 10Q (262.328635 sec): 3 clusters Score: Raw -1837124.082523 + Penalty 3113.984266 = -1834010.098257 nChanged 84 SP:Iteration 11Q (262.360640 sec): 3 clusters Score: Raw -1837189.191249 + Penalty 3113.984266 = -1834075.206983 nChanged 73 SP:Iteration 12Q (262.392499 sec): 3 clusters Score: Raw -1837261.838899 + Penalty 3113.984266 = -1834147.854632 nChanged 60 SP:Iteration 13Q (262.423948 sec): 3 clusters Score: Raw -1837330.347108 + Penalty 3113.984266 = -1834216.362842 nChanged 53 SP:Iteration 14Q (262.455283 sec): 3 clusters Score: Raw -1837415.059251 + Penalty 3113.984266 = -1834301.074985 nChanged 62 SP:Iteration 15Q (262.500740 sec): 3 clusters Score: Raw -1837501.235948 + Penalty 3113.984266 = -1834387.251682 nChanged 60 SP:Iteration 16Q (262.529729 sec): 3 clusters Score: Raw -1837562.588480 + Penalty 3113.984266 = -1834448.604213 nChanged 38 SP:Iteration 17Q (262.560554 sec): 3 clusters Score: Raw -1837589.516586 + Penalty 3113.984266 = -1834475.532320 nChanged 22 SP:Iteration 18Q (262.591662 sec): 3 clusters Score: Raw -1837601.477655 + Penalty 3113.984266 = -1834487.493389 nChanged 21 SP:Iteration 19Q (262.622466 sec): 3 clusters Score: Raw -1837610.986522 + Penalty 3113.984266 = -1834497.002256 nChanged 16 SP:Iteration 20F (262.658763 sec): 3 clusters Score: Raw -1837618.540430 + Penalty 3113.984266 = -1834504.556164 nChanged 11 SP:Iteration 21Q (262.689795 sec): 3 clusters Score: Raw -1837625.223498 + Penalty 3113.984266 = -1834511.239232 nChanged 14 SP:Iteration 22Q (262.735088 sec): 3 clusters Score: Raw -1837632.707907 + Penalty 3113.984266 = -1834518.723641 nChanged 14 SP:Iteration 23Q (262.763886 sec): 3 clusters Score: Raw -1837637.594687 + Penalty 3113.984266 = -1834523.610420 nChanged 10 SP:Iteration 24Q (262.842830 sec): 3 clusters Score: Raw -1837642.385319 + Penalty 3113.984266 = -1834528.401053 nChanged 5 SP:Iteration 25Q (262.900008 sec): 3 clusters Score: Raw -1837645.108642 + Penalty 3113.984266 = -1834531.124376 nChanged 5 SP:Iteration 26Q (262.967915 sec): 3 clusters Score: Raw -1837646.316561 + Penalty 3113.984266 = -1834532.332295 nChanged 3 SP:Iteration 27Q (263.034823 sec): 3 clusters Score: Raw -1837647.297107 + Penalty 3113.984266 = -1834533.312841 nChanged 2 SP:Iteration 28Q (263.112544 sec): 3 clusters Score: Raw -1837647.700068 + Penalty 3113.984266 = -1834533.715802 nChanged 2 SP:Iteration 29Q (263.179994 sec): 3 clusters Score: Raw -1837648.144040 + Penalty 3113.984266 = -1834534.159774 nChanged 3 SP:Iteration 30Q (263.236720 sec): 3 clusters Score: Raw -1837648.903749 + Penalty 3113.984266 = -1834534.919483 nChanged 2 SP:Iteration 31Q (263.304729 sec): 3 clusters Score: Raw -1837649.554699 + Penalty 3113.984266 = -1834535.570433 nChanged 0 SP:Iteration 32F (263.377759 sec): 3 clusters Score: Raw -1837649.554699 + Penalty 3113.984266 = -1834535.570433 nChanged 0 Score: Raw -131952667.728250 + Penalty 51827.383273 = -131900840.344977 Splitting cluster 5 changes total score from -131873714.615542 to -131900840.344977 So it's getting split into cluster 23. Trying to split cluster 6 (86084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (279.039830 sec): 2 clusters Score: Raw -11202080.323568 + Penalty 1846.500312 = -11200233.823256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (279.216845 sec): 3 clusters Score: Raw -11146371.189773 + Penalty 3693.000624 = -11142678.189149 nChanged 41085 SP:Iteration 1F (279.381008 sec): 3 clusters Score: Raw -11170949.468404 + Penalty 3693.000624 = -11167256.467780 nChanged 4191 SP:Iteration 2Q (279.561562 sec): 3 clusters Score: Raw -11173274.833242 + Penalty 3693.000624 = -11169581.832618 nChanged 5118 SP:Iteration 3F (279.735190 sec): 3 clusters Score: Raw -11176731.961671 + Penalty 3693.000624 = -11173038.961047 nChanged 6276 SP:Iteration 4F (279.909891 sec): 3 clusters Score: Raw -11181326.337688 + Penalty 3693.000624 = -11177633.337064 nChanged 7088 SP:Iteration 5F (280.085846 sec): 3 clusters Score: Raw -11186875.876353 + Penalty 3693.000624 = -11183182.875729 nChanged 6964 SP:Iteration 6F (280.261719 sec): 3 clusters Score: Raw -11192386.379249 + Penalty 3693.000624 = -11188693.378625 nChanged 6118 SP:Iteration 7F (280.436702 sec): 3 clusters Score: Raw -11196413.669066 + Penalty 3693.000624 = -11192720.668442 nChanged 4538 SP:Iteration 8F (280.611173 sec): 3 clusters Score: Raw -11198690.174797 + Penalty 3693.000624 = -11194997.174173 nChanged 3207 SP:Iteration 9Q (280.794272 sec): 3 clusters Score: Raw -11199973.350651 + Penalty 3693.000624 = -11196280.350027 nChanged 2340 SP:Iteration 10Q (280.964847 sec): 3 clusters Score: Raw -11200708.673591 + Penalty 3693.000624 = -11197015.672967 nChanged 1761 SP:Iteration 11Q (281.146600 sec): 3 clusters Score: Raw -11201176.544361 + Penalty 3693.000624 = -11197483.543737 nChanged 1399 SP:Iteration 12Q (281.330999 sec): 3 clusters Score: Raw -11201483.413224 + Penalty 3693.000624 = -11197790.412600 nChanged 1066 SP:Iteration 13Q (281.515289 sec): 3 clusters Score: Raw -11201691.286295 + Penalty 3693.000624 = -11197998.285671 nChanged 905 SP:Iteration 14Q (281.696265 sec): 3 clusters Score: Raw -11201856.990691 + Penalty 3693.000624 = -11198163.990067 nChanged 796 SP:Iteration 15Q (281.871798 sec): 3 clusters Score: Raw -11201999.435430 + Penalty 3693.000624 = -11198306.434806 nChanged 718 SP:Iteration 16Q (282.046481 sec): 3 clusters Score: Raw -11202123.723968 + Penalty 3693.000624 = -11198430.723344 nChanged 693 SP:Iteration 17Q (282.223223 sec): 3 clusters Score: Raw -11202249.774241 + Penalty 3693.000624 = -11198556.773617 nChanged 668 SP:Iteration 18Q (282.398119 sec): 3 clusters Score: Raw -11202375.209314 + Penalty 3693.000624 = -11198682.208690 nChanged 619 SP:Iteration 19Q (282.572631 sec): 3 clusters Score: Raw -11202490.870030 + Penalty 3693.000624 = -11198797.869406 nChanged 600 SP:Iteration 20F (282.742131 sec): 3 clusters Score: Raw -11202613.947516 + Penalty 3693.000624 = -11198920.946892 nChanged 626 SP:Iteration 21Q (282.940768 sec): 3 clusters Score: Raw -11202756.016420 + Penalty 3693.000624 = -11199063.015796 nChanged 618 SP:Iteration 22Q (283.139285 sec): 3 clusters Score: Raw -11202904.435817 + Penalty 3693.000624 = -11199211.435193 nChanged 654 SP:Iteration 23Q (283.337375 sec): 3 clusters Score: Raw -11203075.448168 + Penalty 3693.000624 = -11199382.447545 nChanged 653 SP:Iteration 24Q (283.532179 sec): 3 clusters Score: Raw -11203264.427589 + Penalty 3693.000624 = -11199571.426965 nChanged 707 SP:Iteration 25Q (283.723402 sec): 3 clusters Score: Raw -11203479.984803 + Penalty 3693.000624 = -11199786.984179 nChanged 746 SP:Iteration 26Q (283.886836 sec): 3 clusters Score: Raw -11203744.971342 + Penalty 3693.000624 = -11200051.970718 nChanged 808 SP:Iteration 27Q (284.047894 sec): 3 clusters Score: Raw -11204052.357423 + Penalty 3693.000624 = -11200359.356799 nChanged 771 SP:Iteration 28Q (284.229241 sec): 3 clusters Score: Raw -11204316.107161 + Penalty 3693.000624 = -11200623.106537 nChanged 748 SP:Iteration 29Q (284.422557 sec): 3 clusters Score: Raw -11204573.135884 + Penalty 3693.000624 = -11200880.135260 nChanged 689 SP:Iteration 30Q (284.605487 sec): 3 clusters Score: Raw -11204779.535974 + Penalty 3693.000624 = -11201086.535350 nChanged 652 SP:Iteration 31Q (284.775017 sec): 3 clusters Score: Raw -11204975.296022 + Penalty 3693.000624 = -11201282.295399 nChanged 660 SP:Iteration 32Q (284.943187 sec): 3 clusters Score: Raw -11205196.162193 + Penalty 3693.000624 = -11201503.161569 nChanged 671 SP:Iteration 33Q (285.109259 sec): 3 clusters Score: Raw -11205435.066405 + Penalty 3693.000624 = -11201742.065781 nChanged 684 SP:Iteration 34Q (285.262544 sec): 3 clusters Score: Raw -11205720.133914 + Penalty 3693.000624 = -11202027.133290 nChanged 661 SP:Iteration 35Q (285.440318 sec): 3 clusters Score: Raw -11205994.432318 + Penalty 3693.000624 = -11202301.431694 nChanged 644 SP:Iteration 36Q (285.605386 sec): 3 clusters Score: Raw -11206287.343232 + Penalty 3693.000624 = -11202594.342608 nChanged 653 SP:Iteration 37Q (285.769266 sec): 3 clusters Score: Raw -11206581.213486 + Penalty 3693.000624 = -11202888.212862 nChanged 597 SP:Iteration 38Q (285.936561 sec): 3 clusters Score: Raw -11206836.265854 + Penalty 3693.000624 = -11203143.265230 nChanged 546 SP:Iteration 39Q (286.123704 sec): 3 clusters Score: Raw -11207064.702072 + Penalty 3693.000624 = -11203371.701448 nChanged 515 SP:Iteration 40F (286.308050 sec): 3 clusters Score: Raw -11207327.300862 + Penalty 3693.000624 = -11203634.300238 nChanged 541 SP:Iteration 41Q (286.487015 sec): 3 clusters Score: Raw -11207592.679637 + Penalty 3693.000624 = -11203899.679013 nChanged 548 SP:Iteration 42Q (286.667765 sec): 3 clusters Score: Raw -11207864.745458 + Penalty 3693.000624 = -11204171.744835 nChanged 588 SP:Iteration 43Q (286.834675 sec): 3 clusters Score: Raw -11208127.639607 + Penalty 3693.000624 = -11204434.638983 nChanged 567 SP:Iteration 44Q (287.020637 sec): 3 clusters Score: Raw -11208374.406087 + Penalty 3693.000624 = -11204681.405463 nChanged 552 SP:Iteration 45Q (287.189025 sec): 3 clusters Score: Raw -11208589.289552 + Penalty 3693.000624 = -11204896.288928 nChanged 461 SP:Iteration 46Q (287.364212 sec): 3 clusters Score: Raw -11208714.004983 + Penalty 3693.000624 = -11205021.004359 nChanged 378 SP:Iteration 47Q (287.536432 sec): 3 clusters Score: Raw -11208792.025139 + Penalty 3693.000624 = -11205099.024515 nChanged 300 SP:Iteration 48Q (287.704746 sec): 3 clusters Score: Raw -11208845.914682 + Penalty 3693.000624 = -11205152.914058 nChanged 252 SP:Iteration 49Q (287.870447 sec): 3 clusters Score: Raw -11208885.500957 + Penalty 3693.000624 = -11205192.500334 nChanged 241 SP:Iteration 50Q (288.051890 sec): 3 clusters Score: Raw -11208914.086689 + Penalty 3693.000624 = -11205221.086065 nChanged 160 SP:Iteration 51Q (288.225918 sec): 3 clusters Score: Raw -11208926.519162 + Penalty 3693.000624 = -11205233.518538 nChanged 121 SP:Iteration 52Q (288.400581 sec): 3 clusters Score: Raw -11208933.763905 + Penalty 3693.000624 = -11205240.763281 nChanged 87 SP:Iteration 53Q (288.566635 sec): 3 clusters Score: Raw -11208939.060243 + Penalty 3693.000624 = -11205246.059619 nChanged 72 SP:Iteration 54Q (288.742478 sec): 3 clusters Score: Raw -11208942.700896 + Penalty 3693.000624 = -11205249.700272 nChanged 56 SP:Iteration 55Q (288.921074 sec): 3 clusters Score: Raw -11208945.761838 + Penalty 3693.000624 = -11205252.761214 nChanged 50 SP:Iteration 56Q (289.082685 sec): 3 clusters Score: Raw -11208949.118458 + Penalty 3693.000624 = -11205256.117834 nChanged 38 SP:Iteration 57Q (289.269905 sec): 3 clusters Score: Raw -11208951.720202 + Penalty 3693.000624 = -11205258.719578 nChanged 41 SP:Iteration 58Q (289.439043 sec): 3 clusters Score: Raw -11208953.838284 + Penalty 3693.000624 = -11205260.837660 nChanged 38 SP:Iteration 59Q (289.598041 sec): 3 clusters Score: Raw -11208955.156000 + Penalty 3693.000624 = -11205262.155376 nChanged 26 SP:Iteration 60F (289.789341 sec): 3 clusters Score: Raw -11208956.300621 + Penalty 3693.000624 = -11205263.299998 nChanged 23 SP:Iteration 61Q (289.942725 sec): 3 clusters Score: Raw -11208957.095465 + Penalty 3693.000624 = -11205264.094841 nChanged 25 SP:Iteration 62Q (290.118525 sec): 3 clusters Score: Raw -11208957.903263 + Penalty 3693.000624 = -11205264.902639 nChanged 22 SP:Iteration 63Q (290.287999 sec): 3 clusters Score: Raw -11208958.626486 + Penalty 3693.000624 = -11205265.625863 nChanged 22 SP:Iteration 64Q (290.469356 sec): 3 clusters Score: Raw -11208959.178214 + Penalty 3693.000624 = -11205266.177590 nChanged 10 SP:Iteration 65Q (290.627853 sec): 3 clusters Score: Raw -11208959.428532 + Penalty 3693.000624 = -11205266.427908 nChanged 15 SP:Iteration 66Q (290.771768 sec): 3 clusters Score: Raw -11208959.813851 + Penalty 3693.000624 = -11205266.813227 nChanged 11 SP:Iteration 67Q (290.928388 sec): 3 clusters Score: Raw -11208960.076235 + Penalty 3693.000624 = -11205267.075611 nChanged 7 SP:Iteration 68Q (291.072729 sec): 3 clusters Score: Raw -11208960.231175 + Penalty 3693.000624 = -11205267.230551 nChanged 10 SP:Iteration 69Q (291.229228 sec): 3 clusters Score: Raw -11208960.444602 + Penalty 3693.000624 = -11205267.443978 nChanged 9 SP:Iteration 70Q (291.411081 sec): 3 clusters Score: Raw -11208960.628543 + Penalty 3693.000624 = -11205267.627919 nChanged 12 SP:Iteration 71Q (291.593464 sec): 3 clusters Score: Raw -11208960.830251 + Penalty 3693.000624 = -11205267.829627 nChanged 7 SP:Iteration 72Q (291.765024 sec): 3 clusters Score: Raw -11208960.993978 + Penalty 3693.000624 = -11205267.993354 nChanged 9 SP:Iteration 73Q (291.936349 sec): 3 clusters Score: Raw -11208961.209808 + Penalty 3693.000624 = -11205268.209184 nChanged 8 SP:Iteration 74Q (292.119830 sec): 3 clusters Score: Raw -11208961.391861 + Penalty 3693.000624 = -11205268.391237 nChanged 10 SP:Iteration 75Q (292.289281 sec): 3 clusters Score: Raw -11208961.589097 + Penalty 3693.000624 = -11205268.588474 nChanged 9 SP:Iteration 76Q (292.469518 sec): 3 clusters Score: Raw -11208961.705743 + Penalty 3693.000624 = -11205268.705119 nChanged 2 SP:Iteration 77Q (292.652418 sec): 3 clusters Score: Raw -11208961.741050 + Penalty 3693.000624 = -11205268.740427 nChanged 3 SP:Iteration 78Q (292.829866 sec): 3 clusters Score: Raw -11208961.774345 + Penalty 3693.000624 = -11205268.773721 nChanged 1 SP:Iteration 79Q (292.995071 sec): 3 clusters Score: Raw -11208961.801864 + Penalty 3693.000624 = -11205268.801240 nChanged 2 SP:Iteration 80F (293.171794 sec): 3 clusters Score: Raw -11208961.821634 + Penalty 3693.000624 = -11205268.821010 nChanged 0 Score: Raw -131959549.226316 + Penalty 54080.747763 = -131905468.478553 Splitting cluster 6 changes total score from -131873714.615542 to -131905468.478553 So it's getting split into cluster 24. Trying to split cluster 7 (50012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.380453 sec): 2 clusters Score: Raw -6357990.752496 + Penalty 1758.252967 = -6356232.499529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.501694 sec): 3 clusters Score: Raw -6326369.356419 + Penalty 3516.505933 = -6322852.850486 nChanged 23600 SP:Iteration 1F (308.633203 sec): 3 clusters Score: Raw -6342621.492733 + Penalty 3516.505933 = -6339104.986800 nChanged 5310 SP:Iteration 2F (308.763577 sec): 3 clusters Score: Raw -6350311.857219 + Penalty 3516.505933 = -6346795.351286 nChanged 6940 SP:Iteration 3F (308.884969 sec): 3 clusters Score: Raw -6359914.539630 + Penalty 3516.505933 = -6356398.033697 nChanged 5074 SP:Iteration 4F (309.013878 sec): 3 clusters Score: Raw -6364893.684766 + Penalty 3516.505933 = -6361377.178832 nChanged 2741 SP:Iteration 5F (309.143240 sec): 3 clusters Score: Raw -6367581.555739 + Penalty 3516.505933 = -6364065.049806 nChanged 1699 SP:Iteration 6Q (309.273561 sec): 3 clusters Score: Raw -6368853.596020 + Penalty 3516.505933 = -6365337.090087 nChanged 1204 SP:Iteration 7Q (309.399084 sec): 3 clusters Score: Raw -6369564.799366 + Penalty 3516.505933 = -6366048.293433 nChanged 945 SP:Iteration 8Q (309.527930 sec): 3 clusters Score: Raw -6369998.910667 + Penalty 3516.505933 = -6366482.404734 nChanged 666 SP:Iteration 9Q (309.660488 sec): 3 clusters Score: Raw -6370229.574744 + Penalty 3516.505933 = -6366713.068811 nChanged 520 SP:Iteration 10Q (309.793250 sec): 3 clusters Score: Raw -6370353.629893 + Penalty 3516.505933 = -6366837.123960 nChanged 372 SP:Iteration 11Q (309.925723 sec): 3 clusters Score: Raw -6370416.224219 + Penalty 3516.505933 = -6366899.718286 nChanged 264 SP:Iteration 12Q (310.051706 sec): 3 clusters Score: Raw -6370451.115634 + Penalty 3516.505933 = -6366934.609701 nChanged 189 SP:Iteration 13Q (310.172065 sec): 3 clusters Score: Raw -6370466.422115 + Penalty 3516.505933 = -6366949.916182 nChanged 112 SP:Iteration 14Q (310.298606 sec): 3 clusters Score: Raw -6370472.781321 + Penalty 3516.505933 = -6366956.275387 nChanged 79 SP:Iteration 15Q (310.429489 sec): 3 clusters Score: Raw -6370476.262980 + Penalty 3516.505933 = -6366959.757047 nChanged 59 SP:Iteration 16Q (310.556687 sec): 3 clusters Score: Raw -6370478.398082 + Penalty 3516.505933 = -6366961.892149 nChanged 33 SP:Iteration 17Q (310.689355 sec): 3 clusters Score: Raw -6370479.417015 + Penalty 3516.505933 = -6366962.911082 nChanged 27 SP:Iteration 18Q (310.823906 sec): 3 clusters Score: Raw -6370480.137082 + Penalty 3516.505933 = -6366963.631149 nChanged 17 SP:Iteration 19Q (310.958757 sec): 3 clusters Score: Raw -6370480.549327 + Penalty 3516.505933 = -6366964.043393 nChanged 15 SP:Iteration 20F (311.097528 sec): 3 clusters Score: Raw -6370480.867898 + Penalty 3516.505933 = -6366964.361965 nChanged 12 SP:Iteration 21Q (311.225621 sec): 3 clusters Score: Raw -6370481.195340 + Penalty 3516.505933 = -6366964.689407 nChanged 9 SP:Iteration 22Q (311.360624 sec): 3 clusters Score: Raw -6370481.405552 + Penalty 3516.505933 = -6366964.899619 nChanged 10 SP:Iteration 23Q (311.502478 sec): 3 clusters Score: Raw -6370481.591487 + Penalty 3516.505933 = -6366965.085554 nChanged 5 SP:Iteration 24Q (311.634800 sec): 3 clusters Score: Raw -6370481.697187 + Penalty 3516.505933 = -6366965.191254 nChanged 8 SP:Iteration 25Q (311.760526 sec): 3 clusters Score: Raw -6370481.883630 + Penalty 3516.505933 = -6366965.377697 nChanged 12 SP:Iteration 26Q (311.892273 sec): 3 clusters Score: Raw -6370482.067140 + Penalty 3516.505933 = -6366965.561207 nChanged 9 SP:Iteration 27Q (312.028060 sec): 3 clusters Score: Raw -6370482.209991 + Penalty 3516.505933 = -6366965.704058 nChanged 5 SP:Iteration 28Q (312.162093 sec): 3 clusters Score: Raw -6370482.258631 + Penalty 3516.505933 = -6366965.752698 nChanged 1 SP:Iteration 29Q (312.292943 sec): 3 clusters Score: Raw -6370482.270433 + Penalty 3516.505933 = -6366965.764500 nChanged 1 SP:Iteration 30Q (312.433147 sec): 3 clusters Score: Raw -6370482.303171 + Penalty 3516.505933 = -6366965.797238 nChanged 3 SP:Iteration 31Q (312.558510 sec): 3 clusters Score: Raw -6370482.354401 + Penalty 3516.505933 = -6366965.848468 nChanged 0 SP:Iteration 32F (312.690439 sec): 3 clusters Score: Raw -6370482.354401 + Penalty 3516.505933 = -6366965.848468 nChanged 0 Score: Raw -131972040.828220 + Penalty 56334.112254 = -131915706.715967 Splitting cluster 7 changes total score from -131873714.615542 to -131915706.715967 So it's getting split into cluster 25. Trying to split cluster 8 (13922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (328.522361 sec): 2 clusters Score: Raw -1564412.070841 + Penalty 1550.449160 = -1562861.621681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (328.594299 sec): 3 clusters Score: Raw -1556629.055796 + Penalty 3100.898321 = -1553528.157475 nChanged 6251 SP:Iteration 1F (328.664119 sec): 3 clusters Score: Raw -1563114.332359 + Penalty 3100.898321 = -1560013.434038 nChanged 1866 SP:Iteration 2F (328.738762 sec): 3 clusters Score: Raw -1566142.897427 + Penalty 3100.898321 = -1563041.999106 nChanged 1470 SP:Iteration 3F (328.808666 sec): 3 clusters Score: Raw -1568410.381634 + Penalty 3100.898321 = -1565309.483314 nChanged 1162 SP:Iteration 4F (328.857865 sec): 3 clusters Score: Raw -1570189.396716 + Penalty 3100.898321 = -1567088.498395 nChanged 903 SP:Iteration 5F (328.929086 sec): 3 clusters Score: Raw -1571569.884061 + Penalty 3100.898321 = -1568468.985740 nChanged 729 SP:Iteration 6F (329.001391 sec): 3 clusters Score: Raw -1572294.211483 + Penalty 3100.898321 = -1569193.313162 nChanged 510 SP:Iteration 7Q (329.070443 sec): 3 clusters Score: Raw -1572804.035157 + Penalty 3100.898321 = -1569703.136836 nChanged 437 SP:Iteration 8Q (329.137218 sec): 3 clusters Score: Raw -1573283.120506 + Penalty 3100.898321 = -1570182.222185 nChanged 379 SP:Iteration 9Q (329.208993 sec): 3 clusters Score: Raw -1573632.180257 + Penalty 3100.898321 = -1570531.281937 nChanged 308 SP:Iteration 10Q (329.281762 sec): 3 clusters Score: Raw -1573845.267719 + Penalty 3100.898321 = -1570744.369398 nChanged 197 SP:Iteration 11Q (329.353547 sec): 3 clusters Score: Raw -1573947.685494 + Penalty 3100.898321 = -1570846.787173 nChanged 125 SP:Iteration 12Q (329.427106 sec): 3 clusters Score: Raw -1574006.185240 + Penalty 3100.898321 = -1570905.286920 nChanged 100 SP:Iteration 13Q (329.488121 sec): 3 clusters Score: Raw -1574056.047458 + Penalty 3100.898321 = -1570955.149137 nChanged 77 SP:Iteration 14Q (329.559278 sec): 3 clusters Score: Raw -1574095.540950 + Penalty 3100.898321 = -1570994.642629 nChanged 78 SP:Iteration 15Q (329.623539 sec): 3 clusters Score: Raw -1574120.480823 + Penalty 3100.898321 = -1571019.582503 nChanged 57 SP:Iteration 16Q (329.691174 sec): 3 clusters Score: Raw -1574140.237036 + Penalty 3100.898321 = -1571039.338716 nChanged 49 SP:Iteration 17Q (329.759025 sec): 3 clusters Score: Raw -1574155.716453 + Penalty 3100.898321 = -1571054.818132 nChanged 32 SP:Iteration 18Q (329.826814 sec): 3 clusters Score: Raw -1574161.395284 + Penalty 3100.898321 = -1571060.496963 nChanged 26 SP:Iteration 19Q (329.894987 sec): 3 clusters Score: Raw -1574164.056671 + Penalty 3100.898321 = -1571063.158350 nChanged 12 SP:Iteration 20F (329.963645 sec): 3 clusters Score: Raw -1574204.298149 + Penalty 3100.898321 = -1571103.399828 nChanged 25 SP:Iteration 21Q (330.030838 sec): 3 clusters Score: Raw -1574303.106389 + Penalty 3100.898321 = -1571202.208069 nChanged 72 SP:Iteration 22Q (330.099317 sec): 3 clusters Score: Raw -1574454.964762 + Penalty 3100.898321 = -1571354.066441 nChanged 91 SP:Iteration 23Q (330.165866 sec): 3 clusters Score: Raw -1574524.913910 + Penalty 3100.898321 = -1571424.015590 nChanged 82 SP:Iteration 24Q (330.233459 sec): 3 clusters Score: Raw -1574566.145854 + Penalty 3100.898321 = -1571465.247534 nChanged 68 SP:Iteration 25Q (330.298052 sec): 3 clusters Score: Raw -1574584.902445 + Penalty 3100.898321 = -1571484.004124 nChanged 38 SP:Iteration 26Q (330.362495 sec): 3 clusters Score: Raw -1574595.060769 + Penalty 3100.898321 = -1571494.162448 nChanged 30 SP:Iteration 27Q (330.430752 sec): 3 clusters Score: Raw -1574602.141144 + Penalty 3100.898321 = -1571501.242823 nChanged 21 SP:Iteration 28Q (330.497723 sec): 3 clusters Score: Raw -1574607.320392 + Penalty 3100.898321 = -1571506.422071 nChanged 24 SP:Iteration 29Q (330.562091 sec): 3 clusters Score: Raw -1574613.750969 + Penalty 3100.898321 = -1571512.852648 nChanged 29 SP:Iteration 30Q (330.630128 sec): 3 clusters Score: Raw -1574624.118317 + Penalty 3100.898321 = -1571523.219996 nChanged 33 SP:Iteration 31Q (330.697935 sec): 3 clusters Score: Raw -1574642.237082 + Penalty 3100.898321 = -1571541.338761 nChanged 40 SP:Iteration 32Q (330.765636 sec): 3 clusters Score: Raw -1574664.353502 + Penalty 3100.898321 = -1571563.455181 nChanged 32 SP:Iteration 33Q (330.833449 sec): 3 clusters Score: Raw -1574680.943722 + Penalty 3100.898321 = -1571580.045402 nChanged 42 SP:Iteration 34Q (330.901132 sec): 3 clusters Score: Raw -1574700.572660 + Penalty 3100.898321 = -1571599.674340 nChanged 32 SP:Iteration 35Q (330.968860 sec): 3 clusters Score: Raw -1574713.378348 + Penalty 3100.898321 = -1571612.480028 nChanged 33 SP:Iteration 36Q (331.036599 sec): 3 clusters Score: Raw -1574724.647973 + Penalty 3100.898321 = -1571623.749653 nChanged 27 SP:Iteration 37Q (331.104664 sec): 3 clusters Score: Raw -1574735.911501 + Penalty 3100.898321 = -1571635.013180 nChanged 23 SP:Iteration 38Q (331.172421 sec): 3 clusters Score: Raw -1574745.395183 + Penalty 3100.898321 = -1571644.496863 nChanged 23 SP:Iteration 39Q (331.240248 sec): 3 clusters Score: Raw -1574754.313857 + Penalty 3100.898321 = -1571653.415536 nChanged 30 SP:Iteration 40F (331.309988 sec): 3 clusters Score: Raw -1574758.224417 + Penalty 3100.898321 = -1571657.326096 nChanged 16 SP:Iteration 41Q (331.372515 sec): 3 clusters Score: Raw -1574760.660919 + Penalty 3100.898321 = -1571659.762599 nChanged 16 SP:Iteration 42Q (331.440427 sec): 3 clusters Score: Raw -1574765.462039 + Penalty 3100.898321 = -1571664.563719 nChanged 15 SP:Iteration 43Q (331.507922 sec): 3 clusters Score: Raw -1574770.067469 + Penalty 3100.898321 = -1571669.169148 nChanged 13 SP:Iteration 44Q (331.575462 sec): 3 clusters Score: Raw -1574774.255270 + Penalty 3100.898321 = -1571673.356949 nChanged 16 SP:Iteration 45Q (331.639219 sec): 3 clusters Score: Raw -1574776.038286 + Penalty 3100.898321 = -1571675.139965 nChanged 9 SP:Iteration 46Q (331.707268 sec): 3 clusters Score: Raw -1574778.981026 + Penalty 3100.898321 = -1571678.082706 nChanged 14 SP:Iteration 47Q (331.774636 sec): 3 clusters Score: Raw -1574784.853357 + Penalty 3100.898321 = -1571683.955037 nChanged 24 SP:Iteration 48Q (331.841730 sec): 3 clusters Score: Raw -1574794.014913 + Penalty 3100.898321 = -1571693.116593 nChanged 21 SP:Iteration 49Q (331.909488 sec): 3 clusters Score: Raw -1574800.532446 + Penalty 3100.898321 = -1571699.634125 nChanged 20 SP:Iteration 50Q (331.983540 sec): 3 clusters Score: Raw -1574804.531336 + Penalty 3100.898321 = -1571703.633015 nChanged 17 SP:Iteration 51Q (332.032048 sec): 3 clusters Score: Raw -1574807.893283 + Penalty 3100.898321 = -1571706.994962 nChanged 13 SP:Iteration 52Q (332.096334 sec): 3 clusters Score: Raw -1574810.634633 + Penalty 3100.898321 = -1571709.736312 nChanged 17 SP:Iteration 53Q (332.164367 sec): 3 clusters Score: Raw -1574813.447233 + Penalty 3100.898321 = -1571712.548912 nChanged 20 SP:Iteration 54Q (332.232225 sec): 3 clusters Score: Raw -1574817.113266 + Penalty 3100.898321 = -1571716.214945 nChanged 19 SP:Iteration 55Q (332.299309 sec): 3 clusters Score: Raw -1574820.049906 + Penalty 3100.898321 = -1571719.151586 nChanged 18 SP:Iteration 56Q (332.367215 sec): 3 clusters Score: Raw -1574822.856967 + Penalty 3100.898321 = -1571721.958646 nChanged 13 SP:Iteration 57Q (332.434553 sec): 3 clusters Score: Raw -1574825.719649 + Penalty 3100.898321 = -1571724.821329 nChanged 15 SP:Iteration 58Q (332.500524 sec): 3 clusters Score: Raw -1574828.778485 + Penalty 3100.898321 = -1571727.880165 nChanged 12 SP:Iteration 59Q (332.560025 sec): 3 clusters Score: Raw -1574830.503870 + Penalty 3100.898321 = -1571729.605549 nChanged 12 SP:Iteration 60F (332.620508 sec): 3 clusters Score: Raw -1574831.969759 + Penalty 3100.898321 = -1571731.071439 nChanged 11 SP:Iteration 61Q (332.680932 sec): 3 clusters Score: Raw -1574833.186155 + Penalty 3100.898321 = -1571732.287834 nChanged 8 SP:Iteration 62Q (332.748292 sec): 3 clusters Score: Raw -1574833.889395 + Penalty 3100.898321 = -1571732.991075 nChanged 7 SP:Iteration 63Q (332.815865 sec): 3 clusters Score: Raw -1574834.458007 + Penalty 3100.898321 = -1571733.559686 nChanged 4 SP:Iteration 64Q (332.882870 sec): 3 clusters Score: Raw -1574834.759761 + Penalty 3100.898321 = -1571733.861441 nChanged 3 SP:Iteration 65Q (332.950139 sec): 3 clusters Score: Raw -1574834.916481 + Penalty 3100.898321 = -1571734.018161 nChanged 0 SP:Iteration 66F (333.016806 sec): 3 clusters Score: Raw -1574834.916481 + Penalty 3100.898321 = -1571734.018161 nChanged 0 Score: Raw -131982463.673860 + Penalty 58587.476744 = -131923876.197116 Splitting cluster 8 changes total score from -131873714.615542 to -131923876.197116 So it's getting split into cluster 26. Trying to split cluster 9 (22406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.094373 sec): 2 clusters Score: Raw -2887086.370786 + Penalty 1627.776160 = -2885458.594626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.177671 sec): 3 clusters Score: Raw -2873586.827117 + Penalty 3255.552319 = -2870331.274798 nChanged 10228 SP:Iteration 1F (349.263053 sec): 3 clusters Score: Raw -2879543.874951 + Penalty 3255.552319 = -2876288.322632 nChanged 1403 SP:Iteration 2F (349.336462 sec): 3 clusters Score: Raw -2880368.100918 + Penalty 3255.552319 = -2877112.548599 nChanged 1530 SP:Iteration 3F (349.423556 sec): 3 clusters Score: Raw -2881737.162390 + Penalty 3255.552319 = -2878481.610071 nChanged 2052 SP:Iteration 4F (349.495524 sec): 3 clusters Score: Raw -2884135.244164 + Penalty 3255.552319 = -2880879.691845 nChanged 2358 SP:Iteration 5F (349.576930 sec): 3 clusters Score: Raw -2886826.650566 + Penalty 3255.552319 = -2883571.098247 nChanged 2005 SP:Iteration 6F (349.658653 sec): 3 clusters Score: Raw -2888638.838992 + Penalty 3255.552319 = -2885383.286672 nChanged 1371 SP:Iteration 7F (349.740011 sec): 3 clusters Score: Raw -2889575.538003 + Penalty 3255.552319 = -2886319.985683 nChanged 969 SP:Iteration 8Q (349.825124 sec): 3 clusters Score: Raw -2890127.136804 + Penalty 3255.552319 = -2886871.584485 nChanged 731 SP:Iteration 9Q (349.905581 sec): 3 clusters Score: Raw -2890526.303257 + Penalty 3255.552319 = -2887270.750938 nChanged 575 SP:Iteration 10Q (349.997690 sec): 3 clusters Score: Raw -2890782.420797 + Penalty 3255.552319 = -2887526.868477 nChanged 475 SP:Iteration 11Q (350.084436 sec): 3 clusters Score: Raw -2890968.415389 + Penalty 3255.552319 = -2887712.863070 nChanged 387 SP:Iteration 12Q (350.170217 sec): 3 clusters Score: Raw -2891134.866049 + Penalty 3255.552319 = -2887879.313730 nChanged 381 SP:Iteration 13Q (350.256075 sec): 3 clusters Score: Raw -2891322.992194 + Penalty 3255.552319 = -2888067.439875 nChanged 378 SP:Iteration 14Q (350.340957 sec): 3 clusters Score: Raw -2891521.180865 + Penalty 3255.552319 = -2888265.628545 nChanged 385 SP:Iteration 15Q (350.411795 sec): 3 clusters Score: Raw -2891767.846931 + Penalty 3255.552319 = -2888512.294612 nChanged 414 SP:Iteration 16Q (350.506443 sec): 3 clusters Score: Raw -2892012.493276 + Penalty 3255.552319 = -2888756.940957 nChanged 369 SP:Iteration 17Q (350.590566 sec): 3 clusters Score: Raw -2892162.089856 + Penalty 3255.552319 = -2888906.537536 nChanged 250 SP:Iteration 18Q (350.670131 sec): 3 clusters Score: Raw -2892228.493401 + Penalty 3255.552319 = -2888972.941081 nChanged 174 SP:Iteration 19Q (350.762804 sec): 3 clusters Score: Raw -2892255.634582 + Penalty 3255.552319 = -2889000.082263 nChanged 101 SP:Iteration 20F (350.848872 sec): 3 clusters Score: Raw -2892266.809625 + Penalty 3255.552319 = -2889011.257306 nChanged 58 SP:Iteration 21Q (350.926351 sec): 3 clusters Score: Raw -2892270.727822 + Penalty 3255.552319 = -2889015.175503 nChanged 26 SP:Iteration 22Q (351.018390 sec): 3 clusters Score: Raw -2892272.088941 + Penalty 3255.552319 = -2889016.536622 nChanged 18 SP:Iteration 23Q (351.096476 sec): 3 clusters Score: Raw -2892273.210083 + Penalty 3255.552319 = -2889017.657764 nChanged 13 SP:Iteration 24Q (351.177779 sec): 3 clusters Score: Raw -2892273.858503 + Penalty 3255.552319 = -2889018.306184 nChanged 10 SP:Iteration 25Q (351.262714 sec): 3 clusters Score: Raw -2892274.519525 + Penalty 3255.552319 = -2889018.967206 nChanged 6 SP:Iteration 26Q (351.347535 sec): 3 clusters Score: Raw -2892274.918136 + Penalty 3255.552319 = -2889019.365817 nChanged 5 SP:Iteration 27Q (351.445405 sec): 3 clusters Score: Raw -2892275.214515 + Penalty 3255.552319 = -2889019.662196 nChanged 5 SP:Iteration 28Q (351.527719 sec): 3 clusters Score: Raw -2892275.395864 + Penalty 3255.552319 = -2889019.843545 nChanged 1 SP:Iteration 29Q (351.613108 sec): 3 clusters Score: Raw -2892275.427409 + Penalty 3255.552319 = -2889019.875090 nChanged 0 SP:Iteration 30F (351.695776 sec): 3 clusters Score: Raw -2892275.427409 + Penalty 3255.552319 = -2889019.875090 nChanged 0 Score: Raw -131987652.730484 + Penalty 60840.841234 = -131926811.889250 Splitting cluster 9 changes total score from -131873714.615542 to -131926811.889250 So it's getting split into cluster 27. Trying to split cluster 10 (13393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (368.896457 sec): 2 clusters Score: Raw -1737197.392516 + Penalty 1544.154212 = -1735653.238303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (368.966852 sec): 3 clusters Score: Raw -1729378.940439 + Penalty 3088.308425 = -1726290.632014 nChanged 5976 SP:Iteration 1F (369.036322 sec): 3 clusters Score: Raw -1732843.074601 + Penalty 3088.308425 = -1729754.766176 nChanged 1020 SP:Iteration 2F (369.112687 sec): 3 clusters Score: Raw -1733642.837514 + Penalty 3088.308425 = -1730554.529089 nChanged 1108 SP:Iteration 3F (369.171847 sec): 3 clusters Score: Raw -1734884.406637 + Penalty 3088.308425 = -1731796.098212 nChanged 1353 SP:Iteration 4F (369.240941 sec): 3 clusters Score: Raw -1737389.818585 + Penalty 3088.308425 = -1734301.510160 nChanged 1733 SP:Iteration 5F (369.290760 sec): 3 clusters Score: Raw -1744500.789701 + Penalty 3088.308425 = -1741412.481276 nChanged 1315 SP:Iteration 6F (369.359678 sec): 3 clusters Score: Raw -1750691.078299 + Penalty 3088.308425 = -1747602.769874 nChanged 373 SP:Iteration 7Q (369.424916 sec): 3 clusters Score: Raw -1751485.144326 + Penalty 3088.308425 = -1748396.835901 nChanged 93 SP:Iteration 8Q (369.477459 sec): 3 clusters Score: Raw -1751671.727314 + Penalty 3088.308425 = -1748583.418889 nChanged 61 SP:Iteration 9Q (369.541921 sec): 3 clusters Score: Raw -1751827.315531 + Penalty 3088.308425 = -1748739.007106 nChanged 44 SP:Iteration 10Q (369.616121 sec): 3 clusters Score: Raw -1751975.669216 + Penalty 3088.308425 = -1748887.360791 nChanged 50 SP:Iteration 11Q (369.669504 sec): 3 clusters Score: Raw -1752219.205136 + Penalty 3088.308425 = -1749130.896711 nChanged 66 SP:Iteration 12Q (369.733928 sec): 3 clusters Score: Raw -1752610.211129 + Penalty 3088.308425 = -1749521.902704 nChanged 57 SP:Iteration 13Q (369.797866 sec): 3 clusters Score: Raw -1753068.912910 + Penalty 3088.308425 = -1749980.604485 nChanged 25 SP:Iteration 14Q (369.860462 sec): 3 clusters Score: Raw -1753319.910598 + Penalty 3088.308425 = -1750231.602173 nChanged 7 SP:Iteration 15Q (369.925558 sec): 3 clusters Score: Raw -1753356.144358 + Penalty 3088.308425 = -1750267.835933 nChanged 0 SP:Iteration 16F (369.992107 sec): 3 clusters Score: Raw -1753356.144358 + Penalty 3088.308425 = -1750267.835933 nChanged 0 Score: Raw -132003811.482327 + Penalty 63094.205724 = -131940717.276603 Splitting cluster 10 changes total score from -131873714.615542 to -131940717.276603 So it's getting split into cluster 28. Trying to split cluster 11 (10612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (388.433213 sec): 2 clusters Score: Raw -1405600.407938 + Penalty 1506.332866 = -1404094.075072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (388.491655 sec): 3 clusters Score: Raw -1399511.943210 + Penalty 3012.665732 = -1396499.277478 nChanged 4616 SP:Iteration 1F (388.520628 sec): 3 clusters Score: Raw -1402044.325574 + Penalty 3012.665732 = -1399031.659841 nChanged 632 SP:Iteration 2F (388.551126 sec): 3 clusters Score: Raw -1402277.514406 + Penalty 3012.665732 = -1399264.848673 nChanged 453 SP:Iteration 3Q (388.581903 sec): 3 clusters Score: Raw -1402431.589867 + Penalty 3012.665732 = -1399418.924134 nChanged 400 SP:Iteration 4Q (388.612788 sec): 3 clusters Score: Raw -1402567.715863 + Penalty 3012.665732 = -1399555.050130 nChanged 347 SP:Iteration 5Q (388.643802 sec): 3 clusters Score: Raw -1402680.481385 + Penalty 3012.665732 = -1399667.815653 nChanged 346 SP:Iteration 6Q (388.674861 sec): 3 clusters Score: Raw -1402787.493686 + Penalty 3012.665732 = -1399774.827954 nChanged 290 SP:Iteration 7Q (388.752097 sec): 3 clusters Score: Raw -1402874.802312 + Penalty 3012.665732 = -1399862.136579 nChanged 257 SP:Iteration 8Q (388.809066 sec): 3 clusters Score: Raw -1402946.452926 + Penalty 3012.665732 = -1399933.787194 nChanged 247 SP:Iteration 9Q (388.882949 sec): 3 clusters Score: Raw -1403021.522084 + Penalty 3012.665732 = -1400008.856351 nChanged 261 SP:Iteration 10Q (388.950058 sec): 3 clusters Score: Raw -1403096.739454 + Penalty 3012.665732 = -1400084.073722 nChanged 237 SP:Iteration 11Q (389.008451 sec): 3 clusters Score: Raw -1403164.694586 + Penalty 3012.665732 = -1400152.028854 nChanged 237 SP:Iteration 12Q (389.075333 sec): 3 clusters Score: Raw -1403241.193821 + Penalty 3012.665732 = -1400228.528089 nChanged 248 SP:Iteration 13Q (389.142707 sec): 3 clusters Score: Raw -1403328.152741 + Penalty 3012.665732 = -1400315.487009 nChanged 231 SP:Iteration 14Q (389.219168 sec): 3 clusters Score: Raw -1403416.785362 + Penalty 3012.665732 = -1400404.119629 nChanged 253 SP:Iteration 15Q (389.276301 sec): 3 clusters Score: Raw -1403518.832923 + Penalty 3012.665732 = -1400506.167190 nChanged 264 SP:Iteration 16Q (389.352308 sec): 3 clusters Score: Raw -1403635.319358 + Penalty 3012.665732 = -1400622.653625 nChanged 288 SP:Iteration 17Q (389.409329 sec): 3 clusters Score: Raw -1403770.827743 + Penalty 3012.665732 = -1400758.162011 nChanged 296 SP:Iteration 18Q (389.475930 sec): 3 clusters Score: Raw -1403918.649157 + Penalty 3012.665732 = -1400905.983425 nChanged 294 SP:Iteration 19Q (389.541600 sec): 3 clusters Score: Raw -1404070.594715 + Penalty 3012.665732 = -1401057.928983 nChanged 280 SP:Iteration 20F (389.609570 sec): 3 clusters Score: Raw -1404213.477941 + Penalty 3012.665732 = -1401200.812209 nChanged 276 SP:Iteration 21Q (389.676683 sec): 3 clusters Score: Raw -1404362.713283 + Penalty 3012.665732 = -1401350.047551 nChanged 235 SP:Iteration 22Q (389.753891 sec): 3 clusters Score: Raw -1404481.820134 + Penalty 3012.665732 = -1401469.154402 nChanged 205 SP:Iteration 23Q (389.820844 sec): 3 clusters Score: Raw -1404586.597203 + Penalty 3012.665732 = -1401573.931471 nChanged 197 SP:Iteration 24Q (389.878024 sec): 3 clusters Score: Raw -1404673.143703 + Penalty 3012.665732 = -1401660.477970 nChanged 151 SP:Iteration 25Q (389.953169 sec): 3 clusters Score: Raw -1404743.420127 + Penalty 3012.665732 = -1401730.754394 nChanged 150 SP:Iteration 26Q (390.016008 sec): 3 clusters Score: Raw -1404814.419183 + Penalty 3012.665732 = -1401801.753450 nChanged 147 SP:Iteration 27Q (390.071717 sec): 3 clusters Score: Raw -1404890.187158 + Penalty 3012.665732 = -1401877.521426 nChanged 141 SP:Iteration 28Q (390.134900 sec): 3 clusters Score: Raw -1404953.811693 + Penalty 3012.665732 = -1401941.145960 nChanged 120 SP:Iteration 29Q (390.196908 sec): 3 clusters Score: Raw -1405004.560973 + Penalty 3012.665732 = -1401991.895241 nChanged 122 SP:Iteration 30Q (390.269939 sec): 3 clusters Score: Raw -1405052.611178 + Penalty 3012.665732 = -1402039.945446 nChanged 98 SP:Iteration 31Q (390.333597 sec): 3 clusters Score: Raw -1405090.087074 + Penalty 3012.665732 = -1402077.421342 nChanged 106 SP:Iteration 32Q (390.385991 sec): 3 clusters Score: Raw -1405133.177906 + Penalty 3012.665732 = -1402120.512174 nChanged 103 SP:Iteration 33Q (390.457334 sec): 3 clusters Score: Raw -1405177.666486 + Penalty 3012.665732 = -1402165.000753 nChanged 103 SP:Iteration 34Q (390.510606 sec): 3 clusters Score: Raw -1405222.903303 + Penalty 3012.665732 = -1402210.237571 nChanged 90 SP:Iteration 35Q (390.574314 sec): 3 clusters Score: Raw -1405265.189391 + Penalty 3012.665732 = -1402252.523658 nChanged 101 SP:Iteration 36Q (390.627941 sec): 3 clusters Score: Raw -1405319.219001 + Penalty 3012.665732 = -1402306.553268 nChanged 110 SP:Iteration 37Q (390.674106 sec): 3 clusters Score: Raw -1405385.108016 + Penalty 3012.665732 = -1402372.442283 nChanged 109 SP:Iteration 38Q (390.727320 sec): 3 clusters Score: Raw -1405453.740289 + Penalty 3012.665732 = -1402441.074557 nChanged 100 SP:Iteration 39Q (390.792718 sec): 3 clusters Score: Raw -1405514.992067 + Penalty 3012.665732 = -1402502.326334 nChanged 102 SP:Iteration 40F (390.858633 sec): 3 clusters Score: Raw -1405586.262163 + Penalty 3012.665732 = -1402573.596430 nChanged 89 SP:Iteration 41Q (390.924248 sec): 3 clusters Score: Raw -1405643.580667 + Penalty 3012.665732 = -1402630.914934 nChanged 72 SP:Iteration 42Q (390.977938 sec): 3 clusters Score: Raw -1405684.636531 + Penalty 3012.665732 = -1402671.970798 nChanged 49 SP:Iteration 43Q (391.051086 sec): 3 clusters Score: Raw -1405719.947857 + Penalty 3012.665732 = -1402707.282124 nChanged 47 SP:Iteration 44Q (391.109656 sec): 3 clusters Score: Raw -1405752.703162 + Penalty 3012.665732 = -1402740.037430 nChanged 40 SP:Iteration 45Q (391.162280 sec): 3 clusters Score: Raw -1405778.293040 + Penalty 3012.665732 = -1402765.627308 nChanged 33 SP:Iteration 46Q (391.219699 sec): 3 clusters Score: Raw -1405799.699683 + Penalty 3012.665732 = -1402787.033950 nChanged 20 SP:Iteration 47Q (391.287474 sec): 3 clusters Score: Raw -1405810.824504 + Penalty 3012.665732 = -1402798.158772 nChanged 14 SP:Iteration 48Q (391.349887 sec): 3 clusters Score: Raw -1405821.897214 + Penalty 3012.665732 = -1402809.231482 nChanged 11 SP:Iteration 49Q (391.410586 sec): 3 clusters Score: Raw -1405827.056552 + Penalty 3012.665732 = -1402814.390819 nChanged 7 SP:Iteration 50Q (391.472981 sec): 3 clusters Score: Raw -1405830.787818 + Penalty 3012.665732 = -1402818.122085 nChanged 6 SP:Iteration 51Q (391.533444 sec): 3 clusters Score: Raw -1405833.045127 + Penalty 3012.665732 = -1402820.379394 nChanged 4 SP:Iteration 52Q (391.584181 sec): 3 clusters Score: Raw -1405834.282562 + Penalty 3012.665732 = -1402821.616830 nChanged 1 SP:Iteration 53Q (391.645406 sec): 3 clusters Score: Raw -1405835.194407 + Penalty 3012.665732 = -1402822.528674 nChanged 2 SP:Iteration 54Q (391.711035 sec): 3 clusters Score: Raw -1405836.401726 + Penalty 3012.665732 = -1402823.735993 nChanged 2 SP:Iteration 55Q (391.759140 sec): 3 clusters Score: Raw -1405836.888466 + Penalty 3012.665732 = -1402824.222734 nChanged 1 SP:Iteration 56Q (391.816692 sec): 3 clusters Score: Raw -1405837.200594 + Penalty 3012.665732 = -1402824.534861 nChanged 2 SP:Iteration 57Q (391.883479 sec): 3 clusters Score: Raw -1405837.531204 + Penalty 3012.665732 = -1402824.865472 nChanged 1 SP:Iteration 58Q (391.933244 sec): 3 clusters Score: Raw -1405838.077931 + Penalty 3012.665732 = -1402825.412199 nChanged 2 SP:Iteration 59Q (392.004308 sec): 3 clusters Score: Raw -1405839.169850 + Penalty 3012.665732 = -1402826.504118 nChanged 3 SP:Iteration 60F (392.065723 sec): 3 clusters Score: Raw -1405841.414028 + Penalty 3012.665732 = -1402828.748295 nChanged 4 SP:Iteration 61Q (392.119220 sec): 3 clusters Score: Raw -1405844.728451 + Penalty 3012.665732 = -1402832.062718 nChanged 7 SP:Iteration 62Q (392.187699 sec): 3 clusters Score: Raw -1405850.174109 + Penalty 3012.665732 = -1402837.508377 nChanged 9 SP:Iteration 63Q (392.245774 sec): 3 clusters Score: Raw -1405856.041070 + Penalty 3012.665732 = -1402843.375337 nChanged 9 SP:Iteration 64Q (392.302756 sec): 3 clusters Score: Raw -1405860.297261 + Penalty 3012.665732 = -1402847.631529 nChanged 8 SP:Iteration 65Q (392.351553 sec): 3 clusters Score: Raw -1405863.963615 + Penalty 3012.665732 = -1402851.297882 nChanged 7 SP:Iteration 66Q (392.422267 sec): 3 clusters Score: Raw -1405867.904053 + Penalty 3012.665732 = -1402855.238321 nChanged 3 SP:Iteration 67Q (392.483785 sec): 3 clusters Score: Raw -1405869.678847 + Penalty 3012.665732 = -1402857.013114 nChanged 4 SP:Iteration 68Q (392.542258 sec): 3 clusters Score: Raw -1405872.417993 + Penalty 3012.665732 = -1402859.752261 nChanged 4 SP:Iteration 69Q (392.601696 sec): 3 clusters Score: Raw -1405876.421165 + Penalty 3012.665732 = -1402863.755433 nChanged 4 SP:Iteration 70Q (392.661535 sec): 3 clusters Score: Raw -1405878.001062 + Penalty 3012.665732 = -1402865.335330 nChanged 3 SP:Iteration 71Q (392.717523 sec): 3 clusters Score: Raw -1405880.645100 + Penalty 3012.665732 = -1402867.979368 nChanged 1 SP:Iteration 72Q (392.779276 sec): 3 clusters Score: Raw -1405881.779711 + Penalty 3012.665732 = -1402869.113978 nChanged 1 SP:Iteration 73Q (392.830927 sec): 3 clusters Score: Raw -1405882.039623 + Penalty 3012.665732 = -1402869.373891 nChanged 0 SP:Iteration 74F (392.900919 sec): 3 clusters Score: Raw -1405882.039623 + Penalty 3012.665732 = -1402869.373891 nChanged 0 Trying to split cluster 12 (116552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (393.185489 sec): 2 clusters Score: Raw -14858699.336682 + Penalty 1895.740081 = -14856803.596602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (393.423187 sec): 3 clusters Score: Raw -14783352.250341 + Penalty 3791.480161 = -14779560.770180 nChanged 56072 SP:Iteration 1F (393.653359 sec): 3 clusters Score: Raw -14838809.262927 + Penalty 3791.480161 = -14835017.782766 nChanged 14702 SP:Iteration 2F (393.868269 sec): 3 clusters Score: Raw -14862160.041314 + Penalty 3791.480161 = -14858368.561153 nChanged 15665 SP:Iteration 3F (394.096130 sec): 3 clusters Score: Raw -14880320.450698 + Penalty 3791.480161 = -14876528.970537 nChanged 10553 SP:Iteration 4F (394.324594 sec): 3 clusters Score: Raw -14891966.648914 + Penalty 3791.480161 = -14888175.168753 nChanged 6196 SP:Iteration 5F (394.548343 sec): 3 clusters Score: Raw -14899420.334266 + Penalty 3791.480161 = -14895628.854105 nChanged 4005 SP:Iteration 6Q (394.759597 sec): 3 clusters Score: Raw -14905166.753711 + Penalty 3791.480161 = -14901375.273550 nChanged 2939 SP:Iteration 7Q (394.977840 sec): 3 clusters Score: Raw -14908552.828639 + Penalty 3791.480161 = -14904761.348478 nChanged 2512 SP:Iteration 8Q (395.187336 sec): 3 clusters Score: Raw -14910408.632031 + Penalty 3791.480161 = -14906617.151869 nChanged 2267 SP:Iteration 9Q (395.412148 sec): 3 clusters Score: Raw -14911960.208695 + Penalty 3791.480161 = -14908168.728533 nChanged 2232 SP:Iteration 10Q (395.630784 sec): 3 clusters Score: Raw -14913597.552779 + Penalty 3791.480161 = -14909806.072618 nChanged 2376 SP:Iteration 11Q (395.839131 sec): 3 clusters Score: Raw -14915517.108209 + Penalty 3791.480161 = -14911725.628048 nChanged 2465 SP:Iteration 12Q (396.044390 sec): 3 clusters Score: Raw -14917606.067530 + Penalty 3791.480161 = -14913814.587369 nChanged 2456 SP:Iteration 13Q (396.249462 sec): 3 clusters Score: Raw -14919590.672443 + Penalty 3791.480161 = -14915799.192281 nChanged 2186 SP:Iteration 14Q (396.440893 sec): 3 clusters Score: Raw -14921283.946575 + Penalty 3791.480161 = -14917492.466413 nChanged 1903 SP:Iteration 15Q (396.642999 sec): 3 clusters Score: Raw -14922525.480782 + Penalty 3791.480161 = -14918734.000621 nChanged 1466 SP:Iteration 16Q (396.845536 sec): 3 clusters Score: Raw -14923266.915338 + Penalty 3791.480161 = -14919475.435176 nChanged 1029 SP:Iteration 17Q (397.048241 sec): 3 clusters Score: Raw -14923619.518489 + Penalty 3791.480161 = -14919828.038328 nChanged 697 SP:Iteration 18Q (397.249931 sec): 3 clusters Score: Raw -14923796.118382 + Penalty 3791.480161 = -14920004.638221 nChanged 525 SP:Iteration 19Q (397.439273 sec): 3 clusters Score: Raw -14923898.253213 + Penalty 3791.480161 = -14920106.773051 nChanged 368 SP:Iteration 20F (397.644571 sec): 3 clusters Score: Raw -14923947.172886 + Penalty 3791.480161 = -14920155.692725 nChanged 251 SP:Iteration 21Q (397.844871 sec): 3 clusters Score: Raw -14923970.221899 + Penalty 3791.480161 = -14920178.741738 nChanged 180 SP:Iteration 22Q (398.048240 sec): 3 clusters Score: Raw -14923982.879790 + Penalty 3791.480161 = -14920191.399629 nChanged 122 SP:Iteration 23Q (398.253657 sec): 3 clusters Score: Raw -14923988.967579 + Penalty 3791.480161 = -14920197.487417 nChanged 77 SP:Iteration 24Q (398.456565 sec): 3 clusters Score: Raw -14923991.803861 + Penalty 3791.480161 = -14920200.323699 nChanged 49 SP:Iteration 25Q (398.660539 sec): 3 clusters Score: Raw -14923993.278314 + Penalty 3791.480161 = -14920201.798152 nChanged 31 SP:Iteration 26Q (398.863138 sec): 3 clusters Score: Raw -14923994.025507 + Penalty 3791.480161 = -14920202.545346 nChanged 24 SP:Iteration 27Q (399.067074 sec): 3 clusters Score: Raw -14923994.411196 + Penalty 3791.480161 = -14920202.931035 nChanged 16 SP:Iteration 28Q (399.271250 sec): 3 clusters Score: Raw -14923994.646785 + Penalty 3791.480161 = -14920203.166624 nChanged 15 SP:Iteration 29Q (399.476823 sec): 3 clusters Score: Raw -14923994.858918 + Penalty 3791.480161 = -14920203.378756 nChanged 8 SP:Iteration 30Q (399.675829 sec): 3 clusters Score: Raw -14923995.027904 + Penalty 3791.480161 = -14920203.547743 nChanged 4 SP:Iteration 31Q (399.877073 sec): 3 clusters Score: Raw -14923995.067039 + Penalty 3791.480161 = -14920203.586877 nChanged 2 SP:Iteration 32Q (400.088291 sec): 3 clusters Score: Raw -14923995.089892 + Penalty 3791.480161 = -14920203.609730 nChanged 2 SP:Iteration 33Q (400.312950 sec): 3 clusters Score: Raw -14923995.132767 + Penalty 3791.480161 = -14920203.652605 nChanged 2 SP:Iteration 34Q (400.532965 sec): 3 clusters Score: Raw -14923995.147549 + Penalty 3791.480161 = -14920203.667387 nChanged 1 SP:Iteration 35Q (400.758877 sec): 3 clusters Score: Raw -14923995.151526 + Penalty 3791.480161 = -14920203.671364 nChanged 0 SP:Iteration 36F (400.992519 sec): 3 clusters Score: Raw -14923995.151526 + Penalty 3791.480161 = -14920203.671364 nChanged 0 Score: Raw -132069107.297171 + Penalty 65347.570214 = -132003759.726957 Splitting cluster 12 changes total score from -131873714.615542 to -132003759.726957 So it's getting split into cluster 29. Trying to split cluster 13 (144618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (420.345325 sec): 2 clusters Score: Raw -18716479.763468 + Penalty 1930.800798 = -18714548.962670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (420.646087 sec): 3 clusters Score: Raw -18621349.464811 + Penalty 3861.601595 = -18617487.863216 nChanged 69830 SP:Iteration 1F (420.935197 sec): 3 clusters Score: Raw -18665806.915613 + Penalty 3861.601595 = -18661945.314018 nChanged 7623 SP:Iteration 2F (421.206769 sec): 3 clusters Score: Raw -18669714.495276 + Penalty 3861.601595 = -18665852.893681 nChanged 8903 SP:Iteration 3F (421.477731 sec): 3 clusters Score: Raw -18675285.674575 + Penalty 3861.601595 = -18671424.072980 nChanged 10024 SP:Iteration 4F (421.749758 sec): 3 clusters Score: Raw -18682667.385535 + Penalty 3861.601595 = -18678805.783940 nChanged 10356 SP:Iteration 5F (422.020146 sec): 3 clusters Score: Raw -18690646.480688 + Penalty 3861.601595 = -18686784.879093 nChanged 9260 SP:Iteration 6F (422.294463 sec): 3 clusters Score: Raw -18696876.511042 + Penalty 3861.601595 = -18693014.909447 nChanged 6909 SP:Iteration 7Q (422.581680 sec): 3 clusters Score: Raw -18700331.912106 + Penalty 3861.601595 = -18696470.310511 nChanged 4576 SP:Iteration 8Q (422.875981 sec): 3 clusters Score: Raw -18702078.038059 + Penalty 3861.601595 = -18698216.436464 nChanged 3253 SP:Iteration 9Q (423.172281 sec): 3 clusters Score: Raw -18703195.779712 + Penalty 3861.601595 = -18699334.178117 nChanged 2641 SP:Iteration 10Q (423.440851 sec): 3 clusters Score: Raw -18704062.357174 + Penalty 3861.601595 = -18700200.755578 nChanged 2343 SP:Iteration 11Q (423.712496 sec): 3 clusters Score: Raw -18704792.804974 + Penalty 3861.601595 = -18700931.203379 nChanged 2207 SP:Iteration 12Q (423.953016 sec): 3 clusters Score: Raw -18705479.306879 + Penalty 3861.601595 = -18701617.705284 nChanged 2179 SP:Iteration 13Q (424.219339 sec): 3 clusters Score: Raw -18706128.571288 + Penalty 3861.601595 = -18702266.969693 nChanged 2036 SP:Iteration 14Q (424.491556 sec): 3 clusters Score: Raw -18706684.667123 + Penalty 3861.601595 = -18702823.065528 nChanged 1903 SP:Iteration 15Q (424.750030 sec): 3 clusters Score: Raw -18707171.008477 + Penalty 3861.601595 = -18703309.406882 nChanged 1772 SP:Iteration 16Q (425.019712 sec): 3 clusters Score: Raw -18707604.513823 + Penalty 3861.601595 = -18703742.912228 nChanged 1694 SP:Iteration 17Q (425.286780 sec): 3 clusters Score: Raw -18707995.714823 + Penalty 3861.601595 = -18704134.113228 nChanged 1541 SP:Iteration 18Q (425.555990 sec): 3 clusters Score: Raw -18708328.724768 + Penalty 3861.601595 = -18704467.123173 nChanged 1449 SP:Iteration 19Q (425.824849 sec): 3 clusters Score: Raw -18708618.862414 + Penalty 3861.601595 = -18704757.260819 nChanged 1337 SP:Iteration 20F (426.085819 sec): 3 clusters Score: Raw -18708889.338063 + Penalty 3861.601595 = -18705027.736468 nChanged 1321 SP:Iteration 21Q (426.352552 sec): 3 clusters Score: Raw -18709126.605089 + Penalty 3861.601595 = -18705265.003494 nChanged 1167 SP:Iteration 22Q (426.623104 sec): 3 clusters Score: Raw -18709305.688305 + Penalty 3861.601595 = -18705444.086710 nChanged 1048 SP:Iteration 23Q (426.893621 sec): 3 clusters Score: Raw -18709447.461964 + Penalty 3861.601595 = -18705585.860369 nChanged 912 SP:Iteration 24Q (427.165150 sec): 3 clusters Score: Raw -18709564.739507 + Penalty 3861.601595 = -18705703.137912 nChanged 850 SP:Iteration 25Q (427.433483 sec): 3 clusters Score: Raw -18709663.960737 + Penalty 3861.601595 = -18705802.359142 nChanged 754 SP:Iteration 26Q (427.710700 sec): 3 clusters Score: Raw -18709742.104961 + Penalty 3861.601595 = -18705880.503365 nChanged 643 SP:Iteration 27Q (427.997386 sec): 3 clusters Score: Raw -18709801.023306 + Penalty 3861.601595 = -18705939.421711 nChanged 570 SP:Iteration 28Q (428.282411 sec): 3 clusters Score: Raw -18709848.222237 + Penalty 3861.601595 = -18705986.620642 nChanged 529 SP:Iteration 29Q (428.574605 sec): 3 clusters Score: Raw -18709884.906580 + Penalty 3861.601595 = -18706023.304984 nChanged 466 SP:Iteration 30Q (428.853720 sec): 3 clusters Score: Raw -18709915.078768 + Penalty 3861.601595 = -18706053.477173 nChanged 408 SP:Iteration 31Q (429.134250 sec): 3 clusters Score: Raw -18709939.644329 + Penalty 3861.601595 = -18706078.042733 nChanged 390 SP:Iteration 32Q (429.429806 sec): 3 clusters Score: Raw -18709961.499027 + Penalty 3861.601595 = -18706099.897432 nChanged 352 SP:Iteration 33Q (429.725515 sec): 3 clusters Score: Raw -18709981.196347 + Penalty 3861.601595 = -18706119.594751 nChanged 331 SP:Iteration 34Q (430.013827 sec): 3 clusters Score: Raw -18709999.331984 + Penalty 3861.601595 = -18706137.730389 nChanged 332 SP:Iteration 35Q (430.303722 sec): 3 clusters Score: Raw -18710014.199649 + Penalty 3861.601595 = -18706152.598054 nChanged 299 SP:Iteration 36Q (430.580333 sec): 3 clusters Score: Raw -18710026.312468 + Penalty 3861.601595 = -18706164.710873 nChanged 264 SP:Iteration 37Q (430.867897 sec): 3 clusters Score: Raw -18710036.969484 + Penalty 3861.601595 = -18706175.367889 nChanged 276 SP:Iteration 38Q (431.144960 sec): 3 clusters Score: Raw -18710048.811417 + Penalty 3861.601595 = -18706187.209821 nChanged 267 SP:Iteration 39Q (431.430786 sec): 3 clusters Score: Raw -18710059.302674 + Penalty 3861.601595 = -18706197.701079 nChanged 237 SP:Iteration 40F (431.723636 sec): 3 clusters Score: Raw -18710068.052337 + Penalty 3861.601595 = -18706206.450742 nChanged 224 SP:Iteration 41Q (432.010159 sec): 3 clusters Score: Raw -18710075.731698 + Penalty 3861.601595 = -18706214.130103 nChanged 196 SP:Iteration 42Q (432.286424 sec): 3 clusters Score: Raw -18710081.839373 + Penalty 3861.601595 = -18706220.237778 nChanged 171 SP:Iteration 43Q (432.578370 sec): 3 clusters Score: Raw -18710086.852896 + Penalty 3861.601595 = -18706225.251301 nChanged 165 SP:Iteration 44Q (432.863807 sec): 3 clusters Score: Raw -18710090.954556 + Penalty 3861.601595 = -18706229.352961 nChanged 151 SP:Iteration 45Q (433.154692 sec): 3 clusters Score: Raw -18710094.346827 + Penalty 3861.601595 = -18706232.745231 nChanged 136 SP:Iteration 46Q (433.443757 sec): 3 clusters Score: Raw -18710097.007494 + Penalty 3861.601595 = -18706235.405899 nChanged 123 SP:Iteration 47Q (433.726169 sec): 3 clusters Score: Raw -18710099.805340 + Penalty 3861.601595 = -18706238.203745 nChanged 121 SP:Iteration 48Q (434.025117 sec): 3 clusters Score: Raw -18710102.279194 + Penalty 3861.601595 = -18706240.677599 nChanged 108 SP:Iteration 49Q (434.311066 sec): 3 clusters Score: Raw -18710104.529436 + Penalty 3861.601595 = -18706242.927841 nChanged 116 SP:Iteration 50Q (434.601631 sec): 3 clusters Score: Raw -18710106.855013 + Penalty 3861.601595 = -18706245.253418 nChanged 106 SP:Iteration 51Q (434.879889 sec): 3 clusters Score: Raw -18710109.191452 + Penalty 3861.601595 = -18706247.589857 nChanged 126 SP:Iteration 52Q (435.164345 sec): 3 clusters Score: Raw -18710111.750987 + Penalty 3861.601595 = -18706250.149392 nChanged 114 SP:Iteration 53Q (435.454950 sec): 3 clusters Score: Raw -18710113.972345 + Penalty 3861.601595 = -18706252.370749 nChanged 112 SP:Iteration 54Q (435.739279 sec): 3 clusters Score: Raw -18710116.283820 + Penalty 3861.601595 = -18706254.682225 nChanged 119 SP:Iteration 55Q (436.025516 sec): 3 clusters Score: Raw -18710118.307124 + Penalty 3861.601595 = -18706256.705529 nChanged 85 SP:Iteration 56Q (436.310279 sec): 3 clusters Score: Raw -18710119.738263 + Penalty 3861.601595 = -18706258.136667 nChanged 85 SP:Iteration 57Q (436.600679 sec): 3 clusters Score: Raw -18710120.973668 + Penalty 3861.601595 = -18706259.372072 nChanged 70 SP:Iteration 58Q (436.875639 sec): 3 clusters Score: Raw -18710122.045424 + Penalty 3861.601595 = -18706260.443828 nChanged 80 SP:Iteration 59Q (437.143732 sec): 3 clusters Score: Raw -18710123.520827 + Penalty 3861.601595 = -18706261.919231 nChanged 88 SP:Iteration 60F (437.415227 sec): 3 clusters Score: Raw -18710125.373001 + Penalty 3861.601595 = -18706263.771406 nChanged 104 SP:Iteration 61Q (437.683648 sec): 3 clusters Score: Raw -18710127.422819 + Penalty 3861.601595 = -18706265.821223 nChanged 92 SP:Iteration 62Q (437.954869 sec): 3 clusters Score: Raw -18710129.354388 + Penalty 3861.601595 = -18706267.752793 nChanged 100 SP:Iteration 63Q (438.231029 sec): 3 clusters Score: Raw -18710131.443235 + Penalty 3861.601595 = -18706269.841639 nChanged 104 SP:Iteration 64Q (438.506326 sec): 3 clusters Score: Raw -18710133.779579 + Penalty 3861.601595 = -18706272.177984 nChanged 103 SP:Iteration 65Q (438.802222 sec): 3 clusters Score: Raw -18710135.792843 + Penalty 3861.601595 = -18706274.191248 nChanged 109 SP:Iteration 66Q (439.079933 sec): 3 clusters Score: Raw -18710137.707314 + Penalty 3861.601595 = -18706276.105719 nChanged 97 SP:Iteration 67Q (439.351874 sec): 3 clusters Score: Raw -18710139.497103 + Penalty 3861.601595 = -18706277.895508 nChanged 103 SP:Iteration 68Q (439.621806 sec): 3 clusters Score: Raw -18710141.700560 + Penalty 3861.601595 = -18706280.098964 nChanged 107 SP:Iteration 69Q (439.895516 sec): 3 clusters Score: Raw -18710143.737882 + Penalty 3861.601595 = -18706282.136287 nChanged 92 SP:Iteration 70Q (440.169691 sec): 3 clusters Score: Raw -18710145.569605 + Penalty 3861.601595 = -18706283.968009 nChanged 103 SP:Iteration 71Q (440.436151 sec): 3 clusters Score: Raw -18710147.695285 + Penalty 3861.601595 = -18706286.093690 nChanged 100 SP:Iteration 72Q (440.698180 sec): 3 clusters Score: Raw -18710149.730932 + Penalty 3861.601595 = -18706288.129336 nChanged 101 SP:Iteration 73Q (440.970153 sec): 3 clusters Score: Raw -18710151.625366 + Penalty 3861.601595 = -18706290.023771 nChanged 101 SP:Iteration 74Q (441.242264 sec): 3 clusters Score: Raw -18710153.874932 + Penalty 3861.601595 = -18706292.273336 nChanged 100 SP:Iteration 75Q (441.512891 sec): 3 clusters Score: Raw -18710155.744271 + Penalty 3861.601595 = -18706294.142675 nChanged 93 SP:Iteration 76Q (441.786106 sec): 3 clusters Score: Raw -18710157.607226 + Penalty 3861.601595 = -18706296.005630 nChanged 102 SP:Iteration 77Q (442.060315 sec): 3 clusters Score: Raw -18710159.955725 + Penalty 3861.601595 = -18706298.354130 nChanged 100 SP:Iteration 78Q (442.332376 sec): 3 clusters Score: Raw -18710162.350252 + Penalty 3861.601595 = -18706300.748657 nChanged 111 SP:Iteration 79Q (442.604149 sec): 3 clusters Score: Raw -18710164.882922 + Penalty 3861.601595 = -18706303.281327 nChanged 102 SP:Iteration 80F (442.863656 sec): 3 clusters Score: Raw -18710167.301274 + Penalty 3861.601595 = -18706305.699679 nChanged 105 SP:Iteration 81Q (443.138591 sec): 3 clusters Score: Raw -18710169.756819 + Penalty 3861.601595 = -18706308.155223 nChanged 89 SP:Iteration 82Q (443.398922 sec): 3 clusters Score: Raw -18710171.446954 + Penalty 3861.601595 = -18706309.845359 nChanged 98 SP:Iteration 83Q (443.687866 sec): 3 clusters Score: Raw -18710173.160796 + Penalty 3861.601595 = -18706311.559201 nChanged 74 SP:Iteration 84Q (443.982504 sec): 3 clusters Score: Raw -18710174.260528 + Penalty 3861.601595 = -18706312.658933 nChanged 69 SP:Iteration 85Q (444.266969 sec): 3 clusters Score: Raw -18710175.272415 + Penalty 3861.601595 = -18706313.670820 nChanged 64 SP:Iteration 86Q (444.564525 sec): 3 clusters Score: Raw -18710176.289551 + Penalty 3861.601595 = -18706314.687955 nChanged 65 SP:Iteration 87Q (444.850221 sec): 3 clusters Score: Raw -18710177.250999 + Penalty 3861.601595 = -18706315.649404 nChanged 71 SP:Iteration 88Q (445.147721 sec): 3 clusters Score: Raw -18710178.543639 + Penalty 3861.601595 = -18706316.942043 nChanged 82 SP:Iteration 89Q (445.426316 sec): 3 clusters Score: Raw -18710179.843219 + Penalty 3861.601595 = -18706318.241624 nChanged 70 SP:Iteration 90Q (445.713595 sec): 3 clusters Score: Raw -18710180.918230 + Penalty 3861.601595 = -18706319.316635 nChanged 75 SP:Iteration 91Q (446.012179 sec): 3 clusters Score: Raw -18710182.169651 + Penalty 3861.601595 = -18706320.568055 nChanged 71 SP:Iteration 92Q (446.306733 sec): 3 clusters Score: Raw -18710183.367400 + Penalty 3861.601595 = -18706321.765805 nChanged 72 SP:Iteration 93Q (446.599312 sec): 3 clusters Score: Raw -18710184.601256 + Penalty 3861.601595 = -18706322.999661 nChanged 75 SP:Iteration 94Q (446.881953 sec): 3 clusters Score: Raw -18710185.790913 + Penalty 3861.601595 = -18706324.189318 nChanged 65 SP:Iteration 95Q (447.179284 sec): 3 clusters Score: Raw -18710186.865998 + Penalty 3861.601595 = -18706325.264403 nChanged 69 SP:Iteration 96Q (447.476577 sec): 3 clusters Score: Raw -18710188.200751 + Penalty 3861.601595 = -18706326.599155 nChanged 74 SP:Iteration 97Q (447.759467 sec): 3 clusters Score: Raw -18710189.448709 + Penalty 3861.601595 = -18706327.847114 nChanged 83 SP:Iteration 98Q (448.055584 sec): 3 clusters Score: Raw -18710190.749619 + Penalty 3861.601595 = -18706329.148023 nChanged 68 SP:Iteration 99Q (448.345152 sec): 3 clusters Score: Raw -18710191.904981 + Penalty 3861.601595 = -18706330.303385 nChanged 84 SP:Iteration 100F (448.632473 sec): 3 clusters Score: Raw -18710193.152994 + Penalty 3861.601595 = -18706331.551398 nChanged 83 SP:Iteration 101Q (448.918219 sec): 3 clusters Score: Raw -18710194.540709 + Penalty 3861.601595 = -18706332.939113 nChanged 75 SP:Iteration 102Q (449.198968 sec): 3 clusters Score: Raw -18710195.735466 + Penalty 3861.601595 = -18706334.133871 nChanged 77 SP:Iteration 103Q (449.483046 sec): 3 clusters Score: Raw -18710197.100371 + Penalty 3861.601595 = -18706335.498775 nChanged 77 SP:Iteration 104Q (449.768585 sec): 3 clusters Score: Raw -18710198.443349 + Penalty 3861.601595 = -18706336.841754 nChanged 72 SP:Iteration 105Q (450.058570 sec): 3 clusters Score: Raw -18710199.465087 + Penalty 3861.601595 = -18706337.863492 nChanged 70 SP:Iteration 106Q (450.354065 sec): 3 clusters Score: Raw -18710200.355645 + Penalty 3861.601595 = -18706338.754050 nChanged 60 SP:Iteration 107Q (450.645850 sec): 3 clusters Score: Raw -18710201.015398 + Penalty 3861.601595 = -18706339.413802 nChanged 48 SP:Iteration 108Q (450.936820 sec): 3 clusters Score: Raw -18710201.697104 + Penalty 3861.601595 = -18706340.095509 nChanged 65 SP:Iteration 109Q (451.218586 sec): 3 clusters Score: Raw -18710202.638574 + Penalty 3861.601595 = -18706341.036978 nChanged 59 SP:Iteration 110Q (451.485352 sec): 3 clusters Score: Raw -18710203.504217 + Penalty 3861.601595 = -18706341.902622 nChanged 61 SP:Iteration 111Q (451.749666 sec): 3 clusters Score: Raw -18710204.333103 + Penalty 3861.601595 = -18706342.731508 nChanged 55 SP:Iteration 112Q (452.039424 sec): 3 clusters Score: Raw -18710205.197704 + Penalty 3861.601595 = -18706343.596109 nChanged 75 SP:Iteration 113Q (452.338682 sec): 3 clusters Score: Raw -18710206.424555 + Penalty 3861.601595 = -18706344.822960 nChanged 71 SP:Iteration 114Q (452.610953 sec): 3 clusters Score: Raw -18710207.383917 + Penalty 3861.601595 = -18706345.782322 nChanged 69 SP:Iteration 115Q (452.885595 sec): 3 clusters Score: Raw -18710208.365108 + Penalty 3861.601595 = -18706346.763513 nChanged 60 SP:Iteration 116Q (453.157699 sec): 3 clusters Score: Raw -18710209.214948 + Penalty 3861.601595 = -18706347.613353 nChanged 62 SP:Iteration 117Q (453.431959 sec): 3 clusters Score: Raw -18710210.124585 + Penalty 3861.601595 = -18706348.522990 nChanged 59 SP:Iteration 118Q (453.700729 sec): 3 clusters Score: Raw -18710211.148697 + Penalty 3861.601595 = -18706349.547102 nChanged 67 SP:Iteration 119Q (453.971923 sec): 3 clusters Score: Raw -18710212.225238 + Penalty 3861.601595 = -18706350.623642 nChanged 70 SP:Iteration 120F (454.219927 sec): 3 clusters Score: Raw -18710213.325550 + Penalty 3861.601595 = -18706351.723955 nChanged 59 SP:Iteration 121Q (454.504914 sec): 3 clusters Score: Raw -18710214.242129 + Penalty 3861.601595 = -18706352.640533 nChanged 62 SP:Iteration 122Q (454.800608 sec): 3 clusters Score: Raw -18710215.428966 + Penalty 3861.601595 = -18706353.827371 nChanged 67 SP:Iteration 123Q (455.064485 sec): 3 clusters Score: Raw -18710216.560519 + Penalty 3861.601595 = -18706354.958924 nChanged 57 SP:Iteration 124Q (455.332744 sec): 3 clusters Score: Raw -18710217.407403 + Penalty 3861.601595 = -18706355.805808 nChanged 61 SP:Iteration 125Q (455.604562 sec): 3 clusters Score: Raw -18710218.364277 + Penalty 3861.601595 = -18706356.762682 nChanged 66 SP:Iteration 126Q (455.877442 sec): 3 clusters Score: Raw -18710219.483761 + Penalty 3861.601595 = -18706357.882166 nChanged 67 SP:Iteration 127Q (456.150564 sec): 3 clusters Score: Raw -18710220.586863 + Penalty 3861.601595 = -18706358.985268 nChanged 52 SP:Iteration 128Q (456.423750 sec): 3 clusters Score: Raw -18710221.361784 + Penalty 3861.601595 = -18706359.760189 nChanged 48 SP:Iteration 129Q (456.697960 sec): 3 clusters Score: Raw -18710221.913638 + Penalty 3861.601595 = -18706360.312043 nChanged 41 SP:Iteration 130Q (456.970523 sec): 3 clusters Score: Raw -18710222.456119 + Penalty 3861.601595 = -18706360.854524 nChanged 43 SP:Iteration 131Q (457.243898 sec): 3 clusters Score: Raw -18710223.017476 + Penalty 3861.601595 = -18706361.415881 nChanged 49 SP:Iteration 132Q (457.517259 sec): 3 clusters Score: Raw -18710223.738287 + Penalty 3861.601595 = -18706362.136692 nChanged 62 SP:Iteration 133Q (457.790543 sec): 3 clusters Score: Raw -18710224.639715 + Penalty 3861.601595 = -18706363.038120 nChanged 62 SP:Iteration 134Q (458.056405 sec): 3 clusters Score: Raw -18710225.533444 + Penalty 3861.601595 = -18706363.931848 nChanged 68 SP:Iteration 135Q (458.318553 sec): 3 clusters Score: Raw -18710226.463875 + Penalty 3861.601595 = -18706364.862280 nChanged 58 SP:Iteration 136Q (458.586487 sec): 3 clusters Score: Raw -18710227.324576 + Penalty 3861.601595 = -18706365.722981 nChanged 60 SP:Iteration 137Q (458.862551 sec): 3 clusters Score: Raw -18710228.045740 + Penalty 3861.601595 = -18706366.444145 nChanged 45 SP:Iteration 138Q (459.138832 sec): 3 clusters Score: Raw -18710228.715720 + Penalty 3861.601595 = -18706367.114124 nChanged 61 SP:Iteration 139Q (459.426192 sec): 3 clusters Score: Raw -18710229.778898 + Penalty 3861.601595 = -18706368.177303 nChanged 75 SP:Iteration 140F (459.714580 sec): 3 clusters Score: Raw -18710230.938010 + Penalty 3861.601595 = -18706369.336415 nChanged 67 SP:Iteration 141Q (460.000172 sec): 3 clusters Score: Raw -18710231.953765 + Penalty 3861.601595 = -18706370.352170 nChanged 67 SP:Iteration 142Q (460.290111 sec): 3 clusters Score: Raw -18710233.034192 + Penalty 3861.601595 = -18706371.432597 nChanged 79 SP:Iteration 143Q (460.581585 sec): 3 clusters Score: Raw -18710234.279499 + Penalty 3861.601595 = -18706372.677904 nChanged 73 SP:Iteration 144Q (460.870745 sec): 3 clusters Score: Raw -18710235.335900 + Penalty 3861.601595 = -18706373.734305 nChanged 65 SP:Iteration 145Q (461.162643 sec): 3 clusters Score: Raw -18710236.228584 + Penalty 3861.601595 = -18706374.626989 nChanged 71 SP:Iteration 146Q (461.449407 sec): 3 clusters Score: Raw -18710237.367794 + Penalty 3861.601595 = -18706375.766199 nChanged 69 SP:Iteration 147Q (461.738121 sec): 3 clusters Score: Raw -18710238.561608 + Penalty 3861.601595 = -18706376.960012 nChanged 70 SP:Iteration 148Q (462.022787 sec): 3 clusters Score: Raw -18710239.486572 + Penalty 3861.601595 = -18706377.884977 nChanged 60 SP:Iteration 149Q (462.305301 sec): 3 clusters Score: Raw -18710240.335385 + Penalty 3861.601595 = -18706378.733790 nChanged 58 SP:Iteration 150Q (462.591882 sec): 3 clusters Score: Raw -18710241.223109 + Penalty 3861.601595 = -18706379.621514 nChanged 63 SP:Iteration 151Q (462.872647 sec): 3 clusters Score: Raw -18710242.395316 + Penalty 3861.601595 = -18706380.793720 nChanged 61 SP:Iteration 152Q (463.167666 sec): 3 clusters Score: Raw -18710243.381793 + Penalty 3861.601595 = -18706381.780198 nChanged 66 SP:Iteration 153Q (463.459899 sec): 3 clusters Score: Raw -18710244.426007 + Penalty 3861.601595 = -18706382.824411 nChanged 50 SP:Iteration 154Q (463.744525 sec): 3 clusters Score: Raw -18710245.049664 + Penalty 3861.601595 = -18706383.448068 nChanged 52 SP:Iteration 155Q (464.029419 sec): 3 clusters Score: Raw -18710245.603152 + Penalty 3861.601595 = -18706384.001557 nChanged 39 SP:Iteration 156Q (464.319701 sec): 3 clusters Score: Raw -18710246.089415 + Penalty 3861.601595 = -18706384.487820 nChanged 41 SP:Iteration 157Q (464.608681 sec): 3 clusters Score: Raw -18710246.580786 + Penalty 3861.601595 = -18706384.979191 nChanged 42 SP:Iteration 158Q (464.903114 sec): 3 clusters Score: Raw -18710247.130385 + Penalty 3861.601595 = -18706385.528789 nChanged 51 SP:Iteration 159Q (465.188770 sec): 3 clusters Score: Raw -18710247.770597 + Penalty 3861.601595 = -18706386.169002 nChanged 48 SP:Iteration 160F (465.469909 sec): 3 clusters Score: Raw -18710248.329025 + Penalty 3861.601595 = -18706386.727430 nChanged 51 SP:Iteration 161Q (465.762685 sec): 3 clusters Score: Raw -18710248.943382 + Penalty 3861.601595 = -18706387.341787 nChanged 47 SP:Iteration 162Q (466.052579 sec): 3 clusters Score: Raw -18710249.560216 + Penalty 3861.601595 = -18706387.958621 nChanged 42 SP:Iteration 163Q (466.345071 sec): 3 clusters Score: Raw -18710250.153362 + Penalty 3861.601595 = -18706388.551767 nChanged 52 SP:Iteration 164Q (466.638991 sec): 3 clusters Score: Raw -18710250.817865 + Penalty 3861.601595 = -18706389.216270 nChanged 48 SP:Iteration 165Q (466.931859 sec): 3 clusters Score: Raw -18710251.472511 + Penalty 3861.601595 = -18706389.870916 nChanged 46 SP:Iteration 166Q (467.220917 sec): 3 clusters Score: Raw -18710252.140568 + Penalty 3861.601595 = -18706390.538972 nChanged 46 SP:Iteration 167Q (467.518070 sec): 3 clusters Score: Raw -18710252.783130 + Penalty 3861.601595 = -18706391.181535 nChanged 51 SP:Iteration 168Q (467.812990 sec): 3 clusters Score: Raw -18710253.598254 + Penalty 3861.601595 = -18706391.996659 nChanged 52 SP:Iteration 169Q (468.107973 sec): 3 clusters Score: Raw -18710254.308888 + Penalty 3861.601595 = -18706392.707293 nChanged 51 SP:Iteration 170Q (468.400864 sec): 3 clusters Score: Raw -18710255.071965 + Penalty 3861.601595 = -18706393.470369 nChanged 63 SP:Iteration 171Q (468.694040 sec): 3 clusters Score: Raw -18710255.885102 + Penalty 3861.601595 = -18706394.283506 nChanged 58 SP:Iteration 172Q (468.968882 sec): 3 clusters Score: Raw -18710256.645590 + Penalty 3861.601595 = -18706395.043994 nChanged 45 SP:Iteration 173Q (469.244810 sec): 3 clusters Score: Raw -18710257.220840 + Penalty 3861.601595 = -18706395.619245 nChanged 53 SP:Iteration 174Q (469.516128 sec): 3 clusters Score: Raw -18710257.859308 + Penalty 3861.601595 = -18706396.257712 nChanged 55 SP:Iteration 175Q (469.793070 sec): 3 clusters Score: Raw -18710258.461576 + Penalty 3861.601595 = -18706396.859981 nChanged 43 SP:Iteration 176Q (470.070996 sec): 3 clusters Score: Raw -18710258.995081 + Penalty 3861.601595 = -18706397.393486 nChanged 47 SP:Iteration 177Q (470.355407 sec): 3 clusters Score: Raw -18710259.530310 + Penalty 3861.601595 = -18706397.928715 nChanged 37 SP:Iteration 178Q (470.640803 sec): 3 clusters Score: Raw -18710259.918491 + Penalty 3861.601595 = -18706398.316896 nChanged 41 SP:Iteration 179Q (470.937655 sec): 3 clusters Score: Raw -18710260.413956 + Penalty 3861.601595 = -18706398.812361 nChanged 42 SP:Iteration 180F (471.212807 sec): 3 clusters Score: Raw -18710260.911655 + Penalty 3861.601595 = -18706399.310060 nChanged 39 SP:Iteration 181Q (471.478556 sec): 3 clusters Score: Raw -18710261.351340 + Penalty 3861.601595 = -18706399.749745 nChanged 39 SP:Iteration 182Q (471.742756 sec): 3 clusters Score: Raw -18710261.707435 + Penalty 3861.601595 = -18706400.105840 nChanged 40 SP:Iteration 183Q (472.007839 sec): 3 clusters Score: Raw -18710262.117443 + Penalty 3861.601595 = -18706400.515848 nChanged 47 SP:Iteration 184Q (472.273125 sec): 3 clusters Score: Raw -18710262.788654 + Penalty 3861.601595 = -18706401.187058 nChanged 58 SP:Iteration 185Q (472.547479 sec): 3 clusters Score: Raw -18710263.625613 + Penalty 3861.601595 = -18706402.024018 nChanged 60 SP:Iteration 186Q (472.819243 sec): 3 clusters Score: Raw -18710264.649887 + Penalty 3861.601595 = -18706403.048292 nChanged 64 SP:Iteration 187Q (473.092118 sec): 3 clusters Score: Raw -18710265.699463 + Penalty 3861.601595 = -18706404.097867 nChanged 70 SP:Iteration 188Q (473.361000 sec): 3 clusters Score: Raw -18710267.065298 + Penalty 3861.601595 = -18706405.463703 nChanged 89 SP:Iteration 189Q (473.632423 sec): 3 clusters Score: Raw -18710269.114209 + Penalty 3861.601595 = -18706407.512613 nChanged 107 SP:Iteration 190Q (473.903454 sec): 3 clusters Score: Raw -18710271.208086 + Penalty 3861.601595 = -18706409.606491 nChanged 95 SP:Iteration 191Q (474.177624 sec): 3 clusters Score: Raw -18710272.981238 + Penalty 3861.601595 = -18706411.379642 nChanged 97 SP:Iteration 192Q (474.448586 sec): 3 clusters Score: Raw -18710274.575093 + Penalty 3861.601595 = -18706412.973498 nChanged 91 SP:Iteration 193Q (474.722914 sec): 3 clusters Score: Raw -18710276.183522 + Penalty 3861.601595 = -18706414.581927 nChanged 108 SP:Iteration 194Q (474.998658 sec): 3 clusters Score: Raw -18710278.459740 + Penalty 3861.601595 = -18706416.858145 nChanged 107 SP:Iteration 195Q (475.275816 sec): 3 clusters Score: Raw -18710280.697416 + Penalty 3861.601595 = -18706419.095821 nChanged 105 SP:Iteration 196Q (475.563484 sec): 3 clusters Score: Raw -18710282.970258 + Penalty 3861.601595 = -18706421.368663 nChanged 110 SP:Iteration 197Q (475.855818 sec): 3 clusters Score: Raw -18710285.753547 + Penalty 3861.601595 = -18706424.151952 nChanged 129 SP:Iteration 198Q (476.147065 sec): 3 clusters Score: Raw -18710289.278865 + Penalty 3861.601595 = -18706427.677270 nChanged 131 SP:Iteration 199Q (476.444203 sec): 3 clusters Score: Raw -18710292.841914 + Penalty 3861.601595 = -18706431.240319 nChanged 128 SP:Iteration 200F (476.729490 sec): 3 clusters Score: Raw -18710296.398037 + Penalty 3861.601595 = -18706434.796442 nChanged 147 SP:Iteration 201Q (477.009630 sec): 3 clusters Score: Raw -18710300.234348 + Penalty 3861.601595 = -18706438.632753 nChanged 150 SP:Iteration 202Q (477.285076 sec): 3 clusters Score: Raw -18710304.289549 + Penalty 3861.601595 = -18706442.687954 nChanged 136 SP:Iteration 203Q (477.556355 sec): 3 clusters Score: Raw -18710307.916634 + Penalty 3861.601595 = -18706446.315039 nChanged 141 SP:Iteration 204Q (477.850651 sec): 3 clusters Score: Raw -18710312.105144 + Penalty 3861.601595 = -18706450.503549 nChanged 158 SP:Iteration 205Q (478.146265 sec): 3 clusters Score: Raw -18710316.238027 + Penalty 3861.601595 = -18706454.636432 nChanged 160 SP:Iteration 206Q (478.435311 sec): 3 clusters Score: Raw -18710320.481520 + Penalty 3861.601595 = -18706458.879925 nChanged 141 SP:Iteration 207Q (478.734122 sec): 3 clusters Score: Raw -18710324.207087 + Penalty 3861.601595 = -18706462.605492 nChanged 159 SP:Iteration 208Q (479.019817 sec): 3 clusters Score: Raw -18710329.115014 + Penalty 3861.601595 = -18706467.513419 nChanged 180 SP:Iteration 209Q (479.309813 sec): 3 clusters Score: Raw -18710333.829027 + Penalty 3861.601595 = -18706472.227432 nChanged 169 SP:Iteration 210Q (479.605915 sec): 3 clusters Score: Raw -18710338.831019 + Penalty 3861.601595 = -18706477.229424 nChanged 179 SP:Iteration 211Q (479.892691 sec): 3 clusters Score: Raw -18710344.790389 + Penalty 3861.601595 = -18706483.188793 nChanged 196 SP:Iteration 212Q (480.178022 sec): 3 clusters Score: Raw -18710351.285051 + Penalty 3861.601595 = -18706489.683455 nChanged 199 SP:Iteration 213Q (480.465655 sec): 3 clusters Score: Raw -18710358.021027 + Penalty 3861.601595 = -18706496.419432 nChanged 223 SP:Iteration 214Q (480.754880 sec): 3 clusters Score: Raw -18710366.369479 + Penalty 3861.601595 = -18706504.767884 nChanged 242 SP:Iteration 215Q (481.030287 sec): 3 clusters Score: Raw -18710376.720451 + Penalty 3861.601595 = -18706515.118856 nChanged 248 SP:Iteration 216Q (481.298920 sec): 3 clusters Score: Raw -18710387.305289 + Penalty 3861.601595 = -18706525.703694 nChanged 248 SP:Iteration 217Q (481.593975 sec): 3 clusters Score: Raw -18710398.191669 + Penalty 3861.601595 = -18706536.590073 nChanged 249 SP:Iteration 218Q (481.887361 sec): 3 clusters Score: Raw -18710409.060406 + Penalty 3861.601595 = -18706547.458810 nChanged 277 SP:Iteration 219Q (482.154658 sec): 3 clusters Score: Raw -18710422.267723 + Penalty 3861.601595 = -18706560.666128 nChanged 280 SP:Iteration 220F (482.428122 sec): 3 clusters Score: Raw -18710436.992306 + Penalty 3861.601595 = -18706575.390711 nChanged 324 SP:Iteration 221Q (482.709273 sec): 3 clusters Score: Raw -18710455.106073 + Penalty 3861.601595 = -18706593.504478 nChanged 347 SP:Iteration 222Q (482.987113 sec): 3 clusters Score: Raw -18710475.909977 + Penalty 3861.601595 = -18706614.308382 nChanged 348 SP:Iteration 223Q (483.255410 sec): 3 clusters Score: Raw -18710500.949957 + Penalty 3861.601595 = -18706639.348361 nChanged 367 SP:Iteration 224Q (483.556580 sec): 3 clusters Score: Raw -18710527.468790 + Penalty 3861.601595 = -18706665.867194 nChanged 427 SP:Iteration 225Q (483.847958 sec): 3 clusters Score: Raw -18710562.503486 + Penalty 3861.601595 = -18706700.901891 nChanged 450 SP:Iteration 226Q (484.126796 sec): 3 clusters Score: Raw -18710607.264833 + Penalty 3861.601595 = -18706745.663237 nChanged 539 SP:Iteration 227Q (484.429411 sec): 3 clusters Score: Raw -18710666.315318 + Penalty 3861.601595 = -18706804.713723 nChanged 605 SP:Iteration 228Q (484.733147 sec): 3 clusters Score: Raw -18710740.217262 + Penalty 3861.601595 = -18706878.615667 nChanged 634 SP:Iteration 229Q (485.036807 sec): 3 clusters Score: Raw -18710824.683575 + Penalty 3861.601595 = -18706963.081980 nChanged 722 SP:Iteration 230Q (485.340500 sec): 3 clusters Score: Raw -18710934.344782 + Penalty 3861.601595 = -18707072.743187 nChanged 826 SP:Iteration 231Q (485.637579 sec): 3 clusters Score: Raw -18711084.255471 + Penalty 3861.601595 = -18707222.653875 nChanged 953 SP:Iteration 232Q (485.954448 sec): 3 clusters Score: Raw -18711303.639932 + Penalty 3861.601595 = -18707442.038337 nChanged 1093 SP:Iteration 233Q (486.268785 sec): 3 clusters Score: Raw -18711585.546337 + Penalty 3861.601595 = -18707723.944742 nChanged 1209 SP:Iteration 234Q (486.561432 sec): 3 clusters Score: Raw -18711933.023343 + Penalty 3861.601595 = -18708071.421748 nChanged 1346 SP:Iteration 235Q (486.857497 sec): 3 clusters Score: Raw -18712389.633692 + Penalty 3861.601595 = -18708528.032097 nChanged 1559 SP:Iteration 236Q (487.151704 sec): 3 clusters Score: Raw -18712995.504740 + Penalty 3861.601595 = -18709133.903145 nChanged 1764 SP:Iteration 237Q (487.433129 sec): 3 clusters Score: Raw -18713716.236571 + Penalty 3861.601595 = -18709854.634975 nChanged 1814 SP:Iteration 238Q (487.725552 sec): 3 clusters Score: Raw -18714456.642591 + Penalty 3861.601595 = -18710595.040996 nChanged 1790 SP:Iteration 239Q (488.005063 sec): 3 clusters Score: Raw -18715172.325815 + Penalty 3861.601595 = -18711310.724220 nChanged 1740 SP:Iteration 240F (488.287865 sec): 3 clusters Score: Raw -18715797.911648 + Penalty 3861.601595 = -18711936.310053 nChanged 1634 SP:Iteration 241Q (488.573857 sec): 3 clusters Score: Raw -18716299.855475 + Penalty 3861.601595 = -18712438.253880 nChanged 1474 SP:Iteration 242Q (488.867823 sec): 3 clusters Score: Raw -18716654.303660 + Penalty 3861.601595 = -18712792.702065 nChanged 1204 SP:Iteration 243Q (489.157628 sec): 3 clusters Score: Raw -18716878.227729 + Penalty 3861.601595 = -18713016.626134 nChanged 984 SP:Iteration 244Q (489.439287 sec): 3 clusters Score: Raw -18717024.356262 + Penalty 3861.601595 = -18713162.754667 nChanged 847 SP:Iteration 245Q (489.729532 sec): 3 clusters Score: Raw -18717135.792736 + Penalty 3861.601595 = -18713274.191141 nChanged 805 SP:Iteration 246Q (490.018337 sec): 3 clusters Score: Raw -18717230.612503 + Penalty 3861.601595 = -18713369.010907 nChanged 749 SP:Iteration 247Q (490.295792 sec): 3 clusters Score: Raw -18717312.464251 + Penalty 3861.601595 = -18713450.862656 nChanged 702 SP:Iteration 248Q (490.582515 sec): 3 clusters Score: Raw -18717383.575192 + Penalty 3861.601595 = -18713521.973597 nChanged 602 SP:Iteration 249Q (490.874048 sec): 3 clusters Score: Raw -18717441.023383 + Penalty 3861.601595 = -18713579.421788 nChanged 565 SP:Iteration 250Q (491.152829 sec): 3 clusters Score: Raw -18717492.095746 + Penalty 3861.601595 = -18713630.494151 nChanged 504 SP:Iteration 251Q (491.435493 sec): 3 clusters Score: Raw -18717530.134723 + Penalty 3861.601595 = -18713668.533128 nChanged 457 SP:Iteration 252Q (491.723241 sec): 3 clusters Score: Raw -18717559.964400 + Penalty 3861.601595 = -18713698.362805 nChanged 384 SP:Iteration 253Q (492.005031 sec): 3 clusters Score: Raw -18717583.764882 + Penalty 3861.601595 = -18713722.163287 nChanged 373 SP:Iteration 254Q (492.278656 sec): 3 clusters Score: Raw -18717605.951963 + Penalty 3861.601595 = -18713744.350368 nChanged 385 SP:Iteration 255Q (492.554273 sec): 3 clusters Score: Raw -18717631.603214 + Penalty 3861.601595 = -18713770.001619 nChanged 413 SP:Iteration 256Q (492.840332 sec): 3 clusters Score: Raw -18717659.187551 + Penalty 3861.601595 = -18713797.585956 nChanged 398 SP:Iteration 257Q (493.115281 sec): 3 clusters Score: Raw -18717684.362538 + Penalty 3861.601595 = -18713822.760943 nChanged 379 SP:Iteration 258Q (493.394961 sec): 3 clusters Score: Raw -18717707.504880 + Penalty 3861.601595 = -18713845.903284 nChanged 363 SP:Iteration 259Q (493.673721 sec): 3 clusters Score: Raw -18717728.716055 + Penalty 3861.601595 = -18713867.114460 nChanged 345 SP:Iteration 260F (493.953082 sec): 3 clusters Score: Raw -18717749.215303 + Penalty 3861.601595 = -18713887.613708 nChanged 363 SP:Iteration 261Q (494.233400 sec): 3 clusters Score: Raw -18717770.185234 + Penalty 3861.601595 = -18713908.583639 nChanged 349 SP:Iteration 262Q (494.511887 sec): 3 clusters Score: Raw -18717788.763072 + Penalty 3861.601595 = -18713927.161477 nChanged 313 SP:Iteration 263Q (494.797865 sec): 3 clusters Score: Raw -18717803.718605 + Penalty 3861.601595 = -18713942.117010 nChanged 271 SP:Iteration 264Q (495.084445 sec): 3 clusters Score: Raw -18717816.915588 + Penalty 3861.601595 = -18713955.313993 nChanged 294 SP:Iteration 265Q (495.360155 sec): 3 clusters Score: Raw -18717831.351910 + Penalty 3861.601595 = -18713969.750315 nChanged 279 SP:Iteration 266Q (495.632693 sec): 3 clusters Score: Raw -18717844.493747 + Penalty 3861.601595 = -18713982.892151 nChanged 275 SP:Iteration 267Q (495.899864 sec): 3 clusters Score: Raw -18717857.090522 + Penalty 3861.601595 = -18713995.488927 nChanged 270 SP:Iteration 268Q (496.190040 sec): 3 clusters Score: Raw -18717869.315581 + Penalty 3861.601595 = -18714007.713985 nChanged 263 SP:Iteration 269Q (496.454015 sec): 3 clusters Score: Raw -18717881.406112 + Penalty 3861.601595 = -18714019.804517 nChanged 248 SP:Iteration 270Q (496.737651 sec): 3 clusters Score: Raw -18717892.922781 + Penalty 3861.601595 = -18714031.321186 nChanged 239 SP:Iteration 271Q (497.013721 sec): 3 clusters Score: Raw -18717902.700338 + Penalty 3861.601595 = -18714041.098742 nChanged 221 SP:Iteration 272Q (497.293079 sec): 3 clusters Score: Raw -18717911.490161 + Penalty 3861.601595 = -18714049.888566 nChanged 223 SP:Iteration 273Q (497.573707 sec): 3 clusters Score: Raw -18717921.046009 + Penalty 3861.601595 = -18714059.444414 nChanged 228 SP:Iteration 274Q (497.847297 sec): 3 clusters Score: Raw -18717930.816577 + Penalty 3861.601595 = -18714069.214982 nChanged 227 SP:Iteration 275Q (498.125789 sec): 3 clusters Score: Raw -18717940.325581 + Penalty 3861.601595 = -18714078.723986 nChanged 209 SP:Iteration 276Q (498.407150 sec): 3 clusters Score: Raw -18717948.225186 + Penalty 3861.601595 = -18714086.623591 nChanged 190 SP:Iteration 277Q (498.682698 sec): 3 clusters Score: Raw -18717955.919900 + Penalty 3861.601595 = -18714094.318305 nChanged 197 SP:Iteration 278Q (498.955952 sec): 3 clusters Score: Raw -18717963.866626 + Penalty 3861.601595 = -18714102.265031 nChanged 202 SP:Iteration 279Q (499.239432 sec): 3 clusters Score: Raw -18717972.476127 + Penalty 3861.601595 = -18714110.874532 nChanged 178 SP:Iteration 280F (499.502809 sec): 3 clusters Score: Raw -18717979.587533 + Penalty 3861.601595 = -18714117.985938 nChanged 184 SP:Iteration 281Q (499.765196 sec): 3 clusters Score: Raw -18717986.727501 + Penalty 3861.601595 = -18714125.125906 nChanged 165 SP:Iteration 282Q (500.029059 sec): 3 clusters Score: Raw -18717991.976098 + Penalty 3861.601595 = -18714130.374503 nChanged 136 SP:Iteration 283Q (500.291169 sec): 3 clusters Score: Raw -18717995.796367 + Penalty 3861.601595 = -18714134.194771 nChanged 129 SP:Iteration 284Q (500.569954 sec): 3 clusters Score: Raw -18718000.136013 + Penalty 3861.601595 = -18714138.534417 nChanged 136 SP:Iteration 285Q (500.842760 sec): 3 clusters Score: Raw -18718004.382561 + Penalty 3861.601595 = -18714142.780966 nChanged 118 SP:Iteration 286Q (501.104778 sec): 3 clusters Score: Raw -18718007.852279 + Penalty 3861.601595 = -18714146.250684 nChanged 109 SP:Iteration 287Q (501.389616 sec): 3 clusters Score: Raw -18718010.887045 + Penalty 3861.601595 = -18714149.285450 nChanged 99 SP:Iteration 288Q (501.656117 sec): 3 clusters Score: Raw -18718013.296618 + Penalty 3861.601595 = -18714151.695023 nChanged 92 SP:Iteration 289Q (501.899256 sec): 3 clusters Score: Raw -18718015.227022 + Penalty 3861.601595 = -18714153.625427 nChanged 69 SP:Iteration 290Q (502.158661 sec): 3 clusters Score: Raw -18718016.789331 + Penalty 3861.601595 = -18714155.187736 nChanged 74 SP:Iteration 291Q (502.418107 sec): 3 clusters Score: Raw -18718018.382936 + Penalty 3861.601595 = -18714156.781341 nChanged 71 SP:Iteration 292Q (502.676696 sec): 3 clusters Score: Raw -18718019.855909 + Penalty 3861.601595 = -18714158.254314 nChanged 66 SP:Iteration 293Q (502.921340 sec): 3 clusters Score: Raw -18718021.019108 + Penalty 3861.601595 = -18714159.417512 nChanged 64 SP:Iteration 294Q (503.179918 sec): 3 clusters Score: Raw -18718022.147100 + Penalty 3861.601595 = -18714160.545505 nChanged 60 SP:Iteration 295Q (503.439543 sec): 3 clusters Score: Raw -18718023.269394 + Penalty 3861.601595 = -18714161.667799 nChanged 65 SP:Iteration 296Q (503.699003 sec): 3 clusters Score: Raw -18718024.367492 + Penalty 3861.601595 = -18714162.765897 nChanged 49 SP:Iteration 297Q (503.938909 sec): 3 clusters Score: Raw -18718025.333627 + Penalty 3861.601595 = -18714163.732032 nChanged 58 SP:Iteration 298Q (504.197740 sec): 3 clusters Score: Raw -18718026.715811 + Penalty 3861.601595 = -18714165.114216 nChanged 63 SP:Iteration 299Q (504.457218 sec): 3 clusters Score: Raw -18718028.086306 + Penalty 3861.601595 = -18714166.484711 nChanged 56 SP:Iteration 300F (504.724453 sec): 3 clusters Score: Raw -18718029.050457 + Penalty 3861.601595 = -18714167.448862 nChanged 48 SP:Iteration 301Q (504.983431 sec): 3 clusters Score: Raw -18718029.888221 + Penalty 3861.601595 = -18714168.286626 nChanged 49 SP:Iteration 302Q (505.242220 sec): 3 clusters Score: Raw -18718030.749318 + Penalty 3861.601595 = -18714169.147723 nChanged 42 SP:Iteration 303Q (505.502751 sec): 3 clusters Score: Raw -18718031.447750 + Penalty 3861.601595 = -18714169.846154 nChanged 36 SP:Iteration 304Q (505.747677 sec): 3 clusters Score: Raw -18718032.071171 + Penalty 3861.601595 = -18714170.469576 nChanged 37 SP:Iteration 305Q (506.023723 sec): 3 clusters Score: Raw -18718032.878677 + Penalty 3861.601595 = -18714171.277082 nChanged 47 SP:Iteration 306Q (506.301418 sec): 3 clusters Score: Raw -18718033.861262 + Penalty 3861.601595 = -18714172.259667 nChanged 47 SP:Iteration 307Q (506.571780 sec): 3 clusters Score: Raw -18718034.747877 + Penalty 3861.601595 = -18714173.146282 nChanged 39 SP:Iteration 308Q (506.846242 sec): 3 clusters Score: Raw -18718035.344149 + Penalty 3861.601595 = -18714173.742553 nChanged 44 SP:Iteration 309Q (507.123304 sec): 3 clusters Score: Raw -18718036.064448 + Penalty 3861.601595 = -18714174.462853 nChanged 44 SP:Iteration 310Q (507.379717 sec): 3 clusters Score: Raw -18718036.760222 + Penalty 3861.601595 = -18714175.158626 nChanged 31 SP:Iteration 311Q (507.655666 sec): 3 clusters Score: Raw -18718037.158132 + Penalty 3861.601595 = -18714175.556537 nChanged 25 SP:Iteration 312Q (507.937130 sec): 3 clusters Score: Raw -18718037.496802 + Penalty 3861.601595 = -18714175.895207 nChanged 18 SP:Iteration 313Q (508.212584 sec): 3 clusters Score: Raw -18718037.754957 + Penalty 3861.601595 = -18714176.153362 nChanged 25 SP:Iteration 314Q (508.491900 sec): 3 clusters Score: Raw -18718038.092149 + Penalty 3861.601595 = -18714176.490554 nChanged 25 SP:Iteration 315Q (508.765771 sec): 3 clusters Score: Raw -18718038.357065 + Penalty 3861.601595 = -18714176.755470 nChanged 22 SP:Iteration 316Q (509.044130 sec): 3 clusters Score: Raw -18718038.706746 + Penalty 3861.601595 = -18714177.105151 nChanged 25 SP:Iteration 317Q (509.317548 sec): 3 clusters Score: Raw -18718039.077372 + Penalty 3861.601595 = -18714177.475777 nChanged 31 SP:Iteration 318Q (509.588008 sec): 3 clusters Score: Raw -18718039.514323 + Penalty 3861.601595 = -18714177.912727 nChanged 36 SP:Iteration 319Q (509.872539 sec): 3 clusters Score: Raw -18718040.074644 + Penalty 3861.601595 = -18714178.473049 nChanged 34 SP:Iteration 320F (510.158373 sec): 3 clusters Score: Raw -18718040.576223 + Penalty 3861.601595 = -18714178.974627 nChanged 28 SP:Iteration 321Q (510.420114 sec): 3 clusters Score: Raw -18718040.925023 + Penalty 3861.601595 = -18714179.323428 nChanged 23 SP:Iteration 322Q (510.693100 sec): 3 clusters Score: Raw -18718041.162403 + Penalty 3861.601595 = -18714179.560807 nChanged 20 SP:Iteration 323Q (510.966390 sec): 3 clusters Score: Raw -18718041.449048 + Penalty 3861.601595 = -18714179.847453 nChanged 24 SP:Iteration 324Q (511.247211 sec): 3 clusters Score: Raw -18718041.823158 + Penalty 3861.601595 = -18714180.221563 nChanged 21 SP:Iteration 325Q (511.528531 sec): 3 clusters Score: Raw -18718042.054234 + Penalty 3861.601595 = -18714180.452639 nChanged 14 SP:Iteration 326Q (511.795878 sec): 3 clusters Score: Raw -18718042.278243 + Penalty 3861.601595 = -18714180.676648 nChanged 12 SP:Iteration 327Q (512.064699 sec): 3 clusters Score: Raw -18718042.449967 + Penalty 3861.601595 = -18714180.848372 nChanged 16 SP:Iteration 328Q (512.332832 sec): 3 clusters Score: Raw -18718042.615180 + Penalty 3861.601595 = -18714181.013585 nChanged 8 SP:Iteration 329Q (512.613968 sec): 3 clusters Score: Raw -18718042.691609 + Penalty 3861.601595 = -18714181.090013 nChanged 11 SP:Iteration 330Q (512.891804 sec): 3 clusters Score: Raw -18718042.784988 + Penalty 3861.601595 = -18714181.183393 nChanged 10 SP:Iteration 331Q (513.169053 sec): 3 clusters Score: Raw -18718042.928714 + Penalty 3861.601595 = -18714181.327119 nChanged 16 SP:Iteration 332Q (513.438959 sec): 3 clusters Score: Raw -18718043.151974 + Penalty 3861.601595 = -18714181.550379 nChanged 23 SP:Iteration 333Q (513.710847 sec): 3 clusters Score: Raw -18718043.509111 + Penalty 3861.601595 = -18714181.907516 nChanged 27 SP:Iteration 334Q (513.989904 sec): 3 clusters Score: Raw -18718043.910793 + Penalty 3861.601595 = -18714182.309197 nChanged 21 SP:Iteration 335Q (514.268762 sec): 3 clusters Score: Raw -18718044.193744 + Penalty 3861.601595 = -18714182.592149 nChanged 18 SP:Iteration 336Q (514.546663 sec): 3 clusters Score: Raw -18718044.495849 + Penalty 3861.601595 = -18714182.894254 nChanged 24 SP:Iteration 337Q (514.804923 sec): 3 clusters Score: Raw -18718044.876459 + Penalty 3861.601595 = -18714183.274863 nChanged 30 SP:Iteration 338Q (515.060099 sec): 3 clusters Score: Raw -18718045.387267 + Penalty 3861.601595 = -18714183.785672 nChanged 34 SP:Iteration 339Q (515.322096 sec): 3 clusters Score: Raw -18718045.846706 + Penalty 3861.601595 = -18714184.245111 nChanged 25 SP:Iteration 340F (515.581752 sec): 3 clusters Score: Raw -18718046.186120 + Penalty 3861.601595 = -18714184.584525 nChanged 28 SP:Iteration 341Q (515.852036 sec): 3 clusters Score: Raw -18718046.659634 + Penalty 3861.601595 = -18714185.058039 nChanged 43 SP:Iteration 342Q (516.120011 sec): 3 clusters Score: Raw -18718047.437601 + Penalty 3861.601595 = -18714185.836005 nChanged 34 SP:Iteration 343Q (516.394328 sec): 3 clusters Score: Raw -18718048.075898 + Penalty 3861.601595 = -18714186.474303 nChanged 43 SP:Iteration 344Q (516.676779 sec): 3 clusters Score: Raw -18718048.885907 + Penalty 3861.601595 = -18714187.284311 nChanged 40 SP:Iteration 345Q (516.941615 sec): 3 clusters Score: Raw -18718049.687468 + Penalty 3861.601595 = -18714188.085873 nChanged 39 SP:Iteration 346Q (517.201200 sec): 3 clusters Score: Raw -18718050.495258 + Penalty 3861.601595 = -18714188.893663 nChanged 43 SP:Iteration 347Q (517.459575 sec): 3 clusters Score: Raw -18718051.145591 + Penalty 3861.601595 = -18714189.543995 nChanged 41 SP:Iteration 348Q (517.717721 sec): 3 clusters Score: Raw -18718051.795123 + Penalty 3861.601595 = -18714190.193528 nChanged 34 SP:Iteration 349Q (517.967566 sec): 3 clusters Score: Raw -18718052.202412 + Penalty 3861.601595 = -18714190.600817 nChanged 22 SP:Iteration 350Q (518.226251 sec): 3 clusters Score: Raw -18718052.444262 + Penalty 3861.601595 = -18714190.842667 nChanged 24 SP:Iteration 351Q (518.483744 sec): 3 clusters Score: Raw -18718052.773515 + Penalty 3861.601595 = -18714191.171920 nChanged 29 SP:Iteration 352Q (518.742276 sec): 3 clusters Score: Raw -18718053.089967 + Penalty 3861.601595 = -18714191.488372 nChanged 22 SP:Iteration 353Q (518.992063 sec): 3 clusters Score: Raw -18718053.394356 + Penalty 3861.601595 = -18714191.792761 nChanged 22 SP:Iteration 354Q (519.249135 sec): 3 clusters Score: Raw -18718053.715164 + Penalty 3861.601595 = -18714192.113568 nChanged 31 SP:Iteration 355Q (519.507345 sec): 3 clusters Score: Raw -18718054.136756 + Penalty 3861.601595 = -18714192.535161 nChanged 23 SP:Iteration 356Q (519.753275 sec): 3 clusters Score: Raw -18718054.413488 + Penalty 3861.601595 = -18714192.811893 nChanged 18 SP:Iteration 357Q (520.000499 sec): 3 clusters Score: Raw -18718054.621428 + Penalty 3861.601595 = -18714193.019833 nChanged 16 SP:Iteration 358Q (520.256893 sec): 3 clusters Score: Raw -18718054.762218 + Penalty 3861.601595 = -18714193.160622 nChanged 9 SP:Iteration 359Q (520.515748 sec): 3 clusters Score: Raw -18718054.833874 + Penalty 3861.601595 = -18714193.232279 nChanged 10 SP:Iteration 360F (520.784134 sec): 3 clusters Score: Raw -18718054.891533 + Penalty 3861.601595 = -18714193.289938 nChanged 13 SP:Iteration 361Q (521.035859 sec): 3 clusters Score: Raw -18718055.019071 + Penalty 3861.601595 = -18714193.417476 nChanged 12 SP:Iteration 362Q (521.308875 sec): 3 clusters Score: Raw -18718055.157586 + Penalty 3861.601595 = -18714193.555991 nChanged 5 SP:Iteration 363Q (521.600439 sec): 3 clusters Score: Raw -18718055.200967 + Penalty 3861.601595 = -18714193.599372 nChanged 5 SP:Iteration 364Q (521.886357 sec): 3 clusters Score: Raw -18718055.267777 + Penalty 3861.601595 = -18714193.666182 nChanged 6 SP:Iteration 365Q (522.159869 sec): 3 clusters Score: Raw -18718055.329068 + Penalty 3861.601595 = -18714193.727473 nChanged 9 SP:Iteration 366Q (522.437999 sec): 3 clusters Score: Raw -18718055.389309 + Penalty 3861.601595 = -18714193.787714 nChanged 4 SP:Iteration 367Q (522.713559 sec): 3 clusters Score: Raw -18718055.425327 + Penalty 3861.601595 = -18714193.823732 nChanged 4 SP:Iteration 368Q (522.985235 sec): 3 clusters Score: Raw -18718055.469525 + Penalty 3861.601595 = -18714193.867930 nChanged 5 SP:Iteration 369Q (523.264773 sec): 3 clusters Score: Raw -18718055.535091 + Penalty 3861.601595 = -18714193.933496 nChanged 6 SP:Iteration 370Q (523.539355 sec): 3 clusters Score: Raw -18718055.603711 + Penalty 3861.601595 = -18714194.002116 nChanged 3 SP:Iteration 371Q (523.812411 sec): 3 clusters Score: Raw -18718055.620935 + Penalty 3861.601595 = -18714194.019339 nChanged 1 SP:Iteration 372Q (524.080654 sec): 3 clusters Score: Raw -18718055.625429 + Penalty 3861.601595 = -18714194.023834 nChanged 0 SP:Iteration 373F (524.366547 sec): 3 clusters Score: Raw -18718055.625429 + Penalty 3861.601595 = -18714194.023834 nChanged 0 Trying to split cluster 14 (12311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (524.418820 sec): 2 clusters Score: Raw -1503277.580904 + Penalty 1530.465373 = -1501747.115531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (524.488853 sec): 3 clusters Score: Raw -1496300.150685 + Penalty 3060.930746 = -1493239.219938 nChanged 5334 SP:Iteration 1F (524.547486 sec): 3 clusters Score: Raw -1499468.998280 + Penalty 3060.930746 = -1496408.067533 nChanged 893 SP:Iteration 2F (524.614194 sec): 3 clusters Score: Raw -1500137.223591 + Penalty 3060.930746 = -1497076.292844 nChanged 1002 SP:Iteration 3F (524.682139 sec): 3 clusters Score: Raw -1501070.737619 + Penalty 3060.930746 = -1498009.806873 nChanged 1029 SP:Iteration 4F (524.752522 sec): 3 clusters Score: Raw -1502191.980846 + Penalty 3060.930746 = -1499131.050100 nChanged 1029 SP:Iteration 5F (524.821042 sec): 3 clusters Score: Raw -1503393.194104 + Penalty 3060.930746 = -1500332.263358 nChanged 841 SP:Iteration 6F (524.898183 sec): 3 clusters Score: Raw -1504128.940052 + Penalty 3060.930746 = -1501068.009305 nChanged 553 SP:Iteration 7Q (524.958850 sec): 3 clusters Score: Raw -1504440.355070 + Penalty 3060.930746 = -1501379.424324 nChanged 333 SP:Iteration 8Q (525.026689 sec): 3 clusters Score: Raw -1504603.046974 + Penalty 3060.930746 = -1501542.116227 nChanged 218 SP:Iteration 9Q (525.106079 sec): 3 clusters Score: Raw -1504690.610011 + Penalty 3060.930746 = -1501629.679265 nChanged 168 SP:Iteration 10Q (525.167847 sec): 3 clusters Score: Raw -1504745.132912 + Penalty 3060.930746 = -1501684.202166 nChanged 126 SP:Iteration 11Q (525.230366 sec): 3 clusters Score: Raw -1504782.335555 + Penalty 3060.930746 = -1501721.404808 nChanged 106 SP:Iteration 12Q (525.294800 sec): 3 clusters Score: Raw -1504815.634262 + Penalty 3060.930746 = -1501754.703515 nChanged 96 SP:Iteration 13Q (525.358805 sec): 3 clusters Score: Raw -1504844.953577 + Penalty 3060.930746 = -1501784.022830 nChanged 82 SP:Iteration 14Q (525.425268 sec): 3 clusters Score: Raw -1504869.887115 + Penalty 3060.930746 = -1501808.956368 nChanged 87 SP:Iteration 15Q (525.493663 sec): 3 clusters Score: Raw -1504898.505633 + Penalty 3060.930746 = -1501837.574886 nChanged 86 SP:Iteration 16Q (525.561142 sec): 3 clusters Score: Raw -1504930.730920 + Penalty 3060.930746 = -1501869.800173 nChanged 87 SP:Iteration 17Q (525.619011 sec): 3 clusters Score: Raw -1504976.884147 + Penalty 3060.930746 = -1501915.953400 nChanged 78 SP:Iteration 18Q (525.685259 sec): 3 clusters Score: Raw -1504999.706342 + Penalty 3060.930746 = -1501938.775596 nChanged 69 SP:Iteration 19Q (525.751794 sec): 3 clusters Score: Raw -1505014.175198 + Penalty 3060.930746 = -1501953.244452 nChanged 52 SP:Iteration 20F (525.829408 sec): 3 clusters Score: Raw -1505022.996814 + Penalty 3060.930746 = -1501962.066068 nChanged 32 SP:Iteration 21Q (525.896244 sec): 3 clusters Score: Raw -1505027.946206 + Penalty 3060.930746 = -1501967.015460 nChanged 24 SP:Iteration 22Q (525.951736 sec): 3 clusters Score: Raw -1505030.778592 + Penalty 3060.930746 = -1501969.847846 nChanged 18 SP:Iteration 23Q (526.025295 sec): 3 clusters Score: Raw -1505032.634235 + Penalty 3060.930746 = -1501971.703489 nChanged 11 SP:Iteration 24Q (526.087754 sec): 3 clusters Score: Raw -1505034.378429 + Penalty 3060.930746 = -1501973.447682 nChanged 11 SP:Iteration 25Q (526.147308 sec): 3 clusters Score: Raw -1505036.182071 + Penalty 3060.930746 = -1501975.251325 nChanged 7 SP:Iteration 26Q (526.203137 sec): 3 clusters Score: Raw -1505036.853432 + Penalty 3060.930746 = -1501975.922685 nChanged 1 SP:Iteration 27Q (526.264797 sec): 3 clusters Score: Raw -1505036.905934 + Penalty 3060.930746 = -1501975.975188 nChanged 0 SP:Iteration 28F (526.335961 sec): 3 clusters Score: Raw -1505036.905934 + Penalty 3060.930746 = -1501975.975188 nChanged 0 Score: Raw -132070866.622202 + Penalty 67600.934704 = -132003265.687498 Splitting cluster 14 changes total score from -131873714.615542 to -132003265.687498 So it's getting split into cluster 30. Trying to split cluster 15 (50285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.934202 sec): 2 clusters Score: Raw -6392740.587046 + Penalty 1759.137591 = -6390981.449454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (546.066602 sec): 3 clusters Score: Raw -6361115.300757 + Penalty 3518.275183 = -6357597.025575 nChanged 23424 SP:Iteration 1F (546.192254 sec): 3 clusters Score: Raw -6376391.426061 + Penalty 3518.275183 = -6372873.150879 nChanged 3712 SP:Iteration 2F (546.319314 sec): 3 clusters Score: Raw -6380382.989594 + Penalty 3518.275183 = -6376864.714411 nChanged 4583 SP:Iteration 3F (546.447123 sec): 3 clusters Score: Raw -6385467.287847 + Penalty 3518.275183 = -6381949.012664 nChanged 4781 SP:Iteration 4F (546.573591 sec): 3 clusters Score: Raw -6390285.993298 + Penalty 3518.275183 = -6386767.718115 nChanged 4166 SP:Iteration 5F (546.689364 sec): 3 clusters Score: Raw -6393649.719942 + Penalty 3518.275183 = -6390131.444760 nChanged 3078 SP:Iteration 6F (546.812577 sec): 3 clusters Score: Raw -6395817.084278 + Penalty 3518.275183 = -6392298.809095 nChanged 2289 SP:Iteration 7Q (546.936885 sec): 3 clusters Score: Raw -6397099.392500 + Penalty 3518.275183 = -6393581.117317 nChanged 1577 SP:Iteration 8Q (547.065177 sec): 3 clusters Score: Raw -6397800.786303 + Penalty 3518.275183 = -6394282.511120 nChanged 1271 SP:Iteration 9Q (547.182075 sec): 3 clusters Score: Raw -6398370.187632 + Penalty 3518.275183 = -6394851.912449 nChanged 1185 SP:Iteration 10Q (547.309943 sec): 3 clusters Score: Raw -6399070.917157 + Penalty 3518.275183 = -6395552.641974 nChanged 1271 SP:Iteration 11Q (547.427745 sec): 3 clusters Score: Raw -6400116.232786 + Penalty 3518.275183 = -6396597.957604 nChanged 1436 SP:Iteration 12Q (547.551247 sec): 3 clusters Score: Raw -6401641.595447 + Penalty 3518.275183 = -6398123.320265 nChanged 1500 SP:Iteration 13Q (547.675546 sec): 3 clusters Score: Raw -6402983.649076 + Penalty 3518.275183 = -6399465.373894 nChanged 1147 SP:Iteration 14Q (547.798709 sec): 3 clusters Score: Raw -6403543.142911 + Penalty 3518.275183 = -6400024.867728 nChanged 700 SP:Iteration 15Q (547.918142 sec): 3 clusters Score: Raw -6403720.567076 + Penalty 3518.275183 = -6400202.291893 nChanged 400 SP:Iteration 16Q (548.031332 sec): 3 clusters Score: Raw -6403802.662991 + Penalty 3518.275183 = -6400284.387808 nChanged 252 SP:Iteration 17Q (548.151504 sec): 3 clusters Score: Raw -6403851.619400 + Penalty 3518.275183 = -6400333.344218 nChanged 169 SP:Iteration 18Q (548.273086 sec): 3 clusters Score: Raw -6403892.808471 + Penalty 3518.275183 = -6400374.533288 nChanged 158 SP:Iteration 19Q (548.396414 sec): 3 clusters Score: Raw -6403930.880841 + Penalty 3518.275183 = -6400412.605658 nChanged 164 SP:Iteration 20F (548.518117 sec): 3 clusters Score: Raw -6403970.356730 + Penalty 3518.275183 = -6400452.081548 nChanged 173 SP:Iteration 21Q (548.638355 sec): 3 clusters Score: Raw -6404005.109804 + Penalty 3518.275183 = -6400486.834622 nChanged 161 SP:Iteration 22Q (548.762256 sec): 3 clusters Score: Raw -6404044.538232 + Penalty 3518.275183 = -6400526.263049 nChanged 171 SP:Iteration 23Q (548.887564 sec): 3 clusters Score: Raw -6404089.337881 + Penalty 3518.275183 = -6400571.062698 nChanged 183 SP:Iteration 24Q (549.017620 sec): 3 clusters Score: Raw -6404135.786771 + Penalty 3518.275183 = -6400617.511588 nChanged 220 SP:Iteration 25Q (549.137623 sec): 3 clusters Score: Raw -6404197.478313 + Penalty 3518.275183 = -6400679.203131 nChanged 220 SP:Iteration 26Q (549.263175 sec): 3 clusters Score: Raw -6404259.299835 + Penalty 3518.275183 = -6400741.024653 nChanged 214 SP:Iteration 27Q (549.399225 sec): 3 clusters Score: Raw -6404310.164896 + Penalty 3518.275183 = -6400791.889714 nChanged 205 SP:Iteration 28Q (549.518321 sec): 3 clusters Score: Raw -6404355.203876 + Penalty 3518.275183 = -6400836.928693 nChanged 180 SP:Iteration 29Q (549.652270 sec): 3 clusters Score: Raw -6404388.396493 + Penalty 3518.275183 = -6400870.121310 nChanged 144 SP:Iteration 30Q (549.782824 sec): 3 clusters Score: Raw -6404411.008153 + Penalty 3518.275183 = -6400892.732971 nChanged 129 SP:Iteration 31Q (549.910489 sec): 3 clusters Score: Raw -6404429.970546 + Penalty 3518.275183 = -6400911.695363 nChanged 113 SP:Iteration 32Q (550.035123 sec): 3 clusters Score: Raw -6404448.893816 + Penalty 3518.275183 = -6400930.618634 nChanged 114 SP:Iteration 33Q (550.162555 sec): 3 clusters Score: Raw -6404465.577392 + Penalty 3518.275183 = -6400947.302210 nChanged 97 SP:Iteration 34Q (550.279465 sec): 3 clusters Score: Raw -6404476.052971 + Penalty 3518.275183 = -6400957.777788 nChanged 96 SP:Iteration 35Q (550.404876 sec): 3 clusters Score: Raw -6404485.141176 + Penalty 3518.275183 = -6400966.865993 nChanged 80 SP:Iteration 36Q (550.538561 sec): 3 clusters Score: Raw -6404490.890820 + Penalty 3518.275183 = -6400972.615637 nChanged 64 SP:Iteration 37Q (550.656214 sec): 3 clusters Score: Raw -6404494.950592 + Penalty 3518.275183 = -6400976.675409 nChanged 43 SP:Iteration 38Q (550.771217 sec): 3 clusters Score: Raw -6404497.132398 + Penalty 3518.275183 = -6400978.857215 nChanged 23 SP:Iteration 39Q (550.890545 sec): 3 clusters Score: Raw -6404498.329940 + Penalty 3518.275183 = -6400980.054757 nChanged 24 SP:Iteration 40F (551.022482 sec): 3 clusters Score: Raw -6404499.301178 + Penalty 3518.275183 = -6400981.025996 nChanged 16 SP:Iteration 41Q (551.141136 sec): 3 clusters Score: Raw -6404500.152319 + Penalty 3518.275183 = -6400981.877137 nChanged 18 SP:Iteration 42Q (551.268071 sec): 3 clusters Score: Raw -6404500.659305 + Penalty 3518.275183 = -6400982.384122 nChanged 14 SP:Iteration 43Q (551.401064 sec): 3 clusters Score: Raw -6404501.061426 + Penalty 3518.275183 = -6400982.786244 nChanged 6 SP:Iteration 44Q (551.528401 sec): 3 clusters Score: Raw -6404501.152537 + Penalty 3518.275183 = -6400982.877354 nChanged 4 SP:Iteration 45Q (551.655746 sec): 3 clusters Score: Raw -6404501.212181 + Penalty 3518.275183 = -6400982.936998 nChanged 3 SP:Iteration 46Q (551.781268 sec): 3 clusters Score: Raw -6404501.251639 + Penalty 3518.275183 = -6400982.976457 nChanged 0 SP:Iteration 47F (551.909427 sec): 3 clusters Score: Raw -6404501.251639 + Penalty 3518.275183 = -6400982.976457 nChanged 0 Score: Raw -132082627.286796 + Penalty 69854.299194 = -132012772.987601 Splitting cluster 15 changes total score from -131873714.615542 to -132012772.987601 So it's getting split into cluster 31. Trying to split cluster 16 (285771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (572.784979 sec): 2 clusters Score: Raw -36866342.502411 + Penalty 2041.478736 = -36864301.023674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (573.275029 sec): 3 clusters Score: Raw -36675996.333943 + Penalty 4082.957473 = -36671913.376470 nChanged 139010 SP:Iteration 1F (573.751304 sec): 3 clusters Score: Raw -36760989.260822 + Penalty 4082.957473 = -36756906.303349 nChanged 12959 SP:Iteration 2Q (574.265492 sec): 3 clusters Score: Raw -36765896.945716 + Penalty 4082.957473 = -36761813.988243 nChanged 15546 SP:Iteration 3F (574.751525 sec): 3 clusters Score: Raw -36773507.521580 + Penalty 4082.957473 = -36769424.564107 nChanged 18392 SP:Iteration 4F (575.236360 sec): 3 clusters Score: Raw -36784305.885567 + Penalty 4082.957473 = -36780222.928094 nChanged 19918 SP:Iteration 5F (575.706387 sec): 3 clusters Score: Raw -36797369.178343 + Penalty 4082.957473 = -36793286.220870 nChanged 19647 SP:Iteration 6F (576.169618 sec): 3 clusters Score: Raw -36811492.436582 + Penalty 4082.957473 = -36807409.479109 nChanged 17195 SP:Iteration 7F (576.696327 sec): 3 clusters Score: Raw -36824818.769583 + Penalty 4082.957473 = -36820735.812110 nChanged 13463 SP:Iteration 8Q (577.247959 sec): 3 clusters Score: Raw -36835267.139508 + Penalty 4082.957473 = -36831184.182035 nChanged 10079 SP:Iteration 9Q (577.787261 sec): 3 clusters Score: Raw -36842050.756000 + Penalty 4082.957473 = -36837967.798528 nChanged 7272 SP:Iteration 10Q (578.311757 sec): 3 clusters Score: Raw -36846023.429009 + Penalty 4082.957473 = -36841940.471537 nChanged 5581 SP:Iteration 11Q (578.824209 sec): 3 clusters Score: Raw -36848683.666561 + Penalty 4082.957473 = -36844600.709088 nChanged 4832 SP:Iteration 12Q (579.324614 sec): 3 clusters Score: Raw -36850750.983703 + Penalty 4082.957473 = -36846668.026230 nChanged 4457 SP:Iteration 13Q (579.818991 sec): 3 clusters Score: Raw -36852608.947415 + Penalty 4082.957473 = -36848525.989943 nChanged 4254 SP:Iteration 14Q (580.295617 sec): 3 clusters Score: Raw -36854352.830600 + Penalty 4082.957473 = -36850269.873128 nChanged 3980 SP:Iteration 15Q (580.768506 sec): 3 clusters Score: Raw -36855989.908536 + Penalty 4082.957473 = -36851906.951063 nChanged 3719 SP:Iteration 16Q (581.239749 sec): 3 clusters Score: Raw -36857551.189382 + Penalty 4082.957473 = -36853468.231910 nChanged 3460 SP:Iteration 17Q (581.707824 sec): 3 clusters Score: Raw -36859004.494386 + Penalty 4082.957473 = -36854921.536913 nChanged 3108 SP:Iteration 18Q (582.162072 sec): 3 clusters Score: Raw -36860312.951691 + Penalty 4082.957473 = -36856229.994218 nChanged 2742 SP:Iteration 19Q (582.609770 sec): 3 clusters Score: Raw -36861507.701264 + Penalty 4082.957473 = -36857424.743792 nChanged 2577 SP:Iteration 20F (583.134593 sec): 3 clusters Score: Raw -36862678.628550 + Penalty 4082.957473 = -36858595.671077 nChanged 2273 SP:Iteration 21Q (583.586859 sec): 3 clusters Score: Raw -36863693.558383 + Penalty 4082.957473 = -36859610.600910 nChanged 1856 SP:Iteration 22Q (584.030490 sec): 3 clusters Score: Raw -36864478.570560 + Penalty 4082.957473 = -36860395.613088 nChanged 1479 SP:Iteration 23Q (584.461521 sec): 3 clusters Score: Raw -36865089.884531 + Penalty 4082.957473 = -36861006.927058 nChanged 1223 SP:Iteration 24Q (584.884763 sec): 3 clusters Score: Raw -36865602.077557 + Penalty 4082.957473 = -36861519.120085 nChanged 985 SP:Iteration 25Q (585.321603 sec): 3 clusters Score: Raw -36866009.747797 + Penalty 4082.957473 = -36861926.790324 nChanged 810 SP:Iteration 26Q (585.718895 sec): 3 clusters Score: Raw -36866345.545703 + Penalty 4082.957473 = -36862262.588231 nChanged 629 SP:Iteration 27Q (586.115777 sec): 3 clusters Score: Raw -36866588.895977 + Penalty 4082.957473 = -36862505.938505 nChanged 519 SP:Iteration 28Q (586.521271 sec): 3 clusters Score: Raw -36866812.618341 + Penalty 4082.957473 = -36862729.660869 nChanged 434 SP:Iteration 29Q (586.910297 sec): 3 clusters Score: Raw -36866998.734941 + Penalty 4082.957473 = -36862915.777469 nChanged 360 SP:Iteration 30Q (587.293975 sec): 3 clusters Score: Raw -36867142.777132 + Penalty 4082.957473 = -36863059.819659 nChanged 299 SP:Iteration 31Q (587.668469 sec): 3 clusters Score: Raw -36867265.470598 + Penalty 4082.957473 = -36863182.513126 nChanged 230 SP:Iteration 32Q (588.124322 sec): 3 clusters Score: Raw -36867352.323600 + Penalty 4082.957473 = -36863269.366128 nChanged 197 SP:Iteration 33Q (588.603007 sec): 3 clusters Score: Raw -36867423.569952 + Penalty 4082.957473 = -36863340.612479 nChanged 169 SP:Iteration 34Q (588.992603 sec): 3 clusters Score: Raw -36867482.499741 + Penalty 4082.957473 = -36863399.542268 nChanged 158 SP:Iteration 35Q (589.386429 sec): 3 clusters Score: Raw -36867540.302520 + Penalty 4082.957473 = -36863457.345048 nChanged 147 SP:Iteration 36Q (589.789067 sec): 3 clusters Score: Raw -36867597.861665 + Penalty 4082.957473 = -36863514.904192 nChanged 139 SP:Iteration 37Q (590.190639 sec): 3 clusters Score: Raw -36867647.867883 + Penalty 4082.957473 = -36863564.910411 nChanged 127 SP:Iteration 38Q (590.594608 sec): 3 clusters Score: Raw -36867692.265828 + Penalty 4082.957473 = -36863609.308355 nChanged 111 SP:Iteration 39Q (590.982275 sec): 3 clusters Score: Raw -36867726.048182 + Penalty 4082.957473 = -36863643.090710 nChanged 87 SP:Iteration 40F (591.467094 sec): 3 clusters Score: Raw -36867754.026451 + Penalty 4082.957473 = -36863671.068978 nChanged 79 SP:Iteration 41Q (591.848357 sec): 3 clusters Score: Raw -36867774.024863 + Penalty 4082.957473 = -36863691.067390 nChanged 82 SP:Iteration 42Q (592.237390 sec): 3 clusters Score: Raw -36867791.489636 + Penalty 4082.957473 = -36863708.532163 nChanged 58 SP:Iteration 43Q (592.626546 sec): 3 clusters Score: Raw -36867801.592792 + Penalty 4082.957473 = -36863718.635319 nChanged 50 SP:Iteration 44Q (593.013639 sec): 3 clusters Score: Raw -36867811.336008 + Penalty 4082.957473 = -36863728.378536 nChanged 56 SP:Iteration 45Q (593.387875 sec): 3 clusters Score: Raw -36867823.950103 + Penalty 4082.957473 = -36863740.992630 nChanged 53 SP:Iteration 46Q (593.774058 sec): 3 clusters Score: Raw -36867833.851050 + Penalty 4082.957473 = -36863750.893577 nChanged 44 SP:Iteration 47Q (594.163759 sec): 3 clusters Score: Raw -36867844.563565 + Penalty 4082.957473 = -36863761.606092 nChanged 45 SP:Iteration 48Q (594.548805 sec): 3 clusters Score: Raw -36867853.288482 + Penalty 4082.957473 = -36863770.331009 nChanged 42 SP:Iteration 49Q (594.943397 sec): 3 clusters Score: Raw -36867860.268818 + Penalty 4082.957473 = -36863777.311345 nChanged 37 SP:Iteration 50Q (595.338104 sec): 3 clusters Score: Raw -36867865.272368 + Penalty 4082.957473 = -36863782.314895 nChanged 21 SP:Iteration 51Q (595.735652 sec): 3 clusters Score: Raw -36867868.392398 + Penalty 4082.957473 = -36863785.434926 nChanged 19 SP:Iteration 52Q (596.107610 sec): 3 clusters Score: Raw -36867870.833118 + Penalty 4082.957473 = -36863787.875645 nChanged 19 SP:Iteration 53Q (596.488979 sec): 3 clusters Score: Raw -36867873.226988 + Penalty 4082.957473 = -36863790.269515 nChanged 16 SP:Iteration 54Q (596.881972 sec): 3 clusters Score: Raw -36867875.469674 + Penalty 4082.957473 = -36863792.512202 nChanged 17 SP:Iteration 55Q (597.273962 sec): 3 clusters Score: Raw -36867878.542537 + Penalty 4082.957473 = -36863795.585065 nChanged 16 SP:Iteration 56Q (597.678695 sec): 3 clusters Score: Raw -36867880.261897 + Penalty 4082.957473 = -36863797.304425 nChanged 15 SP:Iteration 57Q (598.102177 sec): 3 clusters Score: Raw -36867881.998893 + Penalty 4082.957473 = -36863799.041420 nChanged 20 SP:Iteration 58Q (598.487357 sec): 3 clusters Score: Raw -36867884.668325 + Penalty 4082.957473 = -36863801.710853 nChanged 15 SP:Iteration 59Q (598.884862 sec): 3 clusters Score: Raw -36867886.353361 + Penalty 4082.957473 = -36863803.395888 nChanged 15 SP:Iteration 60F (599.382793 sec): 3 clusters Score: Raw -36867888.379033 + Penalty 4082.957473 = -36863805.421560 nChanged 8 SP:Iteration 61Q (599.767830 sec): 3 clusters Score: Raw -36867889.391133 + Penalty 4082.957473 = -36863806.433661 nChanged 4 SP:Iteration 62Q (600.149005 sec): 3 clusters Score: Raw -36867889.686124 + Penalty 4082.957473 = -36863806.728651 nChanged 3 SP:Iteration 63Q (600.530952 sec): 3 clusters Score: Raw -36867890.092732 + Penalty 4082.957473 = -36863807.135259 nChanged 10 SP:Iteration 64Q (600.906601 sec): 3 clusters Score: Raw -36867891.081660 + Penalty 4082.957473 = -36863808.124187 nChanged 12 SP:Iteration 65Q (601.285518 sec): 3 clusters Score: Raw -36867892.202886 + Penalty 4082.957473 = -36863809.245413 nChanged 9 SP:Iteration 66Q (601.667401 sec): 3 clusters Score: Raw -36867893.476864 + Penalty 4082.957473 = -36863810.519392 nChanged 10 SP:Iteration 67Q (602.047843 sec): 3 clusters Score: Raw -36867894.338838 + Penalty 4082.957473 = -36863811.381365 nChanged 5 SP:Iteration 68Q (602.421716 sec): 3 clusters Score: Raw -36867894.863342 + Penalty 4082.957473 = -36863811.905869 nChanged 3 SP:Iteration 69Q (602.804395 sec): 3 clusters Score: Raw -36867895.158870 + Penalty 4082.957473 = -36863812.201397 nChanged 2 SP:Iteration 70Q (603.226863 sec): 3 clusters Score: Raw -36867895.412571 + Penalty 4082.957473 = -36863812.455098 nChanged 1 SP:Iteration 71Q (603.649231 sec): 3 clusters Score: Raw -36867895.473995 + Penalty 4082.957473 = -36863812.516522 nChanged 3 SP:Iteration 72Q (604.060926 sec): 3 clusters Score: Raw -36867895.666381 + Penalty 4082.957473 = -36863812.708908 nChanged 3 SP:Iteration 73Q (604.477912 sec): 3 clusters Score: Raw -36867895.943768 + Penalty 4082.957473 = -36863812.986295 nChanged 2 SP:Iteration 74Q (604.880972 sec): 3 clusters Score: Raw -36867896.248294 + Penalty 4082.957473 = -36863813.290821 nChanged 1 SP:Iteration 75Q (605.308361 sec): 3 clusters Score: Raw -36867896.320516 + Penalty 4082.957473 = -36863813.363044 nChanged 2 SP:Iteration 76Q (605.720568 sec): 3 clusters Score: Raw -36867896.440467 + Penalty 4082.957473 = -36863813.482995 nChanged 1 SP:Iteration 77Q (606.143105 sec): 3 clusters Score: Raw -36867896.533404 + Penalty 4082.957473 = -36863813.575932 nChanged 1 SP:Iteration 78Q (606.557056 sec): 3 clusters Score: Raw -36867896.612493 + Penalty 4082.957473 = -36863813.655020 nChanged 3 SP:Iteration 79Q (606.986880 sec): 3 clusters Score: Raw -36867896.791612 + Penalty 4082.957473 = -36863813.834139 nChanged 1 SP:Iteration 80F (607.521496 sec): 3 clusters Score: Raw -36867896.867389 + Penalty 4082.957473 = -36863813.909916 nChanged 0 Trying to split cluster 17 (96725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (607.687341 sec): 2 clusters Score: Raw -12047260.863465 + Penalty 1865.439417 = -12045395.424048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (607.888897 sec): 3 clusters Score: Raw -11984353.654288 + Penalty 3730.878833 = -11980622.775454 nChanged 46169 SP:Iteration 1F (608.111552 sec): 3 clusters Score: Raw -12013522.288771 + Penalty 3730.878833 = -12009791.409938 nChanged 7057 SP:Iteration 2F (608.314168 sec): 3 clusters Score: Raw -12019747.016702 + Penalty 3730.878833 = -12016016.137868 nChanged 9160 SP:Iteration 3F (608.499641 sec): 3 clusters Score: Raw -12028689.268248 + Penalty 3730.878833 = -12024958.389415 nChanged 9287 SP:Iteration 4F (608.698189 sec): 3 clusters Score: Raw -12036363.845011 + Penalty 3730.878833 = -12032632.966178 nChanged 7042 SP:Iteration 5F (608.878080 sec): 3 clusters Score: Raw -12040598.176651 + Penalty 3730.878833 = -12036867.297818 nChanged 4597 SP:Iteration 6Q (609.062194 sec): 3 clusters Score: Raw -12042816.004759 + Penalty 3730.878833 = -12039085.125926 nChanged 3096 SP:Iteration 7Q (609.269628 sec): 3 clusters Score: Raw -12044349.590531 + Penalty 3730.878833 = -12040618.711698 nChanged 2581 SP:Iteration 8Q (609.465138 sec): 3 clusters Score: Raw -12045817.441317 + Penalty 3730.878833 = -12042086.562483 nChanged 2326 SP:Iteration 9Q (609.674555 sec): 3 clusters Score: Raw -12047353.033896 + Penalty 3730.878833 = -12043622.155062 nChanged 2153 SP:Iteration 10Q (609.870704 sec): 3 clusters Score: Raw -12048848.844459 + Penalty 3730.878833 = -12045117.965625 nChanged 1904 SP:Iteration 11Q (610.052887 sec): 3 clusters Score: Raw -12050089.164459 + Penalty 3730.878833 = -12046358.285625 nChanged 1625 SP:Iteration 12Q (610.267165 sec): 3 clusters Score: Raw -12050958.637040 + Penalty 3730.878833 = -12047227.758207 nChanged 1353 SP:Iteration 13Q (610.484375 sec): 3 clusters Score: Raw -12051557.370037 + Penalty 3730.878833 = -12047826.491203 nChanged 1067 SP:Iteration 14Q (610.689544 sec): 3 clusters Score: Raw -12051969.345422 + Penalty 3730.878833 = -12048238.466589 nChanged 871 SP:Iteration 15Q (610.893809 sec): 3 clusters Score: Raw -12052243.218677 + Penalty 3730.878833 = -12048512.339844 nChanged 756 SP:Iteration 16Q (611.094242 sec): 3 clusters Score: Raw -12052456.337646 + Penalty 3730.878833 = -12048725.458813 nChanged 604 SP:Iteration 17Q (611.293606 sec): 3 clusters Score: Raw -12052601.013211 + Penalty 3730.878833 = -12048870.134378 nChanged 505 SP:Iteration 18Q (611.498477 sec): 3 clusters Score: Raw -12052702.875382 + Penalty 3730.878833 = -12048971.996549 nChanged 452 SP:Iteration 19Q (611.692913 sec): 3 clusters Score: Raw -12052782.634704 + Penalty 3730.878833 = -12049051.755871 nChanged 361 SP:Iteration 20F (611.898221 sec): 3 clusters Score: Raw -12052835.066497 + Penalty 3730.878833 = -12049104.187664 nChanged 292 SP:Iteration 21Q (612.102203 sec): 3 clusters Score: Raw -12052868.429048 + Penalty 3730.878833 = -12049137.550215 nChanged 248 SP:Iteration 22Q (612.290161 sec): 3 clusters Score: Raw -12052892.983919 + Penalty 3730.878833 = -12049162.105086 nChanged 207 SP:Iteration 23Q (612.491999 sec): 3 clusters Score: Raw -12052913.186876 + Penalty 3730.878833 = -12049182.308043 nChanged 210 SP:Iteration 24Q (612.690929 sec): 3 clusters Score: Raw -12052932.380066 + Penalty 3730.878833 = -12049201.501233 nChanged 190 SP:Iteration 25Q (612.891783 sec): 3 clusters Score: Raw -12052949.279832 + Penalty 3730.878833 = -12049218.400999 nChanged 179 SP:Iteration 26Q (613.080534 sec): 3 clusters Score: Raw -12052963.818845 + Penalty 3730.878833 = -12049232.940011 nChanged 138 SP:Iteration 27Q (613.282018 sec): 3 clusters Score: Raw -12052973.161304 + Penalty 3730.878833 = -12049242.282470 nChanged 112 SP:Iteration 28Q (613.474571 sec): 3 clusters Score: Raw -12052980.484650 + Penalty 3730.878833 = -12049249.605817 nChanged 103 SP:Iteration 29Q (613.664484 sec): 3 clusters Score: Raw -12052986.563498 + Penalty 3730.878833 = -12049255.684664 nChanged 104 SP:Iteration 30Q (613.866032 sec): 3 clusters Score: Raw -12052992.642468 + Penalty 3730.878833 = -12049261.763635 nChanged 84 SP:Iteration 31Q (614.055919 sec): 3 clusters Score: Raw -12052996.938879 + Penalty 3730.878833 = -12049266.060046 nChanged 70 SP:Iteration 32Q (614.245521 sec): 3 clusters Score: Raw -12053000.337838 + Penalty 3730.878833 = -12049269.459005 nChanged 59 SP:Iteration 33Q (614.443326 sec): 3 clusters Score: Raw -12053003.234616 + Penalty 3730.878833 = -12049272.355783 nChanged 59 SP:Iteration 34Q (614.639241 sec): 3 clusters Score: Raw -12053005.739110 + Penalty 3730.878833 = -12049274.860276 nChanged 50 SP:Iteration 35Q (614.826437 sec): 3 clusters Score: Raw -12053007.543327 + Penalty 3730.878833 = -12049276.664494 nChanged 44 SP:Iteration 36Q (615.022850 sec): 3 clusters Score: Raw -12053009.132544 + Penalty 3730.878833 = -12049278.253711 nChanged 41 SP:Iteration 37Q (615.210061 sec): 3 clusters Score: Raw -12053010.690602 + Penalty 3730.878833 = -12049279.811768 nChanged 38 SP:Iteration 38Q (615.410179 sec): 3 clusters Score: Raw -12053012.199575 + Penalty 3730.878833 = -12049281.320741 nChanged 36 SP:Iteration 39Q (615.586799 sec): 3 clusters Score: Raw -12053013.463822 + Penalty 3730.878833 = -12049282.584988 nChanged 27 SP:Iteration 40F (615.790352 sec): 3 clusters Score: Raw -12053014.332981 + Penalty 3730.878833 = -12049283.454147 nChanged 18 SP:Iteration 41Q (615.988086 sec): 3 clusters Score: Raw -12053014.760328 + Penalty 3730.878833 = -12049283.881494 nChanged 18 SP:Iteration 42Q (616.185178 sec): 3 clusters Score: Raw -12053015.241664 + Penalty 3730.878833 = -12049284.362830 nChanged 17 SP:Iteration 43Q (616.366898 sec): 3 clusters Score: Raw -12053015.860250 + Penalty 3730.878833 = -12049284.981417 nChanged 16 SP:Iteration 44Q (616.563958 sec): 3 clusters Score: Raw -12053016.389046 + Penalty 3730.878833 = -12049285.510212 nChanged 15 SP:Iteration 45Q (616.756528 sec): 3 clusters Score: Raw -12053016.755702 + Penalty 3730.878833 = -12049285.876868 nChanged 17 SP:Iteration 46Q (616.947548 sec): 3 clusters Score: Raw -12053017.103173 + Penalty 3730.878833 = -12049286.224340 nChanged 14 SP:Iteration 47Q (617.135029 sec): 3 clusters Score: Raw -12053017.441437 + Penalty 3730.878833 = -12049286.562604 nChanged 13 SP:Iteration 48Q (617.339796 sec): 3 clusters Score: Raw -12053017.776765 + Penalty 3730.878833 = -12049286.897931 nChanged 11 SP:Iteration 49Q (617.525590 sec): 3 clusters Score: Raw -12053018.109294 + Penalty 3730.878833 = -12049287.230461 nChanged 15 SP:Iteration 50Q (617.723429 sec): 3 clusters Score: Raw -12053018.470290 + Penalty 3730.878833 = -12049287.591457 nChanged 15 SP:Iteration 51Q (617.921271 sec): 3 clusters Score: Raw -12053018.808698 + Penalty 3730.878833 = -12049287.929865 nChanged 13 SP:Iteration 52Q (618.125922 sec): 3 clusters Score: Raw -12053019.064199 + Penalty 3730.878833 = -12049288.185365 nChanged 18 SP:Iteration 53Q (618.316735 sec): 3 clusters Score: Raw -12053019.511476 + Penalty 3730.878833 = -12049288.632643 nChanged 17 SP:Iteration 54Q (618.515545 sec): 3 clusters Score: Raw -12053019.896448 + Penalty 3730.878833 = -12049289.017615 nChanged 20 SP:Iteration 55Q (618.706358 sec): 3 clusters Score: Raw -12053020.410395 + Penalty 3730.878833 = -12049289.531562 nChanged 20 SP:Iteration 56Q (618.905967 sec): 3 clusters Score: Raw -12053020.922255 + Penalty 3730.878833 = -12049290.043421 nChanged 13 SP:Iteration 57Q (619.093380 sec): 3 clusters Score: Raw -12053021.192723 + Penalty 3730.878833 = -12049290.313890 nChanged 8 SP:Iteration 58Q (619.293416 sec): 3 clusters Score: Raw -12053021.408962 + Penalty 3730.878833 = -12049290.530129 nChanged 8 SP:Iteration 59Q (619.485106 sec): 3 clusters Score: Raw -12053021.585913 + Penalty 3730.878833 = -12049290.707080 nChanged 6 SP:Iteration 60F (619.693173 sec): 3 clusters Score: Raw -12053021.696105 + Penalty 3730.878833 = -12049290.817272 nChanged 9 SP:Iteration 61Q (619.890497 sec): 3 clusters Score: Raw -12053021.864704 + Penalty 3730.878833 = -12049290.985871 nChanged 8 SP:Iteration 62Q (620.084425 sec): 3 clusters Score: Raw -12053022.030436 + Penalty 3730.878833 = -12049291.151603 nChanged 12 SP:Iteration 63Q (620.275452 sec): 3 clusters Score: Raw -12053022.279181 + Penalty 3730.878833 = -12049291.400348 nChanged 8 SP:Iteration 64Q (620.467936 sec): 3 clusters Score: Raw -12053022.422331 + Penalty 3730.878833 = -12049291.543497 nChanged 5 SP:Iteration 65Q (620.657816 sec): 3 clusters Score: Raw -12053022.589527 + Penalty 3730.878833 = -12049291.710694 nChanged 8 SP:Iteration 66Q (620.860498 sec): 3 clusters Score: Raw -12053022.783927 + Penalty 3730.878833 = -12049291.905093 nChanged 12 SP:Iteration 67Q (621.049499 sec): 3 clusters Score: Raw -12053023.149624 + Penalty 3730.878833 = -12049292.270791 nChanged 15 SP:Iteration 68Q (621.235904 sec): 3 clusters Score: Raw -12053023.659567 + Penalty 3730.878833 = -12049292.780733 nChanged 18 SP:Iteration 69Q (621.434771 sec): 3 clusters Score: Raw -12053024.170577 + Penalty 3730.878833 = -12049293.291744 nChanged 20 SP:Iteration 70Q (621.629297 sec): 3 clusters Score: Raw -12053024.743961 + Penalty 3730.878833 = -12049293.865128 nChanged 16 SP:Iteration 71Q (621.817287 sec): 3 clusters Score: Raw -12053025.192122 + Penalty 3730.878833 = -12049294.313288 nChanged 15 SP:Iteration 72Q (622.010623 sec): 3 clusters Score: Raw -12053025.636747 + Penalty 3730.878833 = -12049294.757913 nChanged 10 SP:Iteration 73Q (622.204893 sec): 3 clusters Score: Raw -12053025.884045 + Penalty 3730.878833 = -12049295.005212 nChanged 7 SP:Iteration 74Q (622.391507 sec): 3 clusters Score: Raw -12053026.017710 + Penalty 3730.878833 = -12049295.138876 nChanged 8 SP:Iteration 75Q (622.592928 sec): 3 clusters Score: Raw -12053026.198768 + Penalty 3730.878833 = -12049295.319935 nChanged 4 SP:Iteration 76Q (622.794302 sec): 3 clusters Score: Raw -12053026.280844 + Penalty 3730.878833 = -12049295.402011 nChanged 1 SP:Iteration 77Q (622.988019 sec): 3 clusters Score: Raw -12053026.314404 + Penalty 3730.878833 = -12049295.435571 nChanged 1 SP:Iteration 78Q (623.170445 sec): 3 clusters Score: Raw -12053026.324432 + Penalty 3730.878833 = -12049295.445599 nChanged 0 SP:Iteration 79F (623.344227 sec): 3 clusters Score: Raw -12053026.324432 + Penalty 3730.878833 = -12049295.445599 nChanged 0 Score: Raw -132088392.747764 + Penalty 72107.663684 = -132016285.084079 Splitting cluster 17 changes total score from -131873714.615542 to -132016285.084079 So it's getting split into cluster 32. Trying to split cluster 18 (23019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (644.306242 sec): 2 clusters Score: Raw -2892914.862390 + Penalty 1632.162227 = -2891282.700164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (644.393603 sec): 3 clusters Score: Raw -2879014.187835 + Penalty 3264.324453 = -2875749.863382 nChanged 10511 SP:Iteration 1F (644.476806 sec): 3 clusters Score: Raw -2886651.743526 + Penalty 3264.324453 = -2883387.419073 nChanged 2254 SP:Iteration 2F (644.545814 sec): 3 clusters Score: Raw -2888992.889267 + Penalty 3264.324453 = -2885728.564814 nChanged 2241 SP:Iteration 3F (644.630170 sec): 3 clusters Score: Raw -2891242.574681 + Penalty 3264.324453 = -2887978.250228 nChanged 1808 SP:Iteration 4F (644.715698 sec): 3 clusters Score: Raw -2892818.729893 + Penalty 3264.324453 = -2889554.405440 nChanged 1386 SP:Iteration 5F (644.792344 sec): 3 clusters Score: Raw -2893746.108384 + Penalty 3264.324453 = -2890481.783931 nChanged 996 SP:Iteration 6Q (644.870383 sec): 3 clusters Score: Raw -2894306.478101 + Penalty 3264.324453 = -2891042.153648 nChanged 734 SP:Iteration 7Q (644.943561 sec): 3 clusters Score: Raw -2894739.310332 + Penalty 3264.324453 = -2891474.985878 nChanged 613 SP:Iteration 8Q (645.017231 sec): 3 clusters Score: Raw -2895139.345852 + Penalty 3264.324453 = -2891875.021398 nChanged 503 SP:Iteration 9Q (645.088516 sec): 3 clusters Score: Raw -2895563.216680 + Penalty 3264.324453 = -2892298.892227 nChanged 457 SP:Iteration 10Q (645.168601 sec): 3 clusters Score: Raw -2895856.444973 + Penalty 3264.324453 = -2892592.120520 nChanged 374 SP:Iteration 11Q (645.249714 sec): 3 clusters Score: Raw -2896002.310582 + Penalty 3264.324453 = -2892737.986129 nChanged 298 SP:Iteration 12Q (645.325620 sec): 3 clusters Score: Raw -2896065.020092 + Penalty 3264.324453 = -2892800.695639 nChanged 240 SP:Iteration 13Q (645.407039 sec): 3 clusters Score: Raw -2896109.680793 + Penalty 3264.324453 = -2892845.356339 nChanged 190 SP:Iteration 14Q (645.481266 sec): 3 clusters Score: Raw -2896145.507534 + Penalty 3264.324453 = -2892881.183081 nChanged 167 SP:Iteration 15Q (645.530140 sec): 3 clusters Score: Raw -2896177.056597 + Penalty 3264.324453 = -2892912.732144 nChanged 166 SP:Iteration 16Q (645.604773 sec): 3 clusters Score: Raw -2896209.503424 + Penalty 3264.324453 = -2892945.178971 nChanged 154 SP:Iteration 17Q (645.686125 sec): 3 clusters Score: Raw -2896233.235604 + Penalty 3264.324453 = -2892968.911151 nChanged 148 SP:Iteration 18Q (645.759757 sec): 3 clusters Score: Raw -2896257.530662 + Penalty 3264.324453 = -2892993.206209 nChanged 158 SP:Iteration 19Q (645.838445 sec): 3 clusters Score: Raw -2896279.837683 + Penalty 3264.324453 = -2893015.513230 nChanged 142 SP:Iteration 20F (645.922753 sec): 3 clusters Score: Raw -2896301.021500 + Penalty 3264.324453 = -2893036.697046 nChanged 154 SP:Iteration 21Q (645.998809 sec): 3 clusters Score: Raw -2896325.013675 + Penalty 3264.324453 = -2893060.689221 nChanged 139 SP:Iteration 22Q (646.068771 sec): 3 clusters Score: Raw -2896342.200712 + Penalty 3264.324453 = -2893077.876259 nChanged 131 SP:Iteration 23Q (646.150930 sec): 3 clusters Score: Raw -2896360.945540 + Penalty 3264.324453 = -2893096.621087 nChanged 144 SP:Iteration 24Q (646.222570 sec): 3 clusters Score: Raw -2896381.687017 + Penalty 3264.324453 = -2893117.362564 nChanged 138 SP:Iteration 25Q (646.304878 sec): 3 clusters Score: Raw -2896399.504762 + Penalty 3264.324453 = -2893135.180309 nChanged 125 SP:Iteration 26Q (646.385956 sec): 3 clusters Score: Raw -2896415.058436 + Penalty 3264.324453 = -2893150.733983 nChanged 114 SP:Iteration 27Q (646.456889 sec): 3 clusters Score: Raw -2896429.553186 + Penalty 3264.324453 = -2893165.228733 nChanged 122 SP:Iteration 28Q (646.537800 sec): 3 clusters Score: Raw -2896445.883193 + Penalty 3264.324453 = -2893181.558740 nChanged 120 SP:Iteration 29Q (646.600095 sec): 3 clusters Score: Raw -2896463.480589 + Penalty 3264.324453 = -2893199.156136 nChanged 125 SP:Iteration 30Q (646.683956 sec): 3 clusters Score: Raw -2896481.826423 + Penalty 3264.324453 = -2893217.501970 nChanged 112 SP:Iteration 31Q (646.757067 sec): 3 clusters Score: Raw -2896498.793229 + Penalty 3264.324453 = -2893234.468776 nChanged 115 SP:Iteration 32Q (646.844750 sec): 3 clusters Score: Raw -2896519.513151 + Penalty 3264.324453 = -2893255.188698 nChanged 133 SP:Iteration 33Q (646.917914 sec): 3 clusters Score: Raw -2896551.746704 + Penalty 3264.324453 = -2893287.422251 nChanged 173 SP:Iteration 34Q (646.999431 sec): 3 clusters Score: Raw -2896616.958591 + Penalty 3264.324453 = -2893352.634137 nChanged 237 SP:Iteration 35Q (647.072929 sec): 3 clusters Score: Raw -2896780.773744 + Penalty 3264.324453 = -2893516.449291 nChanged 369 SP:Iteration 36Q (647.153291 sec): 3 clusters Score: Raw -2897364.832891 + Penalty 3264.324453 = -2894100.508438 nChanged 601 SP:Iteration 37Q (647.234589 sec): 3 clusters Score: Raw -2898592.733596 + Penalty 3264.324453 = -2895328.409143 nChanged 657 SP:Iteration 38Q (647.302323 sec): 3 clusters Score: Raw -2899359.465371 + Penalty 3264.324453 = -2896095.140918 nChanged 622 SP:Iteration 39Q (647.386028 sec): 3 clusters Score: Raw -2899890.973647 + Penalty 3264.324453 = -2896626.649194 nChanged 603 SP:Iteration 40F (647.465048 sec): 3 clusters Score: Raw -2900609.370901 + Penalty 3264.324453 = -2897345.046447 nChanged 721 SP:Iteration 41Q (647.527521 sec): 3 clusters Score: Raw -2902122.901593 + Penalty 3264.324453 = -2898858.577140 nChanged 829 SP:Iteration 42Q (647.604908 sec): 3 clusters Score: Raw -2904559.421439 + Penalty 3264.324453 = -2901295.096985 nChanged 586 SP:Iteration 43Q (647.671658 sec): 3 clusters Score: Raw -2905425.158517 + Penalty 3264.324453 = -2902160.834064 nChanged 284 SP:Iteration 44Q (647.744709 sec): 3 clusters Score: Raw -2905549.242019 + Penalty 3264.324453 = -2902284.917565 nChanged 118 SP:Iteration 45Q (647.821594 sec): 3 clusters Score: Raw -2905569.743627 + Penalty 3264.324453 = -2902305.419174 nChanged 40 SP:Iteration 46Q (647.883814 sec): 3 clusters Score: Raw -2905573.870250 + Penalty 3264.324453 = -2902309.545797 nChanged 34 SP:Iteration 47Q (647.960366 sec): 3 clusters Score: Raw -2905576.163651 + Penalty 3264.324453 = -2902311.839197 nChanged 17 SP:Iteration 48Q (648.037620 sec): 3 clusters Score: Raw -2905577.185791 + Penalty 3264.324453 = -2902312.861338 nChanged 12 SP:Iteration 49Q (648.113193 sec): 3 clusters Score: Raw -2905577.712203 + Penalty 3264.324453 = -2902313.387749 nChanged 5 SP:Iteration 50Q (648.183081 sec): 3 clusters Score: Raw -2905577.914229 + Penalty 3264.324453 = -2902313.589776 nChanged 2 SP:Iteration 51Q (648.256338 sec): 3 clusters Score: Raw -2905578.050746 + Penalty 3264.324453 = -2902313.726293 nChanged 4 SP:Iteration 52Q (648.334894 sec): 3 clusters Score: Raw -2905578.259432 + Penalty 3264.324453 = -2902313.934979 nChanged 8 SP:Iteration 53Q (648.397232 sec): 3 clusters Score: Raw -2905578.660055 + Penalty 3264.324453 = -2902314.335602 nChanged 8 SP:Iteration 54Q (648.436557 sec): 3 clusters Score: Raw -2905579.012439 + Penalty 3264.324453 = -2902314.687986 nChanged 7 SP:Iteration 55Q (648.479632 sec): 3 clusters Score: Raw -2905579.315117 + Penalty 3264.324453 = -2902314.990664 nChanged 5 SP:Iteration 56Q (648.523412 sec): 3 clusters Score: Raw -2905579.555668 + Penalty 3264.324453 = -2902315.231215 nChanged 3 SP:Iteration 57Q (648.606536 sec): 3 clusters Score: Raw -2905579.712751 + Penalty 3264.324453 = -2902315.388298 nChanged 5 SP:Iteration 58Q (648.675247 sec): 3 clusters Score: Raw -2905579.887611 + Penalty 3264.324453 = -2902315.563157 nChanged 3 SP:Iteration 59Q (648.753499 sec): 3 clusters Score: Raw -2905580.409241 + Penalty 3264.324453 = -2902316.084787 nChanged 7 SP:Iteration 60F (648.835953 sec): 3 clusters Score: Raw -2905580.927001 + Penalty 3264.324453 = -2902316.602548 nChanged 5 SP:Iteration 61Q (648.913056 sec): 3 clusters Score: Raw -2905581.126033 + Penalty 3264.324453 = -2902316.801580 nChanged 3 SP:Iteration 62Q (648.983261 sec): 3 clusters Score: Raw -2905581.279221 + Penalty 3264.324453 = -2902316.954768 nChanged 1 SP:Iteration 63Q (649.059906 sec): 3 clusters Score: Raw -2905581.301311 + Penalty 3264.324453 = -2902316.976858 nChanged 0 SP:Iteration 64F (649.133979 sec): 3 clusters Score: Raw -2905581.301311 + Penalty 3264.324453 = -2902316.976858 nChanged 0 Score: Raw -132101059.186685 + Penalty 74361.028175 = -132026698.158510 Splitting cluster 18 changes total score from -131873714.615542 to -132026698.158510 So it's getting split into cluster 33. Trying to split cluster 19 (22221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (670.941106 sec): 2 clusters Score: Raw -2711759.665731 + Penalty 1626.428873 = -2710133.236858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (671.032358 sec): 3 clusters Score: Raw -2698360.151208 + Penalty 3252.857747 = -2695107.293462 nChanged 10043 SP:Iteration 1F (671.111287 sec): 3 clusters Score: Raw -2705089.019372 + Penalty 3252.857747 = -2701836.161625 nChanged 1952 SP:Iteration 2F (671.193538 sec): 3 clusters Score: Raw -2706762.662457 + Penalty 3252.857747 = -2703509.804711 nChanged 1971 SP:Iteration 3F (671.275564 sec): 3 clusters Score: Raw -2708834.569219 + Penalty 3252.857747 = -2705581.711472 nChanged 1969 SP:Iteration 4F (671.359014 sec): 3 clusters Score: Raw -2711088.371904 + Penalty 3252.857747 = -2707835.514157 nChanged 1792 SP:Iteration 5F (671.436738 sec): 3 clusters Score: Raw -2713043.515946 + Penalty 3252.857747 = -2709790.658200 nChanged 1422 SP:Iteration 6F (671.527216 sec): 3 clusters Score: Raw -2714756.419784 + Penalty 3252.857747 = -2711503.562037 nChanged 1223 SP:Iteration 7F (671.604363 sec): 3 clusters Score: Raw -2716166.890400 + Penalty 3252.857747 = -2712914.032654 nChanged 955 SP:Iteration 8Q (671.672689 sec): 3 clusters Score: Raw -2717267.898734 + Penalty 3252.857747 = -2714015.040988 nChanged 717 SP:Iteration 9Q (671.751467 sec): 3 clusters Score: Raw -2718347.924241 + Penalty 3252.857747 = -2715095.066494 nChanged 534 SP:Iteration 10Q (671.811623 sec): 3 clusters Score: Raw -2718950.319484 + Penalty 3252.857747 = -2715697.461737 nChanged 308 SP:Iteration 11Q (671.891390 sec): 3 clusters Score: Raw -2719072.513130 + Penalty 3252.857747 = -2715819.655383 nChanged 145 SP:Iteration 12Q (671.972668 sec): 3 clusters Score: Raw -2719102.191576 + Penalty 3252.857747 = -2715849.333830 nChanged 81 SP:Iteration 13Q (672.044379 sec): 3 clusters Score: Raw -2719114.051343 + Penalty 3252.857747 = -2715861.193596 nChanged 38 SP:Iteration 14Q (672.112368 sec): 3 clusters Score: Raw -2719117.818105 + Penalty 3252.857747 = -2715864.960359 nChanged 22 SP:Iteration 15Q (672.190554 sec): 3 clusters Score: Raw -2719119.537000 + Penalty 3252.857747 = -2715866.679253 nChanged 16 SP:Iteration 16Q (672.258293 sec): 3 clusters Score: Raw -2719120.753755 + Penalty 3252.857747 = -2715867.896009 nChanged 14 SP:Iteration 17Q (672.341501 sec): 3 clusters Score: Raw -2719121.530288 + Penalty 3252.857747 = -2715868.672541 nChanged 5 SP:Iteration 18Q (672.415568 sec): 3 clusters Score: Raw -2719121.681926 + Penalty 3252.857747 = -2715868.824179 nChanged 4 SP:Iteration 19Q (672.501912 sec): 3 clusters Score: Raw -2719121.850731 + Penalty 3252.857747 = -2715868.992984 nChanged 4 SP:Iteration 20F (672.565300 sec): 3 clusters Score: Raw -2719122.017694 + Penalty 3252.857747 = -2715869.159947 nChanged 4 SP:Iteration 21Q (672.651817 sec): 3 clusters Score: Raw -2719122.339976 + Penalty 3252.857747 = -2715869.482229 nChanged 4 SP:Iteration 22Q (672.734083 sec): 3 clusters Score: Raw -2719122.499274 + Penalty 3252.857747 = -2715869.641527 nChanged 4 SP:Iteration 23Q (672.806529 sec): 3 clusters Score: Raw -2719122.685089 + Penalty 3252.857747 = -2715869.827342 nChanged 5 SP:Iteration 24Q (672.882813 sec): 3 clusters Score: Raw -2719123.035383 + Penalty 3252.857747 = -2715870.177637 nChanged 4 SP:Iteration 25Q (672.966488 sec): 3 clusters Score: Raw -2719123.184284 + Penalty 3252.857747 = -2715870.326537 nChanged 1 SP:Iteration 26Q (673.048933 sec): 3 clusters Score: Raw -2719123.196449 + Penalty 3252.857747 = -2715870.338702 nChanged 0 SP:Iteration 27F (673.141902 sec): 3 clusters Score: Raw -2719123.196449 + Penalty 3252.857747 = -2715870.338702 nChanged 0 Score: Raw -132108422.717403 + Penalty 76614.392665 = -132031808.324738 Splitting cluster 19 changes total score from -131873714.615542 to -132031808.324738 So it's getting split into cluster 34. Iteration 20F (718.328572 sec): 35 clusters Score: Raw -132146587.140296 + Penalty 76614.392665 = -132069972.747631 nChanged 39518 Iteration 21Q (727.205607 sec): 35 clusters Score: Raw -132171434.145079 + Penalty 76614.392665 = -132094819.752414 nChanged 20779 Iteration 22Q (735.504424 sec): 35 clusters Score: Raw -132183309.689274 + Penalty 76614.392665 = -132106695.296609 nChanged 15214 Iteration 23Q (745.040706 sec): 35 clusters Score: Raw -132190060.999927 + Penalty 76614.392665 = -132113446.607262 nChanged 12267 Iteration 24Q (752.997239 sec): 35 clusters Score: Raw -132194960.032738 + Penalty 76614.392665 = -132118345.640073 nChanged 10487 Iteration 25Q (761.154286 sec): 35 clusters Score: Raw -132199135.388544 + Penalty 76614.392665 = -132122520.995880 nChanged 9184 Iteration 26Q (769.170552 sec): 35 clusters Score: Raw -132202902.503119 + Penalty 76614.392665 = -132126288.110455 nChanged 8225 Iteration 27Q (777.357832 sec): 35 clusters Score: Raw -132206369.335066 + Penalty 76614.392665 = -132129754.942401 nChanged 7361 Iteration 28Q (785.837623 sec): 35 clusters Score: Raw -132209058.193437 + Penalty 76614.392665 = -132132443.800772 nChanged 6398 Iteration 29Q (794.926855 sec): 35 clusters Score: Raw -132211035.437229 + Penalty 76614.392665 = -132134421.044564 nChanged 5624 Iteration 30Q (804.118684 sec): 35 clusters Score: Raw -132212487.282152 + Penalty 76614.392665 = -132135872.889488 nChanged 4821 Iteration 31Q (813.009840 sec): 35 clusters Score: Raw -132213461.499042 + Penalty 76614.392665 = -132136847.106377 nChanged 4182 Iteration 32Q (821.862663 sec): 35 clusters Score: Raw -132214139.202593 + Penalty 76614.392665 = -132137524.809928 nChanged 3533 Iteration 33Q (830.892924 sec): 35 clusters Score: Raw -132214617.955059 + Penalty 76614.392665 = -132138003.562394 nChanged 2993 Iteration 34Q (840.021677 sec): 35 clusters Score: Raw -132214997.491458 + Penalty 76614.392665 = -132138383.098793 nChanged 2726 Iteration 35Q (849.085696 sec): 35 clusters Score: Raw -132215348.595473 + Penalty 76614.392665 = -132138734.202808 nChanged 2478 Iteration 36Q (857.766491 sec): 35 clusters Score: Raw -132215648.837979 + Penalty 76614.392665 = -132139034.445314 nChanged 2361 Iteration 37Q (866.879507 sec): 35 clusters Score: Raw -132215936.923323 + Penalty 76614.392665 = -132139322.530658 nChanged 2160 Iteration 38Q (875.754089 sec): 35 clusters Score: Raw -132216191.004093 + Penalty 76614.392665 = -132139576.611428 nChanged 2034 Iteration 39Q (884.535374 sec): 35 clusters Score: Raw -132216412.719502 + Penalty 76614.392665 = -132139798.326837 nChanged 1864 Iteration 40F (907.184704 sec): 35 clusters Score: Raw -132217612.824599 + Penalty 76614.392665 = -132140998.431934 nChanged 2656 Iteration 41Q (916.378813 sec): 35 clusters Score: Raw -132218550.270369 + Penalty 76614.392665 = -132141935.877704 nChanged 2775 Iteration 42Q (925.575597 sec): 35 clusters Score: Raw -132219176.511706 + Penalty 76614.392665 = -132142562.119041 nChanged 2576 Iteration 43Q (934.704688 sec): 35 clusters Score: Raw -132219670.512448 + Penalty 76614.392665 = -132143056.119783 nChanged 2348 Iteration 44Q (943.911058 sec): 35 clusters Score: Raw -132220059.582448 + Penalty 76614.392665 = -132143445.189783 nChanged 2212 Iteration 45Q (953.143157 sec): 35 clusters Score: Raw -132220404.610799 + Penalty 76614.392665 = -132143790.218134 nChanged 1973 Iteration 46Q (962.122276 sec): 35 clusters Score: Raw -132220676.926410 + Penalty 76614.392665 = -132144062.533746 nChanged 1795 Iteration 47Q (971.255621 sec): 35 clusters Score: Raw -132220898.168933 + Penalty 76614.392665 = -132144283.776268 nChanged 1660 Iteration 48Q (980.594314 sec): 35 clusters Score: Raw -132221100.486017 + Penalty 76614.392665 = -132144486.093352 nChanged 1631 Iteration 49Q (989.859166 sec): 35 clusters Score: Raw -132221291.346123 + Penalty 76614.392665 = -132144676.953458 nChanged 1515 Iteration 50Q (998.066213 sec): 35 clusters Score: Raw -132221457.674119 + Penalty 76614.392665 = -132144843.281454 nChanged 1375 Iteration 51Q (1006.118824 sec): 35 clusters Score: Raw -132221600.973155 + Penalty 76614.392665 = -132144986.580490 nChanged 1288 Iteration 52Q (1014.151897 sec): 35 clusters Score: Raw -132221722.910453 + Penalty 76614.392665 = -132145108.517789 nChanged 1214 Iteration 53Q (1022.350666 sec): 35 clusters Score: Raw -132221840.973553 + Penalty 76614.392665 = -132145226.580888 nChanged 1144 Iteration 54Q (1031.907277 sec): 35 clusters Score: Raw -132221946.214538 + Penalty 76614.392665 = -132145331.821873 nChanged 946 Iteration 55Q (1040.880197 sec): 35 clusters Score: Raw -132222029.623731 + Penalty 76614.392665 = -132145415.231066 nChanged 923 Iteration 56Q (1050.095367 sec): 35 clusters Score: Raw -132222108.222751 + Penalty 76614.392665 = -132145493.830086 nChanged 872 Iteration 57Q (1059.303093 sec): 35 clusters Score: Raw -132222177.097053 + Penalty 76614.392665 = -132145562.704388 nChanged 815 Iteration 58Q (1068.432992 sec): 35 clusters Score: Raw -132222246.137651 + Penalty 76614.392665 = -132145631.744986 nChanged 782 Writing temp clu file Because OldScore, -132145562.704388, is greater than current (better) Score,-132145631.744986 Compute initial score before splitting: Score: Raw -132222246.137651 + Penalty 76614.392665 = -132145631.744986 Trying to split cluster 1 (2210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1068.673676 sec): 2 clusters Score: Raw -257470.794356 + Penalty 1251.371517 = -256219.422839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1068.725490 sec): 3 clusters Score: Raw -256597.933488 + Penalty 2502.743033 = -254095.190455 nChanged 827 SP:Iteration 1F (1068.771721 sec): 3 clusters Score: Raw -257253.147639 + Penalty 2502.743033 = -254750.404605 nChanged 222 SP:Iteration 2F (1068.823187 sec): 3 clusters Score: Raw -257497.990471 + Penalty 2502.743033 = -254995.247438 nChanged 159 SP:Iteration 3F (1068.874757 sec): 3 clusters Score: Raw -257794.428067 + Penalty 2502.743033 = -255291.685034 nChanged 168 SP:Iteration 4F (1068.922905 sec): 3 clusters Score: Raw -258136.096019 + Penalty 2502.743033 = -255633.352985 nChanged 162 SP:Iteration 5F (1068.975887 sec): 3 clusters Score: Raw -258344.725279 + Penalty 2502.743033 = -255841.982246 nChanged 133 SP:Iteration 6F (1069.028271 sec): 3 clusters Score: Raw -258670.538975 + Penalty 2502.743033 = -256167.795942 nChanged 115 SP:Iteration 7F (1069.081253 sec): 3 clusters Score: Raw -258870.249904 + Penalty 2502.743033 = -256367.506871 nChanged 95 SP:Iteration 8Q (1069.133411 sec): 3 clusters Score: Raw -258990.421562 + Penalty 2502.743033 = -256487.678529 nChanged 67 SP:Iteration 9Q (1069.182044 sec): 3 clusters Score: Raw -259034.951130 + Penalty 2502.743033 = -256532.208097 nChanged 39 SP:Iteration 10Q (1069.225956 sec): 3 clusters Score: Raw -259056.913876 + Penalty 2502.743033 = -256554.170843 nChanged 18 SP:Iteration 11Q (1069.277538 sec): 3 clusters Score: Raw -259064.678340 + Penalty 2502.743033 = -256561.935307 nChanged 16 SP:Iteration 12Q (1069.328744 sec): 3 clusters Score: Raw -259070.010923 + Penalty 2502.743033 = -256567.267890 nChanged 12 SP:Iteration 13Q (1069.380134 sec): 3 clusters Score: Raw -259084.629282 + Penalty 2502.743033 = -256581.886249 nChanged 17 SP:Iteration 14Q (1069.431587 sec): 3 clusters Score: Raw -259088.910575 + Penalty 2502.743033 = -256586.167542 nChanged 20 SP:Iteration 15Q (1069.476453 sec): 3 clusters Score: Raw -259094.408255 + Penalty 2502.743033 = -256591.665221 nChanged 23 SP:Iteration 16Q (1069.528782 sec): 3 clusters Score: Raw -259102.775125 + Penalty 2502.743033 = -256600.032091 nChanged 25 SP:Iteration 17Q (1069.579940 sec): 3 clusters Score: Raw -259111.812537 + Penalty 2502.743033 = -256609.069503 nChanged 39 SP:Iteration 18Q (1069.631187 sec): 3 clusters Score: Raw -259128.715616 + Penalty 2502.743033 = -256625.972583 nChanged 34 SP:Iteration 19Q (1069.682575 sec): 3 clusters Score: Raw -259145.028871 + Penalty 2502.743033 = -256642.285838 nChanged 43 SP:Iteration 20F (1069.734729 sec): 3 clusters Score: Raw -259164.919264 + Penalty 2502.743033 = -256662.176231 nChanged 43 SP:Iteration 21Q (1069.785991 sec): 3 clusters Score: Raw -259183.519638 + Penalty 2502.743033 = -256680.776604 nChanged 40 SP:Iteration 22Q (1069.836943 sec): 3 clusters Score: Raw -259202.181660 + Penalty 2502.743033 = -256699.438627 nChanged 39 SP:Iteration 23Q (1069.888368 sec): 3 clusters Score: Raw -259227.915620 + Penalty 2502.743033 = -256725.172587 nChanged 39 SP:Iteration 24Q (1069.935420 sec): 3 clusters Score: Raw -259245.589904 + Penalty 2502.743033 = -256742.846871 nChanged 32 SP:Iteration 25Q (1069.986792 sec): 3 clusters Score: Raw -259263.835944 + Penalty 2502.743033 = -256761.092911 nChanged 29 SP:Iteration 26Q (1070.036203 sec): 3 clusters Score: Raw -259276.524587 + Penalty 2502.743033 = -256773.781554 nChanged 29 SP:Iteration 27Q (1070.088796 sec): 3 clusters Score: Raw -259287.688381 + Penalty 2502.743033 = -256784.945348 nChanged 20 SP:Iteration 28Q (1070.141025 sec): 3 clusters Score: Raw -259296.293009 + Penalty 2502.743033 = -256793.549976 nChanged 14 SP:Iteration 29Q (1070.191668 sec): 3 clusters Score: Raw -259303.410810 + Penalty 2502.743033 = -256800.667777 nChanged 11 SP:Iteration 30Q (1070.240105 sec): 3 clusters Score: Raw -259307.449297 + Penalty 2502.743033 = -256804.706264 nChanged 7 SP:Iteration 31Q (1070.287251 sec): 3 clusters Score: Raw -259308.989351 + Penalty 2502.743033 = -256806.246318 nChanged 4 SP:Iteration 32Q (1070.349400 sec): 3 clusters Score: Raw -259309.914489 + Penalty 2502.743033 = -256807.171456 nChanged 3 SP:Iteration 33Q (1070.384403 sec): 3 clusters Score: Raw -259310.552083 + Penalty 2502.743033 = -256807.809049 nChanged 1 SP:Iteration 34Q (1070.435806 sec): 3 clusters Score: Raw -259310.644313 + Penalty 2502.743033 = -256807.901280 nChanged 0 SP:Iteration 35F (1070.487426 sec): 3 clusters Score: Raw -259310.644313 + Penalty 2502.743033 = -256807.901280 nChanged 0 Score: Raw -132224124.222731 + Penalty 78867.757155 = -132145256.465576 Splitting cluster 1 changes total score from -132145631.744986 to -132145256.465576 So it's not getting split. Trying to split cluster 2 (4346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1093.426007 sec): 2 clusters Score: Raw -561277.837969 + Penalty 1361.264314 = -559916.573655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1093.481542 sec): 3 clusters Score: Raw -559095.846952 + Penalty 2722.528627 = -556373.318325 nChanged 1708 SP:Iteration 1F (1093.528753 sec): 3 clusters Score: Raw -560144.168113 + Penalty 2722.528627 = -557421.639486 nChanged 390 SP:Iteration 2F (1093.584464 sec): 3 clusters Score: Raw -560490.247888 + Penalty 2722.528627 = -557767.719261 nChanged 319 SP:Iteration 3F (1093.640418 sec): 3 clusters Score: Raw -560780.967706 + Penalty 2722.528627 = -558058.439078 nChanged 316 SP:Iteration 4F (1093.695414 sec): 3 clusters Score: Raw -561065.881410 + Penalty 2722.528627 = -558343.352783 nChanged 245 SP:Iteration 5F (1093.749731 sec): 3 clusters Score: Raw -561262.282004 + Penalty 2722.528627 = -558539.753376 nChanged 184 SP:Iteration 6Q (1093.799651 sec): 3 clusters Score: Raw -561435.904061 + Penalty 2722.528627 = -558713.375434 nChanged 192 SP:Iteration 7Q (1093.854518 sec): 3 clusters Score: Raw -561585.507270 + Penalty 2722.528627 = -558862.978643 nChanged 145 SP:Iteration 8Q (1093.912601 sec): 3 clusters Score: Raw -561681.526972 + Penalty 2722.528627 = -558958.998344 nChanged 120 SP:Iteration 9Q (1093.967538 sec): 3 clusters Score: Raw -561744.808355 + Penalty 2722.528627 = -559022.279728 nChanged 87 SP:Iteration 10Q (1094.010436 sec): 3 clusters Score: Raw -561790.814150 + Penalty 2722.528627 = -559068.285523 nChanged 82 SP:Iteration 11Q (1094.070431 sec): 3 clusters Score: Raw -561830.989093 + Penalty 2722.528627 = -559108.460466 nChanged 76 SP:Iteration 12Q (1094.112758 sec): 3 clusters Score: Raw -561872.487201 + Penalty 2722.528627 = -559149.958574 nChanged 72 SP:Iteration 13Q (1094.166447 sec): 3 clusters Score: Raw -561915.885987 + Penalty 2722.528627 = -559193.357359 nChanged 75 SP:Iteration 14Q (1094.221908 sec): 3 clusters Score: Raw -561960.593245 + Penalty 2722.528627 = -559238.064617 nChanged 73 SP:Iteration 15Q (1094.277413 sec): 3 clusters Score: Raw -561997.877989 + Penalty 2722.528627 = -559275.349362 nChanged 59 SP:Iteration 16Q (1094.332413 sec): 3 clusters Score: Raw -562030.494430 + Penalty 2722.528627 = -559307.965802 nChanged 41 SP:Iteration 17Q (1094.388605 sec): 3 clusters Score: Raw -562046.890696 + Penalty 2722.528627 = -559324.362069 nChanged 33 SP:Iteration 18Q (1094.433225 sec): 3 clusters Score: Raw -562062.604127 + Penalty 2722.528627 = -559340.075499 nChanged 36 SP:Iteration 19Q (1094.490866 sec): 3 clusters Score: Raw -562078.948020 + Penalty 2722.528627 = -559356.419393 nChanged 28 SP:Iteration 20F (1094.548103 sec): 3 clusters Score: Raw -562088.852981 + Penalty 2722.528627 = -559366.324354 nChanged 25 SP:Iteration 21Q (1094.601065 sec): 3 clusters Score: Raw -562099.641478 + Penalty 2722.528627 = -559377.112851 nChanged 29 SP:Iteration 22Q (1094.655534 sec): 3 clusters Score: Raw -562111.449429 + Penalty 2722.528627 = -559388.920802 nChanged 27 SP:Iteration 23Q (1094.710961 sec): 3 clusters Score: Raw -562121.631804 + Penalty 2722.528627 = -559399.103177 nChanged 30 SP:Iteration 24Q (1094.764427 sec): 3 clusters Score: Raw -562133.910231 + Penalty 2722.528627 = -559411.381604 nChanged 22 SP:Iteration 25Q (1094.817668 sec): 3 clusters Score: Raw -562144.232305 + Penalty 2722.528627 = -559421.703677 nChanged 25 SP:Iteration 26Q (1094.872128 sec): 3 clusters Score: Raw -562153.199526 + Penalty 2722.528627 = -559430.670898 nChanged 21 SP:Iteration 27Q (1094.928375 sec): 3 clusters Score: Raw -562163.043094 + Penalty 2722.528627 = -559440.514466 nChanged 35 SP:Iteration 28Q (1094.984371 sec): 3 clusters Score: Raw -562176.859855 + Penalty 2722.528627 = -559454.331228 nChanged 21 SP:Iteration 29Q (1095.038821 sec): 3 clusters Score: Raw -562186.011431 + Penalty 2722.528627 = -559463.482803 nChanged 22 SP:Iteration 30Q (1095.093559 sec): 3 clusters Score: Raw -562194.646866 + Penalty 2722.528627 = -559472.118239 nChanged 23 SP:Iteration 31Q (1095.147759 sec): 3 clusters Score: Raw -562202.697065 + Penalty 2722.528627 = -559480.168438 nChanged 24 SP:Iteration 32Q (1095.214272 sec): 3 clusters Score: Raw -562212.044333 + Penalty 2722.528627 = -559489.515706 nChanged 25 SP:Iteration 33Q (1095.257646 sec): 3 clusters Score: Raw -562223.786582 + Penalty 2722.528627 = -559501.257955 nChanged 27 SP:Iteration 34Q (1095.312339 sec): 3 clusters Score: Raw -562237.078244 + Penalty 2722.528627 = -559514.549617 nChanged 31 SP:Iteration 35Q (1095.364908 sec): 3 clusters Score: Raw -562251.980413 + Penalty 2722.528627 = -559529.451786 nChanged 23 SP:Iteration 36Q (1095.419303 sec): 3 clusters Score: Raw -562261.483272 + Penalty 2722.528627 = -559538.954645 nChanged 23 SP:Iteration 37Q (1095.473503 sec): 3 clusters Score: Raw -562269.597163 + Penalty 2722.528627 = -559547.068536 nChanged 22 SP:Iteration 38Q (1095.539169 sec): 3 clusters Score: Raw -562276.800073 + Penalty 2722.528627 = -559554.271446 nChanged 22 SP:Iteration 39Q (1095.582689 sec): 3 clusters Score: Raw -562285.030827 + Penalty 2722.528627 = -559562.502200 nChanged 16 SP:Iteration 40F (1095.631638 sec): 3 clusters Score: Raw -562290.196067 + Penalty 2722.528627 = -559567.667440 nChanged 11 SP:Iteration 41Q (1095.697757 sec): 3 clusters Score: Raw -562294.357217 + Penalty 2722.528627 = -559571.828590 nChanged 8 SP:Iteration 42Q (1095.741109 sec): 3 clusters Score: Raw -562297.264574 + Penalty 2722.528627 = -559574.735946 nChanged 8 SP:Iteration 43Q (1095.788776 sec): 3 clusters Score: Raw -562299.668997 + Penalty 2722.528627 = -559577.140369 nChanged 9 SP:Iteration 44Q (1095.843464 sec): 3 clusters Score: Raw -562302.645020 + Penalty 2722.528627 = -559580.116392 nChanged 7 SP:Iteration 45Q (1095.909570 sec): 3 clusters Score: Raw -562304.529837 + Penalty 2722.528627 = -559582.001210 nChanged 7 SP:Iteration 46Q (1095.946702 sec): 3 clusters Score: Raw -562306.849182 + Penalty 2722.528627 = -559584.320555 nChanged 7 SP:Iteration 47Q (1096.001295 sec): 3 clusters Score: Raw -562308.025866 + Penalty 2722.528627 = -559585.497239 nChanged 6 SP:Iteration 48Q (1096.057542 sec): 3 clusters Score: Raw -562309.472887 + Penalty 2722.528627 = -559586.944260 nChanged 3 SP:Iteration 49Q (1096.103378 sec): 3 clusters Score: Raw -562309.831590 + Penalty 2722.528627 = -559587.302963 nChanged 0 SP:Iteration 50F (1096.158875 sec): 3 clusters Score: Raw -562309.831590 + Penalty 2722.528627 = -559587.302963 nChanged 0 Trying to split cluster 3 (43546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1096.235339 sec): 2 clusters Score: Raw -5643975.427206 + Penalty 1735.755634 = -5642239.671572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1096.352422 sec): 3 clusters Score: Raw -5616577.753061 + Penalty 3471.511267 = -5613106.241794 nChanged 20350 SP:Iteration 1F (1096.469908 sec): 3 clusters Score: Raw -5628666.622704 + Penalty 3471.511267 = -5625195.111437 nChanged 2214 SP:Iteration 2F (1096.577472 sec): 3 clusters Score: Raw -5629660.656628 + Penalty 3471.511267 = -5626189.145361 nChanged 2381 SP:Iteration 3F (1096.698676 sec): 3 clusters Score: Raw -5630962.701491 + Penalty 3471.511267 = -5627491.190223 nChanged 2605 SP:Iteration 4F (1096.821445 sec): 3 clusters Score: Raw -5632652.797476 + Penalty 3471.511267 = -5629181.286209 nChanged 2834 SP:Iteration 5F (1096.927708 sec): 3 clusters Score: Raw -5634789.063900 + Penalty 3471.511267 = -5631317.552633 nChanged 2942 SP:Iteration 6F (1097.044676 sec): 3 clusters Score: Raw -5637313.806021 + Penalty 3471.511267 = -5633842.294753 nChanged 2824 SP:Iteration 7F (1097.164721 sec): 3 clusters Score: Raw -5639741.536866 + Penalty 3471.511267 = -5636270.025599 nChanged 2428 SP:Iteration 8F (1097.265679 sec): 3 clusters Score: Raw -5641629.751130 + Penalty 3471.511267 = -5638158.239863 nChanged 1852 SP:Iteration 9Q (1097.381990 sec): 3 clusters Score: Raw -5642813.554462 + Penalty 3471.511267 = -5639342.043195 nChanged 1253 SP:Iteration 10Q (1097.487323 sec): 3 clusters Score: Raw -5643487.569602 + Penalty 3471.511267 = -5640016.058335 nChanged 942 SP:Iteration 11Q (1097.581184 sec): 3 clusters Score: Raw -5643991.039035 + Penalty 3471.511267 = -5640519.527768 nChanged 822 SP:Iteration 12Q (1097.695660 sec): 3 clusters Score: Raw -5644405.949625 + Penalty 3471.511267 = -5640934.438358 nChanged 713 SP:Iteration 13Q (1097.806692 sec): 3 clusters Score: Raw -5644699.792668 + Penalty 3471.511267 = -5641228.281401 nChanged 587 SP:Iteration 14Q (1097.917466 sec): 3 clusters Score: Raw -5644902.523416 + Penalty 3471.511267 = -5641431.012149 nChanged 509 SP:Iteration 15Q (1098.030473 sec): 3 clusters Score: Raw -5645050.982646 + Penalty 3471.511267 = -5641579.471379 nChanged 420 SP:Iteration 16Q (1098.142723 sec): 3 clusters Score: Raw -5645151.954801 + Penalty 3471.511267 = -5641680.443534 nChanged 346 SP:Iteration 17Q (1098.251599 sec): 3 clusters Score: Raw -5645225.229112 + Penalty 3471.511267 = -5641753.717845 nChanged 295 SP:Iteration 18Q (1098.360100 sec): 3 clusters Score: Raw -5645280.308511 + Penalty 3471.511267 = -5641808.797244 nChanged 268 SP:Iteration 19Q (1098.469509 sec): 3 clusters Score: Raw -5645331.273333 + Penalty 3471.511267 = -5641859.762066 nChanged 275 SP:Iteration 20F (1098.592192 sec): 3 clusters Score: Raw -5645386.619165 + Penalty 3471.511267 = -5641915.107898 nChanged 232 SP:Iteration 21Q (1098.712918 sec): 3 clusters Score: Raw -5645433.574463 + Penalty 3471.511267 = -5641962.063196 nChanged 189 SP:Iteration 22Q (1098.831215 sec): 3 clusters Score: Raw -5645476.486943 + Penalty 3471.511267 = -5642004.975676 nChanged 190 SP:Iteration 23Q (1098.951550 sec): 3 clusters Score: Raw -5645521.201256 + Penalty 3471.511267 = -5642049.689988 nChanged 175 SP:Iteration 24Q (1099.064362 sec): 3 clusters Score: Raw -5645563.706704 + Penalty 3471.511267 = -5642092.195437 nChanged 172 SP:Iteration 25Q (1099.191902 sec): 3 clusters Score: Raw -5645604.699505 + Penalty 3471.511267 = -5642133.188238 nChanged 169 SP:Iteration 26Q (1099.309354 sec): 3 clusters Score: Raw -5645647.893474 + Penalty 3471.511267 = -5642176.382207 nChanged 176 SP:Iteration 27Q (1099.427698 sec): 3 clusters Score: Raw -5645692.413890 + Penalty 3471.511267 = -5642220.902622 nChanged 155 SP:Iteration 28Q (1099.535283 sec): 3 clusters Score: Raw -5645723.645269 + Penalty 3471.511267 = -5642252.134002 nChanged 152 SP:Iteration 29Q (1099.642480 sec): 3 clusters Score: Raw -5645753.006618 + Penalty 3471.511267 = -5642281.495351 nChanged 126 SP:Iteration 30Q (1099.759159 sec): 3 clusters Score: Raw -5645771.541554 + Penalty 3471.511267 = -5642300.030287 nChanged 116 SP:Iteration 31Q (1099.876605 sec): 3 clusters Score: Raw -5645788.121282 + Penalty 3471.511267 = -5642316.610015 nChanged 90 SP:Iteration 32Q (1099.995075 sec): 3 clusters Score: Raw -5645798.841703 + Penalty 3471.511267 = -5642327.330436 nChanged 73 SP:Iteration 33Q (1100.105570 sec): 3 clusters Score: Raw -5645805.547704 + Penalty 3471.511267 = -5642334.036437 nChanged 74 SP:Iteration 34Q (1100.205513 sec): 3 clusters Score: Raw -5645811.856241 + Penalty 3471.511267 = -5642340.344974 nChanged 72 SP:Iteration 35Q (1100.312540 sec): 3 clusters Score: Raw -5645817.409805 + Penalty 3471.511267 = -5642345.898537 nChanged 72 SP:Iteration 36Q (1100.422123 sec): 3 clusters Score: Raw -5645822.341204 + Penalty 3471.511267 = -5642350.829936 nChanged 71 SP:Iteration 37Q (1100.527307 sec): 3 clusters Score: Raw -5645827.649165 + Penalty 3471.511267 = -5642356.137898 nChanged 72 SP:Iteration 38Q (1100.632159 sec): 3 clusters Score: Raw -5645831.927502 + Penalty 3471.511267 = -5642360.416235 nChanged 47 SP:Iteration 39Q (1100.758478 sec): 3 clusters Score: Raw -5645834.596393 + Penalty 3471.511267 = -5642363.085126 nChanged 47 SP:Iteration 40F (1100.864665 sec): 3 clusters Score: Raw -5645837.171013 + Penalty 3471.511267 = -5642365.659746 nChanged 38 SP:Iteration 41Q (1100.980766 sec): 3 clusters Score: Raw -5645839.470228 + Penalty 3471.511267 = -5642367.958961 nChanged 41 SP:Iteration 42Q (1101.095918 sec): 3 clusters Score: Raw -5645841.810417 + Penalty 3471.511267 = -5642370.299150 nChanged 23 SP:Iteration 43Q (1101.223578 sec): 3 clusters Score: Raw -5645842.905871 + Penalty 3471.511267 = -5642371.394604 nChanged 23 SP:Iteration 44Q (1101.328075 sec): 3 clusters Score: Raw -5645843.783168 + Penalty 3471.511267 = -5642372.271901 nChanged 16 SP:Iteration 45Q (1101.441804 sec): 3 clusters Score: Raw -5645844.272067 + Penalty 3471.511267 = -5642372.760800 nChanged 8 SP:Iteration 46Q (1101.550760 sec): 3 clusters Score: Raw -5645844.542064 + Penalty 3471.511267 = -5642373.030797 nChanged 11 SP:Iteration 47Q (1101.656461 sec): 3 clusters Score: Raw -5645844.898819 + Penalty 3471.511267 = -5642373.387552 nChanged 9 SP:Iteration 48Q (1101.773098 sec): 3 clusters Score: Raw -5645845.158434 + Penalty 3471.511267 = -5642373.647167 nChanged 7 SP:Iteration 49Q (1101.881110 sec): 3 clusters Score: Raw -5645845.361392 + Penalty 3471.511267 = -5642373.850125 nChanged 9 SP:Iteration 50Q (1101.987774 sec): 3 clusters Score: Raw -5645845.678834 + Penalty 3471.511267 = -5642374.167567 nChanged 6 SP:Iteration 51Q (1102.104707 sec): 3 clusters Score: Raw -5645845.962770 + Penalty 3471.511267 = -5642374.451503 nChanged 5 SP:Iteration 52Q (1102.211865 sec): 3 clusters Score: Raw -5645846.115265 + Penalty 3471.511267 = -5642374.603998 nChanged 3 SP:Iteration 53Q (1102.318399 sec): 3 clusters Score: Raw -5645846.228360 + Penalty 3471.511267 = -5642374.717093 nChanged 6 SP:Iteration 54Q (1102.435002 sec): 3 clusters Score: Raw -5645846.429363 + Penalty 3471.511267 = -5642374.918096 nChanged 1 SP:Iteration 55Q (1102.554057 sec): 3 clusters Score: Raw -5645846.476323 + Penalty 3471.511267 = -5642374.965056 nChanged 2 SP:Iteration 56Q (1102.657830 sec): 3 clusters Score: Raw -5645846.542897 + Penalty 3471.511267 = -5642375.031630 nChanged 5 SP:Iteration 57Q (1102.771787 sec): 3 clusters Score: Raw -5645846.691941 + Penalty 3471.511267 = -5642375.180673 nChanged 2 SP:Iteration 58Q (1102.878352 sec): 3 clusters Score: Raw -5645846.724826 + Penalty 3471.511267 = -5642375.213559 nChanged 0 SP:Iteration 59F (1102.997044 sec): 3 clusters Score: Raw -5645846.724826 + Penalty 3471.511267 = -5642375.213559 nChanged 0 Score: Raw -132224155.670395 + Penalty 78867.757155 = -132145287.913240 Splitting cluster 3 changes total score from -132145631.744986 to -132145287.913240 So it's not getting split. Trying to split cluster 4 (24768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1126.476750 sec): 2 clusters Score: Raw -3236003.449519 + Penalty 1644.062514 = -3234359.387005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1126.555613 sec): 3 clusters Score: Raw -3221006.234125 + Penalty 3288.125027 = -3217718.109098 nChanged 11300 SP:Iteration 1F (1126.647528 sec): 3 clusters Score: Raw -3227300.590651 + Penalty 3288.125027 = -3224012.465624 nChanged 1352 SP:Iteration 2F (1126.739366 sec): 3 clusters Score: Raw -3227859.111637 + Penalty 3288.125027 = -3224570.986609 nChanged 1390 SP:Iteration 3F (1126.819994 sec): 3 clusters Score: Raw -3228498.832318 + Penalty 3288.125027 = -3225210.707291 nChanged 1417 SP:Iteration 4F (1126.902857 sec): 3 clusters Score: Raw -3229254.350478 + Penalty 3288.125027 = -3225966.225451 nChanged 1481 SP:Iteration 5F (1126.988194 sec): 3 clusters Score: Raw -3230106.696082 + Penalty 3288.125027 = -3226818.571055 nChanged 1571 SP:Iteration 6F (1127.078499 sec): 3 clusters Score: Raw -3231055.171573 + Penalty 3288.125027 = -3227767.046545 nChanged 1491 SP:Iteration 7F (1127.166762 sec): 3 clusters Score: Raw -3231898.209417 + Penalty 3288.125027 = -3228610.084389 nChanged 1256 SP:Iteration 8F (1127.258371 sec): 3 clusters Score: Raw -3232606.235731 + Penalty 3288.125027 = -3229318.110704 nChanged 1073 SP:Iteration 9Q (1127.340031 sec): 3 clusters Score: Raw -3233158.109137 + Penalty 3288.125027 = -3229869.984110 nChanged 881 SP:Iteration 10Q (1127.420962 sec): 3 clusters Score: Raw -3233567.123973 + Penalty 3288.125027 = -3230278.998946 nChanged 730 SP:Iteration 11Q (1127.510656 sec): 3 clusters Score: Raw -3233892.992641 + Penalty 3288.125027 = -3230604.867614 nChanged 604 SP:Iteration 12Q (1127.595491 sec): 3 clusters Score: Raw -3234139.710417 + Penalty 3288.125027 = -3230851.585389 nChanged 547 SP:Iteration 13Q (1127.685288 sec): 3 clusters Score: Raw -3234363.739439 + Penalty 3288.125027 = -3231075.614412 nChanged 535 SP:Iteration 14Q (1127.770445 sec): 3 clusters Score: Raw -3234591.364044 + Penalty 3288.125027 = -3231303.239016 nChanged 458 SP:Iteration 15Q (1127.858869 sec): 3 clusters Score: Raw -3234788.514900 + Penalty 3288.125027 = -3231500.389873 nChanged 476 SP:Iteration 16Q (1127.946593 sec): 3 clusters Score: Raw -3235006.523295 + Penalty 3288.125027 = -3231718.398268 nChanged 425 SP:Iteration 17Q (1128.034405 sec): 3 clusters Score: Raw -3235212.789838 + Penalty 3288.125027 = -3231924.664811 nChanged 391 SP:Iteration 18Q (1128.122214 sec): 3 clusters Score: Raw -3235403.681142 + Penalty 3288.125027 = -3232115.556115 nChanged 357 SP:Iteration 19Q (1128.209531 sec): 3 clusters Score: Raw -3235592.851734 + Penalty 3288.125027 = -3232304.726707 nChanged 338 SP:Iteration 20F (1128.297077 sec): 3 clusters Score: Raw -3235793.857693 + Penalty 3288.125027 = -3232505.732666 nChanged 285 SP:Iteration 21Q (1128.382804 sec): 3 clusters Score: Raw -3235958.762747 + Penalty 3288.125027 = -3232670.637720 nChanged 212 SP:Iteration 22Q (1128.456259 sec): 3 clusters Score: Raw -3236064.406167 + Penalty 3288.125027 = -3232776.281139 nChanged 175 SP:Iteration 23Q (1128.539283 sec): 3 clusters Score: Raw -3236151.155880 + Penalty 3288.125027 = -3232863.030853 nChanged 142 SP:Iteration 24Q (1128.623788 sec): 3 clusters Score: Raw -3236217.409025 + Penalty 3288.125027 = -3232929.283997 nChanged 117 SP:Iteration 25Q (1128.712096 sec): 3 clusters Score: Raw -3236269.839803 + Penalty 3288.125027 = -3232981.714775 nChanged 93 SP:Iteration 26Q (1128.783533 sec): 3 clusters Score: Raw -3236316.329265 + Penalty 3288.125027 = -3233028.204238 nChanged 92 SP:Iteration 27Q (1128.872225 sec): 3 clusters Score: Raw -3236360.381144 + Penalty 3288.125027 = -3233072.256117 nChanged 66 SP:Iteration 28Q (1128.953153 sec): 3 clusters Score: Raw -3236390.879052 + Penalty 3288.125027 = -3233102.754025 nChanged 55 SP:Iteration 29Q (1129.045823 sec): 3 clusters Score: Raw -3236414.572424 + Penalty 3288.125027 = -3233126.447396 nChanged 43 SP:Iteration 30Q (1129.119801 sec): 3 clusters Score: Raw -3236431.578126 + Penalty 3288.125027 = -3233143.453099 nChanged 28 SP:Iteration 31Q (1129.200086 sec): 3 clusters Score: Raw -3236442.113408 + Penalty 3288.125027 = -3233153.988381 nChanged 25 SP:Iteration 32Q (1129.283771 sec): 3 clusters Score: Raw -3236452.099712 + Penalty 3288.125027 = -3233163.974685 nChanged 30 SP:Iteration 33Q (1129.367353 sec): 3 clusters Score: Raw -3236463.262584 + Penalty 3288.125027 = -3233175.137557 nChanged 13 SP:Iteration 34Q (1129.449791 sec): 3 clusters Score: Raw -3236467.746495 + Penalty 3288.125027 = -3233179.621468 nChanged 15 SP:Iteration 35Q (1129.523002 sec): 3 clusters Score: Raw -3236473.032122 + Penalty 3288.125027 = -3233184.907095 nChanged 10 SP:Iteration 36Q (1129.602244 sec): 3 clusters Score: Raw -3236476.618884 + Penalty 3288.125027 = -3233188.493857 nChanged 10 SP:Iteration 37Q (1129.674128 sec): 3 clusters Score: Raw -3236481.729023 + Penalty 3288.125027 = -3233193.603996 nChanged 9 SP:Iteration 38Q (1129.750865 sec): 3 clusters Score: Raw -3236488.450753 + Penalty 3288.125027 = -3233200.325726 nChanged 20 SP:Iteration 39Q (1129.829052 sec): 3 clusters Score: Raw -3236498.545130 + Penalty 3288.125027 = -3233210.420103 nChanged 17 SP:Iteration 40F (1129.904157 sec): 3 clusters Score: Raw -3236503.452845 + Penalty 3288.125027 = -3233215.327817 nChanged 6 SP:Iteration 41Q (1129.988338 sec): 3 clusters Score: Raw -3236505.301997 + Penalty 3288.125027 = -3233217.176970 nChanged 3 SP:Iteration 42Q (1130.058129 sec): 3 clusters Score: Raw -3236506.544648 + Penalty 3288.125027 = -3233218.419620 nChanged 4 SP:Iteration 43Q (1130.126597 sec): 3 clusters Score: Raw -3236508.112119 + Penalty 3288.125027 = -3233219.987092 nChanged 3 SP:Iteration 44Q (1130.201962 sec): 3 clusters Score: Raw -3236509.407200 + Penalty 3288.125027 = -3233221.282173 nChanged 3 SP:Iteration 45Q (1130.281574 sec): 3 clusters Score: Raw -3236510.927865 + Penalty 3288.125027 = -3233222.802838 nChanged 4 SP:Iteration 46Q (1130.350550 sec): 3 clusters Score: Raw -3236512.296506 + Penalty 3288.125027 = -3233224.171478 nChanged 1 SP:Iteration 47Q (1130.425177 sec): 3 clusters Score: Raw -3236512.786983 + Penalty 3288.125027 = -3233224.661955 nChanged 1 SP:Iteration 48Q (1130.511170 sec): 3 clusters Score: Raw -3236513.460640 + Penalty 3288.125027 = -3233225.335612 nChanged 2 SP:Iteration 49Q (1130.569984 sec): 3 clusters Score: Raw -3236513.998251 + Penalty 3288.125027 = -3233225.873224 nChanged 0 SP:Iteration 50F (1130.655085 sec): 3 clusters Score: Raw -3236513.998251 + Penalty 3288.125027 = -3233225.873224 nChanged 0 Trying to split cluster 5 (20708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1130.704874 sec): 2 clusters Score: Raw -2634599.353124 + Penalty 1614.969749 = -2632984.383375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1130.798808 sec): 3 clusters Score: Raw -2622202.694310 + Penalty 3229.939498 = -2618972.754812 nChanged 9324 SP:Iteration 1F (1130.875728 sec): 3 clusters Score: Raw -2627595.449434 + Penalty 3229.939498 = -2624365.509936 nChanged 1304 SP:Iteration 2F (1130.949925 sec): 3 clusters Score: Raw -2628405.041053 + Penalty 3229.939498 = -2625175.101555 nChanged 1361 SP:Iteration 3F (1131.038657 sec): 3 clusters Score: Raw -2629357.359432 + Penalty 3229.939498 = -2626127.419934 nChanged 1428 SP:Iteration 4F (1131.113284 sec): 3 clusters Score: Raw -2630412.365287 + Penalty 3229.939498 = -2627182.425789 nChanged 1436 SP:Iteration 5F (1131.191915 sec): 3 clusters Score: Raw -2631445.770714 + Penalty 3229.939498 = -2628215.831216 nChanged 1363 SP:Iteration 6F (1131.270267 sec): 3 clusters Score: Raw -2632395.395955 + Penalty 3229.939498 = -2629165.456457 nChanged 1152 SP:Iteration 7F (1131.320303 sec): 3 clusters Score: Raw -2633125.498342 + Penalty 3229.939498 = -2629895.558844 nChanged 929 SP:Iteration 8Q (1131.397857 sec): 3 clusters Score: Raw -2633579.742793 + Penalty 3229.939498 = -2630349.803295 nChanged 627 SP:Iteration 9Q (1131.476695 sec): 3 clusters Score: Raw -2633828.490419 + Penalty 3229.939498 = -2630598.550921 nChanged 457 SP:Iteration 10Q (1131.560332 sec): 3 clusters Score: Raw -2633965.081301 + Penalty 3229.939498 = -2630735.141803 nChanged 323 SP:Iteration 11Q (1131.645147 sec): 3 clusters Score: Raw -2634049.449046 + Penalty 3229.939498 = -2630819.509548 nChanged 274 SP:Iteration 12Q (1131.721956 sec): 3 clusters Score: Raw -2634122.330410 + Penalty 3229.939498 = -2630892.390913 nChanged 229 SP:Iteration 13Q (1131.804181 sec): 3 clusters Score: Raw -2634174.807570 + Penalty 3229.939498 = -2630944.868072 nChanged 212 SP:Iteration 14Q (1131.878134 sec): 3 clusters Score: Raw -2634219.396390 + Penalty 3229.939498 = -2630989.456892 nChanged 191 SP:Iteration 15Q (1131.950034 sec): 3 clusters Score: Raw -2634253.043357 + Penalty 3229.939498 = -2631023.103859 nChanged 156 SP:Iteration 16Q (1132.027277 sec): 3 clusters Score: Raw -2634281.018476 + Penalty 3229.939498 = -2631051.078978 nChanged 159 SP:Iteration 17Q (1132.104526 sec): 3 clusters Score: Raw -2634309.435106 + Penalty 3229.939498 = -2631079.495608 nChanged 152 SP:Iteration 18Q (1132.178902 sec): 3 clusters Score: Raw -2634335.656700 + Penalty 3229.939498 = -2631105.717202 nChanged 143 SP:Iteration 19Q (1132.255318 sec): 3 clusters Score: Raw -2634357.341304 + Penalty 3229.939498 = -2631127.401806 nChanged 107 SP:Iteration 20F (1132.340591 sec): 3 clusters Score: Raw -2634372.647561 + Penalty 3229.939498 = -2631142.708064 nChanged 101 SP:Iteration 21Q (1132.408770 sec): 3 clusters Score: Raw -2634387.463503 + Penalty 3229.939498 = -2631157.524005 nChanged 116 SP:Iteration 22Q (1132.476260 sec): 3 clusters Score: Raw -2634407.244857 + Penalty 3229.939498 = -2631177.305359 nChanged 106 SP:Iteration 23Q (1132.557215 sec): 3 clusters Score: Raw -2634424.113185 + Penalty 3229.939498 = -2631194.173687 nChanged 122 SP:Iteration 24Q (1132.647910 sec): 3 clusters Score: Raw -2634444.076528 + Penalty 3229.939498 = -2631214.137030 nChanged 123 SP:Iteration 25Q (1132.720521 sec): 3 clusters Score: Raw -2634465.348001 + Penalty 3229.939498 = -2631235.408503 nChanged 105 SP:Iteration 26Q (1132.811379 sec): 3 clusters Score: Raw -2634481.817625 + Penalty 3229.939498 = -2631251.878127 nChanged 96 SP:Iteration 27Q (1132.876770 sec): 3 clusters Score: Raw -2634497.667020 + Penalty 3229.939498 = -2631267.727522 nChanged 105 SP:Iteration 28Q (1132.949021 sec): 3 clusters Score: Raw -2634513.973298 + Penalty 3229.939498 = -2631284.033800 nChanged 86 SP:Iteration 29Q (1133.039218 sec): 3 clusters Score: Raw -2634525.421914 + Penalty 3229.939498 = -2631295.482416 nChanged 75 SP:Iteration 30Q (1133.111188 sec): 3 clusters Score: Raw -2634537.108066 + Penalty 3229.939498 = -2631307.168568 nChanged 83 SP:Iteration 31Q (1133.194418 sec): 3 clusters Score: Raw -2634550.835093 + Penalty 3229.939498 = -2631320.895595 nChanged 67 SP:Iteration 32Q (1133.280063 sec): 3 clusters Score: Raw -2634561.461695 + Penalty 3229.939498 = -2631331.522197 nChanged 66 SP:Iteration 33Q (1133.362407 sec): 3 clusters Score: Raw -2634571.746756 + Penalty 3229.939498 = -2631341.807258 nChanged 63 SP:Iteration 34Q (1133.439980 sec): 3 clusters Score: Raw -2634581.364257 + Penalty 3229.939498 = -2631351.424759 nChanged 58 SP:Iteration 35Q (1133.519882 sec): 3 clusters Score: Raw -2634588.202468 + Penalty 3229.939498 = -2631358.262970 nChanged 45 SP:Iteration 36Q (1133.613846 sec): 3 clusters Score: Raw -2634595.818327 + Penalty 3229.939498 = -2631365.878829 nChanged 59 SP:Iteration 37Q (1133.695794 sec): 3 clusters Score: Raw -2634607.632565 + Penalty 3229.939498 = -2631377.693067 nChanged 80 SP:Iteration 38Q (1133.764250 sec): 3 clusters Score: Raw -2634624.406724 + Penalty 3229.939498 = -2631394.467226 nChanged 75 SP:Iteration 39Q (1133.841159 sec): 3 clusters Score: Raw -2634643.839774 + Penalty 3229.939498 = -2631413.900276 nChanged 90 SP:Iteration 40F (1133.925761 sec): 3 clusters Score: Raw -2634669.299574 + Penalty 3229.939498 = -2631439.360076 nChanged 104 SP:Iteration 41Q (1133.995460 sec): 3 clusters Score: Raw -2634705.024274 + Penalty 3229.939498 = -2631475.084776 nChanged 119 SP:Iteration 42Q (1134.083465 sec): 3 clusters Score: Raw -2634752.744882 + Penalty 3229.939498 = -2631522.805384 nChanged 131 SP:Iteration 43Q (1134.168412 sec): 3 clusters Score: Raw -2634816.022121 + Penalty 3229.939498 = -2631586.082623 nChanged 152 SP:Iteration 44Q (1134.231479 sec): 3 clusters Score: Raw -2634920.520913 + Penalty 3229.939498 = -2631690.581415 nChanged 171 SP:Iteration 45Q (1134.299211 sec): 3 clusters Score: Raw -2635080.655445 + Penalty 3229.939498 = -2631850.715947 nChanged 177 SP:Iteration 46Q (1134.373978 sec): 3 clusters Score: Raw -2635264.052794 + Penalty 3229.939498 = -2632034.113296 nChanged 172 SP:Iteration 47Q (1134.451625 sec): 3 clusters Score: Raw -2635422.862544 + Penalty 3229.939498 = -2632192.923046 nChanged 156 SP:Iteration 48Q (1134.520862 sec): 3 clusters Score: Raw -2635522.144550 + Penalty 3229.939498 = -2632292.205052 nChanged 113 SP:Iteration 49Q (1134.596809 sec): 3 clusters Score: Raw -2635564.162990 + Penalty 3229.939498 = -2632334.223493 nChanged 95 SP:Iteration 50Q (1134.672225 sec): 3 clusters Score: Raw -2635591.978627 + Penalty 3229.939498 = -2632362.039129 nChanged 66 SP:Iteration 51Q (1134.738523 sec): 3 clusters Score: Raw -2635610.711818 + Penalty 3229.939498 = -2632380.772320 nChanged 48 SP:Iteration 52Q (1134.814400 sec): 3 clusters Score: Raw -2635621.192427 + Penalty 3229.939498 = -2632391.252929 nChanged 37 SP:Iteration 53Q (1134.878741 sec): 3 clusters Score: Raw -2635628.081981 + Penalty 3229.939498 = -2632398.142483 nChanged 31 SP:Iteration 54Q (1134.953684 sec): 3 clusters Score: Raw -2635633.187776 + Penalty 3229.939498 = -2632403.248279 nChanged 30 SP:Iteration 55Q (1135.023109 sec): 3 clusters Score: Raw -2635638.531070 + Penalty 3229.939498 = -2632408.591572 nChanged 26 SP:Iteration 56Q (1135.097931 sec): 3 clusters Score: Raw -2635642.354303 + Penalty 3229.939498 = -2632412.414805 nChanged 19 SP:Iteration 57Q (1135.172819 sec): 3 clusters Score: Raw -2635644.457752 + Penalty 3229.939498 = -2632414.518254 nChanged 14 SP:Iteration 58Q (1135.247671 sec): 3 clusters Score: Raw -2635646.269209 + Penalty 3229.939498 = -2632416.329711 nChanged 17 SP:Iteration 59Q (1135.322323 sec): 3 clusters Score: Raw -2635648.537174 + Penalty 3229.939498 = -2632418.597676 nChanged 13 SP:Iteration 60F (1135.396716 sec): 3 clusters Score: Raw -2635650.121745 + Penalty 3229.939498 = -2632420.182247 nChanged 10 SP:Iteration 61Q (1135.469003 sec): 3 clusters Score: Raw -2635651.099690 + Penalty 3229.939498 = -2632421.160192 nChanged 6 SP:Iteration 62Q (1135.543835 sec): 3 clusters Score: Raw -2635651.731645 + Penalty 3229.939498 = -2632421.792147 nChanged 10 SP:Iteration 63Q (1135.616175 sec): 3 clusters Score: Raw -2635653.452366 + Penalty 3229.939498 = -2632423.512868 nChanged 13 SP:Iteration 64Q (1135.693592 sec): 3 clusters Score: Raw -2635655.141622 + Penalty 3229.939498 = -2632425.202124 nChanged 13 SP:Iteration 65Q (1135.775362 sec): 3 clusters Score: Raw -2635656.815625 + Penalty 3229.939498 = -2632426.876127 nChanged 18 SP:Iteration 66Q (1135.831645 sec): 3 clusters Score: Raw -2635660.478471 + Penalty 3229.939498 = -2632430.538973 nChanged 16 SP:Iteration 67Q (1135.908342 sec): 3 clusters Score: Raw -2635663.874290 + Penalty 3229.939498 = -2632433.934792 nChanged 16 SP:Iteration 68Q (1135.982823 sec): 3 clusters Score: Raw -2635666.965555 + Penalty 3229.939498 = -2632437.026057 nChanged 23 SP:Iteration 69Q (1136.061246 sec): 3 clusters Score: Raw -2635670.087477 + Penalty 3229.939498 = -2632440.147979 nChanged 14 SP:Iteration 70Q (1136.138961 sec): 3 clusters Score: Raw -2635671.951626 + Penalty 3229.939498 = -2632442.012128 nChanged 12 SP:Iteration 71Q (1136.216665 sec): 3 clusters Score: Raw -2635673.952739 + Penalty 3229.939498 = -2632444.013241 nChanged 11 SP:Iteration 72Q (1136.294689 sec): 3 clusters Score: Raw -2635675.181610 + Penalty 3229.939498 = -2632445.242112 nChanged 6 SP:Iteration 73Q (1136.380939 sec): 3 clusters Score: Raw -2635675.865592 + Penalty 3229.939498 = -2632445.926094 nChanged 8 SP:Iteration 74Q (1136.453023 sec): 3 clusters Score: Raw -2635676.763201 + Penalty 3229.939498 = -2632446.823703 nChanged 5 SP:Iteration 75Q (1136.528294 sec): 3 clusters Score: Raw -2635677.543849 + Penalty 3229.939498 = -2632447.604352 nChanged 2 SP:Iteration 76Q (1136.595705 sec): 3 clusters Score: Raw -2635677.832685 + Penalty 3229.939498 = -2632447.893187 nChanged 5 SP:Iteration 77Q (1136.670468 sec): 3 clusters Score: Raw -2635678.520526 + Penalty 3229.939498 = -2632448.581028 nChanged 6 SP:Iteration 78Q (1136.755197 sec): 3 clusters Score: Raw -2635679.145029 + Penalty 3229.939498 = -2632449.205531 nChanged 4 SP:Iteration 79Q (1136.833645 sec): 3 clusters Score: Raw -2635679.503380 + Penalty 3229.939498 = -2632449.563882 nChanged 3 SP:Iteration 80F (1136.908741 sec): 3 clusters Score: Raw -2635679.709617 + Penalty 3229.939498 = -2632449.770120 nChanged 3 SP:Iteration 81Q (1136.980064 sec): 3 clusters Score: Raw -2635679.947799 + Penalty 3229.939498 = -2632450.008302 nChanged 2 SP:Iteration 82Q (1137.045141 sec): 3 clusters Score: Raw -2635680.093712 + Penalty 3229.939498 = -2632450.154214 nChanged 4 SP:Iteration 83Q (1137.119095 sec): 3 clusters Score: Raw -2635680.568883 + Penalty 3229.939498 = -2632450.629385 nChanged 4 SP:Iteration 84Q (1137.188630 sec): 3 clusters Score: Raw -2635680.924427 + Penalty 3229.939498 = -2632450.984929 nChanged 1 SP:Iteration 85Q (1137.263096 sec): 3 clusters Score: Raw -2635680.984563 + Penalty 3229.939498 = -2632451.045065 nChanged 1 SP:Iteration 86Q (1137.328725 sec): 3 clusters Score: Raw -2635681.172381 + Penalty 3229.939498 = -2632451.232883 nChanged 4 SP:Iteration 87Q (1137.413361 sec): 3 clusters Score: Raw -2635681.556949 + Penalty 3229.939498 = -2632451.617451 nChanged 2 SP:Iteration 88Q (1137.473103 sec): 3 clusters Score: Raw -2635681.687086 + Penalty 3229.939498 = -2632451.747588 nChanged 2 SP:Iteration 89Q (1137.542491 sec): 3 clusters Score: Raw -2635682.128105 + Penalty 3229.939498 = -2632452.188608 nChanged 2 SP:Iteration 90Q (1137.616623 sec): 3 clusters Score: Raw -2635682.277893 + Penalty 3229.939498 = -2632452.338395 nChanged 2 SP:Iteration 91Q (1137.683476 sec): 3 clusters Score: Raw -2635682.630760 + Penalty 3229.939498 = -2632452.691262 nChanged 5 SP:Iteration 92Q (1137.754569 sec): 3 clusters Score: Raw -2635683.676245 + Penalty 3229.939498 = -2632453.736747 nChanged 7 SP:Iteration 93Q (1137.828748 sec): 3 clusters Score: Raw -2635685.295492 + Penalty 3229.939498 = -2632455.355994 nChanged 10 SP:Iteration 94Q (1137.899764 sec): 3 clusters Score: Raw -2635687.241080 + Penalty 3229.939498 = -2632457.301582 nChanged 9 SP:Iteration 95Q (1137.970803 sec): 3 clusters Score: Raw -2635688.894262 + Penalty 3229.939498 = -2632458.954764 nChanged 9 SP:Iteration 96Q (1138.044645 sec): 3 clusters Score: Raw -2635690.159839 + Penalty 3229.939498 = -2632460.220341 nChanged 5 SP:Iteration 97Q (1138.113467 sec): 3 clusters Score: Raw -2635691.161636 + Penalty 3229.939498 = -2632461.222138 nChanged 3 SP:Iteration 98Q (1138.187534 sec): 3 clusters Score: Raw -2635691.814870 + Penalty 3229.939498 = -2632461.875372 nChanged 4 SP:Iteration 99Q (1138.260661 sec): 3 clusters Score: Raw -2635692.391507 + Penalty 3229.939498 = -2632462.452009 nChanged 3 SP:Iteration 100F (1138.345492 sec): 3 clusters Score: Raw -2635692.797790 + Penalty 3229.939498 = -2632462.858293 nChanged 7 SP:Iteration 101Q (1138.414465 sec): 3 clusters Score: Raw -2635693.450533 + Penalty 3229.939498 = -2632463.511035 nChanged 6 SP:Iteration 102Q (1138.484022 sec): 3 clusters Score: Raw -2635694.342412 + Penalty 3229.939498 = -2632464.402914 nChanged 7 SP:Iteration 103Q (1138.556066 sec): 3 clusters Score: Raw -2635695.191678 + Penalty 3229.939498 = -2632465.252180 nChanged 3 SP:Iteration 104Q (1138.630194 sec): 3 clusters Score: Raw -2635695.507979 + Penalty 3229.939498 = -2632465.568481 nChanged 2 SP:Iteration 105Q (1138.705899 sec): 3 clusters Score: Raw -2635695.716193 + Penalty 3229.939498 = -2632465.776695 nChanged 3 SP:Iteration 106Q (1138.769133 sec): 3 clusters Score: Raw -2635695.944743 + Penalty 3229.939498 = -2632466.005245 nChanged 1 SP:Iteration 107Q (1138.841153 sec): 3 clusters Score: Raw -2635696.059646 + Penalty 3229.939498 = -2632466.120148 nChanged 1 SP:Iteration 108Q (1138.925916 sec): 3 clusters Score: Raw -2635696.177435 + Penalty 3229.939498 = -2632466.237938 nChanged 0 SP:Iteration 109F (1139.008649 sec): 3 clusters Score: Raw -2635696.177435 + Penalty 3229.939498 = -2632466.237938 nChanged 0 Trying to split cluster 6 (66032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1139.116888 sec): 2 clusters Score: Raw -8674182.682741 + Penalty 1803.407897 = -8672379.274844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1139.286791 sec): 3 clusters Score: Raw -8631918.807144 + Penalty 3606.815794 = -8628311.991349 nChanged 31242 SP:Iteration 1F (1139.442407 sec): 3 clusters Score: Raw -8650764.945021 + Penalty 3606.815794 = -8647158.129227 nChanged 3365 SP:Iteration 2F (1139.595751 sec): 3 clusters Score: Raw -8652273.242935 + Penalty 3606.815794 = -8648666.427140 nChanged 3792 SP:Iteration 3F (1139.756632 sec): 3 clusters Score: Raw -8654190.985968 + Penalty 3606.815794 = -8650584.170174 nChanged 4153 SP:Iteration 4F (1139.917070 sec): 3 clusters Score: Raw -8656670.401180 + Penalty 3606.815794 = -8653063.585385 nChanged 4523 SP:Iteration 5F (1140.074318 sec): 3 clusters Score: Raw -8659714.669340 + Penalty 3606.815794 = -8656107.853546 nChanged 4657 SP:Iteration 6F (1140.227615 sec): 3 clusters Score: Raw -8663295.539381 + Penalty 3606.815794 = -8659688.723587 nChanged 4439 SP:Iteration 7F (1140.381612 sec): 3 clusters Score: Raw -8666961.843106 + Penalty 3606.815794 = -8663355.027312 nChanged 3683 SP:Iteration 8F (1140.535241 sec): 3 clusters Score: Raw -8670082.668954 + Penalty 3606.815794 = -8666475.853160 nChanged 2515 SP:Iteration 9Q (1140.695902 sec): 3 clusters Score: Raw -8672154.445578 + Penalty 3606.815794 = -8668547.629784 nChanged 1483 SP:Iteration 10Q (1140.848527 sec): 3 clusters Score: Raw -8673313.755863 + Penalty 3606.815794 = -8669706.940068 nChanged 779 SP:Iteration 11Q (1140.985433 sec): 3 clusters Score: Raw -8673875.603502 + Penalty 3606.815794 = -8670268.787708 nChanged 389 SP:Iteration 12Q (1141.136483 sec): 3 clusters Score: Raw -8674146.122372 + Penalty 3606.815794 = -8670539.306578 nChanged 215 SP:Iteration 13Q (1141.265597 sec): 3 clusters Score: Raw -8674290.051026 + Penalty 3606.815794 = -8670683.235232 nChanged 108 SP:Iteration 14Q (1141.392267 sec): 3 clusters Score: Raw -8674362.692861 + Penalty 3606.815794 = -8670755.877067 nChanged 62 SP:Iteration 15Q (1141.516025 sec): 3 clusters Score: Raw -8674394.342816 + Penalty 3606.815794 = -8670787.527022 nChanged 34 SP:Iteration 16Q (1141.646471 sec): 3 clusters Score: Raw -8674411.819953 + Penalty 3606.815794 = -8670805.004159 nChanged 28 SP:Iteration 17Q (1141.778066 sec): 3 clusters Score: Raw -8674431.004653 + Penalty 3606.815794 = -8670824.188859 nChanged 24 SP:Iteration 18Q (1141.890130 sec): 3 clusters Score: Raw -8674446.628121 + Penalty 3606.815794 = -8670839.812327 nChanged 19 SP:Iteration 19Q (1142.011322 sec): 3 clusters Score: Raw -8674458.498234 + Penalty 3606.815794 = -8670851.682440 nChanged 12 SP:Iteration 20F (1142.160747 sec): 3 clusters Score: Raw -8674465.256323 + Penalty 3606.815794 = -8670858.440529 nChanged 11 SP:Iteration 21Q (1142.282640 sec): 3 clusters Score: Raw -8674471.682105 + Penalty 3606.815794 = -8670864.866311 nChanged 8 SP:Iteration 22Q (1142.412952 sec): 3 clusters Score: Raw -8674478.599796 + Penalty 3606.815794 = -8670871.784002 nChanged 8 SP:Iteration 23Q (1142.550383 sec): 3 clusters Score: Raw -8674482.530398 + Penalty 3606.815794 = -8670875.714604 nChanged 7 SP:Iteration 24Q (1142.681481 sec): 3 clusters Score: Raw -8674486.322935 + Penalty 3606.815794 = -8670879.507141 nChanged 6 SP:Iteration 25Q (1142.822933 sec): 3 clusters Score: Raw -8674490.593022 + Penalty 3606.815794 = -8670883.777228 nChanged 3 SP:Iteration 26Q (1142.946081 sec): 3 clusters Score: Raw -8674492.759733 + Penalty 3606.815794 = -8670885.943939 nChanged 1 SP:Iteration 27Q (1143.075144 sec): 3 clusters Score: Raw -8674492.987906 + Penalty 3606.815794 = -8670886.172112 nChanged 2 SP:Iteration 28Q (1143.204898 sec): 3 clusters Score: Raw -8674493.607471 + Penalty 3606.815794 = -8670886.791676 nChanged 1 SP:Iteration 29Q (1143.317266 sec): 3 clusters Score: Raw -8674493.993054 + Penalty 3606.815794 = -8670887.177259 nChanged 0 SP:Iteration 30F (1143.465164 sec): 3 clusters Score: Raw -8674493.993054 + Penalty 3606.815794 = -8670887.177259 nChanged 0 Trying to split cluster 7 (12670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1143.486835 sec): 2 clusters Score: Raw -1540034.918558 + Penalty 1535.136244 = -1538499.782313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1143.549297 sec): 3 clusters Score: Raw -1532821.026645 + Penalty 3070.272489 = -1529750.754157 nChanged 5524 SP:Iteration 1F (1143.628044 sec): 3 clusters Score: Raw -1536593.437170 + Penalty 3070.272489 = -1533523.164681 nChanged 1199 SP:Iteration 2F (1143.685451 sec): 3 clusters Score: Raw -1538182.467445 + Penalty 3070.272489 = -1535112.194956 nChanged 1319 SP:Iteration 3F (1143.750485 sec): 3 clusters Score: Raw -1539986.663068 + Penalty 3070.272489 = -1536916.390579 nChanged 1267 SP:Iteration 4F (1143.818269 sec): 3 clusters Score: Raw -1541636.072188 + Penalty 3070.272489 = -1538565.799699 nChanged 1016 SP:Iteration 5F (1143.886605 sec): 3 clusters Score: Raw -1542800.993481 + Penalty 3070.272489 = -1539730.720992 nChanged 711 SP:Iteration 6F (1143.956512 sec): 3 clusters Score: Raw -1543586.832108 + Penalty 3070.272489 = -1540516.559619 nChanged 525 SP:Iteration 7Q (1144.024464 sec): 3 clusters Score: Raw -1544226.561119 + Penalty 3070.272489 = -1541156.288630 nChanged 419 SP:Iteration 8Q (1144.091272 sec): 3 clusters Score: Raw -1544669.460563 + Penalty 3070.272489 = -1541599.188074 nChanged 277 SP:Iteration 9Q (1144.148237 sec): 3 clusters Score: Raw -1544909.446386 + Penalty 3070.272489 = -1541839.173897 nChanged 224 SP:Iteration 10Q (1144.224351 sec): 3 clusters Score: Raw -1545046.849761 + Penalty 3070.272489 = -1541976.577272 nChanged 166 SP:Iteration 11Q (1144.281797 sec): 3 clusters Score: Raw -1545125.225475 + Penalty 3070.272489 = -1542054.952986 nChanged 113 SP:Iteration 12Q (1144.356963 sec): 3 clusters Score: Raw -1545175.313303 + Penalty 3070.272489 = -1542105.040814 nChanged 76 SP:Iteration 13Q (1144.424739 sec): 3 clusters Score: Raw -1545206.142590 + Penalty 3070.272489 = -1542135.870101 nChanged 74 SP:Iteration 14Q (1144.485443 sec): 3 clusters Score: Raw -1545229.401090 + Penalty 3070.272489 = -1542159.128601 nChanged 61 SP:Iteration 15Q (1144.527162 sec): 3 clusters Score: Raw -1545244.482698 + Penalty 3070.272489 = -1542174.210209 nChanged 44 SP:Iteration 16Q (1144.591642 sec): 3 clusters Score: Raw -1545256.052201 + Penalty 3070.272489 = -1542185.779713 nChanged 46 SP:Iteration 17Q (1144.655645 sec): 3 clusters Score: Raw -1545266.683272 + Penalty 3070.272489 = -1542196.410783 nChanged 50 SP:Iteration 18Q (1144.717294 sec): 3 clusters Score: Raw -1545279.709809 + Penalty 3070.272489 = -1542209.437320 nChanged 42 SP:Iteration 19Q (1144.777468 sec): 3 clusters Score: Raw -1545290.125779 + Penalty 3070.272489 = -1542219.853290 nChanged 44 SP:Iteration 20F (1144.834750 sec): 3 clusters Score: Raw -1545300.299634 + Penalty 3070.272489 = -1542230.027146 nChanged 43 SP:Iteration 21Q (1144.891420 sec): 3 clusters Score: Raw -1545311.154857 + Penalty 3070.272489 = -1542240.882368 nChanged 41 SP:Iteration 22Q (1144.950725 sec): 3 clusters Score: Raw -1545320.530974 + Penalty 3070.272489 = -1542250.258486 nChanged 44 SP:Iteration 23Q (1144.994521 sec): 3 clusters Score: Raw -1545329.988335 + Penalty 3070.272489 = -1542259.715847 nChanged 30 SP:Iteration 24Q (1145.051674 sec): 3 clusters Score: Raw -1545336.364766 + Penalty 3070.272489 = -1542266.092277 nChanged 26 SP:Iteration 25Q (1145.116245 sec): 3 clusters Score: Raw -1545341.175441 + Penalty 3070.272489 = -1542270.902953 nChanged 21 SP:Iteration 26Q (1145.170959 sec): 3 clusters Score: Raw -1545345.438196 + Penalty 3070.272489 = -1542275.165707 nChanged 16 SP:Iteration 27Q (1145.231704 sec): 3 clusters Score: Raw -1545347.937527 + Penalty 3070.272489 = -1542277.665038 nChanged 11 SP:Iteration 28Q (1145.295928 sec): 3 clusters Score: Raw -1545349.308364 + Penalty 3070.272489 = -1542279.035875 nChanged 8 SP:Iteration 29Q (1145.353149 sec): 3 clusters Score: Raw -1545350.201174 + Penalty 3070.272489 = -1542279.928685 nChanged 5 SP:Iteration 30Q (1145.417606 sec): 3 clusters Score: Raw -1545350.852073 + Penalty 3070.272489 = -1542280.579584 nChanged 5 SP:Iteration 31Q (1145.481630 sec): 3 clusters Score: Raw -1545351.659776 + Penalty 3070.272489 = -1542281.387288 nChanged 7 SP:Iteration 32Q (1145.545814 sec): 3 clusters Score: Raw -1545352.800392 + Penalty 3070.272489 = -1542282.527903 nChanged 6 SP:Iteration 33Q (1145.598663 sec): 3 clusters Score: Raw -1545353.489131 + Penalty 3070.272489 = -1542283.216642 nChanged 10 SP:Iteration 34Q (1145.663020 sec): 3 clusters Score: Raw -1545354.720826 + Penalty 3070.272489 = -1542284.448337 nChanged 12 SP:Iteration 35Q (1145.724095 sec): 3 clusters Score: Raw -1545356.729990 + Penalty 3070.272489 = -1542286.457501 nChanged 9 SP:Iteration 36Q (1145.782114 sec): 3 clusters Score: Raw -1545357.810569 + Penalty 3070.272489 = -1542287.538081 nChanged 6 SP:Iteration 37Q (1145.857538 sec): 3 clusters Score: Raw -1545358.648170 + Penalty 3070.272489 = -1542288.375681 nChanged 4 SP:Iteration 38Q (1145.911057 sec): 3 clusters Score: Raw -1545358.971707 + Penalty 3070.272489 = -1542288.699218 nChanged 2 SP:Iteration 39Q (1145.965641 sec): 3 clusters Score: Raw -1545359.157544 + Penalty 3070.272489 = -1542288.885056 nChanged 3 SP:Iteration 40F (1146.033866 sec): 3 clusters Score: Raw -1545359.385157 + Penalty 3070.272489 = -1542289.112669 nChanged 1 SP:Iteration 41Q (1146.098392 sec): 3 clusters Score: Raw -1545359.540294 + Penalty 3070.272489 = -1542289.267805 nChanged 1 SP:Iteration 42Q (1146.163922 sec): 3 clusters Score: Raw -1545359.585917 + Penalty 3070.272489 = -1542289.313429 nChanged 0 SP:Iteration 43F (1146.232474 sec): 3 clusters Score: Raw -1545359.585917 + Penalty 3070.272489 = -1542289.313429 nChanged 0 Score: Raw -132227609.040134 + Penalty 78867.757155 = -132148741.282979 Splitting cluster 7 changes total score from -132145631.744986 to -132148741.282979 So it's getting split into cluster 35. Trying to split cluster 8 (2689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1171.056644 sec): 2 clusters Score: Raw -297840.469751 + Penalty 1283.250257 = -296557.219495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1171.112244 sec): 3 clusters Score: Raw -296690.865442 + Penalty 2566.500513 = -294124.364928 nChanged 1052 SP:Iteration 1F (1171.154153 sec): 3 clusters Score: Raw -297922.017792 + Penalty 2566.500513 = -295355.517279 nChanged 361 SP:Iteration 2F (1171.205983 sec): 3 clusters Score: Raw -298682.927232 + Penalty 2566.500513 = -296116.426718 nChanged 284 SP:Iteration 3F (1171.271649 sec): 3 clusters Score: Raw -299242.320101 + Penalty 2566.500513 = -296675.819588 nChanged 183 SP:Iteration 4F (1171.325750 sec): 3 clusters Score: Raw -299612.847863 + Penalty 2566.500513 = -297046.347349 nChanged 144 SP:Iteration 5F (1171.377807 sec): 3 clusters Score: Raw -299952.051510 + Penalty 2566.500513 = -297385.550997 nChanged 129 SP:Iteration 6Q (1171.432936 sec): 3 clusters Score: Raw -300361.415519 + Penalty 2566.500513 = -297794.915006 nChanged 99 SP:Iteration 7Q (1171.484509 sec): 3 clusters Score: Raw -300664.566758 + Penalty 2566.500513 = -298098.066244 nChanged 91 SP:Iteration 8Q (1171.527373 sec): 3 clusters Score: Raw -300889.576963 + Penalty 2566.500513 = -298323.076449 nChanged 64 SP:Iteration 9Q (1171.588105 sec): 3 clusters Score: Raw -301021.321422 + Penalty 2566.500513 = -298454.820908 nChanged 38 SP:Iteration 10Q (1171.641430 sec): 3 clusters Score: Raw -301084.961969 + Penalty 2566.500513 = -298518.461455 nChanged 30 SP:Iteration 11Q (1171.697372 sec): 3 clusters Score: Raw -301132.502785 + Penalty 2566.500513 = -298566.002271 nChanged 20 SP:Iteration 12Q (1171.750753 sec): 3 clusters Score: Raw -301193.379224 + Penalty 2566.500513 = -298626.878710 nChanged 16 SP:Iteration 13Q (1171.792142 sec): 3 clusters Score: Raw -301238.023472 + Penalty 2566.500513 = -298671.522959 nChanged 8 SP:Iteration 14Q (1171.857552 sec): 3 clusters Score: Raw -301263.056157 + Penalty 2566.500513 = -298696.555644 nChanged 5 SP:Iteration 15Q (1171.891595 sec): 3 clusters Score: Raw -301272.915860 + Penalty 2566.500513 = -298706.415347 nChanged 1 SP:Iteration 16Q (1171.942907 sec): 3 clusters Score: Raw -301287.073014 + Penalty 2566.500513 = -298720.572501 nChanged 2 SP:Iteration 17Q (1171.994105 sec): 3 clusters Score: Raw -301288.382307 + Penalty 2566.500513 = -298721.881794 nChanged 2 SP:Iteration 18Q (1172.042566 sec): 3 clusters Score: Raw -301290.156677 + Penalty 2566.500513 = -298723.656163 nChanged 1 SP:Iteration 19Q (1172.089615 sec): 3 clusters Score: Raw -301295.916253 + Penalty 2566.500513 = -298729.415740 nChanged 3 SP:Iteration 20F (1172.144147 sec): 3 clusters Score: Raw -301316.992942 + Penalty 2566.500513 = -298750.492429 nChanged 5 SP:Iteration 21Q (1172.195949 sec): 3 clusters Score: Raw -301328.425620 + Penalty 2566.500513 = -298761.925107 nChanged 5 SP:Iteration 22Q (1172.251644 sec): 3 clusters Score: Raw -301331.903659 + Penalty 2566.500513 = -298765.403146 nChanged 3 SP:Iteration 23Q (1172.307275 sec): 3 clusters Score: Raw -301333.198314 + Penalty 2566.500513 = -298766.697801 nChanged 1 SP:Iteration 24Q (1172.347511 sec): 3 clusters Score: Raw -301333.447604 + Penalty 2566.500513 = -298766.947090 nChanged 1 SP:Iteration 25Q (1172.399980 sec): 3 clusters Score: Raw -301334.064618 + Penalty 2566.500513 = -298767.564105 nChanged 1 SP:Iteration 26Q (1172.453105 sec): 3 clusters Score: Raw -301334.360713 + Penalty 2566.500513 = -298767.860200 nChanged 0 SP:Iteration 27F (1172.505970 sec): 3 clusters Score: Raw -301334.360713 + Penalty 2566.500513 = -298767.860200 nChanged 0 Score: Raw -132231102.931095 + Penalty 81121.121645 = -132149981.809450 Splitting cluster 8 changes total score from -132145631.744986 to -132149981.809450 So it's getting split into cluster 36. Trying to split cluster 9 (4014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1196.513486 sec): 2 clusters Score: Raw -479595.128958 + Penalty 1348.350824 = -478246.778135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1196.572791 sec): 3 clusters Score: Raw -477731.149901 + Penalty 2696.701647 = -475034.448254 nChanged 1576 SP:Iteration 1F (1196.629660 sec): 3 clusters Score: Raw -478895.410604 + Penalty 2696.701647 = -476198.708957 nChanged 381 SP:Iteration 2F (1196.685850 sec): 3 clusters Score: Raw -479231.425243 + Penalty 2696.701647 = -476534.723596 nChanged 296 SP:Iteration 3F (1196.730937 sec): 3 clusters Score: Raw -479518.962423 + Penalty 2696.701647 = -476822.260775 nChanged 234 SP:Iteration 4F (1196.787094 sec): 3 clusters Score: Raw -479753.578225 + Penalty 2696.701647 = -477056.876578 nChanged 204 SP:Iteration 5F (1196.853344 sec): 3 clusters Score: Raw -479944.190179 + Penalty 2696.701647 = -477247.488532 nChanged 157 SP:Iteration 6Q (1196.908169 sec): 3 clusters Score: Raw -480088.613752 + Penalty 2696.701647 = -477391.912105 nChanged 123 SP:Iteration 7Q (1196.961702 sec): 3 clusters Score: Raw -480182.573681 + Penalty 2696.701647 = -477485.872034 nChanged 104 SP:Iteration 8Q (1197.018872 sec): 3 clusters Score: Raw -480290.689580 + Penalty 2696.701647 = -477593.987933 nChanged 117 SP:Iteration 9Q (1197.079092 sec): 3 clusters Score: Raw -480401.278006 + Penalty 2696.701647 = -477704.576359 nChanged 88 SP:Iteration 10Q (1197.136467 sec): 3 clusters Score: Raw -480480.271365 + Penalty 2696.701647 = -477783.569718 nChanged 80 SP:Iteration 11Q (1197.184909 sec): 3 clusters Score: Raw -480544.488278 + Penalty 2696.701647 = -477847.786631 nChanged 67 SP:Iteration 12Q (1197.244485 sec): 3 clusters Score: Raw -480599.483449 + Penalty 2696.701647 = -477902.781802 nChanged 59 SP:Iteration 13Q (1197.292562 sec): 3 clusters Score: Raw -480656.930414 + Penalty 2696.701647 = -477960.228767 nChanged 48 SP:Iteration 14Q (1197.349464 sec): 3 clusters Score: Raw -480704.009149 + Penalty 2696.701647 = -478007.307502 nChanged 41 SP:Iteration 15Q (1197.401281 sec): 3 clusters Score: Raw -480727.785076 + Penalty 2696.701647 = -478031.083429 nChanged 27 SP:Iteration 16Q (1197.467569 sec): 3 clusters Score: Raw -480741.265986 + Penalty 2696.701647 = -478044.564338 nChanged 32 SP:Iteration 17Q (1197.512403 sec): 3 clusters Score: Raw -480756.545265 + Penalty 2696.701647 = -478059.843618 nChanged 24 SP:Iteration 18Q (1197.576938 sec): 3 clusters Score: Raw -480764.782969 + Penalty 2696.701647 = -478068.081322 nChanged 15 SP:Iteration 19Q (1197.624082 sec): 3 clusters Score: Raw -480770.069986 + Penalty 2696.701647 = -478073.368339 nChanged 11 SP:Iteration 20F (1197.690767 sec): 3 clusters Score: Raw -480776.898685 + Penalty 2696.701647 = -478080.197038 nChanged 15 SP:Iteration 21Q (1197.748220 sec): 3 clusters Score: Raw -480782.239155 + Penalty 2696.701647 = -478085.537508 nChanged 10 SP:Iteration 22Q (1197.802690 sec): 3 clusters Score: Raw -480786.444914 + Penalty 2696.701647 = -478089.743267 nChanged 5 SP:Iteration 23Q (1197.852998 sec): 3 clusters Score: Raw -480788.046480 + Penalty 2696.701647 = -478091.344833 nChanged 4 SP:Iteration 24Q (1197.905111 sec): 3 clusters Score: Raw -480789.545719 + Penalty 2696.701647 = -478092.844072 nChanged 4 SP:Iteration 25Q (1197.964608 sec): 3 clusters Score: Raw -480790.891529 + Penalty 2696.701647 = -478094.189882 nChanged 4 SP:Iteration 26Q (1198.023284 sec): 3 clusters Score: Raw -480792.552985 + Penalty 2696.701647 = -478095.851338 nChanged 3 SP:Iteration 27Q (1198.079136 sec): 3 clusters Score: Raw -480793.553937 + Penalty 2696.701647 = -478096.852290 nChanged 3 SP:Iteration 28Q (1198.123863 sec): 3 clusters Score: Raw -480794.414926 + Penalty 2696.701647 = -478097.713279 nChanged 2 SP:Iteration 29Q (1198.188101 sec): 3 clusters Score: Raw -480794.734727 + Penalty 2696.701647 = -478098.033080 nChanged 0 SP:Iteration 30F (1198.246981 sec): 3 clusters Score: Raw -480794.734727 + Penalty 2696.701647 = -478098.033080 nChanged 0 Trying to split cluster 10 (11600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1198.287862 sec): 2 clusters Score: Raw -1531451.817211 + Penalty 1520.798561 = -1529931.018650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1198.356495 sec): 3 clusters Score: Raw -1524850.306358 + Penalty 3041.597123 = -1521808.709235 nChanged 5011 SP:Iteration 1F (1198.423432 sec): 3 clusters Score: Raw -1527669.284982 + Penalty 3041.597123 = -1524627.687859 nChanged 775 SP:Iteration 2F (1198.492843 sec): 3 clusters Score: Raw -1528050.520617 + Penalty 3041.597123 = -1525008.923494 nChanged 718 SP:Iteration 3F (1198.561661 sec): 3 clusters Score: Raw -1528497.235934 + Penalty 3041.597123 = -1525455.638811 nChanged 774 SP:Iteration 4F (1198.619688 sec): 3 clusters Score: Raw -1529049.828834 + Penalty 3041.597123 = -1526008.231711 nChanged 786 SP:Iteration 5F (1198.684494 sec): 3 clusters Score: Raw -1529646.297694 + Penalty 3041.597123 = -1526604.700571 nChanged 690 SP:Iteration 6F (1198.760777 sec): 3 clusters Score: Raw -1530210.420757 + Penalty 3041.597123 = -1527168.823635 nChanged 595 SP:Iteration 7F (1198.828727 sec): 3 clusters Score: Raw -1530736.891880 + Penalty 3041.597123 = -1527695.294757 nChanged 462 SP:Iteration 8Q (1198.897553 sec): 3 clusters Score: Raw -1531132.697026 + Penalty 3041.597123 = -1528091.099903 nChanged 271 SP:Iteration 9Q (1198.955344 sec): 3 clusters Score: Raw -1531326.832132 + Penalty 3041.597123 = -1528285.235010 nChanged 152 SP:Iteration 10Q (1199.032809 sec): 3 clusters Score: Raw -1531440.112742 + Penalty 3041.597123 = -1528398.515620 nChanged 88 SP:Iteration 11Q (1199.089849 sec): 3 clusters Score: Raw -1531513.519382 + Penalty 3041.597123 = -1528471.922260 nChanged 60 SP:Iteration 12Q (1199.166364 sec): 3 clusters Score: Raw -1531555.316835 + Penalty 3041.597123 = -1528513.719712 nChanged 35 SP:Iteration 13Q (1199.232708 sec): 3 clusters Score: Raw -1531576.921675 + Penalty 3041.597123 = -1528535.324553 nChanged 23 SP:Iteration 14Q (1199.297905 sec): 3 clusters Score: Raw -1531594.088010 + Penalty 3041.597123 = -1528552.490888 nChanged 20 SP:Iteration 15Q (1199.353315 sec): 3 clusters Score: Raw -1531608.717852 + Penalty 3041.597123 = -1528567.120730 nChanged 16 SP:Iteration 16Q (1199.429923 sec): 3 clusters Score: Raw -1531618.285386 + Penalty 3041.597123 = -1528576.688263 nChanged 9 SP:Iteration 17Q (1199.482860 sec): 3 clusters Score: Raw -1531623.406594 + Penalty 3041.597123 = -1528581.809472 nChanged 13 SP:Iteration 18Q (1199.554705 sec): 3 clusters Score: Raw -1531634.595915 + Penalty 3041.597123 = -1528592.998793 nChanged 6 SP:Iteration 19Q (1199.622598 sec): 3 clusters Score: Raw -1531641.895098 + Penalty 3041.597123 = -1528600.297975 nChanged 13 SP:Iteration 20F (1199.687558 sec): 3 clusters Score: Raw -1531651.911841 + Penalty 3041.597123 = -1528610.314719 nChanged 11 SP:Iteration 21Q (1199.755686 sec): 3 clusters Score: Raw -1531665.028412 + Penalty 3041.597123 = -1528623.431289 nChanged 9 SP:Iteration 22Q (1199.806888 sec): 3 clusters Score: Raw -1531673.566580 + Penalty 3041.597123 = -1528631.969458 nChanged 6 SP:Iteration 23Q (1199.869848 sec): 3 clusters Score: Raw -1531678.579816 + Penalty 3041.597123 = -1528636.982693 nChanged 2 SP:Iteration 24Q (1199.936067 sec): 3 clusters Score: Raw -1531680.368512 + Penalty 3041.597123 = -1528638.771389 nChanged 4 SP:Iteration 25Q (1200.002033 sec): 3 clusters Score: Raw -1531686.445631 + Penalty 3041.597123 = -1528644.848509 nChanged 4 SP:Iteration 26Q (1200.078389 sec): 3 clusters Score: Raw -1531689.499005 + Penalty 3041.597123 = -1528647.901882 nChanged 6 SP:Iteration 27Q (1200.133394 sec): 3 clusters Score: Raw -1531692.930253 + Penalty 3041.597123 = -1528651.333131 nChanged 3 SP:Iteration 28Q (1200.198024 sec): 3 clusters Score: Raw -1531695.281953 + Penalty 3041.597123 = -1528653.684830 nChanged 2 SP:Iteration 29Q (1200.274376 sec): 3 clusters Score: Raw -1531697.180415 + Penalty 3041.597123 = -1528655.583293 nChanged 2 SP:Iteration 30Q (1200.339884 sec): 3 clusters Score: Raw -1531699.202601 + Penalty 3041.597123 = -1528657.605478 nChanged 0 SP:Iteration 31F (1200.397975 sec): 3 clusters Score: Raw -1531699.202601 + Penalty 3041.597123 = -1528657.605478 nChanged 0 Trying to split cluster 11 (15802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1200.455037 sec): 2 clusters Score: Raw -2076708.495357 + Penalty 1571.032416 = -2075137.462940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1200.531535 sec): 3 clusters Score: Raw -2067437.400855 + Penalty 3142.064833 = -2064295.336022 nChanged 7027 SP:Iteration 1F (1200.605815 sec): 3 clusters Score: Raw -2071227.171445 + Penalty 3142.064833 = -2068085.106613 nChanged 899 SP:Iteration 2F (1200.663140 sec): 3 clusters Score: Raw -2071604.695500 + Penalty 3142.064833 = -2068462.630668 nChanged 811 SP:Iteration 3F (1200.731654 sec): 3 clusters Score: Raw -2071909.662691 + Penalty 3142.064833 = -2068767.597858 nChanged 698 SP:Iteration 4Q (1200.818662 sec): 3 clusters Score: Raw -2072175.504431 + Penalty 3142.064833 = -2069033.439598 nChanged 664 SP:Iteration 5Q (1200.889461 sec): 3 clusters Score: Raw -2072425.726712 + Penalty 3142.064833 = -2069283.661879 nChanged 604 SP:Iteration 6Q (1200.950065 sec): 3 clusters Score: Raw -2072657.397147 + Penalty 3142.064833 = -2069515.332314 nChanged 587 SP:Iteration 7Q (1201.031984 sec): 3 clusters Score: Raw -2072881.664017 + Penalty 3142.064833 = -2069739.599184 nChanged 555 SP:Iteration 8Q (1201.108595 sec): 3 clusters Score: Raw -2073103.374314 + Penalty 3142.064833 = -2069961.309481 nChanged 594 SP:Iteration 9Q (1201.186131 sec): 3 clusters Score: Raw -2073362.553182 + Penalty 3142.064833 = -2070220.488349 nChanged 578 SP:Iteration 10Q (1201.263768 sec): 3 clusters Score: Raw -2073639.724990 + Penalty 3142.064833 = -2070497.660157 nChanged 650 SP:Iteration 11Q (1201.341007 sec): 3 clusters Score: Raw -2074016.281554 + Penalty 3142.064833 = -2070874.216721 nChanged 692 SP:Iteration 12Q (1201.408133 sec): 3 clusters Score: Raw -2074474.046088 + Penalty 3142.064833 = -2071331.981255 nChanged 682 SP:Iteration 13Q (1201.486678 sec): 3 clusters Score: Raw -2074975.565572 + Penalty 3142.064833 = -2071833.500740 nChanged 648 SP:Iteration 14Q (1201.565092 sec): 3 clusters Score: Raw -2075467.456188 + Penalty 3142.064833 = -2072325.391356 nChanged 538 SP:Iteration 15Q (1201.636563 sec): 3 clusters Score: Raw -2075849.100220 + Penalty 3142.064833 = -2072707.035387 nChanged 397 SP:Iteration 16Q (1201.707266 sec): 3 clusters Score: Raw -2076123.748763 + Penalty 3142.064833 = -2072981.683930 nChanged 327 SP:Iteration 17Q (1201.776598 sec): 3 clusters Score: Raw -2076364.165154 + Penalty 3142.064833 = -2073222.100321 nChanged 255 SP:Iteration 18Q (1201.849495 sec): 3 clusters Score: Raw -2076555.232612 + Penalty 3142.064833 = -2073413.167779 nChanged 174 SP:Iteration 19Q (1201.921829 sec): 3 clusters Score: Raw -2076679.530911 + Penalty 3142.064833 = -2073537.466078 nChanged 98 SP:Iteration 20F (1201.987703 sec): 3 clusters Score: Raw -2076750.443021 + Penalty 3142.064833 = -2073608.378188 nChanged 52 SP:Iteration 21Q (1202.059066 sec): 3 clusters Score: Raw -2076791.129156 + Penalty 3142.064833 = -2073649.064323 nChanged 40 SP:Iteration 22Q (1202.130089 sec): 3 clusters Score: Raw -2076817.603557 + Penalty 3142.064833 = -2073675.538724 nChanged 24 SP:Iteration 23Q (1202.201200 sec): 3 clusters Score: Raw -2076835.574991 + Penalty 3142.064833 = -2073693.510158 nChanged 15 SP:Iteration 24Q (1202.272012 sec): 3 clusters Score: Raw -2076846.487676 + Penalty 3142.064833 = -2073704.422843 nChanged 15 SP:Iteration 25Q (1202.352020 sec): 3 clusters Score: Raw -2076855.047108 + Penalty 3142.064833 = -2073712.982275 nChanged 9 SP:Iteration 26Q (1202.423023 sec): 3 clusters Score: Raw -2076862.163412 + Penalty 3142.064833 = -2073720.098579 nChanged 9 SP:Iteration 27Q (1202.492604 sec): 3 clusters Score: Raw -2076869.514473 + Penalty 3142.064833 = -2073727.449641 nChanged 8 SP:Iteration 28Q (1202.556871 sec): 3 clusters Score: Raw -2076876.813061 + Penalty 3142.064833 = -2073734.748228 nChanged 5 SP:Iteration 29Q (1202.611381 sec): 3 clusters Score: Raw -2076881.684146 + Penalty 3142.064833 = -2073739.619313 nChanged 6 SP:Iteration 30Q (1202.688102 sec): 3 clusters Score: Raw -2076885.972646 + Penalty 3142.064833 = -2073743.907814 nChanged 6 SP:Iteration 31Q (1202.753932 sec): 3 clusters Score: Raw -2076889.368123 + Penalty 3142.064833 = -2073747.303290 nChanged 4 SP:Iteration 32Q (1202.819715 sec): 3 clusters Score: Raw -2076891.695321 + Penalty 3142.064833 = -2073749.630489 nChanged 3 SP:Iteration 33Q (1202.892141 sec): 3 clusters Score: Raw -2076894.021336 + Penalty 3142.064833 = -2073751.956503 nChanged 3 SP:Iteration 34Q (1202.961133 sec): 3 clusters Score: Raw -2076897.062197 + Penalty 3142.064833 = -2073754.997364 nChanged 5 SP:Iteration 35Q (1203.018794 sec): 3 clusters Score: Raw -2076901.984347 + Penalty 3142.064833 = -2073759.919514 nChanged 7 SP:Iteration 36Q (1203.069706 sec): 3 clusters Score: Raw -2076909.323690 + Penalty 3142.064833 = -2073767.258857 nChanged 6 SP:Iteration 37Q (1203.148261 sec): 3 clusters Score: Raw -2076916.186952 + Penalty 3142.064833 = -2073774.122119 nChanged 2 SP:Iteration 38Q (1203.213718 sec): 3 clusters Score: Raw -2076917.396607 + Penalty 3142.064833 = -2073775.331775 nChanged 1 SP:Iteration 39Q (1203.284173 sec): 3 clusters Score: Raw -2076917.805618 + Penalty 3142.064833 = -2073775.740785 nChanged 0 SP:Iteration 40F (1203.354891 sec): 3 clusters Score: Raw -2076917.805618 + Penalty 3142.064833 = -2073775.740785 nChanged 0 Trying to split cluster 12 (70591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1203.473298 sec): 2 clusters Score: Raw -9120497.943865 + Penalty 1814.256915 = -9118683.686950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1203.630815 sec): 3 clusters Score: Raw -9075512.660595 + Penalty 3628.513829 = -9071884.146766 nChanged 33430 SP:Iteration 1F (1203.797549 sec): 3 clusters Score: Raw -9097974.841110 + Penalty 3628.513829 = -9094346.327281 nChanged 5858 SP:Iteration 2F (1203.966351 sec): 3 clusters Score: Raw -9104565.109612 + Penalty 3628.513829 = -9100936.595783 nChanged 7329 SP:Iteration 3F (1204.128776 sec): 3 clusters Score: Raw -9113957.793406 + Penalty 3628.513829 = -9110329.279576 nChanged 6990 SP:Iteration 4F (1204.299778 sec): 3 clusters Score: Raw -9122297.280707 + Penalty 3628.513829 = -9118668.766877 nChanged 5151 SP:Iteration 5F (1204.472406 sec): 3 clusters Score: Raw -9127267.762232 + Penalty 3628.513829 = -9123639.248403 nChanged 3702 SP:Iteration 6F (1204.632112 sec): 3 clusters Score: Raw -9130318.496389 + Penalty 3628.513829 = -9126689.982560 nChanged 2746 SP:Iteration 7Q (1204.805607 sec): 3 clusters Score: Raw -9132418.146690 + Penalty 3628.513829 = -9128789.632860 nChanged 2019 SP:Iteration 8Q (1204.959402 sec): 3 clusters Score: Raw -9133961.256379 + Penalty 3628.513829 = -9130332.742550 nChanged 1682 SP:Iteration 9Q (1205.116707 sec): 3 clusters Score: Raw -9135583.959254 + Penalty 3628.513829 = -9131955.445425 nChanged 1546 SP:Iteration 10Q (1205.277031 sec): 3 clusters Score: Raw -9137371.514492 + Penalty 3628.513829 = -9133743.000663 nChanged 1530 SP:Iteration 11Q (1205.434912 sec): 3 clusters Score: Raw -9138599.457654 + Penalty 3628.513829 = -9134970.943824 nChanged 1375 SP:Iteration 12Q (1205.602412 sec): 3 clusters Score: Raw -9139302.410599 + Penalty 3628.513829 = -9135673.896770 nChanged 1244 SP:Iteration 13Q (1205.753623 sec): 3 clusters Score: Raw -9139863.343061 + Penalty 3628.513829 = -9136234.829231 nChanged 1233 SP:Iteration 14Q (1205.916121 sec): 3 clusters Score: Raw -9140459.328859 + Penalty 3628.513829 = -9136830.815030 nChanged 1325 SP:Iteration 15Q (1206.064226 sec): 3 clusters Score: Raw -9141223.084743 + Penalty 3628.513829 = -9137594.570914 nChanged 1523 SP:Iteration 16Q (1206.217685 sec): 3 clusters Score: Raw -9142280.722950 + Penalty 3628.513829 = -9138652.209121 nChanged 1709 SP:Iteration 17Q (1206.371897 sec): 3 clusters Score: Raw -9143660.327562 + Penalty 3628.513829 = -9140031.813732 nChanged 1858 SP:Iteration 18Q (1206.535801 sec): 3 clusters Score: Raw -9145275.116168 + Penalty 3628.513829 = -9141646.602339 nChanged 1816 SP:Iteration 19Q (1206.696501 sec): 3 clusters Score: Raw -9146998.604158 + Penalty 3628.513829 = -9143370.090329 nChanged 1686 SP:Iteration 20F (1206.863309 sec): 3 clusters Score: Raw -9148721.021140 + Penalty 3628.513829 = -9145092.507310 nChanged 1453 SP:Iteration 21Q (1207.010516 sec): 3 clusters Score: Raw -9150130.442768 + Penalty 3628.513829 = -9146501.928938 nChanged 1181 SP:Iteration 22Q (1207.160363 sec): 3 clusters Score: Raw -9151138.243447 + Penalty 3628.513829 = -9147509.729617 nChanged 901 SP:Iteration 23Q (1207.315205 sec): 3 clusters Score: Raw -9151725.298676 + Penalty 3628.513829 = -9148096.784846 nChanged 634 SP:Iteration 24Q (1207.470233 sec): 3 clusters Score: Raw -9152054.748025 + Penalty 3628.513829 = -9148426.234196 nChanged 484 SP:Iteration 25Q (1207.616600 sec): 3 clusters Score: Raw -9152268.481758 + Penalty 3628.513829 = -9148639.967929 nChanged 355 SP:Iteration 26Q (1207.762322 sec): 3 clusters Score: Raw -9152385.630941 + Penalty 3628.513829 = -9148757.117111 nChanged 254 SP:Iteration 27Q (1207.910652 sec): 3 clusters Score: Raw -9152444.625150 + Penalty 3628.513829 = -9148816.111320 nChanged 168 SP:Iteration 28Q (1208.044219 sec): 3 clusters Score: Raw -9152470.989298 + Penalty 3628.513829 = -9148842.475468 nChanged 105 SP:Iteration 29Q (1208.187467 sec): 3 clusters Score: Raw -9152482.933000 + Penalty 3628.513829 = -9148854.419170 nChanged 72 SP:Iteration 30Q (1208.340809 sec): 3 clusters Score: Raw -9152489.179405 + Penalty 3628.513829 = -9148860.665575 nChanged 63 SP:Iteration 31Q (1208.488016 sec): 3 clusters Score: Raw -9152494.016643 + Penalty 3628.513829 = -9148865.502813 nChanged 52 SP:Iteration 32Q (1208.636121 sec): 3 clusters Score: Raw -9152497.013554 + Penalty 3628.513829 = -9148868.499724 nChanged 34 SP:Iteration 33Q (1208.784830 sec): 3 clusters Score: Raw -9152498.414290 + Penalty 3628.513829 = -9148869.900461 nChanged 19 SP:Iteration 34Q (1208.924614 sec): 3 clusters Score: Raw -9152499.276833 + Penalty 3628.513829 = -9148870.763003 nChanged 16 SP:Iteration 35Q (1209.070694 sec): 3 clusters Score: Raw -9152499.718066 + Penalty 3628.513829 = -9148871.204237 nChanged 4 SP:Iteration 36Q (1209.218761 sec): 3 clusters Score: Raw -9152499.847485 + Penalty 3628.513829 = -9148871.333656 nChanged 6 SP:Iteration 37Q (1209.366998 sec): 3 clusters Score: Raw -9152500.060367 + Penalty 3628.513829 = -9148871.546537 nChanged 9 SP:Iteration 38Q (1209.515273 sec): 3 clusters Score: Raw -9152500.286820 + Penalty 3628.513829 = -9148871.772990 nChanged 5 SP:Iteration 39Q (1209.667954 sec): 3 clusters Score: Raw -9152500.392078 + Penalty 3628.513829 = -9148871.878249 nChanged 6 SP:Iteration 40F (1209.831161 sec): 3 clusters Score: Raw -9152500.533507 + Penalty 3628.513829 = -9148872.019677 nChanged 4 SP:Iteration 41Q (1209.971903 sec): 3 clusters Score: Raw -9152500.577540 + Penalty 3628.513829 = -9148872.063711 nChanged 2 SP:Iteration 42Q (1210.124182 sec): 3 clusters Score: Raw -9152500.608527 + Penalty 3628.513829 = -9148872.094698 nChanged 3 SP:Iteration 43Q (1210.268860 sec): 3 clusters Score: Raw -9152500.658328 + Penalty 3628.513829 = -9148872.144499 nChanged 2 SP:Iteration 44Q (1210.399204 sec): 3 clusters Score: Raw -9152500.702443 + Penalty 3628.513829 = -9148872.188614 nChanged 1 SP:Iteration 45Q (1210.538187 sec): 3 clusters Score: Raw -9152500.705986 + Penalty 3628.513829 = -9148872.192157 nChanged 0 SP:Iteration 46F (1210.696760 sec): 3 clusters Score: Raw -9152500.705986 + Penalty 3628.513829 = -9148872.192157 nChanged 0 Score: Raw -132263105.693216 + Penalty 83374.486135 = -132179731.207081 Splitting cluster 12 changes total score from -132145631.744986 to -132179731.207081 So it's getting split into cluster 37. Trying to split cluster 13 (134914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1235.384650 sec): 2 clusters Score: Raw -17499577.093991 + Penalty 1919.513833 = -17497657.580159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1235.650596 sec): 3 clusters Score: Raw -17411451.983321 + Penalty 3839.027666 = -17407612.955655 nChanged 64707 SP:Iteration 1F (1235.898342 sec): 3 clusters Score: Raw -17451241.276754 + Penalty 3839.027666 = -17447402.249089 nChanged 6237 SP:Iteration 2Q (1236.174130 sec): 3 clusters Score: Raw -17453946.214202 + Penalty 3839.027666 = -17450107.186536 nChanged 7247 SP:Iteration 3F (1236.424042 sec): 3 clusters Score: Raw -17457707.625617 + Penalty 3839.027666 = -17453868.597951 nChanged 8080 SP:Iteration 4F (1236.677749 sec): 3 clusters Score: Raw -17462460.143566 + Penalty 3839.027666 = -17458621.115900 nChanged 8368 SP:Iteration 5F (1236.930376 sec): 3 clusters Score: Raw -17467859.647694 + Penalty 3839.027666 = -17464020.620028 nChanged 8122 SP:Iteration 6F (1237.181753 sec): 3 clusters Score: Raw -17473284.454654 + Penalty 3839.027666 = -17469445.426988 nChanged 7226 SP:Iteration 7F (1237.434488 sec): 3 clusters Score: Raw -17478112.676661 + Penalty 3839.027666 = -17474273.648996 nChanged 5931 SP:Iteration 8Q (1237.687192 sec): 3 clusters Score: Raw -17481772.404018 + Penalty 3839.027666 = -17477933.376352 nChanged 4650 SP:Iteration 9Q (1237.934579 sec): 3 clusters Score: Raw -17484184.060504 + Penalty 3839.027666 = -17480345.032838 nChanged 3532 SP:Iteration 10Q (1238.189894 sec): 3 clusters Score: Raw -17485762.006604 + Penalty 3839.027666 = -17481922.978938 nChanged 2768 SP:Iteration 11Q (1238.441511 sec): 3 clusters Score: Raw -17487009.909830 + Penalty 3839.027666 = -17483170.882165 nChanged 2523 SP:Iteration 12Q (1238.689625 sec): 3 clusters Score: Raw -17488153.484078 + Penalty 3839.027666 = -17484314.456412 nChanged 2537 SP:Iteration 13Q (1238.935740 sec): 3 clusters Score: Raw -17489358.885804 + Penalty 3839.027666 = -17485519.858139 nChanged 2569 SP:Iteration 14Q (1239.179505 sec): 3 clusters Score: Raw -17490626.947428 + Penalty 3839.027666 = -17486787.919762 nChanged 2494 SP:Iteration 15Q (1239.422023 sec): 3 clusters Score: Raw -17491916.407936 + Penalty 3839.027666 = -17488077.380270 nChanged 2466 SP:Iteration 16Q (1239.655309 sec): 3 clusters Score: Raw -17493244.912082 + Penalty 3839.027666 = -17489405.884416 nChanged 2357 SP:Iteration 17Q (1239.895484 sec): 3 clusters Score: Raw -17494531.951965 + Penalty 3839.027666 = -17490692.924300 nChanged 2146 SP:Iteration 18Q (1240.131820 sec): 3 clusters Score: Raw -17495695.659449 + Penalty 3839.027666 = -17491856.631784 nChanged 1889 SP:Iteration 19Q (1240.361352 sec): 3 clusters Score: Raw -17496736.373739 + Penalty 3839.027666 = -17492897.346073 nChanged 1685 SP:Iteration 20F (1240.622249 sec): 3 clusters Score: Raw -17497650.079362 + Penalty 3839.027666 = -17493811.051697 nChanged 1403 SP:Iteration 21Q (1240.879798 sec): 3 clusters Score: Raw -17498353.600691 + Penalty 3839.027666 = -17494514.573025 nChanged 1212 SP:Iteration 22Q (1241.128192 sec): 3 clusters Score: Raw -17498916.557406 + Penalty 3839.027666 = -17495077.529740 nChanged 1002 SP:Iteration 23Q (1241.361131 sec): 3 clusters Score: Raw -17499371.984076 + Penalty 3839.027666 = -17495532.956411 nChanged 924 SP:Iteration 24Q (1241.599868 sec): 3 clusters Score: Raw -17499792.861219 + Penalty 3839.027666 = -17495953.833553 nChanged 789 SP:Iteration 25Q (1241.833501 sec): 3 clusters Score: Raw -17500133.230905 + Penalty 3839.027666 = -17496294.203240 nChanged 716 SP:Iteration 26Q (1242.070642 sec): 3 clusters Score: Raw -17500433.437909 + Penalty 3839.027666 = -17496594.410243 nChanged 611 SP:Iteration 27Q (1242.298159 sec): 3 clusters Score: Raw -17500660.661414 + Penalty 3839.027666 = -17496821.633748 nChanged 494 SP:Iteration 28Q (1242.543745 sec): 3 clusters Score: Raw -17500845.583237 + Penalty 3839.027666 = -17497006.555572 nChanged 446 SP:Iteration 29Q (1242.777254 sec): 3 clusters Score: Raw -17500988.876824 + Penalty 3839.027666 = -17497149.849158 nChanged 394 SP:Iteration 30Q (1242.995522 sec): 3 clusters Score: Raw -17501105.742637 + Penalty 3839.027666 = -17497266.714972 nChanged 352 SP:Iteration 31Q (1243.231628 sec): 3 clusters Score: Raw -17501199.180471 + Penalty 3839.027666 = -17497360.152806 nChanged 298 SP:Iteration 32Q (1243.457497 sec): 3 clusters Score: Raw -17501274.791724 + Penalty 3839.027666 = -17497435.764058 nChanged 245 SP:Iteration 33Q (1243.693325 sec): 3 clusters Score: Raw -17501327.506409 + Penalty 3839.027666 = -17497488.478744 nChanged 216 SP:Iteration 34Q (1243.922094 sec): 3 clusters Score: Raw -17501373.158688 + Penalty 3839.027666 = -17497534.131023 nChanged 206 SP:Iteration 35Q (1244.157554 sec): 3 clusters Score: Raw -17501417.849600 + Penalty 3839.027666 = -17497578.821934 nChanged 195 SP:Iteration 36Q (1244.380617 sec): 3 clusters Score: Raw -17501459.855273 + Penalty 3839.027666 = -17497620.827607 nChanged 181 SP:Iteration 37Q (1244.605108 sec): 3 clusters Score: Raw -17501496.361220 + Penalty 3839.027666 = -17497657.333554 nChanged 155 SP:Iteration 38Q (1244.830252 sec): 3 clusters Score: Raw -17501522.079891 + Penalty 3839.027666 = -17497683.052225 nChanged 131 SP:Iteration 39Q (1245.057900 sec): 3 clusters Score: Raw -17501542.878060 + Penalty 3839.027666 = -17497703.850394 nChanged 137 SP:Iteration 40F (1245.334907 sec): 3 clusters Score: Raw -17501568.630755 + Penalty 3839.027666 = -17497729.603089 nChanged 130 SP:Iteration 41Q (1245.566234 sec): 3 clusters Score: Raw -17501586.652730 + Penalty 3839.027666 = -17497747.625064 nChanged 117 SP:Iteration 42Q (1245.801815 sec): 3 clusters Score: Raw -17501599.532571 + Penalty 3839.027666 = -17497760.504905 nChanged 88 SP:Iteration 43Q (1246.033898 sec): 3 clusters Score: Raw -17501609.008010 + Penalty 3839.027666 = -17497769.980344 nChanged 79 SP:Iteration 44Q (1246.260037 sec): 3 clusters Score: Raw -17501617.106471 + Penalty 3839.027666 = -17497778.078805 nChanged 72 SP:Iteration 45Q (1246.489820 sec): 3 clusters Score: Raw -17501624.189983 + Penalty 3839.027666 = -17497785.162318 nChanged 60 SP:Iteration 46Q (1246.721844 sec): 3 clusters Score: Raw -17501629.971799 + Penalty 3839.027666 = -17497790.944133 nChanged 57 SP:Iteration 47Q (1246.943575 sec): 3 clusters Score: Raw -17501636.167490 + Penalty 3839.027666 = -17497797.139825 nChanged 58 SP:Iteration 48Q (1247.181172 sec): 3 clusters Score: Raw -17501641.523648 + Penalty 3839.027666 = -17497802.495982 nChanged 51 SP:Iteration 49Q (1247.405718 sec): 3 clusters Score: Raw -17501646.509928 + Penalty 3839.027666 = -17497807.482262 nChanged 59 SP:Iteration 50Q (1247.639408 sec): 3 clusters Score: Raw -17501651.336304 + Penalty 3839.027666 = -17497812.308639 nChanged 50 SP:Iteration 51Q (1247.856639 sec): 3 clusters Score: Raw -17501655.340403 + Penalty 3839.027666 = -17497816.312737 nChanged 45 SP:Iteration 52Q (1248.089208 sec): 3 clusters Score: Raw -17501658.973256 + Penalty 3839.027666 = -17497819.945591 nChanged 31 SP:Iteration 53Q (1248.316091 sec): 3 clusters Score: Raw -17501661.571839 + Penalty 3839.027666 = -17497822.544174 nChanged 23 SP:Iteration 54Q (1248.541195 sec): 3 clusters Score: Raw -17501663.278582 + Penalty 3839.027666 = -17497824.250917 nChanged 23 SP:Iteration 55Q (1248.767050 sec): 3 clusters Score: Raw -17501664.712019 + Penalty 3839.027666 = -17497825.684353 nChanged 18 SP:Iteration 56Q (1248.984540 sec): 3 clusters Score: Raw -17501665.535444 + Penalty 3839.027666 = -17497826.507778 nChanged 12 SP:Iteration 57Q (1249.223055 sec): 3 clusters Score: Raw -17501666.129557 + Penalty 3839.027666 = -17497827.101891 nChanged 8 SP:Iteration 58Q (1249.449442 sec): 3 clusters Score: Raw -17501666.440121 + Penalty 3839.027666 = -17497827.412455 nChanged 7 SP:Iteration 59Q (1249.690875 sec): 3 clusters Score: Raw -17501666.761095 + Penalty 3839.027666 = -17497827.733429 nChanged 4 SP:Iteration 60F (1249.958055 sec): 3 clusters Score: Raw -17501666.893013 + Penalty 3839.027666 = -17497827.865348 nChanged 3 SP:Iteration 61Q (1250.185304 sec): 3 clusters Score: Raw -17501666.971572 + Penalty 3839.027666 = -17497827.943906 nChanged 2 SP:Iteration 62Q (1250.417638 sec): 3 clusters Score: Raw -17501667.009153 + Penalty 3839.027666 = -17497827.981487 nChanged 0 SP:Iteration 63F (1250.687011 sec): 3 clusters Score: Raw -17501667.009153 + Penalty 3839.027666 = -17497827.981487 nChanged 0 Score: Raw -132265195.608377 + Penalty 85627.850625 = -132179567.757752 Splitting cluster 13 changes total score from -132145631.744986 to -132179567.757752 So it's getting split into cluster 38. Trying to split cluster 14 (12336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1275.931208 sec): 2 clusters Score: Raw -1524596.141875 + Penalty 1530.795028 = -1523065.346847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1276.000893 sec): 3 clusters Score: Raw -1517533.343099 + Penalty 3061.590056 = -1514471.753043 nChanged 5415 SP:Iteration 1F (1276.065362 sec): 3 clusters Score: Raw -1520775.297552 + Penalty 3061.590056 = -1517713.707496 nChanged 939 SP:Iteration 2F (1276.119934 sec): 3 clusters Score: Raw -1521425.120764 + Penalty 3061.590056 = -1518363.530708 nChanged 939 SP:Iteration 3F (1276.193141 sec): 3 clusters Score: Raw -1522123.710930 + Penalty 3061.590056 = -1519062.120874 nChanged 880 SP:Iteration 4F (1276.263915 sec): 3 clusters Score: Raw -1522850.010562 + Penalty 3061.590056 = -1519788.420505 nChanged 837 SP:Iteration 5F (1276.321064 sec): 3 clusters Score: Raw -1523521.443328 + Penalty 3061.590056 = -1520459.853272 nChanged 714 SP:Iteration 6F (1276.400235 sec): 3 clusters Score: Raw -1524015.633671 + Penalty 3061.590056 = -1520954.043615 nChanged 499 SP:Iteration 7Q (1276.470060 sec): 3 clusters Score: Raw -1524279.836634 + Penalty 3061.590056 = -1521218.246578 nChanged 301 SP:Iteration 8Q (1276.529575 sec): 3 clusters Score: Raw -1524394.465296 + Penalty 3061.590056 = -1521332.875240 nChanged 161 SP:Iteration 9Q (1276.602895 sec): 3 clusters Score: Raw -1524452.193163 + Penalty 3061.590056 = -1521390.603107 nChanged 117 SP:Iteration 10Q (1276.662358 sec): 3 clusters Score: Raw -1524484.911726 + Penalty 3061.590056 = -1521423.321670 nChanged 80 SP:Iteration 11Q (1276.713081 sec): 3 clusters Score: Raw -1524505.086046 + Penalty 3061.590056 = -1521443.495990 nChanged 63 SP:Iteration 12Q (1276.787726 sec): 3 clusters Score: Raw -1524519.439278 + Penalty 3061.590056 = -1521457.849222 nChanged 55 SP:Iteration 13Q (1276.860370 sec): 3 clusters Score: Raw -1524531.318367 + Penalty 3061.590056 = -1521469.728311 nChanged 47 SP:Iteration 14Q (1276.919694 sec): 3 clusters Score: Raw -1524540.967881 + Penalty 3061.590056 = -1521479.377825 nChanged 33 SP:Iteration 15Q (1276.987848 sec): 3 clusters Score: Raw -1524548.027556 + Penalty 3061.590056 = -1521486.437500 nChanged 36 SP:Iteration 16Q (1277.058875 sec): 3 clusters Score: Raw -1524554.423011 + Penalty 3061.590056 = -1521492.832955 nChanged 26 SP:Iteration 17Q (1277.128119 sec): 3 clusters Score: Raw -1524558.895210 + Penalty 3061.590056 = -1521497.305153 nChanged 17 SP:Iteration 18Q (1277.197076 sec): 3 clusters Score: Raw -1524561.068674 + Penalty 3061.590056 = -1521499.478618 nChanged 16 SP:Iteration 19Q (1277.266036 sec): 3 clusters Score: Raw -1524563.542174 + Penalty 3061.590056 = -1521501.952118 nChanged 16 SP:Iteration 20F (1277.332647 sec): 3 clusters Score: Raw -1524566.203459 + Penalty 3061.590056 = -1521504.613403 nChanged 16 SP:Iteration 21Q (1277.368866 sec): 3 clusters Score: Raw -1524568.587673 + Penalty 3061.590056 = -1521506.997617 nChanged 9 SP:Iteration 22Q (1277.443286 sec): 3 clusters Score: Raw -1524569.673875 + Penalty 3061.590056 = -1521508.083819 nChanged 8 SP:Iteration 23Q (1277.518150 sec): 3 clusters Score: Raw -1524570.377747 + Penalty 3061.590056 = -1521508.787691 nChanged 5 SP:Iteration 24Q (1277.587937 sec): 3 clusters Score: Raw -1524571.106752 + Penalty 3061.590056 = -1521509.516695 nChanged 7 SP:Iteration 25Q (1277.657350 sec): 3 clusters Score: Raw -1524571.887036 + Penalty 3061.590056 = -1521510.296980 nChanged 7 SP:Iteration 26Q (1277.725851 sec): 3 clusters Score: Raw -1524573.498243 + Penalty 3061.590056 = -1521511.908187 nChanged 13 SP:Iteration 27Q (1277.785364 sec): 3 clusters Score: Raw -1524575.572244 + Penalty 3061.590056 = -1521513.982188 nChanged 18 SP:Iteration 28Q (1277.865286 sec): 3 clusters Score: Raw -1524577.749166 + Penalty 3061.590056 = -1521516.159110 nChanged 18 SP:Iteration 29Q (1277.924085 sec): 3 clusters Score: Raw -1524580.098163 + Penalty 3061.590056 = -1521518.508107 nChanged 8 SP:Iteration 30Q (1277.991569 sec): 3 clusters Score: Raw -1524581.214503 + Penalty 3061.590056 = -1521519.624447 nChanged 14 SP:Iteration 31Q (1278.068142 sec): 3 clusters Score: Raw -1524583.065522 + Penalty 3061.590056 = -1521521.475466 nChanged 12 SP:Iteration 32Q (1278.139268 sec): 3 clusters Score: Raw -1524585.257191 + Penalty 3061.590056 = -1521523.667135 nChanged 16 SP:Iteration 33Q (1278.209247 sec): 3 clusters Score: Raw -1524588.361975 + Penalty 3061.590056 = -1521526.771919 nChanged 20 SP:Iteration 34Q (1278.276913 sec): 3 clusters Score: Raw -1524592.184039 + Penalty 3061.590056 = -1521530.593983 nChanged 23 SP:Iteration 35Q (1278.350789 sec): 3 clusters Score: Raw -1524597.414506 + Penalty 3061.590056 = -1521535.824450 nChanged 21 SP:Iteration 36Q (1278.420062 sec): 3 clusters Score: Raw -1524601.398144 + Penalty 3061.590056 = -1521539.808088 nChanged 19 SP:Iteration 37Q (1278.480544 sec): 3 clusters Score: Raw -1524606.958804 + Penalty 3061.590056 = -1521545.368748 nChanged 25 SP:Iteration 38Q (1278.559259 sec): 3 clusters Score: Raw -1524613.071666 + Penalty 3061.590056 = -1521551.481610 nChanged 22 SP:Iteration 39Q (1278.629212 sec): 3 clusters Score: Raw -1524618.248475 + Penalty 3061.590056 = -1521556.658419 nChanged 30 SP:Iteration 40F (1278.698843 sec): 3 clusters Score: Raw -1524626.309054 + Penalty 3061.590056 = -1521564.718998 nChanged 39 SP:Iteration 41Q (1278.756113 sec): 3 clusters Score: Raw -1524640.394088 + Penalty 3061.590056 = -1521578.804031 nChanged 42 SP:Iteration 42Q (1278.825727 sec): 3 clusters Score: Raw -1524655.043498 + Penalty 3061.590056 = -1521593.453442 nChanged 40 SP:Iteration 43Q (1278.896331 sec): 3 clusters Score: Raw -1524665.701059 + Penalty 3061.590056 = -1521604.111003 nChanged 35 SP:Iteration 44Q (1278.972191 sec): 3 clusters Score: Raw -1524676.310406 + Penalty 3061.590056 = -1521614.720350 nChanged 32 SP:Iteration 45Q (1279.032010 sec): 3 clusters Score: Raw -1524689.566598 + Penalty 3061.590056 = -1521627.976542 nChanged 32 SP:Iteration 46Q (1279.101460 sec): 3 clusters Score: Raw -1524704.722609 + Penalty 3061.590056 = -1521643.132553 nChanged 40 SP:Iteration 47Q (1279.177350 sec): 3 clusters Score: Raw -1524725.651328 + Penalty 3061.590056 = -1521664.061272 nChanged 53 SP:Iteration 48Q (1279.235730 sec): 3 clusters Score: Raw -1524755.996348 + Penalty 3061.590056 = -1521694.406292 nChanged 78 SP:Iteration 49Q (1279.316802 sec): 3 clusters Score: Raw -1524815.659418 + Penalty 3061.590056 = -1521754.069362 nChanged 88 SP:Iteration 50Q (1279.385647 sec): 3 clusters Score: Raw -1524873.876676 + Penalty 3061.590056 = -1521812.286620 nChanged 95 SP:Iteration 51Q (1279.440058 sec): 3 clusters Score: Raw -1524955.465154 + Penalty 3061.590056 = -1521893.875097 nChanged 110 SP:Iteration 52Q (1279.508629 sec): 3 clusters Score: Raw -1525086.894836 + Penalty 3061.590056 = -1522025.304780 nChanged 123 SP:Iteration 53Q (1279.577402 sec): 3 clusters Score: Raw -1525294.034642 + Penalty 3061.590056 = -1522232.444585 nChanged 132 SP:Iteration 54Q (1279.653183 sec): 3 clusters Score: Raw -1525603.984118 + Penalty 3061.590056 = -1522542.394062 nChanged 116 SP:Iteration 55Q (1279.710434 sec): 3 clusters Score: Raw -1525887.594567 + Penalty 3061.590056 = -1522826.004510 nChanged 57 SP:Iteration 56Q (1279.777034 sec): 3 clusters Score: Raw -1525960.540265 + Penalty 3061.590056 = -1522898.950209 nChanged 13 SP:Iteration 57Q (1279.853366 sec): 3 clusters Score: Raw -1525962.532738 + Penalty 3061.590056 = -1522900.942682 nChanged 2 SP:Iteration 58Q (1279.919669 sec): 3 clusters Score: Raw -1525962.675856 + Penalty 3061.590056 = -1522901.085799 nChanged 1 SP:Iteration 59Q (1279.985810 sec): 3 clusters Score: Raw -1525962.812734 + Penalty 3061.590056 = -1522901.222678 nChanged 0 SP:Iteration 60F (1280.045322 sec): 3 clusters Score: Raw -1525962.812734 + Penalty 3061.590056 = -1522901.222678 nChanged 0 Trying to split cluster 15 (27625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1280.116699 sec): 2 clusters Score: Raw -3520089.565243 + Penalty 1661.802421 = -3518427.762821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1280.212161 sec): 3 clusters Score: Raw -3503050.450568 + Penalty 3323.604843 = -3499726.845726 nChanged 12687 SP:Iteration 1F (1280.306718 sec): 3 clusters Score: Raw -3510233.508979 + Penalty 3323.604843 = -3506909.904137 nChanged 1511 SP:Iteration 2F (1280.389559 sec): 3 clusters Score: Raw -3511043.298850 + Penalty 3323.604843 = -3507719.694008 nChanged 1706 SP:Iteration 3F (1280.482689 sec): 3 clusters Score: Raw -3512119.338910 + Penalty 3323.604843 = -3508795.734068 nChanged 1822 SP:Iteration 4F (1280.576672 sec): 3 clusters Score: Raw -3513541.256489 + Penalty 3323.604843 = -3510217.651646 nChanged 2080 SP:Iteration 5F (1280.672291 sec): 3 clusters Score: Raw -3515264.906610 + Penalty 3323.604843 = -3511941.301767 nChanged 2047 SP:Iteration 6F (1280.774662 sec): 3 clusters Score: Raw -3516838.331250 + Penalty 3323.604843 = -3513514.726407 nChanged 1763 SP:Iteration 7F (1280.864810 sec): 3 clusters Score: Raw -3517989.774391 + Penalty 3323.604843 = -3514666.169548 nChanged 1296 SP:Iteration 8Q (1280.954979 sec): 3 clusters Score: Raw -3518687.845127 + Penalty 3323.604843 = -3515364.240285 nChanged 1064 SP:Iteration 9Q (1281.047196 sec): 3 clusters Score: Raw -3519200.552318 + Penalty 3323.604843 = -3515876.947476 nChanged 839 SP:Iteration 10Q (1281.152349 sec): 3 clusters Score: Raw -3519552.696004 + Penalty 3323.604843 = -3516229.091162 nChanged 653 SP:Iteration 11Q (1281.236062 sec): 3 clusters Score: Raw -3519810.941446 + Penalty 3323.604843 = -3516487.336604 nChanged 610 SP:Iteration 12Q (1281.331509 sec): 3 clusters Score: Raw -3520034.142370 + Penalty 3323.604843 = -3516710.537527 nChanged 557 SP:Iteration 13Q (1281.423261 sec): 3 clusters Score: Raw -3520239.813033 + Penalty 3323.604843 = -3516916.208191 nChanged 475 SP:Iteration 14Q (1281.514983 sec): 3 clusters Score: Raw -3520421.269085 + Penalty 3323.604843 = -3517097.664242 nChanged 461 SP:Iteration 15Q (1281.610040 sec): 3 clusters Score: Raw -3520585.170155 + Penalty 3323.604843 = -3517261.565313 nChanged 404 SP:Iteration 16Q (1281.703225 sec): 3 clusters Score: Raw -3520738.519057 + Penalty 3323.604843 = -3517414.914215 nChanged 389 SP:Iteration 17Q (1281.796320 sec): 3 clusters Score: Raw -3520909.696648 + Penalty 3323.604843 = -3517586.091805 nChanged 401 SP:Iteration 18Q (1281.900241 sec): 3 clusters Score: Raw -3521095.751419 + Penalty 3323.604843 = -3517772.146576 nChanged 371 SP:Iteration 19Q (1281.987618 sec): 3 clusters Score: Raw -3521256.046133 + Penalty 3323.604843 = -3517932.441291 nChanged 331 SP:Iteration 20F (1282.072104 sec): 3 clusters Score: Raw -3521383.607656 + Penalty 3323.604843 = -3518060.002813 nChanged 302 SP:Iteration 21Q (1282.169554 sec): 3 clusters Score: Raw -3521463.246652 + Penalty 3323.604843 = -3518139.641810 nChanged 245 SP:Iteration 22Q (1282.268358 sec): 3 clusters Score: Raw -3521507.520634 + Penalty 3323.604843 = -3518183.915791 nChanged 214 SP:Iteration 23Q (1282.361099 sec): 3 clusters Score: Raw -3521544.456884 + Penalty 3323.604843 = -3518220.852042 nChanged 182 SP:Iteration 24Q (1282.454647 sec): 3 clusters Score: Raw -3521575.111540 + Penalty 3323.604843 = -3518251.506697 nChanged 188 SP:Iteration 25Q (1282.532806 sec): 3 clusters Score: Raw -3521605.107193 + Penalty 3323.604843 = -3518281.502350 nChanged 175 SP:Iteration 26Q (1282.623838 sec): 3 clusters Score: Raw -3521631.992772 + Penalty 3323.604843 = -3518308.387930 nChanged 151 SP:Iteration 27Q (1282.712839 sec): 3 clusters Score: Raw -3521655.313347 + Penalty 3323.604843 = -3518331.708504 nChanged 169 SP:Iteration 28Q (1282.810493 sec): 3 clusters Score: Raw -3521681.799863 + Penalty 3323.604843 = -3518358.195021 nChanged 187 SP:Iteration 29Q (1282.901531 sec): 3 clusters Score: Raw -3521715.884624 + Penalty 3323.604843 = -3518392.279781 nChanged 196 SP:Iteration 30Q (1282.987696 sec): 3 clusters Score: Raw -3521756.101974 + Penalty 3323.604843 = -3518432.497132 nChanged 216 SP:Iteration 31Q (1283.063881 sec): 3 clusters Score: Raw -3521794.975289 + Penalty 3323.604843 = -3518471.370446 nChanged 205 SP:Iteration 32Q (1283.152535 sec): 3 clusters Score: Raw -3521830.434014 + Penalty 3323.604843 = -3518506.829171 nChanged 209 SP:Iteration 33Q (1283.241248 sec): 3 clusters Score: Raw -3521864.546582 + Penalty 3323.604843 = -3518540.941739 nChanged 211 SP:Iteration 34Q (1283.325995 sec): 3 clusters Score: Raw -3521905.246002 + Penalty 3323.604843 = -3518581.641160 nChanged 216 SP:Iteration 35Q (1283.427320 sec): 3 clusters Score: Raw -3521942.343744 + Penalty 3323.604843 = -3518618.738901 nChanged 172 SP:Iteration 36Q (1283.519653 sec): 3 clusters Score: Raw -3521970.556326 + Penalty 3323.604843 = -3518646.951483 nChanged 178 SP:Iteration 37Q (1283.602326 sec): 3 clusters Score: Raw -3521999.060242 + Penalty 3323.604843 = -3518675.455399 nChanged 163 SP:Iteration 38Q (1283.692206 sec): 3 clusters Score: Raw -3522024.694176 + Penalty 3323.604843 = -3518701.089334 nChanged 165 SP:Iteration 39Q (1283.792802 sec): 3 clusters Score: Raw -3522048.010450 + Penalty 3323.604843 = -3518724.405607 nChanged 143 SP:Iteration 40F (1283.878889 sec): 3 clusters Score: Raw -3522066.421852 + Penalty 3323.604843 = -3518742.817010 nChanged 127 SP:Iteration 41Q (1283.982049 sec): 3 clusters Score: Raw -3522083.648354 + Penalty 3323.604843 = -3518760.043511 nChanged 124 SP:Iteration 42Q (1284.055580 sec): 3 clusters Score: Raw -3522097.756797 + Penalty 3323.604843 = -3518774.151954 nChanged 107 SP:Iteration 43Q (1284.138025 sec): 3 clusters Score: Raw -3522107.770925 + Penalty 3323.604843 = -3518784.166082 nChanged 70 SP:Iteration 44Q (1284.219583 sec): 3 clusters Score: Raw -3522113.310691 + Penalty 3323.604843 = -3518789.705849 nChanged 56 SP:Iteration 45Q (1284.319680 sec): 3 clusters Score: Raw -3522117.457672 + Penalty 3323.604843 = -3518793.852829 nChanged 48 SP:Iteration 46Q (1284.413124 sec): 3 clusters Score: Raw -3522120.474186 + Penalty 3323.604843 = -3518796.869343 nChanged 35 SP:Iteration 47Q (1284.506643 sec): 3 clusters Score: Raw -3522123.053182 + Penalty 3323.604843 = -3518799.448340 nChanged 42 SP:Iteration 48Q (1284.600091 sec): 3 clusters Score: Raw -3522125.811558 + Penalty 3323.604843 = -3518802.206716 nChanged 37 SP:Iteration 49Q (1284.693721 sec): 3 clusters Score: Raw -3522127.801450 + Penalty 3323.604843 = -3518804.196608 nChanged 27 SP:Iteration 50Q (1284.780963 sec): 3 clusters Score: Raw -3522129.336896 + Penalty 3323.604843 = -3518805.732053 nChanged 30 SP:Iteration 51Q (1284.869033 sec): 3 clusters Score: Raw -3522131.822782 + Penalty 3323.604843 = -3518808.217939 nChanged 31 SP:Iteration 52Q (1284.947441 sec): 3 clusters Score: Raw -3522133.466622 + Penalty 3323.604843 = -3518809.861779 nChanged 16 SP:Iteration 53Q (1285.051164 sec): 3 clusters Score: Raw -3522134.506617 + Penalty 3323.604843 = -3518810.901775 nChanged 18 SP:Iteration 54Q (1285.155975 sec): 3 clusters Score: Raw -3522136.042205 + Penalty 3323.604843 = -3518812.437362 nChanged 22 SP:Iteration 55Q (1285.254100 sec): 3 clusters Score: Raw -3522137.376225 + Penalty 3323.604843 = -3518813.771382 nChanged 22 SP:Iteration 56Q (1285.354118 sec): 3 clusters Score: Raw -3522138.628251 + Penalty 3323.604843 = -3518815.023408 nChanged 16 SP:Iteration 57Q (1285.443745 sec): 3 clusters Score: Raw -3522139.348995 + Penalty 3323.604843 = -3518815.744152 nChanged 8 SP:Iteration 58Q (1285.538613 sec): 3 clusters Score: Raw -3522139.866825 + Penalty 3323.604843 = -3518816.261983 nChanged 7 SP:Iteration 59Q (1285.607349 sec): 3 clusters Score: Raw -3522140.363941 + Penalty 3323.604843 = -3518816.759099 nChanged 10 SP:Iteration 60F (1285.698322 sec): 3 clusters Score: Raw -3522140.919689 + Penalty 3323.604843 = -3518817.314846 nChanged 7 SP:Iteration 61Q (1285.798379 sec): 3 clusters Score: Raw -3522141.377153 + Penalty 3323.604843 = -3518817.772311 nChanged 10 SP:Iteration 62Q (1285.883211 sec): 3 clusters Score: Raw -3522141.834347 + Penalty 3323.604843 = -3518818.229504 nChanged 5 SP:Iteration 63Q (1285.973793 sec): 3 clusters Score: Raw -3522142.022995 + Penalty 3323.604843 = -3518818.418152 nChanged 5 SP:Iteration 64Q (1286.065335 sec): 3 clusters Score: Raw -3522142.252795 + Penalty 3323.604843 = -3518818.647953 nChanged 3 SP:Iteration 65Q (1286.148115 sec): 3 clusters Score: Raw -3522142.326895 + Penalty 3323.604843 = -3518818.722052 nChanged 4 SP:Iteration 66Q (1286.239455 sec): 3 clusters Score: Raw -3522142.486965 + Penalty 3323.604843 = -3518818.882122 nChanged 7 SP:Iteration 67Q (1286.330817 sec): 3 clusters Score: Raw -3522142.796614 + Penalty 3323.604843 = -3518819.191771 nChanged 2 SP:Iteration 68Q (1286.422158 sec): 3 clusters Score: Raw -3522142.887529 + Penalty 3323.604843 = -3518819.282687 nChanged 0 SP:Iteration 69F (1286.514807 sec): 3 clusters Score: Raw -3522142.887529 + Penalty 3323.604843 = -3518819.282687 nChanged 0 Score: Raw -132267248.930664 + Penalty 87881.215115 = -132179367.715548 Splitting cluster 15 changes total score from -132145631.744986 to -132179367.715548 So it's getting split into cluster 39. Trying to split cluster 16 (255043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1312.835133 sec): 2 clusters Score: Raw -32997129.716537 + Penalty 2022.992959 = -32995106.723579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1313.277654 sec): 3 clusters Score: Raw -32827402.750506 + Penalty 4045.985917 = -32823356.764589 nChanged 123890 SP:Iteration 1F (1313.708918 sec): 3 clusters Score: Raw -32903810.597848 + Penalty 4045.985917 = -32899764.611931 nChanged 10987 SP:Iteration 2Q (1314.188074 sec): 3 clusters Score: Raw -32908032.410241 + Penalty 4045.985917 = -32903986.424324 nChanged 13121 SP:Iteration 3F (1314.623702 sec): 3 clusters Score: Raw -32913989.716976 + Penalty 4045.985917 = -32909943.731059 nChanged 15251 SP:Iteration 4F (1315.078271 sec): 3 clusters Score: Raw -32921852.294178 + Penalty 4045.985917 = -32917806.308261 nChanged 16698 SP:Iteration 5F (1315.532570 sec): 3 clusters Score: Raw -32931050.878453 + Penalty 4045.985917 = -32927004.892536 nChanged 16566 SP:Iteration 6F (1316.010997 sec): 3 clusters Score: Raw -32940394.352226 + Penalty 4045.985917 = -32936348.366308 nChanged 15162 SP:Iteration 7F (1316.481471 sec): 3 clusters Score: Raw -32949272.893776 + Penalty 4045.985917 = -32945226.907859 nChanged 13509 SP:Iteration 8F (1316.962588 sec): 3 clusters Score: Raw -32958097.566661 + Penalty 4045.985917 = -32954051.580744 nChanged 12309 SP:Iteration 9Q (1317.467140 sec): 3 clusters Score: Raw -32967575.644143 + Penalty 4045.985917 = -32963529.658226 nChanged 10663 SP:Iteration 10Q (1317.941204 sec): 3 clusters Score: Raw -32976788.116346 + Penalty 4045.985917 = -32972742.130429 nChanged 8333 SP:Iteration 11Q (1318.427156 sec): 3 clusters Score: Raw -32984026.857954 + Penalty 4045.985917 = -32979980.872036 nChanged 5780 SP:Iteration 12Q (1318.825908 sec): 3 clusters Score: Raw -32988299.248944 + Penalty 4045.985917 = -32984253.263027 nChanged 4195 SP:Iteration 13Q (1319.230559 sec): 3 clusters Score: Raw -32990896.851037 + Penalty 4045.985917 = -32986850.865120 nChanged 3226 SP:Iteration 14Q (1319.637192 sec): 3 clusters Score: Raw -32992608.848657 + Penalty 4045.985917 = -32988562.862740 nChanged 2524 SP:Iteration 15Q (1320.008318 sec): 3 clusters Score: Raw -32993824.033615 + Penalty 4045.985917 = -32989778.047698 nChanged 2123 SP:Iteration 16Q (1320.386055 sec): 3 clusters Score: Raw -32994790.648918 + Penalty 4045.985917 = -32990744.663001 nChanged 1695 SP:Iteration 17Q (1320.756918 sec): 3 clusters Score: Raw -32995513.133172 + Penalty 4045.985917 = -32991467.147255 nChanged 1333 SP:Iteration 18Q (1321.122693 sec): 3 clusters Score: Raw -32996068.640128 + Penalty 4045.985917 = -32992022.654211 nChanged 1120 SP:Iteration 19Q (1321.500456 sec): 3 clusters Score: Raw -32996525.569736 + Penalty 4045.985917 = -32992479.583819 nChanged 882 SP:Iteration 20F (1321.930041 sec): 3 clusters Score: Raw -32996876.040859 + Penalty 4045.985917 = -32992830.054942 nChanged 640 SP:Iteration 21Q (1322.286436 sec): 3 clusters Score: Raw -32997126.139958 + Penalty 4045.985917 = -32993080.154041 nChanged 478 SP:Iteration 22Q (1322.651812 sec): 3 clusters Score: Raw -32997298.342494 + Penalty 4045.985917 = -32993252.356576 nChanged 363 SP:Iteration 23Q (1322.977323 sec): 3 clusters Score: Raw -32997424.895994 + Penalty 4045.985917 = -32993378.910077 nChanged 263 SP:Iteration 24Q (1323.371240 sec): 3 clusters Score: Raw -32997508.705253 + Penalty 4045.985917 = -32993462.719336 nChanged 214 SP:Iteration 25Q (1323.760869 sec): 3 clusters Score: Raw -32997575.385142 + Penalty 4045.985917 = -32993529.399225 nChanged 169 SP:Iteration 26Q (1324.153197 sec): 3 clusters Score: Raw -32997622.564562 + Penalty 4045.985917 = -32993576.578645 nChanged 116 SP:Iteration 27Q (1324.544594 sec): 3 clusters Score: Raw -32997653.118646 + Penalty 4045.985917 = -32993607.132729 nChanged 94 SP:Iteration 28Q (1324.929316 sec): 3 clusters Score: Raw -32997681.793886 + Penalty 4045.985917 = -32993635.807969 nChanged 91 SP:Iteration 29Q (1325.309892 sec): 3 clusters Score: Raw -32997708.351665 + Penalty 4045.985917 = -32993662.365748 nChanged 76 SP:Iteration 30Q (1325.656636 sec): 3 clusters Score: Raw -32997730.049028 + Penalty 4045.985917 = -32993684.063111 nChanged 77 SP:Iteration 31Q (1325.989292 sec): 3 clusters Score: Raw -32997754.232604 + Penalty 4045.985917 = -32993708.246686 nChanged 83 SP:Iteration 32Q (1326.358804 sec): 3 clusters Score: Raw -32997778.671410 + Penalty 4045.985917 = -32993732.685493 nChanged 85 SP:Iteration 33Q (1326.705154 sec): 3 clusters Score: Raw -32997802.677048 + Penalty 4045.985917 = -32993756.691131 nChanged 54 SP:Iteration 34Q (1327.043669 sec): 3 clusters Score: Raw -32997815.591029 + Penalty 4045.985917 = -32993769.605112 nChanged 57 SP:Iteration 35Q (1327.395954 sec): 3 clusters Score: Raw -32997827.097207 + Penalty 4045.985917 = -32993781.111290 nChanged 34 SP:Iteration 36Q (1327.732549 sec): 3 clusters Score: Raw -32997834.440032 + Penalty 4045.985917 = -32993788.454115 nChanged 30 SP:Iteration 37Q (1328.090463 sec): 3 clusters Score: Raw -32997840.632442 + Penalty 4045.985917 = -32993794.646525 nChanged 25 SP:Iteration 38Q (1328.445911 sec): 3 clusters Score: Raw -32997847.087022 + Penalty 4045.985917 = -32993801.101105 nChanged 29 SP:Iteration 39Q (1328.790715 sec): 3 clusters Score: Raw -32997853.017395 + Penalty 4045.985917 = -32993807.031478 nChanged 27 SP:Iteration 40F (1329.227735 sec): 3 clusters Score: Raw -32997859.467569 + Penalty 4045.985917 = -32993813.481652 nChanged 28 SP:Iteration 41Q (1329.582249 sec): 3 clusters Score: Raw -32997863.766942 + Penalty 4045.985917 = -32993817.781025 nChanged 26 SP:Iteration 42Q (1329.918928 sec): 3 clusters Score: Raw -32997868.658548 + Penalty 4045.985917 = -32993822.672631 nChanged 17 SP:Iteration 43Q (1330.271482 sec): 3 clusters Score: Raw -32997871.660631 + Penalty 4045.985917 = -32993825.674714 nChanged 13 SP:Iteration 44Q (1330.624001 sec): 3 clusters Score: Raw -32997874.241866 + Penalty 4045.985917 = -32993828.255949 nChanged 16 SP:Iteration 45Q (1330.966120 sec): 3 clusters Score: Raw -32997877.283887 + Penalty 4045.985917 = -32993831.297970 nChanged 17 SP:Iteration 46Q (1331.316843 sec): 3 clusters Score: Raw -32997879.731877 + Penalty 4045.985917 = -32993833.745960 nChanged 6 SP:Iteration 47Q (1331.666388 sec): 3 clusters Score: Raw -32997880.722410 + Penalty 4045.985917 = -32993834.736493 nChanged 5 SP:Iteration 48Q (1332.011412 sec): 3 clusters Score: Raw -32997881.593579 + Penalty 4045.985917 = -32993835.607662 nChanged 7 SP:Iteration 49Q (1332.374768 sec): 3 clusters Score: Raw -32997882.474473 + Penalty 4045.985917 = -32993836.488556 nChanged 5 SP:Iteration 50Q (1332.727989 sec): 3 clusters Score: Raw -32997883.492227 + Penalty 4045.985917 = -32993837.506310 nChanged 6 SP:Iteration 51Q (1333.070451 sec): 3 clusters Score: Raw -32997884.402951 + Penalty 4045.985917 = -32993838.417034 nChanged 4 SP:Iteration 52Q (1333.424267 sec): 3 clusters Score: Raw -32997884.984460 + Penalty 4045.985917 = -32993838.998543 nChanged 2 SP:Iteration 53Q (1333.783439 sec): 3 clusters Score: Raw -32997885.478390 + Penalty 4045.985917 = -32993839.492473 nChanged 6 SP:Iteration 54Q (1334.161210 sec): 3 clusters Score: Raw -32997885.995182 + Penalty 4045.985917 = -32993840.009265 nChanged 3 SP:Iteration 55Q (1334.536866 sec): 3 clusters Score: Raw -32997886.338242 + Penalty 4045.985917 = -32993840.352325 nChanged 2 SP:Iteration 56Q (1334.869109 sec): 3 clusters Score: Raw -32997886.849172 + Penalty 4045.985917 = -32993840.863255 nChanged 3 SP:Iteration 57Q (1335.214220 sec): 3 clusters Score: Raw -32997887.368484 + Penalty 4045.985917 = -32993841.382567 nChanged 2 SP:Iteration 58Q (1335.571146 sec): 3 clusters Score: Raw -32997887.709071 + Penalty 4045.985917 = -32993841.723154 nChanged 4 SP:Iteration 59Q (1335.956597 sec): 3 clusters Score: Raw -32997888.389761 + Penalty 4045.985917 = -32993842.403844 nChanged 5 SP:Iteration 60F (1336.377565 sec): 3 clusters Score: Raw -32997889.476304 + Penalty 4045.985917 = -32993843.490387 nChanged 8 SP:Iteration 61Q (1336.744787 sec): 3 clusters Score: Raw -32997890.966214 + Penalty 4045.985917 = -32993844.980297 nChanged 6 SP:Iteration 62Q (1337.086412 sec): 3 clusters Score: Raw -32997892.358648 + Penalty 4045.985917 = -32993846.372731 nChanged 10 SP:Iteration 63Q (1337.434281 sec): 3 clusters Score: Raw -32997894.462207 + Penalty 4045.985917 = -32993848.476290 nChanged 12 SP:Iteration 64Q (1337.791418 sec): 3 clusters Score: Raw -32997898.253482 + Penalty 4045.985917 = -32993852.267565 nChanged 22 SP:Iteration 65Q (1338.141679 sec): 3 clusters Score: Raw -32997904.355732 + Penalty 4045.985917 = -32993858.369815 nChanged 31 SP:Iteration 66Q (1338.487368 sec): 3 clusters Score: Raw -32997911.259413 + Penalty 4045.985917 = -32993865.273495 nChanged 25 SP:Iteration 67Q (1338.845476 sec): 3 clusters Score: Raw -32997916.965102 + Penalty 4045.985917 = -32993870.979184 nChanged 29 SP:Iteration 68Q (1339.196633 sec): 3 clusters Score: Raw -32997924.254531 + Penalty 4045.985917 = -32993878.268614 nChanged 39 SP:Iteration 69Q (1339.542219 sec): 3 clusters Score: Raw -32997933.726838 + Penalty 4045.985917 = -32993887.740921 nChanged 46 SP:Iteration 70Q (1339.910559 sec): 3 clusters Score: Raw -32997947.660158 + Penalty 4045.985917 = -32993901.674241 nChanged 45 SP:Iteration 71Q (1340.298947 sec): 3 clusters Score: Raw -32997960.879805 + Penalty 4045.985917 = -32993914.893888 nChanged 38 SP:Iteration 72Q (1340.686592 sec): 3 clusters Score: Raw -32997969.904603 + Penalty 4045.985917 = -32993923.918686 nChanged 37 SP:Iteration 73Q (1341.073552 sec): 3 clusters Score: Raw -32997980.049683 + Penalty 4045.985917 = -32993934.063766 nChanged 37 SP:Iteration 74Q (1341.425090 sec): 3 clusters Score: Raw -32997991.846069 + Penalty 4045.985917 = -32993945.860152 nChanged 45 SP:Iteration 75Q (1341.759581 sec): 3 clusters Score: Raw -32998003.716176 + Penalty 4045.985917 = -32993957.730258 nChanged 42 SP:Iteration 76Q (1342.116519 sec): 3 clusters Score: Raw -32998011.930252 + Penalty 4045.985917 = -32993965.944335 nChanged 33 SP:Iteration 77Q (1342.473070 sec): 3 clusters Score: Raw -32998022.632331 + Penalty 4045.985917 = -32993976.646414 nChanged 44 SP:Iteration 78Q (1342.849489 sec): 3 clusters Score: Raw -32998034.186729 + Penalty 4045.985917 = -32993988.200812 nChanged 43 SP:Iteration 79Q (1343.225085 sec): 3 clusters Score: Raw -32998044.710068 + Penalty 4045.985917 = -32993998.724151 nChanged 49 SP:Iteration 80F (1343.656792 sec): 3 clusters Score: Raw -32998060.067367 + Penalty 4045.985917 = -32994014.081450 nChanged 47 SP:Iteration 81Q (1344.001133 sec): 3 clusters Score: Raw -32998071.935091 + Penalty 4045.985917 = -32994025.949174 nChanged 51 SP:Iteration 82Q (1344.360795 sec): 3 clusters Score: Raw -32998086.607852 + Penalty 4045.985917 = -32994040.621935 nChanged 50 SP:Iteration 83Q (1344.699663 sec): 3 clusters Score: Raw -32998101.064636 + Penalty 4045.985917 = -32994055.078719 nChanged 53 SP:Iteration 84Q (1345.045046 sec): 3 clusters Score: Raw -32998116.474709 + Penalty 4045.985917 = -32994070.488792 nChanged 59 SP:Iteration 85Q (1345.409129 sec): 3 clusters Score: Raw -32998130.989964 + Penalty 4045.985917 = -32994085.004047 nChanged 63 SP:Iteration 86Q (1345.753925 sec): 3 clusters Score: Raw -32998146.054393 + Penalty 4045.985917 = -32994100.068476 nChanged 63 SP:Iteration 87Q (1346.097937 sec): 3 clusters Score: Raw -32998160.641448 + Penalty 4045.985917 = -32994114.655531 nChanged 40 SP:Iteration 88Q (1346.447082 sec): 3 clusters Score: Raw -32998170.500838 + Penalty 4045.985917 = -32994124.514921 nChanged 41 SP:Iteration 89Q (1346.795642 sec): 3 clusters Score: Raw -32998179.906039 + Penalty 4045.985917 = -32994133.920122 nChanged 41 SP:Iteration 90Q (1347.140316 sec): 3 clusters Score: Raw -32998189.014253 + Penalty 4045.985917 = -32994143.028335 nChanged 33 SP:Iteration 91Q (1347.488424 sec): 3 clusters Score: Raw -32998195.125492 + Penalty 4045.985917 = -32994149.139575 nChanged 32 SP:Iteration 92Q (1347.852947 sec): 3 clusters Score: Raw -32998200.484254 + Penalty 4045.985917 = -32994154.498337 nChanged 23 SP:Iteration 93Q (1348.198140 sec): 3 clusters Score: Raw -32998205.885920 + Penalty 4045.985917 = -32994159.900003 nChanged 28 SP:Iteration 94Q (1348.547763 sec): 3 clusters Score: Raw -32998212.451701 + Penalty 4045.985917 = -32994166.465784 nChanged 28 SP:Iteration 95Q (1348.903160 sec): 3 clusters Score: Raw -32998217.602226 + Penalty 4045.985917 = -32994171.616309 nChanged 26 SP:Iteration 96Q (1349.246460 sec): 3 clusters Score: Raw -32998222.691326 + Penalty 4045.985917 = -32994176.705409 nChanged 28 SP:Iteration 97Q (1349.585886 sec): 3 clusters Score: Raw -32998228.712216 + Penalty 4045.985917 = -32994182.726299 nChanged 26 SP:Iteration 98Q (1349.945707 sec): 3 clusters Score: Raw -32998233.829578 + Penalty 4045.985917 = -32994187.843661 nChanged 30 SP:Iteration 99Q (1350.280574 sec): 3 clusters Score: Raw -32998239.154146 + Penalty 4045.985917 = -32994193.168229 nChanged 27 SP:Iteration 100F (1350.715285 sec): 3 clusters Score: Raw -32998244.458446 + Penalty 4045.985917 = -32994198.472529 nChanged 36 SP:Iteration 101Q (1351.096793 sec): 3 clusters Score: Raw -32998252.390170 + Penalty 4045.985917 = -32994206.404253 nChanged 34 SP:Iteration 102Q (1351.441029 sec): 3 clusters Score: Raw -32998258.547472 + Penalty 4045.985917 = -32994212.561554 nChanged 28 SP:Iteration 103Q (1351.797800 sec): 3 clusters Score: Raw -32998264.769898 + Penalty 4045.985917 = -32994218.783981 nChanged 30 SP:Iteration 104Q (1352.144813 sec): 3 clusters Score: Raw -32998271.649559 + Penalty 4045.985917 = -32994225.663642 nChanged 32 SP:Iteration 105Q (1352.488975 sec): 3 clusters Score: Raw -32998277.529928 + Penalty 4045.985917 = -32994231.544011 nChanged 22 SP:Iteration 106Q (1352.826912 sec): 3 clusters Score: Raw -32998281.858648 + Penalty 4045.985917 = -32994235.872731 nChanged 28 SP:Iteration 107Q (1353.181672 sec): 3 clusters Score: Raw -32998288.248073 + Penalty 4045.985917 = -32994242.262156 nChanged 29 SP:Iteration 108Q (1353.528824 sec): 3 clusters Score: Raw -32998294.679144 + Penalty 4045.985917 = -32994248.693227 nChanged 27 SP:Iteration 109Q (1353.875679 sec): 3 clusters Score: Raw -32998298.823592 + Penalty 4045.985917 = -32994252.837675 nChanged 24 SP:Iteration 110Q (1354.230193 sec): 3 clusters Score: Raw -32998302.736611 + Penalty 4045.985917 = -32994256.750694 nChanged 20 SP:Iteration 111Q (1354.562234 sec): 3 clusters Score: Raw -32998306.235247 + Penalty 4045.985917 = -32994260.249330 nChanged 23 SP:Iteration 112Q (1354.922423 sec): 3 clusters Score: Raw -32998309.256528 + Penalty 4045.985917 = -32994263.270611 nChanged 20 SP:Iteration 113Q (1355.274213 sec): 3 clusters Score: Raw -32998311.944700 + Penalty 4045.985917 = -32994265.958783 nChanged 22 SP:Iteration 114Q (1355.618932 sec): 3 clusters Score: Raw -32998317.649109 + Penalty 4045.985917 = -32994271.663191 nChanged 30 SP:Iteration 115Q (1355.951386 sec): 3 clusters Score: Raw -32998325.144384 + Penalty 4045.985917 = -32994279.158467 nChanged 34 SP:Iteration 116Q (1356.303324 sec): 3 clusters Score: Raw -32998332.905292 + Penalty 4045.985917 = -32994286.919375 nChanged 30 SP:Iteration 117Q (1356.645561 sec): 3 clusters Score: Raw -32998337.538008 + Penalty 4045.985917 = -32994291.552091 nChanged 28 SP:Iteration 118Q (1356.999170 sec): 3 clusters Score: Raw -32998342.651460 + Penalty 4045.985917 = -32994296.665543 nChanged 23 SP:Iteration 119Q (1357.352560 sec): 3 clusters Score: Raw -32998347.134650 + Penalty 4045.985917 = -32994301.148733 nChanged 19 SP:Iteration 120F (1357.782382 sec): 3 clusters Score: Raw -32998350.845468 + Penalty 4045.985917 = -32994304.859551 nChanged 23 SP:Iteration 121Q (1358.131442 sec): 3 clusters Score: Raw -32998354.708330 + Penalty 4045.985917 = -32994308.722412 nChanged 26 SP:Iteration 122Q (1358.471477 sec): 3 clusters Score: Raw -32998359.675450 + Penalty 4045.985917 = -32994313.689532 nChanged 23 SP:Iteration 123Q (1358.799555 sec): 3 clusters Score: Raw -32998365.983750 + Penalty 4045.985917 = -32994319.997832 nChanged 32 SP:Iteration 124Q (1359.157867 sec): 3 clusters Score: Raw -32998371.757924 + Penalty 4045.985917 = -32994325.772007 nChanged 27 SP:Iteration 125Q (1359.509676 sec): 3 clusters Score: Raw -32998377.869685 + Penalty 4045.985917 = -32994331.883768 nChanged 27 SP:Iteration 126Q (1359.853824 sec): 3 clusters Score: Raw -32998382.787134 + Penalty 4045.985917 = -32994336.801217 nChanged 32 SP:Iteration 127Q (1360.202583 sec): 3 clusters Score: Raw -32998389.815455 + Penalty 4045.985917 = -32994343.829537 nChanged 42 SP:Iteration 128Q (1360.556991 sec): 3 clusters Score: Raw -32998403.153430 + Penalty 4045.985917 = -32994357.167512 nChanged 57 SP:Iteration 129Q (1360.889672 sec): 3 clusters Score: Raw -32998419.389539 + Penalty 4045.985917 = -32994373.403622 nChanged 64 SP:Iteration 130Q (1361.221971 sec): 3 clusters Score: Raw -32998438.083092 + Penalty 4045.985917 = -32994392.097175 nChanged 63 SP:Iteration 131Q (1361.606507 sec): 3 clusters Score: Raw -32998455.536722 + Penalty 4045.985917 = -32994409.550804 nChanged 56 SP:Iteration 132Q (1361.949894 sec): 3 clusters Score: Raw -32998470.054172 + Penalty 4045.985917 = -32994424.068255 nChanged 56 SP:Iteration 133Q (1362.253591 sec): 3 clusters Score: Raw -32998482.732819 + Penalty 4045.985917 = -32994436.746902 nChanged 59 SP:Iteration 134Q (1362.608438 sec): 3 clusters Score: Raw -32998497.425884 + Penalty 4045.985917 = -32994451.439967 nChanged 64 SP:Iteration 135Q (1362.952665 sec): 3 clusters Score: Raw -32998514.204804 + Penalty 4045.985917 = -32994468.218887 nChanged 65 SP:Iteration 136Q (1363.300678 sec): 3 clusters Score: Raw -32998529.160101 + Penalty 4045.985917 = -32994483.174184 nChanged 57 SP:Iteration 137Q (1363.694139 sec): 3 clusters Score: Raw -32998544.595774 + Penalty 4045.985917 = -32994498.609857 nChanged 66 SP:Iteration 138Q (1364.035428 sec): 3 clusters Score: Raw -32998558.927428 + Penalty 4045.985917 = -32994512.941511 nChanged 50 SP:Iteration 139Q (1364.371281 sec): 3 clusters Score: Raw -32998569.530294 + Penalty 4045.985917 = -32994523.544376 nChanged 49 SP:Iteration 140F (1364.804204 sec): 3 clusters Score: Raw -32998579.050944 + Penalty 4045.985917 = -32994533.065027 nChanged 45 SP:Iteration 141Q (1365.148726 sec): 3 clusters Score: Raw -32998587.610480 + Penalty 4045.985917 = -32994541.624563 nChanged 50 SP:Iteration 142Q (1365.501920 sec): 3 clusters Score: Raw -32998597.481708 + Penalty 4045.985917 = -32994551.495791 nChanged 45 SP:Iteration 143Q (1365.877998 sec): 3 clusters Score: Raw -32998606.850636 + Penalty 4045.985917 = -32994560.864719 nChanged 50 SP:Iteration 144Q (1366.222594 sec): 3 clusters Score: Raw -32998616.617320 + Penalty 4045.985917 = -32994570.631403 nChanged 56 SP:Iteration 145Q (1366.577713 sec): 3 clusters Score: Raw -32998628.194197 + Penalty 4045.985917 = -32994582.208279 nChanged 49 SP:Iteration 146Q (1366.959255 sec): 3 clusters Score: Raw -32998636.919195 + Penalty 4045.985917 = -32994590.933278 nChanged 39 SP:Iteration 147Q (1367.296123 sec): 3 clusters Score: Raw -32998644.406400 + Penalty 4045.985917 = -32994598.420483 nChanged 47 SP:Iteration 148Q (1367.661262 sec): 3 clusters Score: Raw -32998652.877331 + Penalty 4045.985917 = -32994606.891414 nChanged 45 SP:Iteration 149Q (1368.008493 sec): 3 clusters Score: Raw -32998661.619359 + Penalty 4045.985917 = -32994615.633442 nChanged 48 SP:Iteration 150Q (1368.353987 sec): 3 clusters Score: Raw -32998669.744417 + Penalty 4045.985917 = -32994623.758500 nChanged 35 SP:Iteration 151Q (1368.702136 sec): 3 clusters Score: Raw -32998675.570267 + Penalty 4045.985917 = -32994629.584350 nChanged 38 SP:Iteration 152Q (1369.088278 sec): 3 clusters Score: Raw -32998683.758276 + Penalty 4045.985917 = -32994637.772359 nChanged 41 SP:Iteration 153Q (1369.433629 sec): 3 clusters Score: Raw -32998692.649184 + Penalty 4045.985917 = -32994646.663267 nChanged 53 SP:Iteration 154Q (1369.763168 sec): 3 clusters Score: Raw -32998702.800387 + Penalty 4045.985917 = -32994656.814469 nChanged 53 SP:Iteration 155Q (1370.129912 sec): 3 clusters Score: Raw -32998711.001147 + Penalty 4045.985917 = -32994665.015230 nChanged 48 SP:Iteration 156Q (1370.475270 sec): 3 clusters Score: Raw -32998719.880164 + Penalty 4045.985917 = -32994673.894247 nChanged 41 SP:Iteration 157Q (1370.799727 sec): 3 clusters Score: Raw -32998729.151465 + Penalty 4045.985917 = -32994683.165548 nChanged 49 SP:Iteration 158Q (1371.177214 sec): 3 clusters Score: Raw -32998738.021770 + Penalty 4045.985917 = -32994692.035853 nChanged 41 SP:Iteration 159Q (1371.511237 sec): 3 clusters Score: Raw -32998745.262829 + Penalty 4045.985917 = -32994699.276911 nChanged 36 SP:Iteration 160F (1371.930469 sec): 3 clusters Score: Raw -32998752.250620 + Penalty 4045.985917 = -32994706.264703 nChanged 39 SP:Iteration 161Q (1372.265582 sec): 3 clusters Score: Raw -32998757.000954 + Penalty 4045.985917 = -32994711.015037 nChanged 23 SP:Iteration 162Q (1372.611862 sec): 3 clusters Score: Raw -32998759.308397 + Penalty 4045.985917 = -32994713.322479 nChanged 16 SP:Iteration 163Q (1372.930941 sec): 3 clusters Score: Raw -32998761.737941 + Penalty 4045.985917 = -32994715.752024 nChanged 22 SP:Iteration 164Q (1373.315093 sec): 3 clusters Score: Raw -32998764.900580 + Penalty 4045.985917 = -32994718.914663 nChanged 21 SP:Iteration 165Q (1373.659835 sec): 3 clusters Score: Raw -32998767.417976 + Penalty 4045.985917 = -32994721.432059 nChanged 16 SP:Iteration 166Q (1373.974188 sec): 3 clusters Score: Raw -32998769.380573 + Penalty 4045.985917 = -32994723.394656 nChanged 20 SP:Iteration 167Q (1374.319888 sec): 3 clusters Score: Raw -32998771.633507 + Penalty 4045.985917 = -32994725.647590 nChanged 19 SP:Iteration 168Q (1374.665465 sec): 3 clusters Score: Raw -32998774.032066 + Penalty 4045.985917 = -32994728.046148 nChanged 22 SP:Iteration 169Q (1375.019703 sec): 3 clusters Score: Raw -32998777.163666 + Penalty 4045.985917 = -32994731.177749 nChanged 20 SP:Iteration 170Q (1375.346708 sec): 3 clusters Score: Raw -32998779.258345 + Penalty 4045.985917 = -32994733.272427 nChanged 20 SP:Iteration 171Q (1375.665136 sec): 3 clusters Score: Raw -32998781.415839 + Penalty 4045.985917 = -32994735.429922 nChanged 15 SP:Iteration 172Q (1376.007446 sec): 3 clusters Score: Raw -32998783.082646 + Penalty 4045.985917 = -32994737.096728 nChanged 15 SP:Iteration 173Q (1376.388147 sec): 3 clusters Score: Raw -32998784.501979 + Penalty 4045.985917 = -32994738.516062 nChanged 8 SP:Iteration 174Q (1376.733576 sec): 3 clusters Score: Raw -32998785.181041 + Penalty 4045.985917 = -32994739.195124 nChanged 10 SP:Iteration 175Q (1377.078983 sec): 3 clusters Score: Raw -32998785.921917 + Penalty 4045.985917 = -32994739.936000 nChanged 11 SP:Iteration 176Q (1377.463734 sec): 3 clusters Score: Raw -32998786.909361 + Penalty 4045.985917 = -32994740.923444 nChanged 8 SP:Iteration 177Q (1377.810859 sec): 3 clusters Score: Raw -32998787.631884 + Penalty 4045.985917 = -32994741.645967 nChanged 8 SP:Iteration 178Q (1378.147946 sec): 3 clusters Score: Raw -32998788.314284 + Penalty 4045.985917 = -32994742.328367 nChanged 5 SP:Iteration 179Q (1378.527908 sec): 3 clusters Score: Raw -32998788.766984 + Penalty 4045.985917 = -32994742.781067 nChanged 4 SP:Iteration 180F (1378.957840 sec): 3 clusters Score: Raw -32998789.038673 + Penalty 4045.985917 = -32994743.052756 nChanged 6 SP:Iteration 181Q (1379.289666 sec): 3 clusters Score: Raw -32998789.612008 + Penalty 4045.985917 = -32994743.626091 nChanged 4 SP:Iteration 182Q (1379.679558 sec): 3 clusters Score: Raw -32998789.865531 + Penalty 4045.985917 = -32994743.879614 nChanged 5 SP:Iteration 183Q (1380.020967 sec): 3 clusters Score: Raw -32998790.275148 + Penalty 4045.985917 = -32994744.289231 nChanged 5 SP:Iteration 184Q (1380.385878 sec): 3 clusters Score: Raw -32998790.703042 + Penalty 4045.985917 = -32994744.717125 nChanged 2 SP:Iteration 185Q (1380.769347 sec): 3 clusters Score: Raw -32998790.817333 + Penalty 4045.985917 = -32994744.831416 nChanged 1 SP:Iteration 186Q (1381.116573 sec): 3 clusters Score: Raw -32998790.951834 + Penalty 4045.985917 = -32994744.965917 nChanged 2 SP:Iteration 187Q (1381.477886 sec): 3 clusters Score: Raw -32998791.137334 + Penalty 4045.985917 = -32994745.151417 nChanged 4 SP:Iteration 188Q (1381.829236 sec): 3 clusters Score: Raw -32998791.497541 + Penalty 4045.985917 = -32994745.511623 nChanged 4 SP:Iteration 189Q (1382.172782 sec): 3 clusters Score: Raw -32998791.706792 + Penalty 4045.985917 = -32994745.720875 nChanged 2 SP:Iteration 190Q (1382.535528 sec): 3 clusters Score: Raw -32998791.861670 + Penalty 4045.985917 = -32994745.875753 nChanged 3 SP:Iteration 191Q (1382.884414 sec): 3 clusters Score: Raw -32998792.217688 + Penalty 4045.985917 = -32994746.231771 nChanged 5 SP:Iteration 192Q (1383.217640 sec): 3 clusters Score: Raw -32998792.573302 + Penalty 4045.985917 = -32994746.587385 nChanged 6 SP:Iteration 193Q (1383.573948 sec): 3 clusters Score: Raw -32998793.159007 + Penalty 4045.985917 = -32994747.173090 nChanged 7 SP:Iteration 194Q (1383.929319 sec): 3 clusters Score: Raw -32998793.764706 + Penalty 4045.985917 = -32994747.778788 nChanged 5 SP:Iteration 195Q (1384.278130 sec): 3 clusters Score: Raw -32998794.179955 + Penalty 4045.985917 = -32994748.194038 nChanged 3 SP:Iteration 196Q (1384.610716 sec): 3 clusters Score: Raw -32998794.341266 + Penalty 4045.985917 = -32994748.355349 nChanged 2 SP:Iteration 197Q (1384.977454 sec): 3 clusters Score: Raw -32998794.527919 + Penalty 4045.985917 = -32994748.542001 nChanged 5 SP:Iteration 198Q (1385.321842 sec): 3 clusters Score: Raw -32998794.900032 + Penalty 4045.985917 = -32994748.914115 nChanged 4 SP:Iteration 199Q (1385.663037 sec): 3 clusters Score: Raw -32998795.176427 + Penalty 4045.985917 = -32994749.190509 nChanged 4 SP:Iteration 200F (1386.122965 sec): 3 clusters Score: Raw -32998795.629784 + Penalty 4045.985917 = -32994749.643867 nChanged 1 SP:Iteration 201Q (1386.469330 sec): 3 clusters Score: Raw -32998795.742012 + Penalty 4045.985917 = -32994749.756095 nChanged 3 SP:Iteration 202Q (1386.828990 sec): 3 clusters Score: Raw -32998795.940572 + Penalty 4045.985917 = -32994749.954655 nChanged 2 SP:Iteration 203Q (1387.173237 sec): 3 clusters Score: Raw -32998796.093678 + Penalty 4045.985917 = -32994750.107761 nChanged 1 SP:Iteration 204Q (1387.548726 sec): 3 clusters Score: Raw -32998796.208455 + Penalty 4045.985917 = -32994750.222538 nChanged 1 SP:Iteration 205Q (1387.934904 sec): 3 clusters Score: Raw -32998796.234326 + Penalty 4045.985917 = -32994750.248409 nChanged 0 SP:Iteration 206F (1388.390866 sec): 3 clusters Score: Raw -32998796.234326 + Penalty 4045.985917 = -32994750.248409 nChanged 0 Trying to split cluster 17 (24408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1388.448229 sec): 2 clusters Score: Raw -3011336.035681 + Penalty 1641.683262 = -3009694.352419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1388.536368 sec): 3 clusters Score: Raw -2996551.602203 + Penalty 3283.366524 = -2993268.235679 nChanged 11106 SP:Iteration 1F (1388.610260 sec): 3 clusters Score: Raw -3002640.344733 + Penalty 3283.366524 = -2999356.978209 nChanged 1201 SP:Iteration 2Q (1388.697366 sec): 3 clusters Score: Raw -3003127.534005 + Penalty 3283.366524 = -2999844.167481 nChanged 1216 SP:Iteration 3Q (1388.792016 sec): 3 clusters Score: Raw -3003734.807153 + Penalty 3283.366524 = -3000451.440629 nChanged 1323 SP:Iteration 4F (1388.869281 sec): 3 clusters Score: Raw -3004514.801163 + Penalty 3283.366524 = -3001231.434640 nChanged 1458 SP:Iteration 5F (1388.947986 sec): 3 clusters Score: Raw -3005527.268644 + Penalty 3283.366524 = -3002243.902120 nChanged 1608 SP:Iteration 6F (1389.037595 sec): 3 clusters Score: Raw -3006776.686845 + Penalty 3283.366524 = -3003493.320322 nChanged 1493 SP:Iteration 7F (1389.118941 sec): 3 clusters Score: Raw -3007969.105117 + Penalty 3283.366524 = -3004685.738593 nChanged 1318 SP:Iteration 8F (1389.210544 sec): 3 clusters Score: Raw -3009006.883987 + Penalty 3283.366524 = -3005723.517463 nChanged 1011 SP:Iteration 9Q (1389.299862 sec): 3 clusters Score: Raw -3009780.420424 + Penalty 3283.366524 = -3006497.053901 nChanged 753 SP:Iteration 10Q (1389.388076 sec): 3 clusters Score: Raw -3010301.945912 + Penalty 3283.366524 = -3007018.579389 nChanged 512 SP:Iteration 11Q (1389.463807 sec): 3 clusters Score: Raw -3010637.839543 + Penalty 3283.366524 = -3007354.473019 nChanged 400 SP:Iteration 12Q (1389.546636 sec): 3 clusters Score: Raw -3010889.925599 + Penalty 3283.366524 = -3007606.559075 nChanged 326 SP:Iteration 13Q (1389.616744 sec): 3 clusters Score: Raw -3011077.860223 + Penalty 3283.366524 = -3007794.493700 nChanged 269 SP:Iteration 14Q (1389.704047 sec): 3 clusters Score: Raw -3011224.508447 + Penalty 3283.366524 = -3007941.141923 nChanged 235 SP:Iteration 15Q (1389.762769 sec): 3 clusters Score: Raw -3011342.849023 + Penalty 3283.366524 = -3008059.482499 nChanged 175 SP:Iteration 16Q (1389.841950 sec): 3 clusters Score: Raw -3011424.751174 + Penalty 3283.366524 = -3008141.384650 nChanged 138 SP:Iteration 17Q (1389.920812 sec): 3 clusters Score: Raw -3011481.543399 + Penalty 3283.366524 = -3008198.176875 nChanged 106 SP:Iteration 18Q (1389.987095 sec): 3 clusters Score: Raw -3011520.444388 + Penalty 3283.366524 = -3008237.077865 nChanged 99 SP:Iteration 19Q (1390.065387 sec): 3 clusters Score: Raw -3011555.706116 + Penalty 3283.366524 = -3008272.339592 nChanged 91 SP:Iteration 20F (1390.150855 sec): 3 clusters Score: Raw -3011584.966291 + Penalty 3283.366524 = -3008301.599767 nChanged 54 SP:Iteration 21Q (1390.225175 sec): 3 clusters Score: Raw -3011598.071178 + Penalty 3283.366524 = -3008314.704655 nChanged 34 SP:Iteration 22Q (1390.294692 sec): 3 clusters Score: Raw -3011608.182027 + Penalty 3283.366524 = -3008324.815503 nChanged 42 SP:Iteration 23Q (1390.372456 sec): 3 clusters Score: Raw -3011622.678409 + Penalty 3283.366524 = -3008339.311885 nChanged 39 SP:Iteration 24Q (1390.450319 sec): 3 clusters Score: Raw -3011634.015029 + Penalty 3283.366524 = -3008350.648506 nChanged 28 SP:Iteration 25Q (1390.527749 sec): 3 clusters Score: Raw -3011642.109787 + Penalty 3283.366524 = -3008358.743263 nChanged 29 SP:Iteration 26Q (1390.605845 sec): 3 clusters Score: Raw -3011649.154984 + Penalty 3283.366524 = -3008365.788461 nChanged 23 SP:Iteration 27Q (1390.683750 sec): 3 clusters Score: Raw -3011654.686390 + Penalty 3283.366524 = -3008371.319866 nChanged 16 SP:Iteration 28Q (1390.770235 sec): 3 clusters Score: Raw -3011658.167045 + Penalty 3283.366524 = -3008374.800522 nChanged 11 SP:Iteration 29Q (1390.841465 sec): 3 clusters Score: Raw -3011660.827201 + Penalty 3283.366524 = -3008377.460677 nChanged 10 SP:Iteration 30Q (1390.911859 sec): 3 clusters Score: Raw -3011663.565801 + Penalty 3283.366524 = -3008380.199277 nChanged 12 SP:Iteration 31Q (1391.005436 sec): 3 clusters Score: Raw -3011666.736609 + Penalty 3283.366524 = -3008383.370085 nChanged 12 SP:Iteration 32Q (1391.087189 sec): 3 clusters Score: Raw -3011669.923465 + Penalty 3283.366524 = -3008386.556941 nChanged 10 SP:Iteration 33Q (1391.157335 sec): 3 clusters Score: Raw -3011672.480432 + Penalty 3283.366524 = -3008389.113908 nChanged 7 SP:Iteration 34Q (1391.200846 sec): 3 clusters Score: Raw -3011673.822270 + Penalty 3283.366524 = -3008390.455747 nChanged 7 SP:Iteration 35Q (1391.285008 sec): 3 clusters Score: Raw -3011674.952945 + Penalty 3283.366524 = -3008391.586422 nChanged 6 SP:Iteration 36Q (1391.374195 sec): 3 clusters Score: Raw -3011675.963132 + Penalty 3283.366524 = -3008392.596608 nChanged 6 SP:Iteration 37Q (1391.454779 sec): 3 clusters Score: Raw -3011677.317305 + Penalty 3283.366524 = -3008393.950782 nChanged 8 SP:Iteration 38Q (1391.529748 sec): 3 clusters Score: Raw -3011679.306082 + Penalty 3283.366524 = -3008395.939558 nChanged 10 SP:Iteration 39Q (1391.607585 sec): 3 clusters Score: Raw -3011681.613019 + Penalty 3283.366524 = -3008398.246496 nChanged 9 SP:Iteration 40F (1391.693385 sec): 3 clusters Score: Raw -3011684.488674 + Penalty 3283.366524 = -3008401.122150 nChanged 13 SP:Iteration 41Q (1391.758825 sec): 3 clusters Score: Raw -3011687.766896 + Penalty 3283.366524 = -3008404.400372 nChanged 9 SP:Iteration 42Q (1391.846747 sec): 3 clusters Score: Raw -3011688.966488 + Penalty 3283.366524 = -3008405.599964 nChanged 4 SP:Iteration 43Q (1391.906812 sec): 3 clusters Score: Raw -3011690.194512 + Penalty 3283.366524 = -3008406.827988 nChanged 3 SP:Iteration 44Q (1391.981274 sec): 3 clusters Score: Raw -3011691.927561 + Penalty 3283.366524 = -3008408.561038 nChanged 7 SP:Iteration 45Q (1392.049958 sec): 3 clusters Score: Raw -3011693.638985 + Penalty 3283.366524 = -3008410.272461 nChanged 9 SP:Iteration 46Q (1392.127290 sec): 3 clusters Score: Raw -3011695.130857 + Penalty 3283.366524 = -3008411.764333 nChanged 3 SP:Iteration 47Q (1392.204822 sec): 3 clusters Score: Raw -3011696.070042 + Penalty 3283.366524 = -3008412.703518 nChanged 5 SP:Iteration 48Q (1392.291741 sec): 3 clusters Score: Raw -3011696.848906 + Penalty 3283.366524 = -3008413.482382 nChanged 4 SP:Iteration 49Q (1392.360246 sec): 3 clusters Score: Raw -3011697.503936 + Penalty 3283.366524 = -3008414.137412 nChanged 2 SP:Iteration 50Q (1392.438089 sec): 3 clusters Score: Raw -3011697.963962 + Penalty 3283.366524 = -3008414.597439 nChanged 1 SP:Iteration 51Q (1392.509431 sec): 3 clusters Score: Raw -3011698.107812 + Penalty 3283.366524 = -3008414.741288 nChanged 0 SP:Iteration 52F (1392.591452 sec): 3 clusters Score: Raw -3011698.107812 + Penalty 3283.366524 = -3008414.741288 nChanged 0 Trying to split cluster 18 (7820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1392.620491 sec): 2 clusters Score: Raw -993505.405016 + Penalty 1456.721473 = -992048.683544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1392.674744 sec): 3 clusters Score: Raw -989179.984972 + Penalty 2913.442946 = -986266.542026 nChanged 3286 SP:Iteration 1F (1392.734386 sec): 3 clusters Score: Raw -991071.037310 + Penalty 2913.442946 = -988157.594364 nChanged 617 SP:Iteration 2F (1392.794149 sec): 3 clusters Score: Raw -991478.625424 + Penalty 2913.442946 = -988565.182478 nChanged 500 SP:Iteration 3F (1392.853470 sec): 3 clusters Score: Raw -991818.744400 + Penalty 2913.442946 = -988905.301454 nChanged 463 SP:Iteration 4F (1392.907418 sec): 3 clusters Score: Raw -992178.528129 + Penalty 2913.442946 = -989265.085183 nChanged 533 SP:Iteration 5F (1392.968293 sec): 3 clusters Score: Raw -992672.117486 + Penalty 2913.442946 = -989758.674540 nChanged 573 SP:Iteration 6F (1393.029144 sec): 3 clusters Score: Raw -993205.627407 + Penalty 2913.442946 = -990292.184461 nChanged 523 SP:Iteration 7F (1393.095117 sec): 3 clusters Score: Raw -993627.717839 + Penalty 2913.442946 = -990714.274893 nChanged 444 SP:Iteration 8F (1393.149291 sec): 3 clusters Score: Raw -994002.234903 + Penalty 2913.442946 = -991088.791958 nChanged 341 SP:Iteration 9Q (1393.209736 sec): 3 clusters Score: Raw -994256.860878 + Penalty 2913.442946 = -991343.417932 nChanged 268 SP:Iteration 10Q (1393.267653 sec): 3 clusters Score: Raw -994458.627851 + Penalty 2913.442946 = -991545.184905 nChanged 251 SP:Iteration 11Q (1393.325413 sec): 3 clusters Score: Raw -994638.668408 + Penalty 2913.442946 = -991725.225462 nChanged 221 SP:Iteration 12Q (1393.380608 sec): 3 clusters Score: Raw -994797.312776 + Penalty 2913.442946 = -991883.869830 nChanged 188 SP:Iteration 13Q (1393.440727 sec): 3 clusters Score: Raw -994913.136569 + Penalty 2913.442946 = -991999.693623 nChanged 174 SP:Iteration 14Q (1393.496137 sec): 3 clusters Score: Raw -995007.721758 + Penalty 2913.442946 = -992094.278812 nChanged 133 SP:Iteration 15Q (1393.557164 sec): 3 clusters Score: Raw -995056.698700 + Penalty 2913.442946 = -992143.255754 nChanged 91 SP:Iteration 16Q (1393.617328 sec): 3 clusters Score: Raw -995088.758556 + Penalty 2913.442946 = -992175.315610 nChanged 92 SP:Iteration 17Q (1393.677333 sec): 3 clusters Score: Raw -995123.585540 + Penalty 2913.442946 = -992210.142594 nChanged 85 SP:Iteration 18Q (1393.737507 sec): 3 clusters Score: Raw -995154.723914 + Penalty 2913.442946 = -992241.280968 nChanged 68 SP:Iteration 19Q (1393.789409 sec): 3 clusters Score: Raw -995177.779405 + Penalty 2913.442946 = -992264.336459 nChanged 59 SP:Iteration 20F (1393.850033 sec): 3 clusters Score: Raw -995197.715903 + Penalty 2913.442946 = -992284.272957 nChanged 47 SP:Iteration 21Q (1393.921116 sec): 3 clusters Score: Raw -995210.935054 + Penalty 2913.442946 = -992297.492108 nChanged 43 SP:Iteration 22Q (1393.969694 sec): 3 clusters Score: Raw -995224.831169 + Penalty 2913.442946 = -992311.388223 nChanged 39 SP:Iteration 23Q (1394.028882 sec): 3 clusters Score: Raw -995235.288402 + Penalty 2913.442946 = -992321.845457 nChanged 30 SP:Iteration 24Q (1394.076844 sec): 3 clusters Score: Raw -995244.143735 + Penalty 2913.442946 = -992330.700789 nChanged 38 SP:Iteration 25Q (1394.135914 sec): 3 clusters Score: Raw -995254.271278 + Penalty 2913.442946 = -992340.828332 nChanged 27 SP:Iteration 26Q (1394.190769 sec): 3 clusters Score: Raw -995261.774658 + Penalty 2913.442946 = -992348.331712 nChanged 24 SP:Iteration 27Q (1394.238221 sec): 3 clusters Score: Raw -995270.946369 + Penalty 2913.442946 = -992357.503423 nChanged 28 SP:Iteration 28Q (1394.297955 sec): 3 clusters Score: Raw -995277.079080 + Penalty 2913.442946 = -992363.636134 nChanged 18 SP:Iteration 29Q (1394.349146 sec): 3 clusters Score: Raw -995281.283559 + Penalty 2913.442946 = -992367.840614 nChanged 16 SP:Iteration 30Q (1394.410852 sec): 3 clusters Score: Raw -995285.276809 + Penalty 2913.442946 = -992371.833863 nChanged 16 SP:Iteration 31Q (1394.459258 sec): 3 clusters Score: Raw -995289.144503 + Penalty 2913.442946 = -992375.701558 nChanged 18 SP:Iteration 32Q (1394.519522 sec): 3 clusters Score: Raw -995293.228924 + Penalty 2913.442946 = -992379.785978 nChanged 15 SP:Iteration 33Q (1394.579915 sec): 3 clusters Score: Raw -995297.029524 + Penalty 2913.442946 = -992383.586578 nChanged 11 SP:Iteration 34Q (1394.639433 sec): 3 clusters Score: Raw -995299.490990 + Penalty 2913.442946 = -992386.048044 nChanged 10 SP:Iteration 35Q (1394.699960 sec): 3 clusters Score: Raw -995300.878924 + Penalty 2913.442946 = -992387.435978 nChanged 4 SP:Iteration 36Q (1394.760536 sec): 3 clusters Score: Raw -995301.661530 + Penalty 2913.442946 = -992388.218584 nChanged 3 SP:Iteration 37Q (1394.811648 sec): 3 clusters Score: Raw -995302.366933 + Penalty 2913.442946 = -992388.923987 nChanged 2 SP:Iteration 38Q (1394.871303 sec): 3 clusters Score: Raw -995302.520360 + Penalty 2913.442946 = -992389.077414 nChanged 2 SP:Iteration 39Q (1394.925856 sec): 3 clusters Score: Raw -995302.956405 + Penalty 2913.442946 = -992389.513459 nChanged 2 SP:Iteration 40F (1394.994631 sec): 3 clusters Score: Raw -995303.442949 + Penalty 2913.442946 = -992390.000003 nChanged 6 SP:Iteration 41Q (1395.052724 sec): 3 clusters Score: Raw -995304.687865 + Penalty 2913.442946 = -992391.244920 nChanged 7 SP:Iteration 42Q (1395.110043 sec): 3 clusters Score: Raw -995306.134012 + Penalty 2913.442946 = -992392.691066 nChanged 6 SP:Iteration 43Q (1395.169147 sec): 3 clusters Score: Raw -995307.775781 + Penalty 2913.442946 = -992394.332835 nChanged 11 SP:Iteration 44Q (1395.217651 sec): 3 clusters Score: Raw -995309.802486 + Penalty 2913.442946 = -992396.359540 nChanged 7 SP:Iteration 45Q (1395.275583 sec): 3 clusters Score: Raw -995311.266729 + Penalty 2913.442946 = -992397.823783 nChanged 6 SP:Iteration 46Q (1395.334375 sec): 3 clusters Score: Raw -995314.930494 + Penalty 2913.442946 = -992401.487548 nChanged 16 SP:Iteration 47Q (1395.394961 sec): 3 clusters Score: Raw -995320.819723 + Penalty 2913.442946 = -992407.376777 nChanged 16 SP:Iteration 48Q (1395.455331 sec): 3 clusters Score: Raw -995328.934303 + Penalty 2913.442946 = -992415.491357 nChanged 19 SP:Iteration 49Q (1395.527275 sec): 3 clusters Score: Raw -995336.504943 + Penalty 2913.442946 = -992423.061997 nChanged 16 SP:Iteration 50Q (1395.569427 sec): 3 clusters Score: Raw -995341.438224 + Penalty 2913.442946 = -992427.995278 nChanged 17 SP:Iteration 51Q (1395.630148 sec): 3 clusters Score: Raw -995346.584133 + Penalty 2913.442946 = -992433.141187 nChanged 11 SP:Iteration 52Q (1395.688789 sec): 3 clusters Score: Raw -995351.600449 + Penalty 2913.442946 = -992438.157503 nChanged 9 SP:Iteration 53Q (1395.749047 sec): 3 clusters Score: Raw -995355.203203 + Penalty 2913.442946 = -992441.760258 nChanged 11 SP:Iteration 54Q (1395.808346 sec): 3 clusters Score: Raw -995359.581416 + Penalty 2913.442946 = -992446.138471 nChanged 8 SP:Iteration 55Q (1395.859836 sec): 3 clusters Score: Raw -995360.678376 + Penalty 2913.442946 = -992447.235430 nChanged 2 SP:Iteration 56Q (1395.920685 sec): 3 clusters Score: Raw -995360.890331 + Penalty 2913.442946 = -992447.447385 nChanged 0 SP:Iteration 57F (1395.981980 sec): 3 clusters Score: Raw -995360.890331 + Penalty 2913.442946 = -992447.447385 nChanged 0 Score: Raw -132269104.415978 + Penalty 90134.579606 = -132178969.836372 Splitting cluster 18 changes total score from -132145631.744986 to -132178969.836372 So it's getting split into cluster 40. Trying to split cluster 19 (10504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1421.505195 sec): 2 clusters Score: Raw -1307677.156966 + Penalty 1504.670605 = -1306172.486361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1421.578379 sec): 3 clusters Score: Raw -1301678.987947 + Penalty 3009.341210 = -1298669.646737 nChanged 4541 SP:Iteration 1F (1421.645926 sec): 3 clusters Score: Raw -1304262.649493 + Penalty 3009.341210 = -1301253.308283 nChanged 642 SP:Iteration 2F (1421.709198 sec): 3 clusters Score: Raw -1304577.334175 + Penalty 3009.341210 = -1301567.992965 nChanged 549 SP:Iteration 3F (1421.773265 sec): 3 clusters Score: Raw -1304861.593638 + Penalty 3009.341210 = -1301852.252428 nChanged 549 SP:Iteration 4F (1421.850376 sec): 3 clusters Score: Raw -1305177.258158 + Penalty 3009.341210 = -1302167.916948 nChanged 535 SP:Iteration 5F (1421.904999 sec): 3 clusters Score: Raw -1305449.751727 + Penalty 3009.341210 = -1302440.410517 nChanged 503 SP:Iteration 6Q (1421.971070 sec): 3 clusters Score: Raw -1305707.424295 + Penalty 3009.341210 = -1302698.083085 nChanged 435 SP:Iteration 7Q (1422.036045 sec): 3 clusters Score: Raw -1305907.408335 + Penalty 3009.341210 = -1302898.067125 nChanged 357 SP:Iteration 8Q (1422.101873 sec): 3 clusters Score: Raw -1306065.153264 + Penalty 3009.341210 = -1303055.812054 nChanged 325 SP:Iteration 9Q (1422.175786 sec): 3 clusters Score: Raw -1306198.416674 + Penalty 3009.341210 = -1303189.075464 nChanged 316 SP:Iteration 10Q (1422.230333 sec): 3 clusters Score: Raw -1306319.177651 + Penalty 3009.341210 = -1303309.836441 nChanged 257 SP:Iteration 11Q (1422.287329 sec): 3 clusters Score: Raw -1306405.572540 + Penalty 3009.341210 = -1303396.231329 nChanged 215 SP:Iteration 12Q (1422.348465 sec): 3 clusters Score: Raw -1306471.514773 + Penalty 3009.341210 = -1303462.173563 nChanged 206 SP:Iteration 13Q (1422.415662 sec): 3 clusters Score: Raw -1306545.320891 + Penalty 3009.341210 = -1303535.979680 nChanged 208 SP:Iteration 14Q (1422.469900 sec): 3 clusters Score: Raw -1306615.106217 + Penalty 3009.341210 = -1303605.765007 nChanged 203 SP:Iteration 15Q (1422.529803 sec): 3 clusters Score: Raw -1306675.291631 + Penalty 3009.341210 = -1303665.950421 nChanged 177 SP:Iteration 16Q (1422.591643 sec): 3 clusters Score: Raw -1306727.066940 + Penalty 3009.341210 = -1303717.725730 nChanged 158 SP:Iteration 17Q (1422.652833 sec): 3 clusters Score: Raw -1306775.145343 + Penalty 3009.341210 = -1303765.804133 nChanged 163 SP:Iteration 18Q (1422.710796 sec): 3 clusters Score: Raw -1306821.056010 + Penalty 3009.341210 = -1303811.714800 nChanged 155 SP:Iteration 19Q (1422.772783 sec): 3 clusters Score: Raw -1306863.506460 + Penalty 3009.341210 = -1303854.165249 nChanged 150 SP:Iteration 20F (1422.828934 sec): 3 clusters Score: Raw -1306906.314107 + Penalty 3009.341210 = -1303896.972897 nChanged 147 SP:Iteration 21Q (1422.894669 sec): 3 clusters Score: Raw -1306946.952687 + Penalty 3009.341210 = -1303937.611477 nChanged 148 SP:Iteration 22Q (1422.971729 sec): 3 clusters Score: Raw -1306983.087610 + Penalty 3009.341210 = -1303973.746400 nChanged 156 SP:Iteration 23Q (1423.017138 sec): 3 clusters Score: Raw -1307023.610415 + Penalty 3009.341210 = -1304014.269205 nChanged 161 SP:Iteration 24Q (1423.083072 sec): 3 clusters Score: Raw -1307066.055017 + Penalty 3009.341210 = -1304056.713807 nChanged 167 SP:Iteration 25Q (1423.151175 sec): 3 clusters Score: Raw -1307115.649286 + Penalty 3009.341210 = -1304106.308076 nChanged 184 SP:Iteration 26Q (1423.209631 sec): 3 clusters Score: Raw -1307178.029653 + Penalty 3009.341210 = -1304168.688443 nChanged 199 SP:Iteration 27Q (1423.262900 sec): 3 clusters Score: Raw -1307245.850960 + Penalty 3009.341210 = -1304236.509750 nChanged 188 SP:Iteration 28Q (1423.316371 sec): 3 clusters Score: Raw -1307308.989143 + Penalty 3009.341210 = -1304299.647933 nChanged 177 SP:Iteration 29Q (1423.381140 sec): 3 clusters Score: Raw -1307374.812036 + Penalty 3009.341210 = -1304365.470826 nChanged 186 SP:Iteration 30Q (1423.450354 sec): 3 clusters Score: Raw -1307439.598041 + Penalty 3009.341210 = -1304430.256831 nChanged 151 SP:Iteration 31Q (1423.505642 sec): 3 clusters Score: Raw -1307489.081067 + Penalty 3009.341210 = -1304479.739856 nChanged 148 SP:Iteration 32Q (1423.570115 sec): 3 clusters Score: Raw -1307538.847410 + Penalty 3009.341210 = -1304529.506200 nChanged 139 SP:Iteration 33Q (1423.633680 sec): 3 clusters Score: Raw -1307587.305107 + Penalty 3009.341210 = -1304577.963897 nChanged 149 SP:Iteration 34Q (1423.698545 sec): 3 clusters Score: Raw -1307641.200416 + Penalty 3009.341210 = -1304631.859205 nChanged 113 SP:Iteration 35Q (1423.768966 sec): 3 clusters Score: Raw -1307680.189599 + Penalty 3009.341210 = -1304670.848389 nChanged 97 SP:Iteration 36Q (1423.837184 sec): 3 clusters Score: Raw -1307716.247049 + Penalty 3009.341210 = -1304706.905839 nChanged 102 SP:Iteration 37Q (1423.892562 sec): 3 clusters Score: Raw -1307758.575801 + Penalty 3009.341210 = -1304749.234591 nChanged 105 SP:Iteration 38Q (1423.949946 sec): 3 clusters Score: Raw -1307808.813337 + Penalty 3009.341210 = -1304799.472127 nChanged 108 SP:Iteration 39Q (1424.013982 sec): 3 clusters Score: Raw -1307860.400914 + Penalty 3009.341210 = -1304851.059704 nChanged 110 SP:Iteration 40F (1424.079830 sec): 3 clusters Score: Raw -1307917.234610 + Penalty 3009.341210 = -1304907.893400 nChanged 92 SP:Iteration 41Q (1424.143236 sec): 3 clusters Score: Raw -1307963.872294 + Penalty 3009.341210 = -1304954.531084 nChanged 76 SP:Iteration 42Q (1424.206891 sec): 3 clusters Score: Raw -1307995.435211 + Penalty 3009.341210 = -1304986.094001 nChanged 60 SP:Iteration 43Q (1424.270484 sec): 3 clusters Score: Raw -1308020.515114 + Penalty 3009.341210 = -1305011.173904 nChanged 54 SP:Iteration 44Q (1424.325528 sec): 3 clusters Score: Raw -1308039.559204 + Penalty 3009.341210 = -1305030.217994 nChanged 54 SP:Iteration 45Q (1424.383789 sec): 3 clusters Score: Raw -1308057.774639 + Penalty 3009.341210 = -1305048.433429 nChanged 33 SP:Iteration 46Q (1424.447450 sec): 3 clusters Score: Raw -1308066.548213 + Penalty 3009.341210 = -1305057.207002 nChanged 20 SP:Iteration 47Q (1424.504514 sec): 3 clusters Score: Raw -1308073.030789 + Penalty 3009.341210 = -1305063.689579 nChanged 21 SP:Iteration 48Q (1424.579142 sec): 3 clusters Score: Raw -1308080.364487 + Penalty 3009.341210 = -1305071.023277 nChanged 15 SP:Iteration 49Q (1424.630812 sec): 3 clusters Score: Raw -1308086.499499 + Penalty 3009.341210 = -1305077.158289 nChanged 23 SP:Iteration 50Q (1424.693953 sec): 3 clusters Score: Raw -1308094.537448 + Penalty 3009.341210 = -1305085.196238 nChanged 13 SP:Iteration 51Q (1424.756994 sec): 3 clusters Score: Raw -1308098.544106 + Penalty 3009.341210 = -1305089.202896 nChanged 10 SP:Iteration 52Q (1424.820968 sec): 3 clusters Score: Raw -1308100.925173 + Penalty 3009.341210 = -1305091.583963 nChanged 7 SP:Iteration 53Q (1424.872616 sec): 3 clusters Score: Raw -1308103.318223 + Penalty 3009.341210 = -1305093.977013 nChanged 5 SP:Iteration 54Q (1424.936542 sec): 3 clusters Score: Raw -1308104.344032 + Penalty 3009.341210 = -1305095.002821 nChanged 4 SP:Iteration 55Q (1425.000797 sec): 3 clusters Score: Raw -1308106.546378 + Penalty 3009.341210 = -1305097.205168 nChanged 11 SP:Iteration 56Q (1425.064057 sec): 3 clusters Score: Raw -1308109.582473 + Penalty 3009.341210 = -1305100.241263 nChanged 7 SP:Iteration 57Q (1425.127762 sec): 3 clusters Score: Raw -1308113.895597 + Penalty 3009.341210 = -1305104.554387 nChanged 10 SP:Iteration 58Q (1425.192135 sec): 3 clusters Score: Raw -1308121.979658 + Penalty 3009.341210 = -1305112.638448 nChanged 16 SP:Iteration 59Q (1425.255253 sec): 3 clusters Score: Raw -1308127.891747 + Penalty 3009.341210 = -1305118.550537 nChanged 12 SP:Iteration 60F (1425.332742 sec): 3 clusters Score: Raw -1308131.751389 + Penalty 3009.341210 = -1305122.410179 nChanged 12 SP:Iteration 61Q (1425.376212 sec): 3 clusters Score: Raw -1308135.031226 + Penalty 3009.341210 = -1305125.690016 nChanged 10 SP:Iteration 62Q (1425.433785 sec): 3 clusters Score: Raw -1308138.076082 + Penalty 3009.341210 = -1305128.734871 nChanged 10 SP:Iteration 63Q (1425.495971 sec): 3 clusters Score: Raw -1308143.002726 + Penalty 3009.341210 = -1305133.661515 nChanged 15 SP:Iteration 64Q (1425.558754 sec): 3 clusters Score: Raw -1308150.951398 + Penalty 3009.341210 = -1305141.610187 nChanged 17 SP:Iteration 65Q (1425.629737 sec): 3 clusters Score: Raw -1308156.441069 + Penalty 3009.341210 = -1305147.099859 nChanged 13 SP:Iteration 66Q (1425.691552 sec): 3 clusters Score: Raw -1308161.936959 + Penalty 3009.341210 = -1305152.595749 nChanged 7 SP:Iteration 67Q (1425.752980 sec): 3 clusters Score: Raw -1308164.588318 + Penalty 3009.341210 = -1305155.247107 nChanged 6 SP:Iteration 68Q (1425.803347 sec): 3 clusters Score: Raw -1308168.752547 + Penalty 3009.341210 = -1305159.411337 nChanged 12 SP:Iteration 69Q (1425.865604 sec): 3 clusters Score: Raw -1308173.750685 + Penalty 3009.341210 = -1305164.409474 nChanged 11 SP:Iteration 70Q (1425.923357 sec): 3 clusters Score: Raw -1308177.693216 + Penalty 3009.341210 = -1305168.352005 nChanged 7 SP:Iteration 71Q (1425.981131 sec): 3 clusters Score: Raw -1308180.428779 + Penalty 3009.341210 = -1305171.087568 nChanged 4 SP:Iteration 72Q (1426.051703 sec): 3 clusters Score: Raw -1308181.498104 + Penalty 3009.341210 = -1305172.156894 nChanged 2 SP:Iteration 73Q (1426.107325 sec): 3 clusters Score: Raw -1308182.742741 + Penalty 3009.341210 = -1305173.401530 nChanged 3 SP:Iteration 74Q (1426.177764 sec): 3 clusters Score: Raw -1308183.652556 + Penalty 3009.341210 = -1305174.311345 nChanged 2 SP:Iteration 75Q (1426.244149 sec): 3 clusters Score: Raw -1308183.994974 + Penalty 3009.341210 = -1305174.653764 nChanged 1 SP:Iteration 76Q (1426.301648 sec): 3 clusters Score: Raw -1308184.055279 + Penalty 3009.341210 = -1305174.714068 nChanged 0 SP:Iteration 77F (1426.359119 sec): 3 clusters Score: Raw -1308184.055279 + Penalty 3009.341210 = -1305174.714068 nChanged 0 Trying to split cluster 20 (9206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1426.394260 sec): 2 clusters Score: Raw -1076074.451952 + Penalty 1483.236743 = -1074591.215209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1426.447762 sec): 3 clusters Score: Raw -1070934.567412 + Penalty 2966.473485 = -1067968.093927 nChanged 3977 SP:Iteration 1F (1426.510461 sec): 3 clusters Score: Raw -1073143.450822 + Penalty 2966.473485 = -1070176.977337 nChanged 794 SP:Iteration 2F (1426.573113 sec): 3 clusters Score: Raw -1073703.307948 + Penalty 2966.473485 = -1070736.834463 nChanged 811 SP:Iteration 3F (1426.636255 sec): 3 clusters Score: Raw -1074440.677362 + Penalty 2966.473485 = -1071474.203876 nChanged 855 SP:Iteration 4F (1426.698470 sec): 3 clusters Score: Raw -1075326.840944 + Penalty 2966.473485 = -1072360.367459 nChanged 779 SP:Iteration 5F (1426.762085 sec): 3 clusters Score: Raw -1076195.074335 + Penalty 2966.473485 = -1073228.600850 nChanged 655 SP:Iteration 6F (1426.820073 sec): 3 clusters Score: Raw -1076775.060390 + Penalty 2966.473485 = -1073808.586905 nChanged 464 SP:Iteration 7F (1426.882843 sec): 3 clusters Score: Raw -1077076.880013 + Penalty 2966.473485 = -1074110.406528 nChanged 289 SP:Iteration 8Q (1426.945893 sec): 3 clusters Score: Raw -1077226.452587 + Penalty 2966.473485 = -1074259.979102 nChanged 178 SP:Iteration 9Q (1427.009093 sec): 3 clusters Score: Raw -1077310.965341 + Penalty 2966.473485 = -1074344.491855 nChanged 152 SP:Iteration 10Q (1427.070697 sec): 3 clusters Score: Raw -1077381.955583 + Penalty 2966.473485 = -1074415.482098 nChanged 126 SP:Iteration 11Q (1427.133730 sec): 3 clusters Score: Raw -1077437.482195 + Penalty 2966.473485 = -1074471.008710 nChanged 102 SP:Iteration 12Q (1427.192585 sec): 3 clusters Score: Raw -1077481.485114 + Penalty 2966.473485 = -1074515.011628 nChanged 90 SP:Iteration 13Q (1427.256447 sec): 3 clusters Score: Raw -1077518.442747 + Penalty 2966.473485 = -1074551.969262 nChanged 67 SP:Iteration 14Q (1427.319429 sec): 3 clusters Score: Raw -1077538.718018 + Penalty 2966.473485 = -1074572.244533 nChanged 44 SP:Iteration 15Q (1427.382192 sec): 3 clusters Score: Raw -1077553.366684 + Penalty 2966.473485 = -1074586.893199 nChanged 54 SP:Iteration 16Q (1427.445313 sec): 3 clusters Score: Raw -1077569.520307 + Penalty 2966.473485 = -1074603.046822 nChanged 34 SP:Iteration 17Q (1427.508417 sec): 3 clusters Score: Raw -1077580.458693 + Penalty 2966.473485 = -1074613.985207 nChanged 31 SP:Iteration 18Q (1427.571713 sec): 3 clusters Score: Raw -1077590.080111 + Penalty 2966.473485 = -1074623.606625 nChanged 16 SP:Iteration 19Q (1427.632195 sec): 3 clusters Score: Raw -1077594.184035 + Penalty 2966.473485 = -1074627.710550 nChanged 10 SP:Iteration 20F (1427.696032 sec): 3 clusters Score: Raw -1077597.113677 + Penalty 2966.473485 = -1074630.640192 nChanged 17 SP:Iteration 21Q (1427.759896 sec): 3 clusters Score: Raw -1077601.057454 + Penalty 2966.473485 = -1074634.583969 nChanged 14 SP:Iteration 22Q (1427.823359 sec): 3 clusters Score: Raw -1077603.579594 + Penalty 2966.473485 = -1074637.106108 nChanged 15 SP:Iteration 23Q (1427.881716 sec): 3 clusters Score: Raw -1077606.731186 + Penalty 2966.473485 = -1074640.257701 nChanged 11 SP:Iteration 24Q (1427.953974 sec): 3 clusters Score: Raw -1077609.756807 + Penalty 2966.473485 = -1074643.283321 nChanged 12 SP:Iteration 25Q (1428.018469 sec): 3 clusters Score: Raw -1077612.721566 + Penalty 2966.473485 = -1074646.248080 nChanged 10 SP:Iteration 26Q (1428.065510 sec): 3 clusters Score: Raw -1077616.118972 + Penalty 2966.473485 = -1074649.645486 nChanged 12 SP:Iteration 27Q (1428.125933 sec): 3 clusters Score: Raw -1077618.934499 + Penalty 2966.473485 = -1074652.461013 nChanged 10 SP:Iteration 28Q (1428.186689 sec): 3 clusters Score: Raw -1077621.753229 + Penalty 2966.473485 = -1074655.279744 nChanged 9 SP:Iteration 29Q (1428.248197 sec): 3 clusters Score: Raw -1077624.062408 + Penalty 2966.473485 = -1074657.588922 nChanged 7 SP:Iteration 30Q (1428.307489 sec): 3 clusters Score: Raw -1077626.131443 + Penalty 2966.473485 = -1074659.657958 nChanged 9 SP:Iteration 31Q (1428.367483 sec): 3 clusters Score: Raw -1077628.897979 + Penalty 2966.473485 = -1074662.424493 nChanged 8 SP:Iteration 32Q (1428.425739 sec): 3 clusters Score: Raw -1077631.091480 + Penalty 2966.473485 = -1074664.617995 nChanged 3 SP:Iteration 33Q (1428.492783 sec): 3 clusters Score: Raw -1077632.473849 + Penalty 2966.473485 = -1074666.000363 nChanged 2 SP:Iteration 34Q (1428.552545 sec): 3 clusters Score: Raw -1077632.968022 + Penalty 2966.473485 = -1074666.494536 nChanged 2 SP:Iteration 35Q (1428.615291 sec): 3 clusters Score: Raw -1077633.449465 + Penalty 2966.473485 = -1074666.975980 nChanged 2 SP:Iteration 36Q (1428.677937 sec): 3 clusters Score: Raw -1077633.953264 + Penalty 2966.473485 = -1074667.479779 nChanged 2 SP:Iteration 37Q (1428.735575 sec): 3 clusters Score: Raw -1077634.700699 + Penalty 2966.473485 = -1074668.227214 nChanged 0 SP:Iteration 38F (1428.809998 sec): 3 clusters Score: Raw -1077634.700699 + Penalty 2966.473485 = -1074668.227214 nChanged 0 Score: Raw -132270664.664725 + Penalty 92387.944096 = -132178276.720629 Splitting cluster 20 changes total score from -132145631.744986 to -132178276.720629 So it's getting split into cluster 41. Trying to split cluster 21 (11715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1455.212549 sec): 2 clusters Score: Raw -1507393.585121 + Penalty 1522.401620 = -1505871.183502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1455.279976 sec): 3 clusters Score: Raw -1500816.273211 + Penalty 3044.803239 = -1497771.469972 nChanged 5040 SP:Iteration 1F (1455.346847 sec): 3 clusters Score: Raw -1503716.533871 + Penalty 3044.803239 = -1500671.730632 nChanged 891 SP:Iteration 2F (1455.399216 sec): 3 clusters Score: Raw -1504346.931533 + Penalty 3044.803239 = -1501302.128294 nChanged 839 SP:Iteration 3F (1455.464378 sec): 3 clusters Score: Raw -1505085.804673 + Penalty 3044.803239 = -1502041.001434 nChanged 982 SP:Iteration 4F (1455.531040 sec): 3 clusters Score: Raw -1506041.268342 + Penalty 3044.803239 = -1502996.465103 nChanged 979 SP:Iteration 5F (1455.601785 sec): 3 clusters Score: Raw -1506972.790298 + Penalty 3044.803239 = -1503927.987059 nChanged 830 SP:Iteration 6F (1455.653253 sec): 3 clusters Score: Raw -1507549.120044 + Penalty 3044.803239 = -1504504.316805 nChanged 553 SP:Iteration 7Q (1455.720447 sec): 3 clusters Score: Raw -1507834.641748 + Penalty 3044.803239 = -1504789.838509 nChanged 367 SP:Iteration 8Q (1455.787839 sec): 3 clusters Score: Raw -1507963.000502 + Penalty 3044.803239 = -1504918.197263 nChanged 234 SP:Iteration 9Q (1455.845889 sec): 3 clusters Score: Raw -1508032.180407 + Penalty 3044.803239 = -1504987.377168 nChanged 159 SP:Iteration 10Q (1455.908961 sec): 3 clusters Score: Raw -1508074.762425 + Penalty 3044.803239 = -1505029.959186 nChanged 116 SP:Iteration 11Q (1455.975948 sec): 3 clusters Score: Raw -1508096.605466 + Penalty 3044.803239 = -1505051.802227 nChanged 77 SP:Iteration 12Q (1456.041475 sec): 3 clusters Score: Raw -1508110.531472 + Penalty 3044.803239 = -1505065.728233 nChanged 63 SP:Iteration 13Q (1456.099357 sec): 3 clusters Score: Raw -1508122.590196 + Penalty 3044.803239 = -1505077.786957 nChanged 50 SP:Iteration 14Q (1456.157989 sec): 3 clusters Score: Raw -1508132.075369 + Penalty 3044.803239 = -1505087.272130 nChanged 48 SP:Iteration 15Q (1456.221861 sec): 3 clusters Score: Raw -1508140.059235 + Penalty 3044.803239 = -1505095.255996 nChanged 42 SP:Iteration 16Q (1456.286000 sec): 3 clusters Score: Raw -1508147.598264 + Penalty 3044.803239 = -1505102.795025 nChanged 50 SP:Iteration 17Q (1456.346125 sec): 3 clusters Score: Raw -1508157.456298 + Penalty 3044.803239 = -1505112.653059 nChanged 48 SP:Iteration 18Q (1456.412075 sec): 3 clusters Score: Raw -1508167.207201 + Penalty 3044.803239 = -1505122.403962 nChanged 57 SP:Iteration 19Q (1456.478826 sec): 3 clusters Score: Raw -1508178.519818 + Penalty 3044.803239 = -1505133.716579 nChanged 63 SP:Iteration 20F (1456.542427 sec): 3 clusters Score: Raw -1508193.791232 + Penalty 3044.803239 = -1505148.987993 nChanged 76 SP:Iteration 21Q (1456.602581 sec): 3 clusters Score: Raw -1508212.502133 + Penalty 3044.803239 = -1505167.698894 nChanged 85 SP:Iteration 22Q (1456.680167 sec): 3 clusters Score: Raw -1508235.447524 + Penalty 3044.803239 = -1505190.644285 nChanged 89 SP:Iteration 23Q (1456.735065 sec): 3 clusters Score: Raw -1508260.454262 + Penalty 3044.803239 = -1505215.651023 nChanged 98 SP:Iteration 24Q (1456.795434 sec): 3 clusters Score: Raw -1508285.317256 + Penalty 3044.803239 = -1505240.514017 nChanged 92 SP:Iteration 25Q (1456.861628 sec): 3 clusters Score: Raw -1508307.584944 + Penalty 3044.803239 = -1505262.781705 nChanged 89 SP:Iteration 26Q (1456.925466 sec): 3 clusters Score: Raw -1508327.988426 + Penalty 3044.803239 = -1505283.185187 nChanged 60 SP:Iteration 27Q (1456.983524 sec): 3 clusters Score: Raw -1508339.887350 + Penalty 3044.803239 = -1505295.084111 nChanged 58 SP:Iteration 28Q (1457.056642 sec): 3 clusters Score: Raw -1508349.974888 + Penalty 3044.803239 = -1505305.171648 nChanged 65 SP:Iteration 29Q (1457.124733 sec): 3 clusters Score: Raw -1508363.070793 + Penalty 3044.803239 = -1505318.267554 nChanged 67 SP:Iteration 30Q (1457.167038 sec): 3 clusters Score: Raw -1508375.597345 + Penalty 3044.803239 = -1505330.794106 nChanged 61 SP:Iteration 31Q (1457.246222 sec): 3 clusters Score: Raw -1508385.303653 + Penalty 3044.803239 = -1505340.500414 nChanged 52 SP:Iteration 32Q (1457.295607 sec): 3 clusters Score: Raw -1508391.976994 + Penalty 3044.803239 = -1505347.173755 nChanged 28 SP:Iteration 33Q (1457.355640 sec): 3 clusters Score: Raw -1508395.312655 + Penalty 3044.803239 = -1505350.509416 nChanged 25 SP:Iteration 34Q (1457.407877 sec): 3 clusters Score: Raw -1508398.546675 + Penalty 3044.803239 = -1505353.743436 nChanged 23 SP:Iteration 35Q (1457.477084 sec): 3 clusters Score: Raw -1508401.133863 + Penalty 3044.803239 = -1505356.330624 nChanged 25 SP:Iteration 36Q (1457.545500 sec): 3 clusters Score: Raw -1508403.904388 + Penalty 3044.803239 = -1505359.101149 nChanged 20 SP:Iteration 37Q (1457.614869 sec): 3 clusters Score: Raw -1508406.654286 + Penalty 3044.803239 = -1505361.851047 nChanged 33 SP:Iteration 38Q (1457.666634 sec): 3 clusters Score: Raw -1508411.561389 + Penalty 3044.803239 = -1505366.758150 nChanged 33 SP:Iteration 39Q (1457.738356 sec): 3 clusters Score: Raw -1508416.048604 + Penalty 3044.803239 = -1505371.245365 nChanged 28 SP:Iteration 40F (1457.795247 sec): 3 clusters Score: Raw -1508420.383427 + Penalty 3044.803239 = -1505375.580188 nChanged 34 SP:Iteration 41Q (1457.851145 sec): 3 clusters Score: Raw -1508426.290894 + Penalty 3044.803239 = -1505381.487655 nChanged 35 SP:Iteration 42Q (1457.906144 sec): 3 clusters Score: Raw -1508431.410411 + Penalty 3044.803239 = -1505386.607172 nChanged 25 SP:Iteration 43Q (1457.972976 sec): 3 clusters Score: Raw -1508434.565056 + Penalty 3044.803239 = -1505389.761817 nChanged 23 SP:Iteration 44Q (1458.033936 sec): 3 clusters Score: Raw -1508437.820445 + Penalty 3044.803239 = -1505393.017206 nChanged 33 SP:Iteration 45Q (1458.102725 sec): 3 clusters Score: Raw -1508443.121027 + Penalty 3044.803239 = -1505398.317788 nChanged 31 SP:Iteration 46Q (1458.162909 sec): 3 clusters Score: Raw -1508448.465424 + Penalty 3044.803239 = -1505403.662185 nChanged 30 SP:Iteration 47Q (1458.222264 sec): 3 clusters Score: Raw -1508452.451667 + Penalty 3044.803239 = -1505407.648428 nChanged 31 SP:Iteration 48Q (1458.293676 sec): 3 clusters Score: Raw -1508457.323139 + Penalty 3044.803239 = -1505412.519900 nChanged 24 SP:Iteration 49Q (1458.347365 sec): 3 clusters Score: Raw -1508460.995897 + Penalty 3044.803239 = -1505416.192658 nChanged 26 SP:Iteration 50Q (1458.411001 sec): 3 clusters Score: Raw -1508464.554444 + Penalty 3044.803239 = -1505419.751205 nChanged 15 SP:Iteration 51Q (1458.459070 sec): 3 clusters Score: Raw -1508465.997071 + Penalty 3044.803239 = -1505421.193832 nChanged 6 SP:Iteration 52Q (1458.525802 sec): 3 clusters Score: Raw -1508466.680730 + Penalty 3044.803239 = -1505421.877491 nChanged 5 SP:Iteration 53Q (1458.572777 sec): 3 clusters Score: Raw -1508467.197282 + Penalty 3044.803239 = -1505422.394043 nChanged 7 SP:Iteration 54Q (1458.640789 sec): 3 clusters Score: Raw -1508467.796192 + Penalty 3044.803239 = -1505422.992953 nChanged 6 SP:Iteration 55Q (1458.691803 sec): 3 clusters Score: Raw -1508468.474908 + Penalty 3044.803239 = -1505423.671669 nChanged 5 SP:Iteration 56Q (1458.749729 sec): 3 clusters Score: Raw -1508468.833821 + Penalty 3044.803239 = -1505424.030582 nChanged 4 SP:Iteration 57Q (1458.809080 sec): 3 clusters Score: Raw -1508469.147585 + Penalty 3044.803239 = -1505424.344346 nChanged 5 SP:Iteration 58Q (1458.873936 sec): 3 clusters Score: Raw -1508469.607138 + Penalty 3044.803239 = -1505424.803899 nChanged 6 SP:Iteration 59Q (1458.943428 sec): 3 clusters Score: Raw -1508470.099935 + Penalty 3044.803239 = -1505425.296696 nChanged 7 SP:Iteration 60F (1459.010964 sec): 3 clusters Score: Raw -1508470.873358 + Penalty 3044.803239 = -1505426.070119 nChanged 8 SP:Iteration 61Q (1459.076301 sec): 3 clusters Score: Raw -1508471.734011 + Penalty 3044.803239 = -1505426.930772 nChanged 11 SP:Iteration 62Q (1459.129314 sec): 3 clusters Score: Raw -1508473.208606 + Penalty 3044.803239 = -1505428.405367 nChanged 15 SP:Iteration 63Q (1459.200411 sec): 3 clusters Score: Raw -1508474.927658 + Penalty 3044.803239 = -1505430.124419 nChanged 16 SP:Iteration 64Q (1459.266986 sec): 3 clusters Score: Raw -1508476.799484 + Penalty 3044.803239 = -1505431.996245 nChanged 20 SP:Iteration 65Q (1459.343523 sec): 3 clusters Score: Raw -1508479.760611 + Penalty 3044.803239 = -1505434.957372 nChanged 21 SP:Iteration 66Q (1459.392708 sec): 3 clusters Score: Raw -1508482.772491 + Penalty 3044.803239 = -1505437.969252 nChanged 22 SP:Iteration 67Q (1459.455900 sec): 3 clusters Score: Raw -1508486.650463 + Penalty 3044.803239 = -1505441.847224 nChanged 21 SP:Iteration 68Q (1459.522260 sec): 3 clusters Score: Raw -1508490.999608 + Penalty 3044.803239 = -1505446.196369 nChanged 21 SP:Iteration 69Q (1459.589858 sec): 3 clusters Score: Raw -1508494.304002 + Penalty 3044.803239 = -1505449.500763 nChanged 17 SP:Iteration 70Q (1459.650725 sec): 3 clusters Score: Raw -1508497.035980 + Penalty 3044.803239 = -1505452.232741 nChanged 9 SP:Iteration 71Q (1459.716851 sec): 3 clusters Score: Raw -1508498.097838 + Penalty 3044.803239 = -1505453.294599 nChanged 7 SP:Iteration 72Q (1459.784040 sec): 3 clusters Score: Raw -1508498.725768 + Penalty 3044.803239 = -1505453.922529 nChanged 8 SP:Iteration 73Q (1459.857132 sec): 3 clusters Score: Raw -1508499.565205 + Penalty 3044.803239 = -1505454.761966 nChanged 10 SP:Iteration 74Q (1459.906440 sec): 3 clusters Score: Raw -1508500.873450 + Penalty 3044.803239 = -1505456.070211 nChanged 8 SP:Iteration 75Q (1459.970449 sec): 3 clusters Score: Raw -1508501.690141 + Penalty 3044.803239 = -1505456.886902 nChanged 5 SP:Iteration 76Q (1460.036986 sec): 3 clusters Score: Raw -1508502.536650 + Penalty 3044.803239 = -1505457.733411 nChanged 4 SP:Iteration 77Q (1460.094581 sec): 3 clusters Score: Raw -1508502.954931 + Penalty 3044.803239 = -1505458.151692 nChanged 1 SP:Iteration 78Q (1460.156344 sec): 3 clusters Score: Raw -1508503.059339 + Penalty 3044.803239 = -1505458.256100 nChanged 3 SP:Iteration 79Q (1460.219230 sec): 3 clusters Score: Raw -1508503.372869 + Penalty 3044.803239 = -1505458.569630 nChanged 4 SP:Iteration 80F (1460.273136 sec): 3 clusters Score: Raw -1508503.981419 + Penalty 3044.803239 = -1505459.178180 nChanged 2 SP:Iteration 81Q (1460.324030 sec): 3 clusters Score: Raw -1508504.287350 + Penalty 3044.803239 = -1505459.484111 nChanged 1 SP:Iteration 82Q (1460.381487 sec): 3 clusters Score: Raw -1508504.433422 + Penalty 3044.803239 = -1505459.630183 nChanged 1 SP:Iteration 83Q (1460.459453 sec): 3 clusters Score: Raw -1508504.513474 + Penalty 3044.803239 = -1505459.710235 nChanged 0 SP:Iteration 84F (1460.504282 sec): 3 clusters Score: Raw -1508504.513474 + Penalty 3044.803239 = -1505459.710235 nChanged 0 Trying to split cluster 22 (12970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1460.545147 sec): 2 clusters Score: Raw -1692092.782716 + Penalty 1538.939070 = -1690553.843646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1460.617258 sec): 3 clusters Score: Raw -1684540.404877 + Penalty 3077.878140 = -1681462.526737 nChanged 5686 SP:Iteration 1F (1460.685560 sec): 3 clusters Score: Raw -1687660.996678 + Penalty 3077.878140 = -1684583.118538 nChanged 770 SP:Iteration 2F (1460.754240 sec): 3 clusters Score: Raw -1688018.787692 + Penalty 3077.878140 = -1684940.909552 nChanged 748 SP:Iteration 3F (1460.817358 sec): 3 clusters Score: Raw -1688417.043259 + Penalty 3077.878140 = -1685339.165119 nChanged 732 SP:Iteration 4F (1460.866837 sec): 3 clusters Score: Raw -1688851.794503 + Penalty 3077.878140 = -1685773.916363 nChanged 802 SP:Iteration 5F (1460.938342 sec): 3 clusters Score: Raw -1689386.102488 + Penalty 3077.878140 = -1686308.224348 nChanged 831 SP:Iteration 6F (1461.010869 sec): 3 clusters Score: Raw -1689951.240635 + Penalty 3077.878140 = -1686873.362495 nChanged 805 SP:Iteration 7F (1461.079673 sec): 3 clusters Score: Raw -1690480.775774 + Penalty 3077.878140 = -1687402.897634 nChanged 691 SP:Iteration 8F (1461.148171 sec): 3 clusters Score: Raw -1690874.747682 + Penalty 3077.878140 = -1687796.869542 nChanged 544 SP:Iteration 9Q (1461.218016 sec): 3 clusters Score: Raw -1691123.955153 + Penalty 3077.878140 = -1688046.077012 nChanged 399 SP:Iteration 10Q (1461.281243 sec): 3 clusters Score: Raw -1691280.021138 + Penalty 3077.878140 = -1688202.142998 nChanged 275 SP:Iteration 11Q (1461.338319 sec): 3 clusters Score: Raw -1691378.188087 + Penalty 3077.878140 = -1688300.309947 nChanged 244 SP:Iteration 12Q (1461.407382 sec): 3 clusters Score: Raw -1691457.284221 + Penalty 3077.878140 = -1688379.406081 nChanged 209 SP:Iteration 13Q (1461.482640 sec): 3 clusters Score: Raw -1691526.372905 + Penalty 3077.878140 = -1688448.494765 nChanged 198 SP:Iteration 14Q (1461.550934 sec): 3 clusters Score: Raw -1691587.106262 + Penalty 3077.878140 = -1688509.228122 nChanged 187 SP:Iteration 15Q (1461.615718 sec): 3 clusters Score: Raw -1691643.585469 + Penalty 3077.878140 = -1688565.707329 nChanged 169 SP:Iteration 16Q (1461.685926 sec): 3 clusters Score: Raw -1691700.851735 + Penalty 3077.878140 = -1688622.973595 nChanged 177 SP:Iteration 17Q (1461.748051 sec): 3 clusters Score: Raw -1691766.057217 + Penalty 3077.878140 = -1688688.179077 nChanged 200 SP:Iteration 18Q (1461.815821 sec): 3 clusters Score: Raw -1691844.664101 + Penalty 3077.878140 = -1688766.785961 nChanged 217 SP:Iteration 19Q (1461.882760 sec): 3 clusters Score: Raw -1691942.215722 + Penalty 3077.878140 = -1688864.337582 nChanged 222 SP:Iteration 20F (1461.951021 sec): 3 clusters Score: Raw -1692045.323425 + Penalty 3077.878140 = -1688967.445285 nChanged 211 SP:Iteration 21Q (1462.024004 sec): 3 clusters Score: Raw -1692136.137583 + Penalty 3077.878140 = -1689058.259443 nChanged 207 SP:Iteration 22Q (1462.094038 sec): 3 clusters Score: Raw -1692226.916768 + Penalty 3077.878140 = -1689149.038628 nChanged 192 SP:Iteration 23Q (1462.155447 sec): 3 clusters Score: Raw -1692309.948224 + Penalty 3077.878140 = -1689232.070084 nChanged 168 SP:Iteration 24Q (1462.213986 sec): 3 clusters Score: Raw -1692377.254168 + Penalty 3077.878140 = -1689299.376027 nChanged 129 SP:Iteration 25Q (1462.280351 sec): 3 clusters Score: Raw -1692423.144825 + Penalty 3077.878140 = -1689345.266685 nChanged 107 SP:Iteration 26Q (1462.345553 sec): 3 clusters Score: Raw -1692462.836898 + Penalty 3077.878140 = -1689384.958758 nChanged 102 SP:Iteration 27Q (1462.409184 sec): 3 clusters Score: Raw -1692497.883209 + Penalty 3077.878140 = -1689420.005068 nChanged 74 SP:Iteration 28Q (1462.478983 sec): 3 clusters Score: Raw -1692520.835597 + Penalty 3077.878140 = -1689442.957457 nChanged 76 SP:Iteration 29Q (1462.553117 sec): 3 clusters Score: Raw -1692546.950879 + Penalty 3077.878140 = -1689469.072739 nChanged 62 SP:Iteration 30Q (1462.611519 sec): 3 clusters Score: Raw -1692564.729697 + Penalty 3077.878140 = -1689486.851557 nChanged 41 SP:Iteration 31Q (1462.684209 sec): 3 clusters Score: Raw -1692575.258612 + Penalty 3077.878140 = -1689497.380472 nChanged 36 SP:Iteration 32Q (1462.755904 sec): 3 clusters Score: Raw -1692584.431419 + Penalty 3077.878140 = -1689506.553279 nChanged 36 SP:Iteration 33Q (1462.809237 sec): 3 clusters Score: Raw -1692595.723824 + Penalty 3077.878140 = -1689517.845684 nChanged 40 SP:Iteration 34Q (1462.864892 sec): 3 clusters Score: Raw -1692605.918841 + Penalty 3077.878140 = -1689528.040700 nChanged 30 SP:Iteration 35Q (1462.936801 sec): 3 clusters Score: Raw -1692612.184786 + Penalty 3077.878140 = -1689534.306646 nChanged 25 SP:Iteration 36Q (1463.008351 sec): 3 clusters Score: Raw -1692617.509478 + Penalty 3077.878140 = -1689539.631338 nChanged 19 SP:Iteration 37Q (1463.067053 sec): 3 clusters Score: Raw -1692621.926904 + Penalty 3077.878140 = -1689544.048764 nChanged 21 SP:Iteration 38Q (1463.136736 sec): 3 clusters Score: Raw -1692625.888459 + Penalty 3077.878140 = -1689548.010319 nChanged 15 SP:Iteration 39Q (1463.211511 sec): 3 clusters Score: Raw -1692630.237512 + Penalty 3077.878140 = -1689552.359371 nChanged 17 SP:Iteration 40F (1463.255114 sec): 3 clusters Score: Raw -1692633.888393 + Penalty 3077.878140 = -1689556.010253 nChanged 19 SP:Iteration 41Q (1463.319873 sec): 3 clusters Score: Raw -1692639.250953 + Penalty 3077.878140 = -1689561.372812 nChanged 23 SP:Iteration 42Q (1463.390844 sec): 3 clusters Score: Raw -1692644.542264 + Penalty 3077.878140 = -1689566.664123 nChanged 17 SP:Iteration 43Q (1463.452014 sec): 3 clusters Score: Raw -1692648.343136 + Penalty 3077.878140 = -1689570.464996 nChanged 10 SP:Iteration 44Q (1463.519613 sec): 3 clusters Score: Raw -1692650.529685 + Penalty 3077.878140 = -1689572.651545 nChanged 8 SP:Iteration 45Q (1463.579705 sec): 3 clusters Score: Raw -1692652.022194 + Penalty 3077.878140 = -1689574.144054 nChanged 6 SP:Iteration 46Q (1463.657459 sec): 3 clusters Score: Raw -1692653.003972 + Penalty 3077.878140 = -1689575.125832 nChanged 4 SP:Iteration 47Q (1463.718529 sec): 3 clusters Score: Raw -1692653.661953 + Penalty 3077.878140 = -1689575.783813 nChanged 3 SP:Iteration 48Q (1463.777522 sec): 3 clusters Score: Raw -1692654.218398 + Penalty 3077.878140 = -1689576.340258 nChanged 3 SP:Iteration 49Q (1463.847207 sec): 3 clusters Score: Raw -1692654.746773 + Penalty 3077.878140 = -1689576.868633 nChanged 1 SP:Iteration 50Q (1463.905220 sec): 3 clusters Score: Raw -1692655.139692 + Penalty 3077.878140 = -1689577.261552 nChanged 4 SP:Iteration 51Q (1463.964137 sec): 3 clusters Score: Raw -1692655.778077 + Penalty 3077.878140 = -1689577.899937 nChanged 5 SP:Iteration 52Q (1464.033418 sec): 3 clusters Score: Raw -1692656.508716 + Penalty 3077.878140 = -1689578.630576 nChanged 4 SP:Iteration 53Q (1464.077751 sec): 3 clusters Score: Raw -1692657.331544 + Penalty 3077.878140 = -1689579.453404 nChanged 7 SP:Iteration 54Q (1464.145159 sec): 3 clusters Score: Raw -1692658.275590 + Penalty 3077.878140 = -1689580.397450 nChanged 3 SP:Iteration 55Q (1464.225237 sec): 3 clusters Score: Raw -1692658.679340 + Penalty 3077.878140 = -1689580.801200 nChanged 2 SP:Iteration 56Q (1464.291234 sec): 3 clusters Score: Raw -1692659.085199 + Penalty 3077.878140 = -1689581.207059 nChanged 4 SP:Iteration 57Q (1464.344840 sec): 3 clusters Score: Raw -1692660.133341 + Penalty 3077.878140 = -1689582.255200 nChanged 5 SP:Iteration 58Q (1464.415486 sec): 3 clusters Score: Raw -1692661.299048 + Penalty 3077.878140 = -1689583.420908 nChanged 2 SP:Iteration 59Q (1464.485826 sec): 3 clusters Score: Raw -1692661.597860 + Penalty 3077.878140 = -1689583.719720 nChanged 0 SP:Iteration 60F (1464.556753 sec): 3 clusters Score: Raw -1692661.597860 + Penalty 3077.878140 = -1689583.719720 nChanged 0 Trying to split cluster 23 (3361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1464.576473 sec): 2 clusters Score: Raw -438147.991072 + Penalty 1319.498997 = -436828.492075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1464.630208 sec): 3 clusters Score: Raw -436539.090230 + Penalty 2638.997994 = -433900.092236 nChanged 1287 SP:Iteration 1F (1464.676614 sec): 3 clusters Score: Raw -437335.547715 + Penalty 2638.997994 = -434696.549721 nChanged 320 SP:Iteration 2F (1464.718914 sec): 3 clusters Score: Raw -437633.790624 + Penalty 2638.997994 = -434994.792630 nChanged 256 SP:Iteration 3F (1464.770612 sec): 3 clusters Score: Raw -437849.749925 + Penalty 2638.997994 = -435210.751931 nChanged 215 SP:Iteration 4F (1464.829842 sec): 3 clusters Score: Raw -438014.823587 + Penalty 2638.997994 = -435375.825593 nChanged 146 SP:Iteration 5Q (1464.866899 sec): 3 clusters Score: Raw -438124.894647 + Penalty 2638.997994 = -435485.896653 nChanged 107 SP:Iteration 6Q (1464.917155 sec): 3 clusters Score: Raw -438203.713775 + Penalty 2638.997994 = -435564.715781 nChanged 117 SP:Iteration 7Q (1464.962172 sec): 3 clusters Score: Raw -438283.462471 + Penalty 2638.997994 = -435644.464477 nChanged 104 SP:Iteration 8Q (1465.005403 sec): 3 clusters Score: Raw -438350.507890 + Penalty 2638.997994 = -435711.509896 nChanged 68 SP:Iteration 9Q (1465.057539 sec): 3 clusters Score: Raw -438397.479675 + Penalty 2638.997994 = -435758.481681 nChanged 50 SP:Iteration 10Q (1465.109366 sec): 3 clusters Score: Raw -438423.997034 + Penalty 2638.997994 = -435784.999040 nChanged 40 SP:Iteration 11Q (1465.155237 sec): 3 clusters Score: Raw -438440.601121 + Penalty 2638.997994 = -435801.603127 nChanged 22 SP:Iteration 12Q (1465.196159 sec): 3 clusters Score: Raw -438452.298434 + Penalty 2638.997994 = -435813.300440 nChanged 14 SP:Iteration 13Q (1465.242518 sec): 3 clusters Score: Raw -438456.571277 + Penalty 2638.997994 = -435817.573283 nChanged 5 SP:Iteration 14Q (1465.294915 sec): 3 clusters Score: Raw -438457.913806 + Penalty 2638.997994 = -435818.915812 nChanged 4 SP:Iteration 15Q (1465.337265 sec): 3 clusters Score: Raw -438458.589338 + Penalty 2638.997994 = -435819.591344 nChanged 2 SP:Iteration 16Q (1465.379574 sec): 3 clusters Score: Raw -438458.798853 + Penalty 2638.997994 = -435819.800859 nChanged 1 SP:Iteration 17Q (1465.428025 sec): 3 clusters Score: Raw -438458.961140 + Penalty 2638.997994 = -435819.963146 nChanged 0 SP:Iteration 18F (1465.483574 sec): 3 clusters Score: Raw -438458.961140 + Penalty 2638.997994 = -435819.963146 nChanged 0 Trying to split cluster 24 (20165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1465.533281 sec): 2 clusters Score: Raw -2612777.035717 + Penalty 1610.651852 = -2611166.383865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1465.606538 sec): 3 clusters Score: Raw -2600573.411215 + Penalty 3221.303705 = -2597352.107510 nChanged 9169 SP:Iteration 1F (1465.691133 sec): 3 clusters Score: Raw -2605831.447030 + Penalty 3221.303705 = -2602610.143325 nChanged 1380 SP:Iteration 2F (1465.755365 sec): 3 clusters Score: Raw -2606646.154110 + Penalty 3221.303705 = -2603424.850405 nChanged 1539 SP:Iteration 3F (1465.831807 sec): 3 clusters Score: Raw -2607842.693011 + Penalty 3221.303705 = -2604621.389307 nChanged 1710 SP:Iteration 4F (1465.916080 sec): 3 clusters Score: Raw -2609334.708867 + Penalty 3221.303705 = -2606113.405162 nChanged 1595 SP:Iteration 5F (1465.995742 sec): 3 clusters Score: Raw -2610724.429086 + Penalty 3221.303705 = -2607503.125381 nChanged 1242 SP:Iteration 6F (1466.061179 sec): 3 clusters Score: Raw -2611868.917867 + Penalty 3221.303705 = -2608647.614162 nChanged 817 SP:Iteration 7Q (1466.137446 sec): 3 clusters Score: Raw -2612662.222187 + Penalty 3221.303705 = -2609440.918483 nChanged 544 SP:Iteration 8Q (1466.208814 sec): 3 clusters Score: Raw -2613201.118723 + Penalty 3221.303705 = -2609979.815018 nChanged 347 SP:Iteration 9Q (1466.279791 sec): 3 clusters Score: Raw -2613507.637195 + Penalty 3221.303705 = -2610286.333490 nChanged 215 SP:Iteration 10Q (1466.353226 sec): 3 clusters Score: Raw -2613650.531559 + Penalty 3221.303705 = -2610429.227854 nChanged 164 SP:Iteration 11Q (1466.423167 sec): 3 clusters Score: Raw -2613754.459796 + Penalty 3221.303705 = -2610533.156091 nChanged 143 SP:Iteration 12Q (1466.489312 sec): 3 clusters Score: Raw -2613846.097907 + Penalty 3221.303705 = -2610624.794202 nChanged 127 SP:Iteration 13Q (1466.561911 sec): 3 clusters Score: Raw -2613922.098669 + Penalty 3221.303705 = -2610700.794964 nChanged 89 SP:Iteration 14Q (1466.633546 sec): 3 clusters Score: Raw -2613982.940282 + Penalty 3221.303705 = -2610761.636577 nChanged 71 SP:Iteration 15Q (1466.706701 sec): 3 clusters Score: Raw -2614031.390350 + Penalty 3221.303705 = -2610810.086645 nChanged 58 SP:Iteration 16Q (1466.785093 sec): 3 clusters Score: Raw -2614062.575203 + Penalty 3221.303705 = -2610841.271498 nChanged 51 SP:Iteration 17Q (1466.856604 sec): 3 clusters Score: Raw -2614085.659581 + Penalty 3221.303705 = -2610864.355876 nChanged 33 SP:Iteration 18Q (1466.926354 sec): 3 clusters Score: Raw -2614102.645960 + Penalty 3221.303705 = -2610881.342255 nChanged 30 SP:Iteration 19Q (1466.990776 sec): 3 clusters Score: Raw -2614113.444889 + Penalty 3221.303705 = -2610892.141184 nChanged 18 SP:Iteration 20F (1467.076194 sec): 3 clusters Score: Raw -2614117.850422 + Penalty 3221.303705 = -2610896.546717 nChanged 12 SP:Iteration 21Q (1467.148258 sec): 3 clusters Score: Raw -2614120.605961 + Penalty 3221.303705 = -2610899.302256 nChanged 13 SP:Iteration 22Q (1467.221531 sec): 3 clusters Score: Raw -2614123.202590 + Penalty 3221.303705 = -2610901.898885 nChanged 9 SP:Iteration 23Q (1467.293033 sec): 3 clusters Score: Raw -2614125.467095 + Penalty 3221.303705 = -2610904.163390 nChanged 12 SP:Iteration 24Q (1467.359623 sec): 3 clusters Score: Raw -2614128.550377 + Penalty 3221.303705 = -2610907.246672 nChanged 5 SP:Iteration 25Q (1467.422817 sec): 3 clusters Score: Raw -2614129.753575 + Penalty 3221.303705 = -2610908.449871 nChanged 2 SP:Iteration 26Q (1467.497311 sec): 3 clusters Score: Raw -2614129.950769 + Penalty 3221.303705 = -2610908.647064 nChanged 3 SP:Iteration 27Q (1467.573796 sec): 3 clusters Score: Raw -2614130.581443 + Penalty 3221.303705 = -2610909.277738 nChanged 6 SP:Iteration 28Q (1467.644645 sec): 3 clusters Score: Raw -2614132.002286 + Penalty 3221.303705 = -2610910.698582 nChanged 6 SP:Iteration 29Q (1467.719678 sec): 3 clusters Score: Raw -2614132.808898 + Penalty 3221.303705 = -2610911.505193 nChanged 3 SP:Iteration 30Q (1467.778106 sec): 3 clusters Score: Raw -2614133.460765 + Penalty 3221.303705 = -2610912.157060 nChanged 3 SP:Iteration 31Q (1467.840501 sec): 3 clusters Score: Raw -2614133.770697 + Penalty 3221.303705 = -2610912.466992 nChanged 0 SP:Iteration 32F (1467.917938 sec): 3 clusters Score: Raw -2614133.770697 + Penalty 3221.303705 = -2610912.466992 nChanged 0 Trying to split cluster 25 (29584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1467.973234 sec): 2 clusters Score: Raw -3819611.950591 + Penalty 1672.935705 = -3817939.014886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1468.062285 sec): 3 clusters Score: Raw -3801266.633456 + Penalty 3345.871410 = -3797920.762046 nChanged 13668 SP:Iteration 1F (1468.138672 sec): 3 clusters Score: Raw -3809085.605007 + Penalty 3345.871410 = -3805739.733597 nChanged 1435 SP:Iteration 2Q (1468.207912 sec): 3 clusters Score: Raw -3809600.846632 + Penalty 3345.871410 = -3806254.975222 nChanged 1356 SP:Iteration 3Q (1468.309249 sec): 3 clusters Score: Raw -3810062.299056 + Penalty 3345.871410 = -3806716.427646 nChanged 1258 SP:Iteration 4Q (1468.404312 sec): 3 clusters Score: Raw -3810534.918662 + Penalty 3345.871410 = -3807189.047252 nChanged 1249 SP:Iteration 5Q (1468.485682 sec): 3 clusters Score: Raw -3811006.628058 + Penalty 3345.871410 = -3807660.756648 nChanged 1191 SP:Iteration 6Q (1468.582367 sec): 3 clusters Score: Raw -3811483.715028 + Penalty 3345.871410 = -3808137.843618 nChanged 1193 SP:Iteration 7Q (1468.659330 sec): 3 clusters Score: Raw -3812016.053146 + Penalty 3345.871410 = -3808670.181736 nChanged 1260 SP:Iteration 8Q (1468.736626 sec): 3 clusters Score: Raw -3812702.481281 + Penalty 3345.871410 = -3809356.609871 nChanged 1319 SP:Iteration 9Q (1468.834184 sec): 3 clusters Score: Raw -3813580.881878 + Penalty 3345.871410 = -3810235.010468 nChanged 1445 SP:Iteration 10Q (1468.925699 sec): 3 clusters Score: Raw -3814688.156863 + Penalty 3345.871410 = -3811342.285453 nChanged 1531 SP:Iteration 11F (1469.010003 sec): 3 clusters Score: Raw -3815870.540468 + Penalty 3345.871410 = -3812524.669058 nChanged 1466 SP:Iteration 12Q (1469.095235 sec): 3 clusters Score: Raw -3816788.204760 + Penalty 3345.871410 = -3813442.333350 nChanged 1198 SP:Iteration 13Q (1469.186857 sec): 3 clusters Score: Raw -3817386.118413 + Penalty 3345.871410 = -3814040.247003 nChanged 946 SP:Iteration 14Q (1469.269939 sec): 3 clusters Score: Raw -3817754.321579 + Penalty 3345.871410 = -3814408.450169 nChanged 730 SP:Iteration 15Q (1469.362981 sec): 3 clusters Score: Raw -3818038.425110 + Penalty 3345.871410 = -3814692.553700 nChanged 623 SP:Iteration 16Q (1469.458587 sec): 3 clusters Score: Raw -3818296.001463 + Penalty 3345.871410 = -3814950.130053 nChanged 633 SP:Iteration 17Q (1469.552438 sec): 3 clusters Score: Raw -3818567.531781 + Penalty 3345.871410 = -3815221.660371 nChanged 593 SP:Iteration 18Q (1469.641183 sec): 3 clusters Score: Raw -3818834.191362 + Penalty 3345.871410 = -3815488.319952 nChanged 606 SP:Iteration 19Q (1469.728068 sec): 3 clusters Score: Raw -3819127.127999 + Penalty 3345.871410 = -3815781.256589 nChanged 576 SP:Iteration 20F (1469.783149 sec): 3 clusters Score: Raw -3819382.216555 + Penalty 3345.871410 = -3816036.345145 nChanged 526 SP:Iteration 21Q (1469.842331 sec): 3 clusters Score: Raw -3819602.897830 + Penalty 3345.871410 = -3816257.026420 nChanged 486 SP:Iteration 22Q (1469.901028 sec): 3 clusters Score: Raw -3819792.139426 + Penalty 3345.871410 = -3816446.268016 nChanged 426 SP:Iteration 23Q (1469.996667 sec): 3 clusters Score: Raw -3819949.552158 + Penalty 3345.871410 = -3816603.680748 nChanged 394 SP:Iteration 24Q (1470.070148 sec): 3 clusters Score: Raw -3820096.289225 + Penalty 3345.871410 = -3816750.417815 nChanged 369 SP:Iteration 25Q (1470.154993 sec): 3 clusters Score: Raw -3820207.859577 + Penalty 3345.871410 = -3816861.988167 nChanged 332 SP:Iteration 26Q (1470.241074 sec): 3 clusters Score: Raw -3820297.050333 + Penalty 3345.871410 = -3816951.178923 nChanged 285 SP:Iteration 27Q (1470.325516 sec): 3 clusters Score: Raw -3820367.571248 + Penalty 3345.871410 = -3817021.699838 nChanged 267 SP:Iteration 28Q (1470.408240 sec): 3 clusters Score: Raw -3820428.864243 + Penalty 3345.871410 = -3817082.992833 nChanged 235 SP:Iteration 29Q (1470.498879 sec): 3 clusters Score: Raw -3820469.800088 + Penalty 3345.871410 = -3817123.928678 nChanged 167 SP:Iteration 30Q (1470.571752 sec): 3 clusters Score: Raw -3820495.491035 + Penalty 3345.871410 = -3817149.619625 nChanged 146 SP:Iteration 31Q (1470.656787 sec): 3 clusters Score: Raw -3820515.726449 + Penalty 3345.871410 = -3817169.855040 nChanged 111 SP:Iteration 32Q (1470.746082 sec): 3 clusters Score: Raw -3820527.673087 + Penalty 3345.871410 = -3817181.801677 nChanged 87 SP:Iteration 33Q (1470.839241 sec): 3 clusters Score: Raw -3820536.387482 + Penalty 3345.871410 = -3817190.516072 nChanged 75 SP:Iteration 34Q (1470.928863 sec): 3 clusters Score: Raw -3820543.156877 + Penalty 3345.871410 = -3817197.285467 nChanged 57 SP:Iteration 35Q (1471.009352 sec): 3 clusters Score: Raw -3820547.967992 + Penalty 3345.871410 = -3817202.096582 nChanged 53 SP:Iteration 36Q (1471.090813 sec): 3 clusters Score: Raw -3820551.623730 + Penalty 3345.871410 = -3817205.752320 nChanged 42 SP:Iteration 37Q (1471.183118 sec): 3 clusters Score: Raw -3820553.899041 + Penalty 3345.871410 = -3817208.027631 nChanged 36 SP:Iteration 38Q (1471.250948 sec): 3 clusters Score: Raw -3820555.837601 + Penalty 3345.871410 = -3817209.966191 nChanged 29 SP:Iteration 39Q (1471.341722 sec): 3 clusters Score: Raw -3820557.514515 + Penalty 3345.871410 = -3817211.643105 nChanged 23 SP:Iteration 40F (1471.436334 sec): 3 clusters Score: Raw -3820558.724658 + Penalty 3345.871410 = -3817212.853248 nChanged 22 SP:Iteration 41Q (1471.521458 sec): 3 clusters Score: Raw -3820559.699080 + Penalty 3345.871410 = -3817213.827670 nChanged 18 SP:Iteration 42Q (1471.586648 sec): 3 clusters Score: Raw -3820560.496541 + Penalty 3345.871410 = -3817214.625131 nChanged 24 SP:Iteration 43Q (1471.675911 sec): 3 clusters Score: Raw -3820561.669465 + Penalty 3345.871410 = -3817215.798055 nChanged 25 SP:Iteration 44Q (1471.757705 sec): 3 clusters Score: Raw -3820562.740210 + Penalty 3345.871410 = -3817216.868800 nChanged 13 SP:Iteration 45Q (1471.841471 sec): 3 clusters Score: Raw -3820563.247017 + Penalty 3345.871410 = -3817217.375607 nChanged 16 SP:Iteration 46Q (1471.903026 sec): 3 clusters Score: Raw -3820563.997517 + Penalty 3345.871410 = -3817218.126107 nChanged 14 SP:Iteration 47Q (1471.994171 sec): 3 clusters Score: Raw -3820564.564910 + Penalty 3345.871410 = -3817218.693500 nChanged 13 SP:Iteration 48Q (1472.086868 sec): 3 clusters Score: Raw -3820565.399889 + Penalty 3345.871410 = -3817219.528479 nChanged 20 SP:Iteration 49Q (1472.171353 sec): 3 clusters Score: Raw -3820566.488581 + Penalty 3345.871410 = -3817220.617172 nChanged 17 SP:Iteration 50Q (1472.262009 sec): 3 clusters Score: Raw -3820567.132297 + Penalty 3345.871410 = -3817221.260887 nChanged 14 SP:Iteration 51Q (1472.335692 sec): 3 clusters Score: Raw -3820567.502852 + Penalty 3345.871410 = -3817221.631442 nChanged 8 SP:Iteration 52Q (1472.425409 sec): 3 clusters Score: Raw -3820567.737971 + Penalty 3345.871410 = -3817221.866561 nChanged 11 SP:Iteration 53Q (1472.519000 sec): 3 clusters Score: Raw -3820568.137894 + Penalty 3345.871410 = -3817222.266484 nChanged 13 SP:Iteration 54Q (1472.599305 sec): 3 clusters Score: Raw -3820568.629471 + Penalty 3345.871410 = -3817222.758061 nChanged 16 SP:Iteration 55Q (1472.687985 sec): 3 clusters Score: Raw -3820569.249426 + Penalty 3345.871410 = -3817223.378016 nChanged 13 SP:Iteration 56Q (1472.779306 sec): 3 clusters Score: Raw -3820569.814166 + Penalty 3345.871410 = -3817223.942756 nChanged 15 SP:Iteration 57Q (1472.838045 sec): 3 clusters Score: Raw -3820570.631511 + Penalty 3345.871410 = -3817224.760101 nChanged 26 SP:Iteration 58Q (1472.920267 sec): 3 clusters Score: Raw -3820572.028173 + Penalty 3345.871410 = -3817226.156763 nChanged 19 SP:Iteration 59Q (1473.015892 sec): 3 clusters Score: Raw -3820572.869885 + Penalty 3345.871410 = -3817226.998475 nChanged 14 SP:Iteration 60F (1473.096162 sec): 3 clusters Score: Raw -3820573.661566 + Penalty 3345.871410 = -3817227.790156 nChanged 13 SP:Iteration 61Q (1473.187217 sec): 3 clusters Score: Raw -3820574.276905 + Penalty 3345.871410 = -3817228.405495 nChanged 14 SP:Iteration 62Q (1473.264162 sec): 3 clusters Score: Raw -3820574.860111 + Penalty 3345.871410 = -3817228.988701 nChanged 13 SP:Iteration 63Q (1473.362254 sec): 3 clusters Score: Raw -3820575.454233 + Penalty 3345.871410 = -3817229.582824 nChanged 14 SP:Iteration 64Q (1473.452882 sec): 3 clusters Score: Raw -3820576.037404 + Penalty 3345.871410 = -3817230.165994 nChanged 16 SP:Iteration 65Q (1473.530419 sec): 3 clusters Score: Raw -3820576.596716 + Penalty 3345.871410 = -3817230.725307 nChanged 18 SP:Iteration 66Q (1473.620330 sec): 3 clusters Score: Raw -3820577.324215 + Penalty 3345.871410 = -3817231.452805 nChanged 12 SP:Iteration 67Q (1473.713083 sec): 3 clusters Score: Raw -3820577.814196 + Penalty 3345.871410 = -3817231.942787 nChanged 10 SP:Iteration 68Q (1473.774610 sec): 3 clusters Score: Raw -3820578.109926 + Penalty 3345.871410 = -3817232.238516 nChanged 6 SP:Iteration 69Q (1473.826813 sec): 3 clusters Score: Raw -3820578.464452 + Penalty 3345.871410 = -3817232.593042 nChanged 9 SP:Iteration 70Q (1473.908924 sec): 3 clusters Score: Raw -3820579.036333 + Penalty 3345.871410 = -3817233.164923 nChanged 9 SP:Iteration 71Q (1473.995757 sec): 3 clusters Score: Raw -3820579.551978 + Penalty 3345.871410 = -3817233.680568 nChanged 8 SP:Iteration 72Q (1474.084680 sec): 3 clusters Score: Raw -3820579.745887 + Penalty 3345.871410 = -3817233.874477 nChanged 3 SP:Iteration 73Q (1474.157567 sec): 3 clusters Score: Raw -3820579.814909 + Penalty 3345.871410 = -3817233.943500 nChanged 3 SP:Iteration 74Q (1474.246746 sec): 3 clusters Score: Raw -3820579.911876 + Penalty 3345.871410 = -3817234.040466 nChanged 4 SP:Iteration 75Q (1474.333289 sec): 3 clusters Score: Raw -3820580.084346 + Penalty 3345.871410 = -3817234.212936 nChanged 6 SP:Iteration 76Q (1474.411452 sec): 3 clusters Score: Raw -3820580.256556 + Penalty 3345.871410 = -3817234.385147 nChanged 6 SP:Iteration 77Q (1474.500687 sec): 3 clusters Score: Raw -3820580.487146 + Penalty 3345.871410 = -3817234.615736 nChanged 8 SP:Iteration 78Q (1474.596494 sec): 3 clusters Score: Raw -3820580.848518 + Penalty 3345.871410 = -3817234.977108 nChanged 6 SP:Iteration 79Q (1474.671361 sec): 3 clusters Score: Raw -3820581.047930 + Penalty 3345.871410 = -3817235.176520 nChanged 8 SP:Iteration 80F (1474.751471 sec): 3 clusters Score: Raw -3820581.289717 + Penalty 3345.871410 = -3817235.418307 nChanged 5 SP:Iteration 81Q (1474.838305 sec): 3 clusters Score: Raw -3820581.468290 + Penalty 3345.871410 = -3817235.596880 nChanged 7 SP:Iteration 82Q (1474.928508 sec): 3 clusters Score: Raw -3820581.660760 + Penalty 3345.871410 = -3817235.789350 nChanged 6 SP:Iteration 83Q (1475.008825 sec): 3 clusters Score: Raw -3820581.790848 + Penalty 3345.871410 = -3817235.919438 nChanged 3 SP:Iteration 84Q (1475.095057 sec): 3 clusters Score: Raw -3820581.853834 + Penalty 3345.871410 = -3817235.982424 nChanged 1 SP:Iteration 85Q (1475.184395 sec): 3 clusters Score: Raw -3820581.863224 + Penalty 3345.871410 = -3817235.991814 nChanged 1 SP:Iteration 86Q (1475.270055 sec): 3 clusters Score: Raw -3820581.878888 + Penalty 3345.871410 = -3817236.007478 nChanged 0 SP:Iteration 87F (1475.351725 sec): 3 clusters Score: Raw -3820581.878888 + Penalty 3345.871410 = -3817236.007478 nChanged 0 Trying to split cluster 26 (5816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1475.387636 sec): 2 clusters Score: Raw -662127.282440 + Penalty 1408.609803 = -660718.672636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1475.424713 sec): 3 clusters Score: Raw -659205.907344 + Penalty 2817.219606 = -656388.687738 nChanged 2445 SP:Iteration 1F (1475.476514 sec): 3 clusters Score: Raw -661687.321767 + Penalty 2817.219606 = -658870.102161 nChanged 825 SP:Iteration 2F (1475.525964 sec): 3 clusters Score: Raw -663201.090067 + Penalty 2817.219606 = -660383.870461 nChanged 694 SP:Iteration 3F (1475.581040 sec): 3 clusters Score: Raw -664373.295130 + Penalty 2817.219606 = -661556.075523 nChanged 450 SP:Iteration 4F (1475.631368 sec): 3 clusters Score: Raw -665145.793053 + Penalty 2817.219606 = -662328.573447 nChanged 307 SP:Iteration 5F (1475.688928 sec): 3 clusters Score: Raw -665769.826332 + Penalty 2817.219606 = -662952.606725 nChanged 259 SP:Iteration 6Q (1475.734928 sec): 3 clusters Score: Raw -666179.510550 + Penalty 2817.219606 = -663362.290943 nChanged 181 SP:Iteration 7Q (1475.780028 sec): 3 clusters Score: Raw -666545.163909 + Penalty 2817.219606 = -663727.944302 nChanged 190 SP:Iteration 8Q (1475.835541 sec): 3 clusters Score: Raw -667118.024201 + Penalty 2817.219606 = -664300.804594 nChanged 165 SP:Iteration 9Q (1475.883401 sec): 3 clusters Score: Raw -667660.198966 + Penalty 2817.219606 = -664842.979359 nChanged 103 SP:Iteration 10Q (1475.916215 sec): 3 clusters Score: Raw -667968.428796 + Penalty 2817.219606 = -665151.209189 nChanged 52 SP:Iteration 11Q (1475.965406 sec): 3 clusters Score: Raw -668027.170990 + Penalty 2817.219606 = -665209.951384 nChanged 29 SP:Iteration 12Q (1476.022126 sec): 3 clusters Score: Raw -668046.406698 + Penalty 2817.219606 = -665229.187092 nChanged 10 SP:Iteration 13Q (1476.082317 sec): 3 clusters Score: Raw -668057.775094 + Penalty 2817.219606 = -665240.555488 nChanged 11 SP:Iteration 14Q (1476.130906 sec): 3 clusters Score: Raw -668064.797686 + Penalty 2817.219606 = -665247.578080 nChanged 17 SP:Iteration 15Q (1476.177328 sec): 3 clusters Score: Raw -668090.042089 + Penalty 2817.219606 = -665272.822483 nChanged 18 SP:Iteration 16Q (1476.230809 sec): 3 clusters Score: Raw -668099.189890 + Penalty 2817.219606 = -665281.970284 nChanged 10 SP:Iteration 17Q (1476.277469 sec): 3 clusters Score: Raw -668104.057384 + Penalty 2817.219606 = -665286.837778 nChanged 11 SP:Iteration 18Q (1476.326143 sec): 3 clusters Score: Raw -668108.882882 + Penalty 2817.219606 = -665291.663275 nChanged 13 SP:Iteration 19Q (1476.380186 sec): 3 clusters Score: Raw -668112.574702 + Penalty 2817.219606 = -665295.355095 nChanged 8 SP:Iteration 20F (1476.413745 sec): 3 clusters Score: Raw -668120.732062 + Penalty 2817.219606 = -665303.512456 nChanged 10 SP:Iteration 21Q (1476.466630 sec): 3 clusters Score: Raw -668126.835308 + Penalty 2817.219606 = -665309.615702 nChanged 10 SP:Iteration 22Q (1476.522960 sec): 3 clusters Score: Raw -668128.883309 + Penalty 2817.219606 = -665311.663703 nChanged 2 SP:Iteration 23Q (1476.577479 sec): 3 clusters Score: Raw -668129.580809 + Penalty 2817.219606 = -665312.361203 nChanged 2 SP:Iteration 24Q (1476.624963 sec): 3 clusters Score: Raw -668130.384455 + Penalty 2817.219606 = -665313.164849 nChanged 1 SP:Iteration 25Q (1476.672098 sec): 3 clusters Score: Raw -668130.629668 + Penalty 2817.219606 = -665313.410062 nChanged 0 SP:Iteration 26F (1476.723504 sec): 3 clusters Score: Raw -668130.629668 + Penalty 2817.219606 = -665313.410062 nChanged 0 Score: Raw -132276668.011954 + Penalty 94641.308586 = -132182026.703368 Splitting cluster 26 changes total score from -132145631.744986 to -132182026.703368 So it's getting split into cluster 42. Trying to split cluster 27 (13569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1504.545589 sec): 2 clusters Score: Raw -1776113.520130 + Penalty 1546.275747 = -1774567.244383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1504.615545 sec): 3 clusters Score: Raw -1768213.763905 + Penalty 3092.551494 = -1765121.212411 nChanged 6002 SP:Iteration 1F (1504.679722 sec): 3 clusters Score: Raw -1771436.034806 + Penalty 3092.551494 = -1768343.483313 nChanged 740 SP:Iteration 2F (1504.749231 sec): 3 clusters Score: Raw -1771727.672342 + Penalty 3092.551494 = -1768635.120848 nChanged 646 SP:Iteration 3Q (1504.816624 sec): 3 clusters Score: Raw -1771977.970072 + Penalty 3092.551494 = -1768885.418578 nChanged 619 SP:Iteration 4Q (1504.872796 sec): 3 clusters Score: Raw -1772238.752913 + Penalty 3092.551494 = -1769146.201419 nChanged 612 SP:Iteration 5Q (1504.946047 sec): 3 clusters Score: Raw -1772558.573598 + Penalty 3092.551494 = -1769466.022104 nChanged 677 SP:Iteration 6Q (1505.018607 sec): 3 clusters Score: Raw -1772912.773581 + Penalty 3092.551494 = -1769820.222087 nChanged 696 SP:Iteration 7F (1505.091365 sec): 3 clusters Score: Raw -1773312.330008 + Penalty 3092.551494 = -1770219.778515 nChanged 695 SP:Iteration 8F (1505.164788 sec): 3 clusters Score: Raw -1773728.902196 + Penalty 3092.551494 = -1770636.350702 nChanged 727 SP:Iteration 9F (1505.228551 sec): 3 clusters Score: Raw -1774179.839211 + Penalty 3092.551494 = -1771087.287717 nChanged 678 SP:Iteration 10Q (1505.302827 sec): 3 clusters Score: Raw -1774549.531667 + Penalty 3092.551494 = -1771456.980173 nChanged 567 SP:Iteration 11Q (1505.375872 sec): 3 clusters Score: Raw -1774830.232176 + Penalty 3092.551494 = -1771737.680682 nChanged 438 SP:Iteration 12Q (1505.448200 sec): 3 clusters Score: Raw -1775036.342094 + Penalty 3092.551494 = -1771943.790600 nChanged 398 SP:Iteration 13Q (1505.514268 sec): 3 clusters Score: Raw -1775211.650001 + Penalty 3092.551494 = -1772119.098507 nChanged 343 SP:Iteration 14Q (1505.583719 sec): 3 clusters Score: Raw -1775352.814667 + Penalty 3092.551494 = -1772260.263173 nChanged 298 SP:Iteration 15Q (1505.646071 sec): 3 clusters Score: Raw -1775469.653218 + Penalty 3092.551494 = -1772377.101724 nChanged 264 SP:Iteration 16Q (1505.717062 sec): 3 clusters Score: Raw -1775581.927791 + Penalty 3092.551494 = -1772489.376297 nChanged 238 SP:Iteration 17Q (1505.789528 sec): 3 clusters Score: Raw -1775676.369541 + Penalty 3092.551494 = -1772583.818047 nChanged 230 SP:Iteration 18Q (1505.854824 sec): 3 clusters Score: Raw -1775764.828479 + Penalty 3092.551494 = -1772672.276986 nChanged 175 SP:Iteration 19Q (1505.922290 sec): 3 clusters Score: Raw -1775833.492475 + Penalty 3092.551494 = -1772740.940981 nChanged 160 SP:Iteration 20F (1505.989599 sec): 3 clusters Score: Raw -1775896.996568 + Penalty 3092.551494 = -1772804.445074 nChanged 163 SP:Iteration 21Q (1506.054165 sec): 3 clusters Score: Raw -1775964.245011 + Penalty 3092.551494 = -1772871.693517 nChanged 149 SP:Iteration 22Q (1506.125240 sec): 3 clusters Score: Raw -1776031.855927 + Penalty 3092.551494 = -1772939.304433 nChanged 140 SP:Iteration 23Q (1506.185983 sec): 3 clusters Score: Raw -1776092.742550 + Penalty 3092.551494 = -1773000.191057 nChanged 120 SP:Iteration 24Q (1506.261902 sec): 3 clusters Score: Raw -1776138.582416 + Penalty 3092.551494 = -1773046.030922 nChanged 99 SP:Iteration 25Q (1506.320021 sec): 3 clusters Score: Raw -1776178.892093 + Penalty 3092.551494 = -1773086.340599 nChanged 88 SP:Iteration 26Q (1506.392829 sec): 3 clusters Score: Raw -1776210.002126 + Penalty 3092.551494 = -1773117.450632 nChanged 85 SP:Iteration 27Q (1506.453728 sec): 3 clusters Score: Raw -1776240.774527 + Penalty 3092.551494 = -1773148.223033 nChanged 66 SP:Iteration 28Q (1506.519981 sec): 3 clusters Score: Raw -1776261.893365 + Penalty 3092.551494 = -1773169.341871 nChanged 43 SP:Iteration 29Q (1506.595186 sec): 3 clusters Score: Raw -1776277.092377 + Penalty 3092.551494 = -1773184.540883 nChanged 44 SP:Iteration 30Q (1506.651086 sec): 3 clusters Score: Raw -1776290.222744 + Penalty 3092.551494 = -1773197.671250 nChanged 43 SP:Iteration 31Q (1506.716443 sec): 3 clusters Score: Raw -1776302.788934 + Penalty 3092.551494 = -1773210.237440 nChanged 41 SP:Iteration 32Q (1506.783694 sec): 3 clusters Score: Raw -1776318.515256 + Penalty 3092.551494 = -1773225.963762 nChanged 36 SP:Iteration 33Q (1506.854080 sec): 3 clusters Score: Raw -1776330.821291 + Penalty 3092.551494 = -1773238.269797 nChanged 36 SP:Iteration 34Q (1506.913287 sec): 3 clusters Score: Raw -1776344.136774 + Penalty 3092.551494 = -1773251.585280 nChanged 28 SP:Iteration 35Q (1506.968462 sec): 3 clusters Score: Raw -1776355.779648 + Penalty 3092.551494 = -1773263.228154 nChanged 26 SP:Iteration 36Q (1507.037077 sec): 3 clusters Score: Raw -1776367.379621 + Penalty 3092.551494 = -1773274.828127 nChanged 24 SP:Iteration 37Q (1507.096551 sec): 3 clusters Score: Raw -1776376.794603 + Penalty 3092.551494 = -1773284.243109 nChanged 16 SP:Iteration 38Q (1507.167290 sec): 3 clusters Score: Raw -1776382.872700 + Penalty 3092.551494 = -1773290.321206 nChanged 17 SP:Iteration 39Q (1507.237760 sec): 3 clusters Score: Raw -1776388.210564 + Penalty 3092.551494 = -1773295.659071 nChanged 13 SP:Iteration 40F (1507.317568 sec): 3 clusters Score: Raw -1776392.840331 + Penalty 3092.551494 = -1773300.288837 nChanged 12 SP:Iteration 41Q (1507.370905 sec): 3 clusters Score: Raw -1776397.389378 + Penalty 3092.551494 = -1773304.837884 nChanged 13 SP:Iteration 42Q (1507.431745 sec): 3 clusters Score: Raw -1776403.266847 + Penalty 3092.551494 = -1773310.715353 nChanged 16 SP:Iteration 43Q (1507.493428 sec): 3 clusters Score: Raw -1776410.641908 + Penalty 3092.551494 = -1773318.090414 nChanged 18 SP:Iteration 44Q (1507.560751 sec): 3 clusters Score: Raw -1776419.994467 + Penalty 3092.551494 = -1773327.442973 nChanged 20 SP:Iteration 45Q (1507.616363 sec): 3 clusters Score: Raw -1776430.433234 + Penalty 3092.551494 = -1773337.881740 nChanged 16 SP:Iteration 46Q (1507.686997 sec): 3 clusters Score: Raw -1776439.584835 + Penalty 3092.551494 = -1773347.033341 nChanged 13 SP:Iteration 47Q (1507.738311 sec): 3 clusters Score: Raw -1776445.548488 + Penalty 3092.551494 = -1773352.996995 nChanged 9 SP:Iteration 48Q (1507.805547 sec): 3 clusters Score: Raw -1776449.342501 + Penalty 3092.551494 = -1773356.791007 nChanged 7 SP:Iteration 49Q (1507.875431 sec): 3 clusters Score: Raw -1776451.656375 + Penalty 3092.551494 = -1773359.104881 nChanged 2 SP:Iteration 50Q (1507.938838 sec): 3 clusters Score: Raw -1776453.063441 + Penalty 3092.551494 = -1773360.511947 nChanged 4 SP:Iteration 51Q (1508.003580 sec): 3 clusters Score: Raw -1776454.674246 + Penalty 3092.551494 = -1773362.122752 nChanged 4 SP:Iteration 52Q (1508.065567 sec): 3 clusters Score: Raw -1776456.180035 + Penalty 3092.551494 = -1773363.628541 nChanged 2 SP:Iteration 53Q (1508.125762 sec): 3 clusters Score: Raw -1776456.553520 + Penalty 3092.551494 = -1773364.002026 nChanged 2 SP:Iteration 54Q (1508.187305 sec): 3 clusters Score: Raw -1776457.135918 + Penalty 3092.551494 = -1773364.584425 nChanged 4 SP:Iteration 55Q (1508.246832 sec): 3 clusters Score: Raw -1776459.090349 + Penalty 3092.551494 = -1773366.538856 nChanged 3 SP:Iteration 56Q (1508.317109 sec): 3 clusters Score: Raw -1776460.437857 + Penalty 3092.551494 = -1773367.886364 nChanged 0 SP:Iteration 57F (1508.381097 sec): 3 clusters Score: Raw -1776460.437857 + Penalty 3092.551494 = -1773367.886364 nChanged 0 Trying to split cluster 28 (4230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1508.405485 sec): 2 clusters Score: Raw -554549.356376 + Penalty 1356.868057 = -553192.488319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1508.458985 sec): 3 clusters Score: Raw -552454.926389 + Penalty 2713.736113 = -549741.190275 nChanged 1673 SP:Iteration 1F (1508.514047 sec): 3 clusters Score: Raw -553360.076425 + Penalty 2713.736113 = -550646.340312 nChanged 279 SP:Iteration 2F (1508.556399 sec): 3 clusters Score: Raw -553505.836379 + Penalty 2713.736113 = -550792.100266 nChanged 210 SP:Iteration 3Q (1508.612007 sec): 3 clusters Score: Raw -553625.990000 + Penalty 2713.736113 = -550912.253886 nChanged 189 SP:Iteration 4Q (1508.667315 sec): 3 clusters Score: Raw -553720.504738 + Penalty 2713.736113 = -551006.768625 nChanged 148 SP:Iteration 5Q (1508.723945 sec): 3 clusters Score: Raw -553814.776902 + Penalty 2713.736113 = -551101.040788 nChanged 165 SP:Iteration 6Q (1508.763679 sec): 3 clusters Score: Raw -553937.225900 + Penalty 2713.736113 = -551223.489786 nChanged 186 SP:Iteration 7Q (1508.813246 sec): 3 clusters Score: Raw -554096.289188 + Penalty 2713.736113 = -551382.553074 nChanged 192 SP:Iteration 8Q (1508.867995 sec): 3 clusters Score: Raw -554252.684051 + Penalty 2713.736113 = -551538.947937 nChanged 178 SP:Iteration 9Q (1508.922832 sec): 3 clusters Score: Raw -554410.059708 + Penalty 2713.736113 = -551696.323595 nChanged 167 SP:Iteration 10Q (1508.973162 sec): 3 clusters Score: Raw -554525.640174 + Penalty 2713.736113 = -551811.904061 nChanged 137 SP:Iteration 11Q (1509.030336 sec): 3 clusters Score: Raw -554615.054525 + Penalty 2713.736113 = -551901.318411 nChanged 116 SP:Iteration 12Q (1509.070271 sec): 3 clusters Score: Raw -554678.332202 + Penalty 2713.736113 = -551964.596089 nChanged 92 SP:Iteration 13Q (1509.130050 sec): 3 clusters Score: Raw -554726.584502 + Penalty 2713.736113 = -552012.848389 nChanged 72 SP:Iteration 14Q (1509.173907 sec): 3 clusters Score: Raw -554768.182108 + Penalty 2713.736113 = -552054.445994 nChanged 78 SP:Iteration 15Q (1509.220351 sec): 3 clusters Score: Raw -554812.076524 + Penalty 2713.736113 = -552098.340411 nChanged 80 SP:Iteration 16Q (1509.270714 sec): 3 clusters Score: Raw -554858.652056 + Penalty 2713.736113 = -552144.915943 nChanged 65 SP:Iteration 17Q (1509.318514 sec): 3 clusters Score: Raw -554889.371397 + Penalty 2713.736113 = -552175.635284 nChanged 44 SP:Iteration 18Q (1509.367202 sec): 3 clusters Score: Raw -554909.758464 + Penalty 2713.736113 = -552196.022351 nChanged 44 SP:Iteration 19Q (1509.425739 sec): 3 clusters Score: Raw -554924.917428 + Penalty 2713.736113 = -552211.181315 nChanged 26 SP:Iteration 20F (1509.472127 sec): 3 clusters Score: Raw -554937.879706 + Penalty 2713.736113 = -552224.143592 nChanged 33 SP:Iteration 21Q (1509.525788 sec): 3 clusters Score: Raw -554947.863509 + Penalty 2713.736113 = -552234.127396 nChanged 28 SP:Iteration 22Q (1509.580319 sec): 3 clusters Score: Raw -554961.075833 + Penalty 2713.736113 = -552247.339720 nChanged 43 SP:Iteration 23Q (1509.626119 sec): 3 clusters Score: Raw -554979.154405 + Penalty 2713.736113 = -552265.418291 nChanged 28 SP:Iteration 24Q (1509.673354 sec): 3 clusters Score: Raw -554989.836871 + Penalty 2713.736113 = -552276.100757 nChanged 31 SP:Iteration 25Q (1509.727489 sec): 3 clusters Score: Raw -555000.372316 + Penalty 2713.736113 = -552286.636202 nChanged 29 SP:Iteration 26Q (1509.769692 sec): 3 clusters Score: Raw -555008.191606 + Penalty 2713.736113 = -552294.455493 nChanged 21 SP:Iteration 27Q (1509.823659 sec): 3 clusters Score: Raw -555014.358703 + Penalty 2713.736113 = -552300.622590 nChanged 19 SP:Iteration 28Q (1509.858158 sec): 3 clusters Score: Raw -555020.365521 + Penalty 2713.736113 = -552306.629407 nChanged 19 SP:Iteration 29Q (1509.913200 sec): 3 clusters Score: Raw -555024.652845 + Penalty 2713.736113 = -552310.916732 nChanged 15 SP:Iteration 30Q (1509.963327 sec): 3 clusters Score: Raw -555027.873564 + Penalty 2713.736113 = -552314.137451 nChanged 11 SP:Iteration 31Q (1510.013097 sec): 3 clusters Score: Raw -555030.239849 + Penalty 2713.736113 = -552316.503736 nChanged 8 SP:Iteration 32Q (1510.052737 sec): 3 clusters Score: Raw -555031.773626 + Penalty 2713.736113 = -552318.037512 nChanged 3 SP:Iteration 33Q (1510.091420 sec): 3 clusters Score: Raw -555032.331640 + Penalty 2713.736113 = -552318.595527 nChanged 6 SP:Iteration 34Q (1510.146311 sec): 3 clusters Score: Raw -555033.526093 + Penalty 2713.736113 = -552319.789979 nChanged 4 SP:Iteration 35Q (1510.200608 sec): 3 clusters Score: Raw -555034.527418 + Penalty 2713.736113 = -552320.791305 nChanged 2 SP:Iteration 36Q (1510.232892 sec): 3 clusters Score: Raw -555035.111747 + Penalty 2713.736113 = -552321.375634 nChanged 3 SP:Iteration 37Q (1510.279793 sec): 3 clusters Score: Raw -555035.648087 + Penalty 2713.736113 = -552321.911973 nChanged 1 SP:Iteration 38Q (1510.328355 sec): 3 clusters Score: Raw -555035.862778 + Penalty 2713.736113 = -552322.126664 nChanged 0 SP:Iteration 39F (1510.390723 sec): 3 clusters Score: Raw -555035.862778 + Penalty 2713.736113 = -552322.126664 nChanged 0 Trying to split cluster 29 (31070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.453434 sec): 2 clusters Score: Raw -4047319.782490 + Penalty 1680.899675 = -4045638.882814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1510.549926 sec): 3 clusters Score: Raw -4028062.522145 + Penalty 3361.799351 = -4024700.722794 nChanged 14421 SP:Iteration 1F (1510.642967 sec): 3 clusters Score: Raw -4036904.119608 + Penalty 3361.799351 = -4033542.320257 nChanged 1981 SP:Iteration 2F (1510.742061 sec): 3 clusters Score: Raw -4038396.267709 + Penalty 3361.799351 = -4035034.468358 nChanged 2431 SP:Iteration 3F (1510.818481 sec): 3 clusters Score: Raw -4041021.571508 + Penalty 3361.799351 = -4037659.772157 nChanged 2877 SP:Iteration 4F (1510.906167 sec): 3 clusters Score: Raw -4044576.441203 + Penalty 3361.799351 = -4041214.641852 nChanged 2874 SP:Iteration 5F (1510.994724 sec): 3 clusters Score: Raw -4048082.068930 + Penalty 3361.799351 = -4044720.269580 nChanged 2354 SP:Iteration 6F (1511.056855 sec): 3 clusters Score: Raw -4050716.746534 + Penalty 3361.799351 = -4047354.947183 nChanged 1738 SP:Iteration 7F (1511.155051 sec): 3 clusters Score: Raw -4052387.598830 + Penalty 3361.799351 = -4049025.799479 nChanged 1104 SP:Iteration 8Q (1511.243109 sec): 3 clusters Score: Raw -4053314.997178 + Penalty 3361.799351 = -4049953.197827 nChanged 598 SP:Iteration 9Q (1511.333884 sec): 3 clusters Score: Raw -4053664.436677 + Penalty 3361.799351 = -4050302.637327 nChanged 369 SP:Iteration 10Q (1511.420276 sec): 3 clusters Score: Raw -4053798.841661 + Penalty 3361.799351 = -4050437.042310 nChanged 212 SP:Iteration 11Q (1511.517500 sec): 3 clusters Score: Raw -4053847.476646 + Penalty 3361.799351 = -4050485.677295 nChanged 132 SP:Iteration 12Q (1511.596565 sec): 3 clusters Score: Raw -4053873.942725 + Penalty 3361.799351 = -4050512.143374 nChanged 107 SP:Iteration 13Q (1511.688880 sec): 3 clusters Score: Raw -4053891.372932 + Penalty 3361.799351 = -4050529.573582 nChanged 75 SP:Iteration 14Q (1511.778634 sec): 3 clusters Score: Raw -4053903.213423 + Penalty 3361.799351 = -4050541.414072 nChanged 72 SP:Iteration 15Q (1511.867588 sec): 3 clusters Score: Raw -4053914.351236 + Penalty 3361.799351 = -4050552.551886 nChanged 52 SP:Iteration 16Q (1511.924302 sec): 3 clusters Score: Raw -4053920.064820 + Penalty 3361.799351 = -4050558.265470 nChanged 37 SP:Iteration 17Q (1512.019564 sec): 3 clusters Score: Raw -4053923.429008 + Penalty 3361.799351 = -4050561.629657 nChanged 27 SP:Iteration 18Q (1512.111093 sec): 3 clusters Score: Raw -4053925.125106 + Penalty 3361.799351 = -4050563.325755 nChanged 26 SP:Iteration 19Q (1512.202485 sec): 3 clusters Score: Raw -4053927.237017 + Penalty 3361.799351 = -4050565.437666 nChanged 21 SP:Iteration 20F (1512.290206 sec): 3 clusters Score: Raw -4053928.596240 + Penalty 3361.799351 = -4050566.796889 nChanged 12 SP:Iteration 21Q (1512.389751 sec): 3 clusters Score: Raw -4053929.390060 + Penalty 3361.799351 = -4050567.590709 nChanged 8 SP:Iteration 22Q (1512.486896 sec): 3 clusters Score: Raw -4053930.063055 + Penalty 3361.799351 = -4050568.263705 nChanged 8 SP:Iteration 23Q (1512.585975 sec): 3 clusters Score: Raw -4053930.551722 + Penalty 3361.799351 = -4050568.752371 nChanged 8 SP:Iteration 24Q (1512.683869 sec): 3 clusters Score: Raw -4053930.892025 + Penalty 3361.799351 = -4050569.092674 nChanged 5 SP:Iteration 25Q (1512.781673 sec): 3 clusters Score: Raw -4053931.066278 + Penalty 3361.799351 = -4050569.266927 nChanged 2 SP:Iteration 26Q (1512.880832 sec): 3 clusters Score: Raw -4053931.137546 + Penalty 3361.799351 = -4050569.338195 nChanged 2 SP:Iteration 27Q (1512.968582 sec): 3 clusters Score: Raw -4053931.210958 + Penalty 3361.799351 = -4050569.411607 nChanged 1 SP:Iteration 28Q (1513.060017 sec): 3 clusters Score: Raw -4053931.253993 + Penalty 3361.799351 = -4050569.454642 nChanged 1 SP:Iteration 29Q (1513.144883 sec): 3 clusters Score: Raw -4053931.280569 + Penalty 3361.799351 = -4050569.481219 nChanged 2 SP:Iteration 30Q (1513.241220 sec): 3 clusters Score: Raw -4053931.320035 + Penalty 3361.799351 = -4050569.520684 nChanged 0 SP:Iteration 31F (1513.332624 sec): 3 clusters Score: Raw -4053931.320035 + Penalty 3361.799351 = -4050569.520684 nChanged 0 Score: Raw -132283279.549500 + Penalty 96894.673076 = -132186384.876424 Splitting cluster 29 changes total score from -132145631.744986 to -132186384.876424 So it's getting split into cluster 43. Trying to split cluster 30 (4572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1541.808079 sec): 2 clusters Score: Raw -558540.018968 + Penalty 1369.502229 = -557170.516739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1541.859909 sec): 3 clusters Score: Raw -556212.421237 + Penalty 2739.004458 = -553473.416779 nChanged 1832 SP:Iteration 1F (1541.901261 sec): 3 clusters Score: Raw -557495.601196 + Penalty 2739.004458 = -554756.596738 nChanged 433 SP:Iteration 2F (1541.964966 sec): 3 clusters Score: Raw -557888.420333 + Penalty 2739.004458 = -555149.415875 nChanged 336 SP:Iteration 3F (1542.023954 sec): 3 clusters Score: Raw -558131.506334 + Penalty 2739.004458 = -555392.501876 nChanged 253 SP:Iteration 4F (1542.067319 sec): 3 clusters Score: Raw -558284.645161 + Penalty 2739.004458 = -555545.640702 nChanged 194 SP:Iteration 5Q (1542.131248 sec): 3 clusters Score: Raw -558396.640840 + Penalty 2739.004458 = -555657.636382 nChanged 172 SP:Iteration 6Q (1542.188508 sec): 3 clusters Score: Raw -558502.027560 + Penalty 2739.004458 = -555763.023102 nChanged 165 SP:Iteration 7Q (1542.229847 sec): 3 clusters Score: Raw -558614.647447 + Penalty 2739.004458 = -555875.642988 nChanged 177 SP:Iteration 8Q (1542.299764 sec): 3 clusters Score: Raw -558729.934466 + Penalty 2739.004458 = -555990.930008 nChanged 174 SP:Iteration 9Q (1542.333393 sec): 3 clusters Score: Raw -558848.378389 + Penalty 2739.004458 = -556109.373931 nChanged 161 SP:Iteration 10Q (1542.393949 sec): 3 clusters Score: Raw -558967.484815 + Penalty 2739.004458 = -556228.480357 nChanged 155 SP:Iteration 11Q (1542.458102 sec): 3 clusters Score: Raw -559076.893217 + Penalty 2739.004458 = -556337.888759 nChanged 131 SP:Iteration 12Q (1542.515368 sec): 3 clusters Score: Raw -559160.077173 + Penalty 2739.004458 = -556421.072715 nChanged 107 SP:Iteration 13Q (1542.567004 sec): 3 clusters Score: Raw -559228.188364 + Penalty 2739.004458 = -556489.183906 nChanged 90 SP:Iteration 14Q (1542.606556 sec): 3 clusters Score: Raw -559294.791343 + Penalty 2739.004458 = -556555.786885 nChanged 71 SP:Iteration 15Q (1542.664792 sec): 3 clusters Score: Raw -559353.261422 + Penalty 2739.004458 = -556614.256964 nChanged 50 SP:Iteration 16Q (1542.709156 sec): 3 clusters Score: Raw -559392.422718 + Penalty 2739.004458 = -556653.418260 nChanged 38 SP:Iteration 17Q (1542.766214 sec): 3 clusters Score: Raw -559413.888819 + Penalty 2739.004458 = -556674.884361 nChanged 23 SP:Iteration 18Q (1542.823136 sec): 3 clusters Score: Raw -559430.275564 + Penalty 2739.004458 = -556691.271105 nChanged 23 SP:Iteration 19Q (1542.879704 sec): 3 clusters Score: Raw -559445.095888 + Penalty 2739.004458 = -556706.091430 nChanged 20 SP:Iteration 20F (1542.936880 sec): 3 clusters Score: Raw -559459.189263 + Penalty 2739.004458 = -556720.184805 nChanged 13 SP:Iteration 21Q (1542.993802 sec): 3 clusters Score: Raw -559466.764125 + Penalty 2739.004458 = -556727.759667 nChanged 9 SP:Iteration 22Q (1543.050377 sec): 3 clusters Score: Raw -559471.259597 + Penalty 2739.004458 = -556732.255139 nChanged 7 SP:Iteration 23Q (1543.105543 sec): 3 clusters Score: Raw -559475.239170 + Penalty 2739.004458 = -556736.234712 nChanged 5 SP:Iteration 24Q (1543.162455 sec): 3 clusters Score: Raw -559478.622909 + Penalty 2739.004458 = -556739.618451 nChanged 11 SP:Iteration 25Q (1543.217895 sec): 3 clusters Score: Raw -559485.649645 + Penalty 2739.004458 = -556746.645186 nChanged 7 SP:Iteration 26Q (1543.274048 sec): 3 clusters Score: Raw -559489.454383 + Penalty 2739.004458 = -556750.449925 nChanged 8 SP:Iteration 27Q (1543.327553 sec): 3 clusters Score: Raw -559492.798572 + Penalty 2739.004458 = -556753.794114 nChanged 4 SP:Iteration 28Q (1543.393649 sec): 3 clusters Score: Raw -559496.409912 + Penalty 2739.004458 = -556757.405453 nChanged 3 SP:Iteration 29Q (1543.446876 sec): 3 clusters Score: Raw -559497.602694 + Penalty 2739.004458 = -556758.598236 nChanged 1 SP:Iteration 30Q (1543.503707 sec): 3 clusters Score: Raw -559498.209861 + Penalty 2739.004458 = -556759.205403 nChanged 0 SP:Iteration 31F (1543.555230 sec): 3 clusters Score: Raw -559498.209861 + Penalty 2739.004458 = -556759.205403 nChanged 0 Trying to split cluster 31 (25374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1543.603286 sec): 2 clusters Score: Raw -3280018.359728 + Penalty 1647.990550 = -3278370.369178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1543.664767 sec): 3 clusters Score: Raw -3264541.578641 + Penalty 3295.981100 = -3261245.597542 nChanged 11641 SP:Iteration 1F (1543.724503 sec): 3 clusters Score: Raw -3271334.839709 + Penalty 3295.981100 = -3268038.858609 nChanged 1500 SP:Iteration 2F (1543.829611 sec): 3 clusters Score: Raw -3272221.728186 + Penalty 3295.981100 = -3268925.747086 nChanged 1729 SP:Iteration 3F (1543.926724 sec): 3 clusters Score: Raw -3273423.409667 + Penalty 3295.981100 = -3270127.428567 nChanged 1912 SP:Iteration 4F (1544.023646 sec): 3 clusters Score: Raw -3274785.652393 + Penalty 3295.981100 = -3271489.671293 nChanged 1893 SP:Iteration 5F (1544.120710 sec): 3 clusters Score: Raw -3276005.547137 + Penalty 3295.981100 = -3272709.566037 nChanged 1631 SP:Iteration 6F (1544.216855 sec): 3 clusters Score: Raw -3276911.911124 + Penalty 3295.981100 = -3273615.930024 nChanged 1283 SP:Iteration 7F (1544.294450 sec): 3 clusters Score: Raw -3277502.706263 + Penalty 3295.981100 = -3274206.725163 nChanged 983 SP:Iteration 8Q (1544.395416 sec): 3 clusters Score: Raw -3277859.552306 + Penalty 3295.981100 = -3274563.571207 nChanged 734 SP:Iteration 9Q (1544.490259 sec): 3 clusters Score: Raw -3278094.075637 + Penalty 3295.981100 = -3274798.094537 nChanged 551 SP:Iteration 10Q (1544.569365 sec): 3 clusters Score: Raw -3278254.646846 + Penalty 3295.981100 = -3274958.665746 nChanged 488 SP:Iteration 11Q (1544.660009 sec): 3 clusters Score: Raw -3278400.643896 + Penalty 3295.981100 = -3275104.662796 nChanged 449 SP:Iteration 12Q (1544.761239 sec): 3 clusters Score: Raw -3278539.846933 + Penalty 3295.981100 = -3275243.865834 nChanged 465 SP:Iteration 13Q (1544.851707 sec): 3 clusters Score: Raw -3278684.696063 + Penalty 3295.981100 = -3275388.714964 nChanged 478 SP:Iteration 14Q (1544.947369 sec): 3 clusters Score: Raw -3278843.862365 + Penalty 3295.981100 = -3275547.881265 nChanged 467 SP:Iteration 15Q (1545.036332 sec): 3 clusters Score: Raw -3279027.097065 + Penalty 3295.981100 = -3275731.115966 nChanged 469 SP:Iteration 16Q (1545.143510 sec): 3 clusters Score: Raw -3279206.289244 + Penalty 3295.981100 = -3275910.308144 nChanged 435 SP:Iteration 17Q (1545.240413 sec): 3 clusters Score: Raw -3279376.482975 + Penalty 3295.981100 = -3276080.501875 nChanged 375 SP:Iteration 18Q (1545.336445 sec): 3 clusters Score: Raw -3279529.206235 + Penalty 3295.981100 = -3276233.225135 nChanged 382 SP:Iteration 19Q (1545.428593 sec): 3 clusters Score: Raw -3279680.083185 + Penalty 3295.981100 = -3276384.102085 nChanged 322 SP:Iteration 20F (1545.502488 sec): 3 clusters Score: Raw -3279821.857853 + Penalty 3295.981100 = -3276525.876753 nChanged 326 SP:Iteration 21Q (1545.606476 sec): 3 clusters Score: Raw -3279970.200644 + Penalty 3295.981100 = -3276674.219545 nChanged 280 SP:Iteration 22Q (1545.700475 sec): 3 clusters Score: Raw -3280112.644033 + Penalty 3295.981100 = -3276816.662933 nChanged 236 SP:Iteration 23Q (1545.796416 sec): 3 clusters Score: Raw -3280229.653271 + Penalty 3295.981100 = -3276933.672172 nChanged 211 SP:Iteration 24Q (1545.894058 sec): 3 clusters Score: Raw -3280351.218838 + Penalty 3295.981100 = -3277055.237738 nChanged 196 SP:Iteration 25Q (1545.971823 sec): 3 clusters Score: Raw -3280470.812986 + Penalty 3295.981100 = -3277174.831886 nChanged 204 SP:Iteration 26Q (1546.061131 sec): 3 clusters Score: Raw -3280586.444608 + Penalty 3295.981100 = -3277290.463508 nChanged 207 SP:Iteration 27Q (1546.148876 sec): 3 clusters Score: Raw -3280711.876970 + Penalty 3295.981100 = -3277415.895870 nChanged 212 SP:Iteration 28Q (1546.235904 sec): 3 clusters Score: Raw -3280824.103485 + Penalty 3295.981100 = -3277528.122385 nChanged 165 SP:Iteration 29Q (1546.322274 sec): 3 clusters Score: Raw -3280902.983175 + Penalty 3295.981100 = -3277607.002075 nChanged 133 SP:Iteration 30Q (1546.407726 sec): 3 clusters Score: Raw -3280949.067191 + Penalty 3295.981100 = -3277653.086092 nChanged 91 SP:Iteration 31Q (1546.492764 sec): 3 clusters Score: Raw -3280975.831848 + Penalty 3295.981100 = -3277679.850748 nChanged 66 SP:Iteration 32Q (1546.576865 sec): 3 clusters Score: Raw -3280999.903116 + Penalty 3295.981100 = -3277703.922016 nChanged 77 SP:Iteration 33Q (1546.662330 sec): 3 clusters Score: Raw -3281026.434215 + Penalty 3295.981100 = -3277730.453115 nChanged 69 SP:Iteration 34Q (1546.745546 sec): 3 clusters Score: Raw -3281053.946522 + Penalty 3295.981100 = -3277757.965422 nChanged 60 SP:Iteration 35Q (1546.828029 sec): 3 clusters Score: Raw -3281077.700509 + Penalty 3295.981100 = -3277781.719410 nChanged 65 SP:Iteration 36Q (1546.919876 sec): 3 clusters Score: Raw -3281101.391500 + Penalty 3295.981100 = -3277805.410400 nChanged 70 SP:Iteration 37Q (1547.018485 sec): 3 clusters Score: Raw -3281129.095530 + Penalty 3295.981100 = -3277833.114430 nChanged 69 SP:Iteration 38Q (1547.106912 sec): 3 clusters Score: Raw -3281172.984551 + Penalty 3295.981100 = -3277877.003451 nChanged 73 SP:Iteration 39Q (1547.195734 sec): 3 clusters Score: Raw -3281219.306408 + Penalty 3295.981100 = -3277923.325309 nChanged 78 SP:Iteration 40F (1547.291298 sec): 3 clusters Score: Raw -3281261.338739 + Penalty 3295.981100 = -3277965.357639 nChanged 73 SP:Iteration 41Q (1547.378729 sec): 3 clusters Score: Raw -3281317.339648 + Penalty 3295.981100 = -3278021.358548 nChanged 88 SP:Iteration 42Q (1547.466390 sec): 3 clusters Score: Raw -3281382.549950 + Penalty 3295.981100 = -3278086.568850 nChanged 85 SP:Iteration 43Q (1547.553234 sec): 3 clusters Score: Raw -3281428.791070 + Penalty 3295.981100 = -3278132.809970 nChanged 70 SP:Iteration 44Q (1547.641097 sec): 3 clusters Score: Raw -3281464.730156 + Penalty 3295.981100 = -3278168.749056 nChanged 56 SP:Iteration 45Q (1547.728527 sec): 3 clusters Score: Raw -3281479.617156 + Penalty 3295.981100 = -3278183.636057 nChanged 39 SP:Iteration 46Q (1547.814586 sec): 3 clusters Score: Raw -3281486.194994 + Penalty 3295.981100 = -3278190.213894 nChanged 24 SP:Iteration 47Q (1547.901782 sec): 3 clusters Score: Raw -3281489.657439 + Penalty 3295.981100 = -3278193.676340 nChanged 15 SP:Iteration 48Q (1547.985717 sec): 3 clusters Score: Raw -3281491.665012 + Penalty 3295.981100 = -3278195.683913 nChanged 12 SP:Iteration 49Q (1548.074428 sec): 3 clusters Score: Raw -3281493.020983 + Penalty 3295.981100 = -3278197.039883 nChanged 8 SP:Iteration 50Q (1548.160488 sec): 3 clusters Score: Raw -3281493.603220 + Penalty 3295.981100 = -3278197.622121 nChanged 5 SP:Iteration 51Q (1548.243175 sec): 3 clusters Score: Raw -3281494.166247 + Penalty 3295.981100 = -3278198.185148 nChanged 1 SP:Iteration 52Q (1548.331753 sec): 3 clusters Score: Raw -3281494.380315 + Penalty 3295.981100 = -3278198.399216 nChanged 5 SP:Iteration 53Q (1548.418593 sec): 3 clusters Score: Raw -3281494.921043 + Penalty 3295.981100 = -3278198.939944 nChanged 3 SP:Iteration 54Q (1548.493949 sec): 3 clusters Score: Raw -3281495.083741 + Penalty 3295.981100 = -3278199.102641 nChanged 1 SP:Iteration 55Q (1548.589793 sec): 3 clusters Score: Raw -3281495.111916 + Penalty 3295.981100 = -3278199.130817 nChanged 0 SP:Iteration 56F (1548.684957 sec): 3 clusters Score: Raw -3281495.111916 + Penalty 3295.981100 = -3278199.130817 nChanged 0 Trying to split cluster 32 (95872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1548.836378 sec): 2 clusters Score: Raw -12103539.019807 + Penalty 1864.000003 = -12101675.019804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1549.051576 sec): 3 clusters Score: Raw -12041469.360615 + Penalty 3728.000005 = -12037741.360609 nChanged 45684 SP:Iteration 1F (1549.258539 sec): 3 clusters Score: Raw -12069963.393500 + Penalty 3728.000005 = -12066235.393495 nChanged 5175 SP:Iteration 2F (1549.471121 sec): 3 clusters Score: Raw -12072560.554062 + Penalty 3728.000005 = -12068832.554057 nChanged 5895 SP:Iteration 3F (1549.686046 sec): 3 clusters Score: Raw -12076152.883523 + Penalty 3728.000005 = -12072424.883517 nChanged 6623 SP:Iteration 4F (1549.889605 sec): 3 clusters Score: Raw -12081097.443094 + Penalty 3728.000005 = -12077369.443089 nChanged 6741 SP:Iteration 5F (1550.096644 sec): 3 clusters Score: Raw -12086750.231006 + Penalty 3728.000005 = -12083022.231001 nChanged 6020 SP:Iteration 6F (1550.296177 sec): 3 clusters Score: Raw -12091253.521938 + Penalty 3728.000005 = -12087525.521933 nChanged 4412 SP:Iteration 7Q (1550.507274 sec): 3 clusters Score: Raw -12093437.873433 + Penalty 3728.000005 = -12089709.873427 nChanged 2866 SP:Iteration 8Q (1550.714358 sec): 3 clusters Score: Raw -12094385.119491 + Penalty 3728.000005 = -12090657.119485 nChanged 1902 SP:Iteration 9Q (1550.934774 sec): 3 clusters Score: Raw -12094894.629655 + Penalty 3728.000005 = -12091166.629649 nChanged 1486 SP:Iteration 10Q (1551.141737 sec): 3 clusters Score: Raw -12095283.562191 + Penalty 3728.000005 = -12091555.562185 nChanged 1316 SP:Iteration 11Q (1551.359489 sec): 3 clusters Score: Raw -12095620.316168 + Penalty 3728.000005 = -12091892.316163 nChanged 1208 SP:Iteration 12Q (1551.568512 sec): 3 clusters Score: Raw -12095918.824711 + Penalty 3728.000005 = -12092190.824706 nChanged 1126 SP:Iteration 13Q (1551.777138 sec): 3 clusters Score: Raw -12096192.924359 + Penalty 3728.000005 = -12092464.924354 nChanged 1076 SP:Iteration 14Q (1551.990799 sec): 3 clusters Score: Raw -12096438.902851 + Penalty 3728.000005 = -12092710.902846 nChanged 1017 SP:Iteration 15Q (1552.198019 sec): 3 clusters Score: Raw -12096665.190241 + Penalty 3728.000005 = -12092937.190235 nChanged 1000 SP:Iteration 16Q (1552.400467 sec): 3 clusters Score: Raw -12096904.455620 + Penalty 3728.000005 = -12093176.455614 nChanged 1022 SP:Iteration 17Q (1552.599089 sec): 3 clusters Score: Raw -12097150.157405 + Penalty 3728.000005 = -12093422.157400 nChanged 980 SP:Iteration 18Q (1552.815108 sec): 3 clusters Score: Raw -12097377.776687 + Penalty 3728.000005 = -12093649.776682 nChanged 963 SP:Iteration 19Q (1553.015565 sec): 3 clusters Score: Raw -12097601.207427 + Penalty 3728.000005 = -12093873.207421 nChanged 941 SP:Iteration 20F (1553.225340 sec): 3 clusters Score: Raw -12097836.247807 + Penalty 3728.000005 = -12094108.247801 nChanged 958 SP:Iteration 21Q (1553.421930 sec): 3 clusters Score: Raw -12098077.498297 + Penalty 3728.000005 = -12094349.498292 nChanged 925 SP:Iteration 22Q (1553.629022 sec): 3 clusters Score: Raw -12098311.124748 + Penalty 3728.000005 = -12094583.124743 nChanged 923 SP:Iteration 23Q (1553.824642 sec): 3 clusters Score: Raw -12098549.858980 + Penalty 3728.000005 = -12094821.858974 nChanged 959 SP:Iteration 24Q (1554.032731 sec): 3 clusters Score: Raw -12098807.042845 + Penalty 3728.000005 = -12095079.042840 nChanged 987 SP:Iteration 25Q (1554.235652 sec): 3 clusters Score: Raw -12099064.849465 + Penalty 3728.000005 = -12095336.849460 nChanged 917 SP:Iteration 26Q (1554.437132 sec): 3 clusters Score: Raw -12099290.477564 + Penalty 3728.000005 = -12095562.477558 nChanged 885 SP:Iteration 27Q (1554.635384 sec): 3 clusters Score: Raw -12099512.986104 + Penalty 3728.000005 = -12095784.986098 nChanged 881 SP:Iteration 28Q (1554.830360 sec): 3 clusters Score: Raw -12099744.532002 + Penalty 3728.000005 = -12096016.531996 nChanged 895 SP:Iteration 29Q (1555.033953 sec): 3 clusters Score: Raw -12099981.974186 + Penalty 3728.000005 = -12096253.974181 nChanged 907 SP:Iteration 30Q (1555.233408 sec): 3 clusters Score: Raw -12100220.611043 + Penalty 3728.000005 = -12096492.611038 nChanged 895 SP:Iteration 31Q (1555.426863 sec): 3 clusters Score: Raw -12100460.008113 + Penalty 3728.000005 = -12096732.008108 nChanged 915 SP:Iteration 32Q (1555.624853 sec): 3 clusters Score: Raw -12100721.376543 + Penalty 3728.000005 = -12096993.376538 nChanged 926 SP:Iteration 33Q (1555.812665 sec): 3 clusters Score: Raw -12100997.708725 + Penalty 3728.000005 = -12097269.708720 nChanged 956 SP:Iteration 34Q (1556.007596 sec): 3 clusters Score: Raw -12101307.954144 + Penalty 3728.000005 = -12097579.954139 nChanged 996 SP:Iteration 35Q (1556.172234 sec): 3 clusters Score: Raw -12101644.705184 + Penalty 3728.000005 = -12097916.705179 nChanged 1036 SP:Iteration 36Q (1556.355196 sec): 3 clusters Score: Raw -12102014.508035 + Penalty 3728.000005 = -12098286.508029 nChanged 989 SP:Iteration 37Q (1556.544686 sec): 3 clusters Score: Raw -12102369.986859 + Penalty 3728.000005 = -12098641.986854 nChanged 971 SP:Iteration 38Q (1556.738172 sec): 3 clusters Score: Raw -12102752.365952 + Penalty 3728.000005 = -12099024.365947 nChanged 916 SP:Iteration 39Q (1556.936962 sec): 3 clusters Score: Raw -12103159.140412 + Penalty 3728.000005 = -12099431.140406 nChanged 831 SP:Iteration 40F (1557.143844 sec): 3 clusters Score: Raw -12103567.138606 + Penalty 3728.000005 = -12099839.138601 nChanged 782 SP:Iteration 41Q (1557.338631 sec): 3 clusters Score: Raw -12103939.031673 + Penalty 3728.000005 = -12100211.031667 nChanged 626 SP:Iteration 42Q (1557.524778 sec): 3 clusters Score: Raw -12104256.902563 + Penalty 3728.000005 = -12100528.902558 nChanged 576 SP:Iteration 43Q (1557.709505 sec): 3 clusters Score: Raw -12104568.684073 + Penalty 3728.000005 = -12100840.684068 nChanged 516 SP:Iteration 44Q (1557.890532 sec): 3 clusters Score: Raw -12104814.634328 + Penalty 3728.000005 = -12101086.634322 nChanged 426 SP:Iteration 45Q (1558.063412 sec): 3 clusters Score: Raw -12104998.682508 + Penalty 3728.000005 = -12101270.682503 nChanged 363 SP:Iteration 46Q (1558.253339 sec): 3 clusters Score: Raw -12105139.510677 + Penalty 3728.000005 = -12101411.510671 nChanged 322 SP:Iteration 47Q (1558.428936 sec): 3 clusters Score: Raw -12105241.804238 + Penalty 3728.000005 = -12101513.804232 nChanged 261 SP:Iteration 48Q (1558.615758 sec): 3 clusters Score: Raw -12105311.764683 + Penalty 3728.000005 = -12101583.764677 nChanged 202 SP:Iteration 49Q (1558.804892 sec): 3 clusters Score: Raw -12105354.676734 + Penalty 3728.000005 = -12101626.676729 nChanged 177 SP:Iteration 50Q (1558.987966 sec): 3 clusters Score: Raw -12105389.241494 + Penalty 3728.000005 = -12101661.241488 nChanged 159 SP:Iteration 51Q (1559.164059 sec): 3 clusters Score: Raw -12105422.517345 + Penalty 3728.000005 = -12101694.517339 nChanged 146 SP:Iteration 52Q (1559.345524 sec): 3 clusters Score: Raw -12105453.360580 + Penalty 3728.000005 = -12101725.360574 nChanged 161 SP:Iteration 53Q (1559.516125 sec): 3 clusters Score: Raw -12105483.299430 + Penalty 3728.000005 = -12101755.299424 nChanged 127 SP:Iteration 54Q (1559.707499 sec): 3 clusters Score: Raw -12105504.522983 + Penalty 3728.000005 = -12101776.522978 nChanged 117 SP:Iteration 55Q (1559.892995 sec): 3 clusters Score: Raw -12105521.883851 + Penalty 3728.000005 = -12101793.883846 nChanged 92 SP:Iteration 56Q (1560.074713 sec): 3 clusters Score: Raw -12105533.597413 + Penalty 3728.000005 = -12101805.597407 nChanged 72 SP:Iteration 57Q (1560.251158 sec): 3 clusters Score: Raw -12105541.202874 + Penalty 3728.000005 = -12101813.202868 nChanged 61 SP:Iteration 58Q (1560.434233 sec): 3 clusters Score: Raw -12105547.082309 + Penalty 3728.000005 = -12101819.082303 nChanged 46 SP:Iteration 59Q (1560.621645 sec): 3 clusters Score: Raw -12105552.068134 + Penalty 3728.000005 = -12101824.068128 nChanged 50 SP:Iteration 60F (1560.830482 sec): 3 clusters Score: Raw -12105557.218087 + Penalty 3728.000005 = -12101829.218082 nChanged 42 SP:Iteration 61Q (1561.015863 sec): 3 clusters Score: Raw -12105560.845724 + Penalty 3728.000005 = -12101832.845719 nChanged 36 SP:Iteration 62Q (1561.198831 sec): 3 clusters Score: Raw -12105564.176796 + Penalty 3728.000005 = -12101836.176791 nChanged 28 SP:Iteration 63Q (1561.376169 sec): 3 clusters Score: Raw -12105566.442906 + Penalty 3728.000005 = -12101838.442901 nChanged 24 SP:Iteration 64Q (1561.554659 sec): 3 clusters Score: Raw -12105568.178032 + Penalty 3728.000005 = -12101840.178027 nChanged 23 SP:Iteration 65Q (1561.721317 sec): 3 clusters Score: Raw -12105569.657375 + Penalty 3728.000005 = -12101841.657369 nChanged 21 SP:Iteration 66Q (1561.904105 sec): 3 clusters Score: Raw -12105571.324058 + Penalty 3728.000005 = -12101843.324052 nChanged 23 SP:Iteration 67Q (1562.085407 sec): 3 clusters Score: Raw -12105573.141146 + Penalty 3728.000005 = -12101845.141141 nChanged 26 SP:Iteration 68Q (1562.267075 sec): 3 clusters Score: Raw -12105574.807750 + Penalty 3728.000005 = -12101846.807744 nChanged 21 SP:Iteration 69Q (1562.444855 sec): 3 clusters Score: Raw -12105576.392814 + Penalty 3728.000005 = -12101848.392808 nChanged 24 SP:Iteration 70Q (1562.622507 sec): 3 clusters Score: Raw -12105578.553612 + Penalty 3728.000005 = -12101850.553607 nChanged 27 SP:Iteration 71Q (1562.804387 sec): 3 clusters Score: Raw -12105580.820427 + Penalty 3728.000005 = -12101852.820422 nChanged 20 SP:Iteration 72Q (1562.977008 sec): 3 clusters Score: Raw -12105582.281797 + Penalty 3728.000005 = -12101854.281791 nChanged 15 SP:Iteration 73Q (1563.135670 sec): 3 clusters Score: Raw -12105583.114647 + Penalty 3728.000005 = -12101855.114641 nChanged 17 SP:Iteration 74Q (1563.296864 sec): 3 clusters Score: Raw -12105584.156345 + Penalty 3728.000005 = -12101856.156339 nChanged 13 SP:Iteration 75Q (1563.479827 sec): 3 clusters Score: Raw -12105584.888216 + Penalty 3728.000005 = -12101856.888211 nChanged 9 SP:Iteration 76Q (1563.638871 sec): 3 clusters Score: Raw -12105585.282250 + Penalty 3728.000005 = -12101857.282244 nChanged 6 SP:Iteration 77Q (1563.819194 sec): 3 clusters Score: Raw -12105585.639183 + Penalty 3728.000005 = -12101857.639178 nChanged 5 SP:Iteration 78Q (1563.978510 sec): 3 clusters Score: Raw -12105585.919875 + Penalty 3728.000005 = -12101857.919870 nChanged 8 SP:Iteration 79Q (1564.154482 sec): 3 clusters Score: Raw -12105586.537523 + Penalty 3728.000005 = -12101858.537518 nChanged 11 SP:Iteration 80F (1564.333988 sec): 3 clusters Score: Raw -12105587.235539 + Penalty 3728.000005 = -12101859.235533 nChanged 9 SP:Iteration 81Q (1564.505233 sec): 3 clusters Score: Raw -12105587.684047 + Penalty 3728.000005 = -12101859.684042 nChanged 6 SP:Iteration 82Q (1564.686174 sec): 3 clusters Score: Raw -12105587.965621 + Penalty 3728.000005 = -12101859.965615 nChanged 5 SP:Iteration 83Q (1564.855609 sec): 3 clusters Score: Raw -12105588.308920 + Penalty 3728.000005 = -12101860.308915 nChanged 4 SP:Iteration 84Q (1565.028305 sec): 3 clusters Score: Raw -12105588.501611 + Penalty 3728.000005 = -12101860.501605 nChanged 3 SP:Iteration 85Q (1565.189175 sec): 3 clusters Score: Raw -12105588.680393 + Penalty 3728.000005 = -12101860.680387 nChanged 2 SP:Iteration 86Q (1565.353901 sec): 3 clusters Score: Raw -12105588.784665 + Penalty 3728.000005 = -12101860.784660 nChanged 2 SP:Iteration 87Q (1565.508568 sec): 3 clusters Score: Raw -12105588.855259 + Penalty 3728.000005 = -12101860.855254 nChanged 2 SP:Iteration 88Q (1565.654892 sec): 3 clusters Score: Raw -12105588.940425 + Penalty 3728.000005 = -12101860.940420 nChanged 2 SP:Iteration 89Q (1565.827331 sec): 3 clusters Score: Raw -12105589.087124 + Penalty 3728.000005 = -12101861.087118 nChanged 1 SP:Iteration 90Q (1565.966366 sec): 3 clusters Score: Raw -12105589.104212 + Penalty 3728.000005 = -12101861.104206 nChanged 0 SP:Iteration 91F (1566.159832 sec): 3 clusters Score: Raw -12105589.104212 + Penalty 3728.000005 = -12101861.104206 nChanged 0 Score: Raw -132285329.633905 + Penalty 99148.037566 = -132186181.596339 Splitting cluster 32 changes total score from -132145631.744986 to -132186181.596339 So it's getting split into cluster 44. Trying to split cluster 33 (12737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1595.191825 sec): 2 clusters Score: Raw -1615401.328404 + Penalty 1535.993294 = -1613865.335110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1595.265164 sec): 3 clusters Score: Raw -1608016.611033 + Penalty 3071.986587 = -1604944.624446 nChanged 5655 SP:Iteration 1F (1595.327252 sec): 3 clusters Score: Raw -1611222.222756 + Penalty 3071.986587 = -1608150.236168 nChanged 914 SP:Iteration 2F (1595.386627 sec): 3 clusters Score: Raw -1611903.788495 + Penalty 3071.986587 = -1608831.801908 nChanged 1079 SP:Iteration 3F (1595.454264 sec): 3 clusters Score: Raw -1613034.671417 + Penalty 3071.986587 = -1609962.684829 nChanged 1273 SP:Iteration 4F (1595.520083 sec): 3 clusters Score: Raw -1614720.628606 + Penalty 3071.986587 = -1611648.642019 nChanged 1260 SP:Iteration 5F (1595.588639 sec): 3 clusters Score: Raw -1616416.141532 + Penalty 3071.986587 = -1613344.154945 nChanged 1030 SP:Iteration 6F (1595.656215 sec): 3 clusters Score: Raw -1617480.824364 + Penalty 3071.986587 = -1614408.837776 nChanged 641 SP:Iteration 7F (1595.724681 sec): 3 clusters Score: Raw -1617997.982643 + Penalty 3071.986587 = -1614925.996055 nChanged 412 SP:Iteration 8Q (1595.782187 sec): 3 clusters Score: Raw -1618310.233635 + Penalty 3071.986587 = -1615238.247048 nChanged 263 SP:Iteration 9Q (1595.849109 sec): 3 clusters Score: Raw -1618478.963026 + Penalty 3071.986587 = -1615406.976439 nChanged 179 SP:Iteration 10Q (1595.921797 sec): 3 clusters Score: Raw -1618571.410852 + Penalty 3071.986587 = -1615499.424264 nChanged 119 SP:Iteration 11Q (1595.977692 sec): 3 clusters Score: Raw -1618624.663695 + Penalty 3071.986587 = -1615552.677108 nChanged 89 SP:Iteration 12Q (1596.033867 sec): 3 clusters Score: Raw -1618665.994740 + Penalty 3071.986587 = -1615594.008153 nChanged 77 SP:Iteration 13Q (1596.101488 sec): 3 clusters Score: Raw -1618703.985040 + Penalty 3071.986587 = -1615631.998453 nChanged 60 SP:Iteration 14Q (1596.167840 sec): 3 clusters Score: Raw -1618723.419521 + Penalty 3071.986587 = -1615651.432934 nChanged 52 SP:Iteration 15Q (1596.237965 sec): 3 clusters Score: Raw -1618736.826667 + Penalty 3071.986587 = -1615664.840080 nChanged 34 SP:Iteration 16Q (1596.302424 sec): 3 clusters Score: Raw -1618742.642099 + Penalty 3071.986587 = -1615670.655511 nChanged 24 SP:Iteration 17Q (1596.367893 sec): 3 clusters Score: Raw -1618747.046359 + Penalty 3071.986587 = -1615675.059771 nChanged 19 SP:Iteration 18Q (1596.424978 sec): 3 clusters Score: Raw -1618751.072428 + Penalty 3071.986587 = -1615679.085841 nChanged 21 SP:Iteration 19Q (1596.488330 sec): 3 clusters Score: Raw -1618754.989575 + Penalty 3071.986587 = -1615683.002987 nChanged 24 SP:Iteration 20F (1596.550309 sec): 3 clusters Score: Raw -1618759.104070 + Penalty 3071.986587 = -1615687.117482 nChanged 27 SP:Iteration 21Q (1596.602207 sec): 3 clusters Score: Raw -1618766.498985 + Penalty 3071.986587 = -1615694.512397 nChanged 38 SP:Iteration 22Q (1596.676371 sec): 3 clusters Score: Raw -1618774.711058 + Penalty 3071.986587 = -1615702.724471 nChanged 26 SP:Iteration 23Q (1596.724019 sec): 3 clusters Score: Raw -1618779.803146 + Penalty 3071.986587 = -1615707.816558 nChanged 28 SP:Iteration 24Q (1596.783386 sec): 3 clusters Score: Raw -1618786.623121 + Penalty 3071.986587 = -1615714.636533 nChanged 28 SP:Iteration 25Q (1596.848560 sec): 3 clusters Score: Raw -1618793.037179 + Penalty 3071.986587 = -1615721.050592 nChanged 26 SP:Iteration 26Q (1596.924045 sec): 3 clusters Score: Raw -1618796.704092 + Penalty 3071.986587 = -1615724.717505 nChanged 18 SP:Iteration 27Q (1596.988606 sec): 3 clusters Score: Raw -1618798.892231 + Penalty 3071.986587 = -1615726.905644 nChanged 12 SP:Iteration 28Q (1597.043937 sec): 3 clusters Score: Raw -1618800.167107 + Penalty 3071.986587 = -1615728.180520 nChanged 15 SP:Iteration 29Q (1597.104108 sec): 3 clusters Score: Raw -1618801.747703 + Penalty 3071.986587 = -1615729.761115 nChanged 7 SP:Iteration 30Q (1597.165099 sec): 3 clusters Score: Raw -1618802.618222 + Penalty 3071.986587 = -1615730.631634 nChanged 5 SP:Iteration 31Q (1597.230973 sec): 3 clusters Score: Raw -1618803.200348 + Penalty 3071.986587 = -1615731.213761 nChanged 4 SP:Iteration 32Q (1597.299639 sec): 3 clusters Score: Raw -1618803.573363 + Penalty 3071.986587 = -1615731.586776 nChanged 4 SP:Iteration 33Q (1597.357501 sec): 3 clusters Score: Raw -1618803.953989 + Penalty 3071.986587 = -1615731.967402 nChanged 4 SP:Iteration 34Q (1597.422205 sec): 3 clusters Score: Raw -1618804.436404 + Penalty 3071.986587 = -1615732.449816 nChanged 4 SP:Iteration 35Q (1597.484224 sec): 3 clusters Score: Raw -1618804.717657 + Penalty 3071.986587 = -1615732.731070 nChanged 1 SP:Iteration 36Q (1597.546650 sec): 3 clusters Score: Raw -1618804.808553 + Penalty 3071.986587 = -1615732.821965 nChanged 3 SP:Iteration 37Q (1597.615286 sec): 3 clusters Score: Raw -1618805.210703 + Penalty 3071.986587 = -1615733.224116 nChanged 5 SP:Iteration 38Q (1597.668603 sec): 3 clusters Score: Raw -1618805.703466 + Penalty 3071.986587 = -1615733.716878 nChanged 5 SP:Iteration 39Q (1597.735995 sec): 3 clusters Score: Raw -1618806.083973 + Penalty 3071.986587 = -1615734.097386 nChanged 2 SP:Iteration 40F (1597.813785 sec): 3 clusters Score: Raw -1618806.186702 + Penalty 3071.986587 = -1615734.200115 nChanged 1 SP:Iteration 41Q (1597.859438 sec): 3 clusters Score: Raw -1618806.245233 + Penalty 3071.986587 = -1615734.258646 nChanged 0 SP:Iteration 42F (1597.921472 sec): 3 clusters Score: Raw -1618806.245233 + Penalty 3071.986587 = -1615734.258646 nChanged 0 Score: Raw -132288734.550734 + Penalty 101401.402056 = -132187333.148677 Splitting cluster 33 changes total score from -132145631.744986 to -132187333.148677 So it's getting split into cluster 45. Trying to split cluster 34 (20730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1626.773224 sec): 2 clusters Score: Raw -2548602.941515 + Penalty 1615.142296 = -2546987.799219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1626.824353 sec): 3 clusters Score: Raw -2536069.468311 + Penalty 3230.284592 = -2532839.183720 nChanged 9462 SP:Iteration 1F (1626.873454 sec): 3 clusters Score: Raw -2542113.173395 + Penalty 3230.284592 = -2538882.888803 nChanged 1645 SP:Iteration 2F (1626.938742 sec): 3 clusters Score: Raw -2543577.666183 + Penalty 3230.284592 = -2540347.381592 nChanged 1734 SP:Iteration 3F (1626.998274 sec): 3 clusters Score: Raw -2545131.999585 + Penalty 3230.284592 = -2541901.714993 nChanged 1572 SP:Iteration 4F (1627.059877 sec): 3 clusters Score: Raw -2546242.085126 + Penalty 3230.284592 = -2543011.800535 nChanged 1244 SP:Iteration 5F (1627.153726 sec): 3 clusters Score: Raw -2546940.357220 + Penalty 3230.284592 = -2543710.072628 nChanged 960 SP:Iteration 6Q (1627.229781 sec): 3 clusters Score: Raw -2547362.375115 + Penalty 3230.284592 = -2544132.090523 nChanged 728 SP:Iteration 7Q (1627.317215 sec): 3 clusters Score: Raw -2547676.010220 + Penalty 3230.284592 = -2544445.725628 nChanged 595 SP:Iteration 8Q (1627.403363 sec): 3 clusters Score: Raw -2547956.577119 + Penalty 3230.284592 = -2544726.292527 nChanged 543 SP:Iteration 9Q (1627.494383 sec): 3 clusters Score: Raw -2548228.932355 + Penalty 3230.284592 = -2544998.647763 nChanged 522 SP:Iteration 10Q (1627.584046 sec): 3 clusters Score: Raw -2548503.749325 + Penalty 3230.284592 = -2545273.464733 nChanged 503 SP:Iteration 11Q (1627.670275 sec): 3 clusters Score: Raw -2548741.672183 + Penalty 3230.284592 = -2545511.387591 nChanged 475 SP:Iteration 12Q (1627.756183 sec): 3 clusters Score: Raw -2548939.344529 + Penalty 3230.284592 = -2545709.059937 nChanged 418 SP:Iteration 13Q (1627.842225 sec): 3 clusters Score: Raw -2549113.475095 + Penalty 3230.284592 = -2545883.190503 nChanged 363 SP:Iteration 14Q (1627.927230 sec): 3 clusters Score: Raw -2549287.874327 + Penalty 3230.284592 = -2546057.589736 nChanged 375 SP:Iteration 15Q (1628.012180 sec): 3 clusters Score: Raw -2549484.972843 + Penalty 3230.284592 = -2546254.688251 nChanged 382 SP:Iteration 16Q (1628.095297 sec): 3 clusters Score: Raw -2549737.149880 + Penalty 3230.284592 = -2546506.865288 nChanged 387 SP:Iteration 17Q (1628.181740 sec): 3 clusters Score: Raw -2550010.800351 + Penalty 3230.284592 = -2546780.515760 nChanged 391 SP:Iteration 18Q (1628.266266 sec): 3 clusters Score: Raw -2550264.795172 + Penalty 3230.284592 = -2547034.510580 nChanged 382 SP:Iteration 19Q (1628.348744 sec): 3 clusters Score: Raw -2550438.962354 + Penalty 3230.284592 = -2547208.677762 nChanged 332 SP:Iteration 20F (1628.434003 sec): 3 clusters Score: Raw -2550560.205963 + Penalty 3230.284592 = -2547329.921371 nChanged 304 SP:Iteration 21Q (1628.509276 sec): 3 clusters Score: Raw -2550657.155362 + Penalty 3230.284592 = -2547426.870770 nChanged 259 SP:Iteration 22Q (1628.602274 sec): 3 clusters Score: Raw -2550735.059570 + Penalty 3230.284592 = -2547504.774978 nChanged 235 SP:Iteration 23Q (1628.673071 sec): 3 clusters Score: Raw -2550798.489918 + Penalty 3230.284592 = -2547568.205326 nChanged 173 SP:Iteration 24Q (1628.756257 sec): 3 clusters Score: Raw -2550835.113923 + Penalty 3230.284592 = -2547604.829331 nChanged 166 SP:Iteration 25Q (1628.840268 sec): 3 clusters Score: Raw -2550865.614463 + Penalty 3230.284592 = -2547635.329871 nChanged 134 SP:Iteration 26Q (1628.935761 sec): 3 clusters Score: Raw -2550886.894036 + Penalty 3230.284592 = -2547656.609444 nChanged 104 SP:Iteration 27Q (1629.019532 sec): 3 clusters Score: Raw -2550901.608131 + Penalty 3230.284592 = -2547671.323539 nChanged 82 SP:Iteration 28Q (1629.103330 sec): 3 clusters Score: Raw -2550910.839113 + Penalty 3230.284592 = -2547680.554522 nChanged 66 SP:Iteration 29Q (1629.187116 sec): 3 clusters Score: Raw -2550917.688880 + Penalty 3230.284592 = -2547687.404288 nChanged 62 SP:Iteration 30Q (1629.264162 sec): 3 clusters Score: Raw -2550924.299660 + Penalty 3230.284592 = -2547694.015068 nChanged 57 SP:Iteration 31Q (1629.346381 sec): 3 clusters Score: Raw -2550929.061211 + Penalty 3230.284592 = -2547698.776619 nChanged 53 SP:Iteration 32Q (1629.426509 sec): 3 clusters Score: Raw -2550933.210253 + Penalty 3230.284592 = -2547702.925662 nChanged 40 SP:Iteration 33Q (1629.515065 sec): 3 clusters Score: Raw -2550937.253685 + Penalty 3230.284592 = -2547706.969093 nChanged 39 SP:Iteration 34Q (1629.566117 sec): 3 clusters Score: Raw -2550940.514676 + Penalty 3230.284592 = -2547710.230084 nChanged 38 SP:Iteration 35Q (1629.625998 sec): 3 clusters Score: Raw -2550943.633207 + Penalty 3230.284592 = -2547713.348615 nChanged 38 SP:Iteration 36Q (1629.686047 sec): 3 clusters Score: Raw -2550947.084129 + Penalty 3230.284592 = -2547716.799538 nChanged 41 SP:Iteration 37Q (1629.745846 sec): 3 clusters Score: Raw -2550950.626956 + Penalty 3230.284592 = -2547720.342364 nChanged 35 SP:Iteration 38Q (1629.818363 sec): 3 clusters Score: Raw -2550953.958154 + Penalty 3230.284592 = -2547723.673562 nChanged 37 SP:Iteration 39Q (1629.864169 sec): 3 clusters Score: Raw -2550957.458004 + Penalty 3230.284592 = -2547727.173413 nChanged 41 SP:Iteration 40F (1629.949962 sec): 3 clusters Score: Raw -2550961.700616 + Penalty 3230.284592 = -2547731.416025 nChanged 47 SP:Iteration 41Q (1630.033512 sec): 3 clusters Score: Raw -2550968.786361 + Penalty 3230.284592 = -2547738.501769 nChanged 52 SP:Iteration 42Q (1630.115123 sec): 3 clusters Score: Raw -2550975.391326 + Penalty 3230.284592 = -2547745.106734 nChanged 53 SP:Iteration 43Q (1630.211976 sec): 3 clusters Score: Raw -2550982.370770 + Penalty 3230.284592 = -2547752.086178 nChanged 64 SP:Iteration 44Q (1630.296791 sec): 3 clusters Score: Raw -2550991.150351 + Penalty 3230.284592 = -2547760.865759 nChanged 66 SP:Iteration 45Q (1630.381689 sec): 3 clusters Score: Raw -2550999.691694 + Penalty 3230.284592 = -2547769.407102 nChanged 62 SP:Iteration 46Q (1630.466435 sec): 3 clusters Score: Raw -2551008.931249 + Penalty 3230.284592 = -2547778.646658 nChanged 69 SP:Iteration 47Q (1630.551253 sec): 3 clusters Score: Raw -2551018.767718 + Penalty 3230.284592 = -2547788.483126 nChanged 67 SP:Iteration 48Q (1630.635988 sec): 3 clusters Score: Raw -2551027.845915 + Penalty 3230.284592 = -2547797.561323 nChanged 68 SP:Iteration 49Q (1630.719690 sec): 3 clusters Score: Raw -2551037.065920 + Penalty 3230.284592 = -2547806.781329 nChanged 70 SP:Iteration 50Q (1630.803342 sec): 3 clusters Score: Raw -2551046.401871 + Penalty 3230.284592 = -2547816.117279 nChanged 62 SP:Iteration 51Q (1630.886940 sec): 3 clusters Score: Raw -2551053.680472 + Penalty 3230.284592 = -2547823.395881 nChanged 61 SP:Iteration 52Q (1630.970628 sec): 3 clusters Score: Raw -2551060.764123 + Penalty 3230.284592 = -2547830.479531 nChanged 74 SP:Iteration 53Q (1631.054050 sec): 3 clusters Score: Raw -2551070.045684 + Penalty 3230.284592 = -2547839.761093 nChanged 66 SP:Iteration 54Q (1631.132787 sec): 3 clusters Score: Raw -2551078.038048 + Penalty 3230.284592 = -2547847.753457 nChanged 59 SP:Iteration 55Q (1631.200534 sec): 3 clusters Score: Raw -2551083.888438 + Penalty 3230.284592 = -2547853.603846 nChanged 45 SP:Iteration 56Q (1631.277466 sec): 3 clusters Score: Raw -2551088.046153 + Penalty 3230.284592 = -2547857.761561 nChanged 47 SP:Iteration 57Q (1631.355348 sec): 3 clusters Score: Raw -2551092.916730 + Penalty 3230.284592 = -2547862.632138 nChanged 49 SP:Iteration 58Q (1631.434123 sec): 3 clusters Score: Raw -2551098.410957 + Penalty 3230.284592 = -2547868.126365 nChanged 41 SP:Iteration 59Q (1631.519738 sec): 3 clusters Score: Raw -2551102.144187 + Penalty 3230.284592 = -2547871.859595 nChanged 46 SP:Iteration 60F (1631.608291 sec): 3 clusters Score: Raw -2551106.154098 + Penalty 3230.284592 = -2547875.869507 nChanged 39 SP:Iteration 61Q (1631.693111 sec): 3 clusters Score: Raw -2551109.148195 + Penalty 3230.284592 = -2547878.863603 nChanged 41 SP:Iteration 62Q (1631.777962 sec): 3 clusters Score: Raw -2551112.706094 + Penalty 3230.284592 = -2547882.421503 nChanged 38 SP:Iteration 63Q (1631.862661 sec): 3 clusters Score: Raw -2551116.351615 + Penalty 3230.284592 = -2547886.067024 nChanged 33 SP:Iteration 64Q (1631.944998 sec): 3 clusters Score: Raw -2551119.254507 + Penalty 3230.284592 = -2547888.969915 nChanged 30 SP:Iteration 65Q (1632.029622 sec): 3 clusters Score: Raw -2551122.204948 + Penalty 3230.284592 = -2547891.920356 nChanged 29 SP:Iteration 66Q (1632.102933 sec): 3 clusters Score: Raw -2551124.190919 + Penalty 3230.284592 = -2547893.906327 nChanged 18 SP:Iteration 67Q (1632.179005 sec): 3 clusters Score: Raw -2551125.250126 + Penalty 3230.284592 = -2547894.965535 nChanged 12 SP:Iteration 68Q (1632.264918 sec): 3 clusters Score: Raw -2551126.146079 + Penalty 3230.284592 = -2547895.861488 nChanged 16 SP:Iteration 69Q (1632.357459 sec): 3 clusters Score: Raw -2551126.954381 + Penalty 3230.284592 = -2547896.669789 nChanged 9 SP:Iteration 70Q (1632.441061 sec): 3 clusters Score: Raw -2551127.435104 + Penalty 3230.284592 = -2547897.150512 nChanged 7 SP:Iteration 71Q (1632.503795 sec): 3 clusters Score: Raw -2551127.795012 + Penalty 3230.284592 = -2547897.510420 nChanged 7 SP:Iteration 72Q (1632.591720 sec): 3 clusters Score: Raw -2551128.045025 + Penalty 3230.284592 = -2547897.760433 nChanged 3 SP:Iteration 73Q (1632.675435 sec): 3 clusters Score: Raw -2551128.263173 + Penalty 3230.284592 = -2547897.978582 nChanged 3 SP:Iteration 74Q (1632.758949 sec): 3 clusters Score: Raw -2551128.455221 + Penalty 3230.284592 = -2547898.170629 nChanged 1 SP:Iteration 75Q (1632.844186 sec): 3 clusters Score: Raw -2551128.488189 + Penalty 3230.284592 = -2547898.203597 nChanged 2 SP:Iteration 76Q (1632.925738 sec): 3 clusters Score: Raw -2551128.568745 + Penalty 3230.284592 = -2547898.284153 nChanged 2 SP:Iteration 77Q (1633.008814 sec): 3 clusters Score: Raw -2551128.648466 + Penalty 3230.284592 = -2547898.363874 nChanged 4 SP:Iteration 78Q (1633.092290 sec): 3 clusters Score: Raw -2551128.800805 + Penalty 3230.284592 = -2547898.516213 nChanged 2 SP:Iteration 79Q (1633.174213 sec): 3 clusters Score: Raw -2551128.906928 + Penalty 3230.284592 = -2547898.622336 nChanged 6 SP:Iteration 80F (1633.242072 sec): 3 clusters Score: Raw -2551129.190941 + Penalty 3230.284592 = -2547898.906349 nChanged 6 SP:Iteration 81Q (1633.320514 sec): 3 clusters Score: Raw -2551129.384182 + Penalty 3230.284592 = -2547899.099590 nChanged 7 SP:Iteration 82Q (1633.407844 sec): 3 clusters Score: Raw -2551129.678137 + Penalty 3230.284592 = -2547899.393546 nChanged 8 SP:Iteration 83Q (1633.485732 sec): 3 clusters Score: Raw -2551130.089669 + Penalty 3230.284592 = -2547899.805077 nChanged 9 SP:Iteration 84Q (1633.562845 sec): 3 clusters Score: Raw -2551130.567611 + Penalty 3230.284592 = -2547900.283019 nChanged 8 SP:Iteration 85Q (1633.646109 sec): 3 clusters Score: Raw -2551130.929474 + Penalty 3230.284592 = -2547900.644883 nChanged 5 SP:Iteration 86Q (1633.725320 sec): 3 clusters Score: Raw -2551131.295009 + Penalty 3230.284592 = -2547901.010417 nChanged 4 SP:Iteration 87Q (1633.810208 sec): 3 clusters Score: Raw -2551131.490672 + Penalty 3230.284592 = -2547901.206080 nChanged 4 SP:Iteration 88Q (1633.894888 sec): 3 clusters Score: Raw -2551131.796033 + Penalty 3230.284592 = -2547901.511442 nChanged 3 SP:Iteration 89Q (1633.979367 sec): 3 clusters Score: Raw -2551131.931836 + Penalty 3230.284592 = -2547901.647244 nChanged 1 SP:Iteration 90Q (1634.063874 sec): 3 clusters Score: Raw -2551131.952525 + Penalty 3230.284592 = -2547901.667933 nChanged 1 SP:Iteration 91Q (1634.135295 sec): 3 clusters Score: Raw -2551132.012538 + Penalty 3230.284592 = -2547901.727946 nChanged 3 SP:Iteration 92Q (1634.225630 sec): 3 clusters Score: Raw -2551132.146261 + Penalty 3230.284592 = -2547901.861669 nChanged 2 SP:Iteration 93Q (1634.308986 sec): 3 clusters Score: Raw -2551132.254518 + Penalty 3230.284592 = -2547901.969927 nChanged 0 SP:Iteration 94F (1634.394834 sec): 3 clusters Score: Raw -2551132.254518 + Penalty 3230.284592 = -2547901.969927 nChanged 0 Score: Raw -132291263.863737 + Penalty 103654.766546 = -132187609.097191 Splitting cluster 34 changes total score from -132145631.744986 to -132187609.097191 So it's getting split into cluster 46. Iteration 59Q (1677.655932 sec): 47 clusters Score: Raw -132300148.054958 + Penalty 103654.766546 = -132196493.288412 nChanged 14133 Iteration 60F (1707.902506 sec): 47 clusters Score: Raw -132308929.898587 + Penalty 103654.766546 = -132205275.132040 nChanged 11757 Iteration 61Q (1719.831359 sec): 47 clusters Score: Raw -132312502.045213 + Penalty 103654.766546 = -132208847.278666 nChanged 6500 Iteration 62Q (1731.506177 sec): 47 clusters Score: Raw -132314269.761201 + Penalty 103654.766546 = -132210614.994654 nChanged 4581 Iteration 63Q (1742.538221 sec): 47 clusters Score: Raw -132315423.981291 + Penalty 103654.766546 = -132211769.214745 nChanged 3735 Iteration 64Q (1753.097789 sec): 47 clusters Score: Raw -132316309.135433 + Penalty 103654.766546 = -132212654.368886 nChanged 3233 Iteration 65Q (1763.583199 sec): 47 clusters Score: Raw -132316990.525003 + Penalty 103654.766546 = -132213335.758457 nChanged 2719 Iteration 66Q (1774.015353 sec): 47 clusters Score: Raw -132317508.233025 + Penalty 103654.766546 = -132213853.466478 nChanged 2373 Iteration 67Q (1784.458192 sec): 47 clusters Score: Raw -132317926.101034 + Penalty 103654.766546 = -132214271.334488 nChanged 2108 Iteration 68Q (1796.043954 sec): 47 clusters Score: Raw -132318301.521851 + Penalty 103654.766546 = -132214646.755304 nChanged 1828 Iteration 69Q (1808.198854 sec): 47 clusters Score: Raw -132318594.783768 + Penalty 103654.766546 = -132214940.017221 nChanged 1607 Iteration 70Q (1818.886941 sec): 47 clusters Score: Raw -132318829.621506 + Penalty 103654.766546 = -132215174.854959 nChanged 1486 Iteration 71Q (1829.531416 sec): 47 clusters Score: Raw -132319025.409331 + Penalty 103654.766546 = -132215370.642784 nChanged 1320 Iteration 72Q (1841.947445 sec): 47 clusters Score: Raw -132319188.741331 + Penalty 103654.766546 = -132215533.974785 nChanged 1238 Iteration 73Q (1852.703312 sec): 47 clusters Score: Raw -132319327.407167 + Penalty 103654.766546 = -132215672.640621 nChanged 1109 Iteration 74Q (1863.675298 sec): 47 clusters Score: Raw -132319438.091630 + Penalty 103654.766546 = -132215783.325083 nChanged 987 Iteration 75Q (1874.259243 sec): 47 clusters Score: Raw -132319533.089505 + Penalty 103654.766546 = -132215878.322959 nChanged 925 Iteration 76Q (1884.942303 sec): 47 clusters Score: Raw -132319612.467461 + Penalty 103654.766546 = -132215957.700914 nChanged 825 Iteration 77Q (1895.472495 sec): 47 clusters Score: Raw -132319677.041378 + Penalty 103654.766546 = -132216022.274832 nChanged 742 Iteration 78Q (1907.476389 sec): 47 clusters Score: Raw -132319733.788614 + Penalty 103654.766546 = -132216079.022067 nChanged 661 Iteration 79Q (1918.350122 sec): 47 clusters Score: Raw -132319780.975112 + Penalty 103654.766546 = -132216126.208566 nChanged 602 Iteration 80F (1948.453816 sec): 47 clusters Score: Raw -132319938.484394 + Penalty 103654.766546 = -132216283.717847 nChanged 780 Iteration 81Q (1959.670403 sec): 47 clusters Score: Raw -132320038.432837 + Penalty 103654.766546 = -132216383.666290 nChanged 710 Iteration 82Q (1970.540000 sec): 47 clusters Score: Raw -132320111.330198 + Penalty 103654.766546 = -132216456.563651 nChanged 647 Iteration 83Q (1982.831097 sec): 47 clusters Score: Raw -132320171.454406 + Penalty 103654.766546 = -132216516.687859 nChanged 586 Iteration 84Q (1994.038615 sec): 47 clusters Score: Raw -132320223.986186 + Penalty 103654.766546 = -132216569.219639 nChanged 584 Iteration 85Q (2004.809422 sec): 47 clusters Score: Raw -132320276.666363 + Penalty 103654.766546 = -132216621.899816 nChanged 599 Iteration 86Q (2017.237290 sec): 47 clusters Score: Raw -132320333.305619 + Penalty 103654.766546 = -132216678.539073 nChanged 568 Iteration 87Q (2028.264634 sec): 47 clusters Score: Raw -132320389.873478 + Penalty 103654.766546 = -132216735.106931 nChanged 557 Iteration 88Q (2039.268802 sec): 47 clusters Score: Raw -132320444.757699 + Penalty 103654.766546 = -132216789.991153 nChanged 516 Iteration 89Q (2051.611063 sec): 47 clusters Score: Raw -132320516.085072 + Penalty 103654.766546 = -132216861.318526 nChanged 528 Iteration 90Q (2062.781470 sec): 47 clusters Score: Raw -132320599.127708 + Penalty 103654.766546 = -132216944.361162 nChanged 493 Iteration 91Q (2073.708390 sec): 47 clusters Score: Raw -132320673.021501 + Penalty 103654.766546 = -132217018.254955 nChanged 502 Iteration 92Q (2086.093693 sec): 47 clusters Score: Raw -132320744.590716 + Penalty 103654.766546 = -132217089.824169 nChanged 510 Iteration 93Q (2097.173305 sec): 47 clusters Score: Raw -132320804.189916 + Penalty 103654.766546 = -132217149.423369 nChanged 461 Iteration 94Q (2108.116233 sec): 47 clusters Score: Raw -132320865.008710 + Penalty 103654.766546 = -132217210.242163 nChanged 473 Iteration 95Q (2120.550093 sec): 47 clusters Score: Raw -132320934.662581 + Penalty 103654.766546 = -132217279.896035 nChanged 417 Iteration 96Q (2131.576224 sec): 47 clusters Score: Raw -132320996.670764 + Penalty 103654.766546 = -132217341.904217 nChanged 422 Iteration 97Q (2142.508525 sec): 47 clusters Score: Raw -132321066.155616 + Penalty 103654.766546 = -132217411.389070 nChanged 406 Iteration 98Q (2154.899785 sec): 47 clusters Score: Raw -132321117.630195 + Penalty 103654.766546 = -132217462.863649 nChanged 373 Writing temp clu file Because OldScore, -132217411.389070, is greater than current (better) Score,-132217462.863649 Compute initial score before splitting: Score: Raw -132321117.630195 + Penalty 103654.766546 = -132217462.863649 Trying to split cluster 1 (2085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2155.145348 sec): 2 clusters Score: Raw -242570.136655 + Penalty 1241.910172 = -241328.226483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2155.190478 sec): 3 clusters Score: Raw -241970.300835 + Penalty 2483.820344 = -239486.480491 nChanged 825 SP:Iteration 1F (2155.235845 sec): 3 clusters Score: Raw -243777.676309 + Penalty 2483.820344 = -241293.855966 nChanged 372 SP:Iteration 2F (2155.281771 sec): 3 clusters Score: Raw -244859.198573 + Penalty 2483.820344 = -242375.378229 nChanged 173 SP:Iteration 3F (2155.331243 sec): 3 clusters Score: Raw -245186.759922 + Penalty 2483.820344 = -242702.939578 nChanged 69 SP:Iteration 4Q (2155.381083 sec): 3 clusters Score: Raw -245266.364207 + Penalty 2483.820344 = -242782.543863 nChanged 24 SP:Iteration 5Q (2155.430663 sec): 3 clusters Score: Raw -245287.447119 + Penalty 2483.820344 = -242803.626775 nChanged 11 SP:Iteration 6Q (2155.480255 sec): 3 clusters Score: Raw -245293.860552 + Penalty 2483.820344 = -242810.040209 nChanged 6 SP:Iteration 7Q (2155.530310 sec): 3 clusters Score: Raw -245297.714457 + Penalty 2483.820344 = -242813.894114 nChanged 3 SP:Iteration 8Q (2155.579846 sec): 3 clusters Score: Raw -245298.650240 + Penalty 2483.820344 = -242814.829897 nChanged 1 SP:Iteration 9Q (2155.623080 sec): 3 clusters Score: Raw -245299.133900 + Penalty 2483.820344 = -242815.313556 nChanged 3 SP:Iteration 10Q (2155.678078 sec): 3 clusters Score: Raw -245301.256211 + Penalty 2483.820344 = -242817.435867 nChanged 5 SP:Iteration 11Q (2155.732712 sec): 3 clusters Score: Raw -245303.436956 + Penalty 2483.820344 = -242819.616613 nChanged 1 SP:Iteration 12Q (2155.774673 sec): 3 clusters Score: Raw -245304.241162 + Penalty 2483.820344 = -242820.420818 nChanged 0 SP:Iteration 13F (2155.827264 sec): 3 clusters Score: Raw -245304.241162 + Penalty 2483.820344 = -242820.420818 nChanged 0 Score: Raw -132323872.730217 + Penalty 105908.131037 = -132217964.599180 Splitting cluster 1 changes total score from -132217462.863649 to -132217964.599180 So it's getting split into cluster 47. Trying to split cluster 2 (4293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2185.167594 sec): 2 clusters Score: Raw -555564.116544 + Penalty 1359.270424 = -554204.846120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2185.222344 sec): 3 clusters Score: Raw -553371.773828 + Penalty 2718.540847 = -550653.232981 nChanged 1711 SP:Iteration 1F (2185.277794 sec): 3 clusters Score: Raw -554324.310587 + Penalty 2718.540847 = -551605.769740 nChanged 334 SP:Iteration 2F (2185.341777 sec): 3 clusters Score: Raw -554574.326102 + Penalty 2718.540847 = -551855.785255 nChanged 297 SP:Iteration 3F (2185.390321 sec): 3 clusters Score: Raw -554823.216349 + Penalty 2718.540847 = -552104.675502 nChanged 295 SP:Iteration 4F (2185.434855 sec): 3 clusters Score: Raw -555050.624772 + Penalty 2718.540847 = -552332.083924 nChanged 243 SP:Iteration 5F (2185.490079 sec): 3 clusters Score: Raw -555254.650047 + Penalty 2718.540847 = -552536.109200 nChanged 226 SP:Iteration 6F (2185.545562 sec): 3 clusters Score: Raw -555446.832356 + Penalty 2718.540847 = -552728.291509 nChanged 193 SP:Iteration 7Q (2185.601299 sec): 3 clusters Score: Raw -555585.637668 + Penalty 2718.540847 = -552867.096821 nChanged 149 SP:Iteration 8Q (2185.655921 sec): 3 clusters Score: Raw -555685.442329 + Penalty 2718.540847 = -552966.901482 nChanged 134 SP:Iteration 9Q (2185.711247 sec): 3 clusters Score: Raw -555770.758322 + Penalty 2718.540847 = -553052.217475 nChanged 110 SP:Iteration 10Q (2185.766488 sec): 3 clusters Score: Raw -555831.722365 + Penalty 2718.540847 = -553113.181518 nChanged 105 SP:Iteration 11Q (2185.832922 sec): 3 clusters Score: Raw -555886.670091 + Penalty 2718.540847 = -553168.129243 nChanged 85 SP:Iteration 12Q (2185.877375 sec): 3 clusters Score: Raw -555922.622830 + Penalty 2718.540847 = -553204.081983 nChanged 59 SP:Iteration 13Q (2185.921747 sec): 3 clusters Score: Raw -555942.314244 + Penalty 2718.540847 = -553223.773396 nChanged 48 SP:Iteration 14Q (2185.976762 sec): 3 clusters Score: Raw -555960.228523 + Penalty 2718.540847 = -553241.687676 nChanged 47 SP:Iteration 15Q (2186.031769 sec): 3 clusters Score: Raw -555980.825484 + Penalty 2718.540847 = -553262.284637 nChanged 57 SP:Iteration 16Q (2186.086593 sec): 3 clusters Score: Raw -556012.330948 + Penalty 2718.540847 = -553293.790101 nChanged 68 SP:Iteration 17Q (2186.152003 sec): 3 clusters Score: Raw -556063.073774 + Penalty 2718.540847 = -553344.532927 nChanged 87 SP:Iteration 18Q (2186.186977 sec): 3 clusters Score: Raw -556115.068536 + Penalty 2718.540847 = -553396.527688 nChanged 71 SP:Iteration 19Q (2186.243304 sec): 3 clusters Score: Raw -556153.109213 + Penalty 2718.540847 = -553434.568366 nChanged 56 SP:Iteration 20F (2186.298573 sec): 3 clusters Score: Raw -556181.119344 + Penalty 2718.540847 = -553462.578496 nChanged 63 SP:Iteration 21Q (2186.354588 sec): 3 clusters Score: Raw -556213.830689 + Penalty 2718.540847 = -553495.289842 nChanged 58 SP:Iteration 22Q (2186.407781 sec): 3 clusters Score: Raw -556241.509734 + Penalty 2718.540847 = -553522.968887 nChanged 46 SP:Iteration 23Q (2186.462891 sec): 3 clusters Score: Raw -556266.388534 + Penalty 2718.540847 = -553547.847687 nChanged 48 SP:Iteration 24Q (2186.518269 sec): 3 clusters Score: Raw -556292.151847 + Penalty 2718.540847 = -553573.611000 nChanged 44 SP:Iteration 25Q (2186.572784 sec): 3 clusters Score: Raw -556313.124783 + Penalty 2718.540847 = -553594.583936 nChanged 42 SP:Iteration 26Q (2186.628027 sec): 3 clusters Score: Raw -556337.276907 + Penalty 2718.540847 = -553618.736060 nChanged 40 SP:Iteration 27Q (2186.683469 sec): 3 clusters Score: Raw -556360.508169 + Penalty 2718.540847 = -553641.967322 nChanged 34 SP:Iteration 28Q (2186.739288 sec): 3 clusters Score: Raw -556378.200827 + Penalty 2718.540847 = -553659.659980 nChanged 32 SP:Iteration 29Q (2186.803269 sec): 3 clusters Score: Raw -556393.211533 + Penalty 2718.540847 = -553674.670686 nChanged 25 SP:Iteration 30Q (2186.842330 sec): 3 clusters Score: Raw -556405.022160 + Penalty 2718.540847 = -553686.481313 nChanged 25 SP:Iteration 31Q (2186.897225 sec): 3 clusters Score: Raw -556416.146676 + Penalty 2718.540847 = -553697.605829 nChanged 16 SP:Iteration 32Q (2186.946389 sec): 3 clusters Score: Raw -556421.379710 + Penalty 2718.540847 = -553702.838862 nChanged 18 SP:Iteration 33Q (2187.009420 sec): 3 clusters Score: Raw -556427.711024 + Penalty 2718.540847 = -553709.170177 nChanged 15 SP:Iteration 34Q (2187.054768 sec): 3 clusters Score: Raw -556433.161528 + Penalty 2718.540847 = -553714.620680 nChanged 16 SP:Iteration 35Q (2187.110311 sec): 3 clusters Score: Raw -556438.010325 + Penalty 2718.540847 = -553719.469478 nChanged 10 SP:Iteration 36Q (2187.177390 sec): 3 clusters Score: Raw -556440.832445 + Penalty 2718.540847 = -553722.291598 nChanged 7 SP:Iteration 37Q (2187.221787 sec): 3 clusters Score: Raw -556443.499687 + Penalty 2718.540847 = -553724.958840 nChanged 6 SP:Iteration 38Q (2187.276329 sec): 3 clusters Score: Raw -556444.701953 + Penalty 2718.540847 = -553726.161106 nChanged 4 SP:Iteration 39Q (2187.318905 sec): 3 clusters Score: Raw -556445.437149 + Penalty 2718.540847 = -553726.896302 nChanged 4 SP:Iteration 40F (2187.384166 sec): 3 clusters Score: Raw -556446.514797 + Penalty 2718.540847 = -553727.973950 nChanged 2 SP:Iteration 41Q (2187.428707 sec): 3 clusters Score: Raw -556446.956147 + Penalty 2718.540847 = -553728.415299 nChanged 3 SP:Iteration 42Q (2187.480823 sec): 3 clusters Score: Raw -556448.520947 + Penalty 2718.540847 = -553729.980100 nChanged 8 SP:Iteration 43Q (2187.535304 sec): 3 clusters Score: Raw -556450.583509 + Penalty 2718.540847 = -553732.042662 nChanged 4 SP:Iteration 44Q (2187.602382 sec): 3 clusters Score: Raw -556451.357023 + Penalty 2718.540847 = -553732.816176 nChanged 3 SP:Iteration 45Q (2187.646688 sec): 3 clusters Score: Raw -556451.929796 + Penalty 2718.540847 = -553733.388949 nChanged 0 SP:Iteration 46F (2187.692339 sec): 3 clusters Score: Raw -556451.929796 + Penalty 2718.540847 = -553733.388949 nChanged 0 Trying to split cluster 3 (42137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2187.788083 sec): 2 clusters Score: Raw -5463880.806965 + Penalty 1730.410743 = -5462150.396222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2187.915252 sec): 3 clusters Score: Raw -5437265.072152 + Penalty 3460.821485 = -5433804.250667 nChanged 19689 SP:Iteration 1F (2188.033793 sec): 3 clusters Score: Raw -5448433.832217 + Penalty 3460.821485 = -5444973.010732 nChanged 2246 SP:Iteration 2F (2188.147987 sec): 3 clusters Score: Raw -5449447.827179 + Penalty 3460.821485 = -5445987.005693 nChanged 2648 SP:Iteration 3F (2188.252369 sec): 3 clusters Score: Raw -5451077.969134 + Penalty 3460.821485 = -5447617.147649 nChanged 3275 SP:Iteration 4F (2188.372072 sec): 3 clusters Score: Raw -5453546.946717 + Penalty 3460.821485 = -5450086.125231 nChanged 3474 SP:Iteration 5F (2188.491498 sec): 3 clusters Score: Raw -5456431.732276 + Penalty 3460.821485 = -5452970.910791 nChanged 3016 SP:Iteration 6F (2188.604315 sec): 3 clusters Score: Raw -5458906.181153 + Penalty 3460.821485 = -5455445.359668 nChanged 2269 SP:Iteration 7F (2188.724159 sec): 3 clusters Score: Raw -5460739.262896 + Penalty 3460.821485 = -5457278.441411 nChanged 1628 SP:Iteration 8Q (2188.847495 sec): 3 clusters Score: Raw -5462122.678968 + Penalty 3460.821485 = -5458661.857482 nChanged 1194 SP:Iteration 9Q (2188.965391 sec): 3 clusters Score: Raw -5463122.915015 + Penalty 3460.821485 = -5459662.093529 nChanged 849 SP:Iteration 10Q (2189.083729 sec): 3 clusters Score: Raw -5463820.834689 + Penalty 3460.821485 = -5460360.013204 nChanged 702 SP:Iteration 11Q (2189.199370 sec): 3 clusters Score: Raw -5464318.538407 + Penalty 3460.821485 = -5460857.716921 nChanged 558 SP:Iteration 12Q (2189.302378 sec): 3 clusters Score: Raw -5464636.090987 + Penalty 3460.821485 = -5461175.269501 nChanged 428 SP:Iteration 13Q (2189.414061 sec): 3 clusters Score: Raw -5464864.448921 + Penalty 3460.821485 = -5461403.627436 nChanged 390 SP:Iteration 14Q (2189.515061 sec): 3 clusters Score: Raw -5465074.144227 + Penalty 3460.821485 = -5461613.322742 nChanged 353 SP:Iteration 15Q (2189.626052 sec): 3 clusters Score: Raw -5465263.212198 + Penalty 3460.821485 = -5461802.390712 nChanged 347 SP:Iteration 16Q (2189.725776 sec): 3 clusters Score: Raw -5465430.968982 + Penalty 3460.821485 = -5461970.147497 nChanged 295 SP:Iteration 17Q (2189.836246 sec): 3 clusters Score: Raw -5465554.176364 + Penalty 3460.821485 = -5462093.354878 nChanged 263 SP:Iteration 18Q (2189.939793 sec): 3 clusters Score: Raw -5465643.390242 + Penalty 3460.821485 = -5462182.568756 nChanged 214 SP:Iteration 19Q (2190.041219 sec): 3 clusters Score: Raw -5465707.778231 + Penalty 3460.821485 = -5462246.956746 nChanged 169 SP:Iteration 20F (2190.149767 sec): 3 clusters Score: Raw -5465753.874620 + Penalty 3460.821485 = -5462293.053134 nChanged 136 SP:Iteration 21Q (2190.259920 sec): 3 clusters Score: Raw -5465784.482534 + Penalty 3460.821485 = -5462323.661048 nChanged 119 SP:Iteration 22Q (2190.369605 sec): 3 clusters Score: Raw -5465805.247835 + Penalty 3460.821485 = -5462344.426350 nChanged 91 SP:Iteration 23Q (2190.477991 sec): 3 clusters Score: Raw -5465818.293659 + Penalty 3460.821485 = -5462357.472174 nChanged 63 SP:Iteration 24Q (2190.576264 sec): 3 clusters Score: Raw -5465824.764262 + Penalty 3460.821485 = -5462363.942776 nChanged 41 SP:Iteration 25Q (2190.685503 sec): 3 clusters Score: Raw -5465828.666470 + Penalty 3460.821485 = -5462367.844985 nChanged 31 SP:Iteration 26Q (2190.795450 sec): 3 clusters Score: Raw -5465831.290798 + Penalty 3460.821485 = -5462370.469313 nChanged 26 SP:Iteration 27Q (2190.905361 sec): 3 clusters Score: Raw -5465833.491871 + Penalty 3460.821485 = -5462372.670386 nChanged 28 SP:Iteration 28Q (2191.013124 sec): 3 clusters Score: Raw -5465836.139430 + Penalty 3460.821485 = -5462375.317945 nChanged 24 SP:Iteration 29Q (2191.113223 sec): 3 clusters Score: Raw -5465838.216167 + Penalty 3460.821485 = -5462377.394682 nChanged 16 SP:Iteration 30Q (2191.220909 sec): 3 clusters Score: Raw -5465839.309081 + Penalty 3460.821485 = -5462378.487595 nChanged 11 SP:Iteration 31Q (2191.330903 sec): 3 clusters Score: Raw -5465839.998844 + Penalty 3460.821485 = -5462379.177359 nChanged 10 SP:Iteration 32Q (2191.434048 sec): 3 clusters Score: Raw -5465840.686556 + Penalty 3460.821485 = -5462379.865070 nChanged 10 SP:Iteration 33Q (2191.534947 sec): 3 clusters Score: Raw -5465841.527364 + Penalty 3460.821485 = -5462380.705878 nChanged 10 SP:Iteration 34Q (2191.640320 sec): 3 clusters Score: Raw -5465842.145780 + Penalty 3460.821485 = -5462381.324295 nChanged 14 SP:Iteration 35Q (2191.744008 sec): 3 clusters Score: Raw -5465843.009968 + Penalty 3460.821485 = -5462382.188483 nChanged 12 SP:Iteration 36Q (2191.847289 sec): 3 clusters Score: Raw -5465843.833663 + Penalty 3460.821485 = -5462383.012178 nChanged 15 SP:Iteration 37Q (2191.950721 sec): 3 clusters Score: Raw -5465844.874825 + Penalty 3460.821485 = -5462384.053340 nChanged 14 SP:Iteration 38Q (2192.058571 sec): 3 clusters Score: Raw -5465845.674836 + Penalty 3460.821485 = -5462384.853350 nChanged 11 SP:Iteration 39Q (2192.160668 sec): 3 clusters Score: Raw -5465846.231492 + Penalty 3460.821485 = -5462385.410006 nChanged 9 SP:Iteration 40F (2192.281070 sec): 3 clusters Score: Raw -5465846.704417 + Penalty 3460.821485 = -5462385.882931 nChanged 10 SP:Iteration 41Q (2192.389513 sec): 3 clusters Score: Raw -5465847.496648 + Penalty 3460.821485 = -5462386.675162 nChanged 14 SP:Iteration 42Q (2192.499198 sec): 3 clusters Score: Raw -5465848.357255 + Penalty 3460.821485 = -5462387.535769 nChanged 11 SP:Iteration 43Q (2192.609821 sec): 3 clusters Score: Raw -5465848.861828 + Penalty 3460.821485 = -5462388.040343 nChanged 8 SP:Iteration 44Q (2192.720476 sec): 3 clusters Score: Raw -5465849.325149 + Penalty 3460.821485 = -5462388.503663 nChanged 12 SP:Iteration 45Q (2192.823559 sec): 3 clusters Score: Raw -5465850.233890 + Penalty 3460.821485 = -5462389.412405 nChanged 18 SP:Iteration 46Q (2192.931831 sec): 3 clusters Score: Raw -5465851.344900 + Penalty 3460.821485 = -5462390.523415 nChanged 9 SP:Iteration 47Q (2193.041816 sec): 3 clusters Score: Raw -5465852.308913 + Penalty 3460.821485 = -5462391.487428 nChanged 11 SP:Iteration 48Q (2193.151991 sec): 3 clusters Score: Raw -5465852.920639 + Penalty 3460.821485 = -5462392.099154 nChanged 10 SP:Iteration 49Q (2193.260369 sec): 3 clusters Score: Raw -5465853.375250 + Penalty 3460.821485 = -5462392.553764 nChanged 7 SP:Iteration 50Q (2193.371541 sec): 3 clusters Score: Raw -5465853.596388 + Penalty 3460.821485 = -5462392.774903 nChanged 6 SP:Iteration 51Q (2193.482911 sec): 3 clusters Score: Raw -5465853.865115 + Penalty 3460.821485 = -5462393.043630 nChanged 0 SP:Iteration 52F (2193.604073 sec): 3 clusters Score: Raw -5465853.865115 + Penalty 3460.821485 = -5462393.043630 nChanged 0 Score: Raw -132325845.788367 + Penalty 108161.495527 = -132217684.292840 Splitting cluster 3 changes total score from -132217462.863649 to -132217684.292840 So it's getting split into cluster 48. Trying to split cluster 4 (24779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2225.004690 sec): 2 clusters Score: Raw -3239655.861992 + Penalty 1644.134667 = -3238011.727324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2225.095845 sec): 3 clusters Score: Raw -3224490.729072 + Penalty 3288.269335 = -3221202.459737 nChanged 11337 SP:Iteration 1F (2225.172622 sec): 3 clusters Score: Raw -3230785.276799 + Penalty 3288.269335 = -3227497.007464 nChanged 1172 SP:Iteration 2Q (2225.263360 sec): 3 clusters Score: Raw -3231210.174895 + Penalty 3288.269335 = -3227921.905560 nChanged 1187 SP:Iteration 3Q (2225.354632 sec): 3 clusters Score: Raw -3231724.024055 + Penalty 3288.269335 = -3228435.754720 nChanged 1267 SP:Iteration 4F (2225.444503 sec): 3 clusters Score: Raw -3232353.957817 + Penalty 3288.269335 = -3229065.688483 nChanged 1350 SP:Iteration 5F (2225.534298 sec): 3 clusters Score: Raw -3233164.441943 + Penalty 3288.269335 = -3229876.172609 nChanged 1511 SP:Iteration 6F (2225.624101 sec): 3 clusters Score: Raw -3234204.573656 + Penalty 3288.269335 = -3230916.304321 nChanged 1510 SP:Iteration 7F (2225.714270 sec): 3 clusters Score: Raw -3235278.595082 + Penalty 3288.269335 = -3231990.325748 nChanged 1428 SP:Iteration 8F (2225.805721 sec): 3 clusters Score: Raw -3236376.026839 + Penalty 3288.269335 = -3233087.757504 nChanged 1237 SP:Iteration 9Q (2225.896984 sec): 3 clusters Score: Raw -3237397.239425 + Penalty 3288.269335 = -3234108.970090 nChanged 1046 SP:Iteration 10Q (2225.990239 sec): 3 clusters Score: Raw -3238334.844173 + Penalty 3288.269335 = -3235046.574838 nChanged 766 SP:Iteration 11Q (2226.079696 sec): 3 clusters Score: Raw -3239043.051577 + Penalty 3288.269335 = -3235754.782243 nChanged 491 SP:Iteration 12Q (2226.169610 sec): 3 clusters Score: Raw -3239484.177345 + Penalty 3288.269335 = -3236195.908010 nChanged 313 SP:Iteration 13Q (2226.256364 sec): 3 clusters Score: Raw -3239775.714544 + Penalty 3288.269335 = -3236487.445210 nChanged 186 SP:Iteration 14Q (2226.345175 sec): 3 clusters Score: Raw -3239958.872377 + Penalty 3288.269335 = -3236670.603042 nChanged 128 SP:Iteration 15Q (2226.420320 sec): 3 clusters Score: Raw -3240083.170048 + Penalty 3288.269335 = -3236794.900713 nChanged 94 SP:Iteration 16Q (2226.501371 sec): 3 clusters Score: Raw -3240184.763678 + Penalty 3288.269335 = -3236896.494343 nChanged 90 SP:Iteration 17Q (2226.571195 sec): 3 clusters Score: Raw -3240261.988261 + Penalty 3288.269335 = -3236973.718926 nChanged 78 SP:Iteration 18Q (2226.650885 sec): 3 clusters Score: Raw -3240316.092949 + Penalty 3288.269335 = -3237027.823615 nChanged 67 SP:Iteration 19Q (2226.731069 sec): 3 clusters Score: Raw -3240353.627606 + Penalty 3288.269335 = -3237065.358271 nChanged 48 SP:Iteration 20F (2226.815481 sec): 3 clusters Score: Raw -3240383.675820 + Penalty 3288.269335 = -3237095.406485 nChanged 50 SP:Iteration 21Q (2226.902613 sec): 3 clusters Score: Raw -3240409.344829 + Penalty 3288.269335 = -3237121.075494 nChanged 45 SP:Iteration 22Q (2226.974118 sec): 3 clusters Score: Raw -3240435.837997 + Penalty 3288.269335 = -3237147.568662 nChanged 46 SP:Iteration 23Q (2227.048688 sec): 3 clusters Score: Raw -3240458.552420 + Penalty 3288.269335 = -3237170.283086 nChanged 50 SP:Iteration 24Q (2227.119621 sec): 3 clusters Score: Raw -3240482.674995 + Penalty 3288.269335 = -3237194.405660 nChanged 35 SP:Iteration 25Q (2227.203742 sec): 3 clusters Score: Raw -3240497.408872 + Penalty 3288.269335 = -3237209.139537 nChanged 31 SP:Iteration 26Q (2227.275345 sec): 3 clusters Score: Raw -3240513.272129 + Penalty 3288.269335 = -3237225.002794 nChanged 42 SP:Iteration 27Q (2227.355246 sec): 3 clusters Score: Raw -3240533.851972 + Penalty 3288.269335 = -3237245.582637 nChanged 47 SP:Iteration 28Q (2227.443721 sec): 3 clusters Score: Raw -3240555.041565 + Penalty 3288.269335 = -3237266.772230 nChanged 44 SP:Iteration 29Q (2227.506366 sec): 3 clusters Score: Raw -3240571.784917 + Penalty 3288.269335 = -3237283.515583 nChanged 36 SP:Iteration 30Q (2227.581059 sec): 3 clusters Score: Raw -3240582.352351 + Penalty 3288.269335 = -3237294.083016 nChanged 25 SP:Iteration 31Q (2227.656420 sec): 3 clusters Score: Raw -3240588.834633 + Penalty 3288.269335 = -3237300.565299 nChanged 24 SP:Iteration 32Q (2227.726342 sec): 3 clusters Score: Raw -3240596.258531 + Penalty 3288.269335 = -3237307.989196 nChanged 27 SP:Iteration 33Q (2227.808208 sec): 3 clusters Score: Raw -3240603.421628 + Penalty 3288.269335 = -3237315.152293 nChanged 18 SP:Iteration 34Q (2227.880028 sec): 3 clusters Score: Raw -3240607.594283 + Penalty 3288.269335 = -3237319.324948 nChanged 16 SP:Iteration 35Q (2227.957979 sec): 3 clusters Score: Raw -3240611.060145 + Penalty 3288.269335 = -3237322.790810 nChanged 17 SP:Iteration 36Q (2228.039213 sec): 3 clusters Score: Raw -3240615.840265 + Penalty 3288.269335 = -3237327.570930 nChanged 22 SP:Iteration 37Q (2228.114420 sec): 3 clusters Score: Raw -3240621.427360 + Penalty 3288.269335 = -3237333.158025 nChanged 14 SP:Iteration 38Q (2228.198320 sec): 3 clusters Score: Raw -3240624.380823 + Penalty 3288.269335 = -3237336.111488 nChanged 17 SP:Iteration 39Q (2228.270899 sec): 3 clusters Score: Raw -3240628.837755 + Penalty 3288.269335 = -3237340.568421 nChanged 17 SP:Iteration 40F (2228.361305 sec): 3 clusters Score: Raw -3240635.400915 + Penalty 3288.269335 = -3237347.131580 nChanged 19 SP:Iteration 41Q (2228.440950 sec): 3 clusters Score: Raw -3240640.557704 + Penalty 3288.269335 = -3237352.288370 nChanged 15 SP:Iteration 42Q (2228.514005 sec): 3 clusters Score: Raw -3240644.543713 + Penalty 3288.269335 = -3237356.274379 nChanged 24 SP:Iteration 43Q (2228.602876 sec): 3 clusters Score: Raw -3240650.511781 + Penalty 3288.269335 = -3237362.242446 nChanged 27 SP:Iteration 44Q (2228.676163 sec): 3 clusters Score: Raw -3240657.457010 + Penalty 3288.269335 = -3237369.187675 nChanged 21 SP:Iteration 45Q (2228.756996 sec): 3 clusters Score: Raw -3240664.144730 + Penalty 3288.269335 = -3237375.875395 nChanged 28 SP:Iteration 46Q (2228.835337 sec): 3 clusters Score: Raw -3240673.919686 + Penalty 3288.269335 = -3237385.650351 nChanged 30 SP:Iteration 47Q (2228.911182 sec): 3 clusters Score: Raw -3240682.493849 + Penalty 3288.269335 = -3237394.224515 nChanged 24 SP:Iteration 48Q (2228.984204 sec): 3 clusters Score: Raw -3240688.194183 + Penalty 3288.269335 = -3237399.924848 nChanged 17 SP:Iteration 49Q (2229.056651 sec): 3 clusters Score: Raw -3240692.097816 + Penalty 3288.269335 = -3237403.828481 nChanged 15 SP:Iteration 50Q (2229.136198 sec): 3 clusters Score: Raw -3240695.073731 + Penalty 3288.269335 = -3237406.804396 nChanged 14 SP:Iteration 51Q (2229.209868 sec): 3 clusters Score: Raw -3240698.321038 + Penalty 3288.269335 = -3237410.051703 nChanged 12 SP:Iteration 52Q (2229.281878 sec): 3 clusters Score: Raw -3240701.104503 + Penalty 3288.269335 = -3237412.835169 nChanged 13 SP:Iteration 53Q (2229.364397 sec): 3 clusters Score: Raw -3240704.495790 + Penalty 3288.269335 = -3237416.226455 nChanged 20 SP:Iteration 54Q (2229.432878 sec): 3 clusters Score: Raw -3240710.506083 + Penalty 3288.269335 = -3237422.236748 nChanged 24 SP:Iteration 55Q (2229.504302 sec): 3 clusters Score: Raw -3240717.172862 + Penalty 3288.269335 = -3237428.903527 nChanged 21 SP:Iteration 56Q (2229.588153 sec): 3 clusters Score: Raw -3240722.459944 + Penalty 3288.269335 = -3237434.190609 nChanged 21 SP:Iteration 57Q (2229.661137 sec): 3 clusters Score: Raw -3240727.190048 + Penalty 3288.269335 = -3237438.920713 nChanged 11 SP:Iteration 58Q (2229.736008 sec): 3 clusters Score: Raw -3240729.333008 + Penalty 3288.269335 = -3237441.063673 nChanged 9 SP:Iteration 59Q (2229.818227 sec): 3 clusters Score: Raw -3240730.802239 + Penalty 3288.269335 = -3237442.532904 nChanged 5 SP:Iteration 60F (2229.915203 sec): 3 clusters Score: Raw -3240731.457173 + Penalty 3288.269335 = -3237443.187838 nChanged 5 SP:Iteration 61Q (2229.986906 sec): 3 clusters Score: Raw -3240732.278309 + Penalty 3288.269335 = -3237444.008974 nChanged 5 SP:Iteration 62Q (2230.060714 sec): 3 clusters Score: Raw -3240733.006852 + Penalty 3288.269335 = -3237444.737517 nChanged 3 SP:Iteration 63Q (2230.132467 sec): 3 clusters Score: Raw -3240733.469816 + Penalty 3288.269335 = -3237445.200482 nChanged 3 SP:Iteration 64Q (2230.204900 sec): 3 clusters Score: Raw -3240734.078969 + Penalty 3288.269335 = -3237445.809634 nChanged 4 SP:Iteration 65Q (2230.277369 sec): 3 clusters Score: Raw -3240734.445184 + Penalty 3288.269335 = -3237446.175849 nChanged 3 SP:Iteration 66Q (2230.357331 sec): 3 clusters Score: Raw -3240734.898705 + Penalty 3288.269335 = -3237446.629370 nChanged 4 SP:Iteration 67Q (2230.429915 sec): 3 clusters Score: Raw -3240735.477261 + Penalty 3288.269335 = -3237447.207926 nChanged 6 SP:Iteration 68Q (2230.503062 sec): 3 clusters Score: Raw -3240736.563736 + Penalty 3288.269335 = -3237448.294402 nChanged 6 SP:Iteration 69Q (2230.584298 sec): 3 clusters Score: Raw -3240737.586124 + Penalty 3288.269335 = -3237449.316790 nChanged 8 SP:Iteration 70Q (2230.655861 sec): 3 clusters Score: Raw -3240738.824111 + Penalty 3288.269335 = -3237450.554776 nChanged 10 SP:Iteration 71Q (2230.730568 sec): 3 clusters Score: Raw -3240740.014213 + Penalty 3288.269335 = -3237451.744878 nChanged 8 SP:Iteration 72Q (2230.811587 sec): 3 clusters Score: Raw -3240741.269280 + Penalty 3288.269335 = -3237452.999945 nChanged 8 SP:Iteration 73Q (2230.893240 sec): 3 clusters Score: Raw -3240742.246361 + Penalty 3288.269335 = -3237453.977026 nChanged 5 SP:Iteration 74Q (2230.961298 sec): 3 clusters Score: Raw -3240742.961060 + Penalty 3288.269335 = -3237454.691725 nChanged 7 SP:Iteration 75Q (2231.044354 sec): 3 clusters Score: Raw -3240743.892567 + Penalty 3288.269335 = -3237455.623232 nChanged 5 SP:Iteration 76Q (2231.119159 sec): 3 clusters Score: Raw -3240744.482289 + Penalty 3288.269335 = -3237456.212954 nChanged 2 SP:Iteration 77Q (2231.195470 sec): 3 clusters Score: Raw -3240744.726071 + Penalty 3288.269335 = -3237456.456736 nChanged 1 SP:Iteration 78Q (2231.269070 sec): 3 clusters Score: Raw -3240744.791878 + Penalty 3288.269335 = -3237456.522543 nChanged 1 SP:Iteration 79Q (2231.339010 sec): 3 clusters Score: Raw -3240744.835047 + Penalty 3288.269335 = -3237456.565713 nChanged 0 SP:Iteration 80F (2231.431225 sec): 3 clusters Score: Raw -3240744.835047 + Penalty 3288.269335 = -3237456.565713 nChanged 0 Trying to split cluster 5 (21217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2231.472984 sec): 2 clusters Score: Raw -2702323.258026 + Penalty 1618.915679 = -2700704.342347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2231.557777 sec): 3 clusters Score: Raw -2689628.047572 + Penalty 3237.831358 = -2686390.216213 nChanged 9553 SP:Iteration 1F (2231.648849 sec): 3 clusters Score: Raw -2694982.593610 + Penalty 3237.831358 = -2691744.762252 nChanged 1149 SP:Iteration 2F (2231.708228 sec): 3 clusters Score: Raw -2695638.976880 + Penalty 3237.831358 = -2692401.145522 nChanged 1214 SP:Iteration 3F (2231.788996 sec): 3 clusters Score: Raw -2696603.914166 + Penalty 3237.831358 = -2693366.082808 nChanged 1402 SP:Iteration 4F (2231.874727 sec): 3 clusters Score: Raw -2697774.643657 + Penalty 3237.831358 = -2694536.812299 nChanged 1603 SP:Iteration 5F (2231.959178 sec): 3 clusters Score: Raw -2699197.730954 + Penalty 3237.831358 = -2695959.899595 nChanged 1653 SP:Iteration 6F (2232.032231 sec): 3 clusters Score: Raw -2700549.377132 + Penalty 3237.831358 = -2697311.545773 nChanged 1393 SP:Iteration 7F (2232.111154 sec): 3 clusters Score: Raw -2701444.038572 + Penalty 3237.831358 = -2698206.207214 nChanged 948 SP:Iteration 8Q (2232.195820 sec): 3 clusters Score: Raw -2701890.010865 + Penalty 3237.831358 = -2698652.179507 nChanged 627 SP:Iteration 9Q (2232.280157 sec): 3 clusters Score: Raw -2702075.365784 + Penalty 3237.831358 = -2698837.534425 nChanged 398 SP:Iteration 10Q (2232.358710 sec): 3 clusters Score: Raw -2702169.094046 + Penalty 3237.831358 = -2698931.262688 nChanged 277 SP:Iteration 11Q (2232.435183 sec): 3 clusters Score: Raw -2702226.863677 + Penalty 3237.831358 = -2698989.032318 nChanged 225 SP:Iteration 12Q (2232.519662 sec): 3 clusters Score: Raw -2702267.773415 + Penalty 3237.831358 = -2699029.942056 nChanged 187 SP:Iteration 13Q (2232.605884 sec): 3 clusters Score: Raw -2702299.863637 + Penalty 3237.831358 = -2699062.032278 nChanged 160 SP:Iteration 14Q (2232.690011 sec): 3 clusters Score: Raw -2702325.200297 + Penalty 3237.831358 = -2699087.368938 nChanged 144 SP:Iteration 15Q (2232.766512 sec): 3 clusters Score: Raw -2702346.141042 + Penalty 3237.831358 = -2699108.309683 nChanged 114 SP:Iteration 16Q (2232.844133 sec): 3 clusters Score: Raw -2702365.316809 + Penalty 3237.831358 = -2699127.485450 nChanged 117 SP:Iteration 17Q (2232.937631 sec): 3 clusters Score: Raw -2702383.153456 + Penalty 3237.831358 = -2699145.322097 nChanged 114 SP:Iteration 18Q (2233.021695 sec): 3 clusters Score: Raw -2702401.538643 + Penalty 3237.831358 = -2699163.707284 nChanged 118 SP:Iteration 19Q (2233.105534 sec): 3 clusters Score: Raw -2702426.760038 + Penalty 3237.831358 = -2699188.928680 nChanged 121 SP:Iteration 20F (2233.188536 sec): 3 clusters Score: Raw -2702456.925500 + Penalty 3237.831358 = -2699219.094141 nChanged 134 SP:Iteration 21Q (2233.274999 sec): 3 clusters Score: Raw -2702493.131664 + Penalty 3237.831358 = -2699255.300306 nChanged 141 SP:Iteration 22Q (2233.359953 sec): 3 clusters Score: Raw -2702534.929613 + Penalty 3237.831358 = -2699297.098254 nChanged 137 SP:Iteration 23Q (2233.443994 sec): 3 clusters Score: Raw -2702582.212500 + Penalty 3237.831358 = -2699344.381141 nChanged 150 SP:Iteration 24Q (2233.519698 sec): 3 clusters Score: Raw -2702624.046086 + Penalty 3237.831358 = -2699386.214727 nChanged 132 SP:Iteration 25Q (2233.606031 sec): 3 clusters Score: Raw -2702648.253289 + Penalty 3237.831358 = -2699410.421930 nChanged 103 SP:Iteration 26Q (2233.700574 sec): 3 clusters Score: Raw -2702667.233872 + Penalty 3237.831358 = -2699429.402513 nChanged 106 SP:Iteration 27Q (2233.783900 sec): 3 clusters Score: Raw -2702689.123827 + Penalty 3237.831358 = -2699451.292469 nChanged 119 SP:Iteration 28Q (2233.865704 sec): 3 clusters Score: Raw -2702711.587823 + Penalty 3237.831358 = -2699473.756465 nChanged 103 SP:Iteration 29Q (2233.939014 sec): 3 clusters Score: Raw -2702733.028465 + Penalty 3237.831358 = -2699495.197107 nChanged 109 SP:Iteration 30Q (2234.031696 sec): 3 clusters Score: Raw -2702756.393010 + Penalty 3237.831358 = -2699518.561651 nChanged 107 SP:Iteration 31Q (2234.110406 sec): 3 clusters Score: Raw -2702776.317751 + Penalty 3237.831358 = -2699538.486392 nChanged 107 SP:Iteration 32Q (2234.196752 sec): 3 clusters Score: Raw -2702793.949774 + Penalty 3237.831358 = -2699556.118416 nChanged 92 SP:Iteration 33Q (2234.270203 sec): 3 clusters Score: Raw -2702807.959595 + Penalty 3237.831358 = -2699570.128237 nChanged 93 SP:Iteration 34Q (2234.363298 sec): 3 clusters Score: Raw -2702821.811934 + Penalty 3237.831358 = -2699583.980576 nChanged 93 SP:Iteration 35Q (2234.446870 sec): 3 clusters Score: Raw -2702833.148989 + Penalty 3237.831358 = -2699595.317630 nChanged 68 SP:Iteration 36Q (2234.536074 sec): 3 clusters Score: Raw -2702840.107575 + Penalty 3237.831358 = -2699602.276216 nChanged 68 SP:Iteration 37Q (2234.621735 sec): 3 clusters Score: Raw -2702848.217502 + Penalty 3237.831358 = -2699610.386144 nChanged 66 SP:Iteration 38Q (2234.707484 sec): 3 clusters Score: Raw -2702855.317125 + Penalty 3237.831358 = -2699617.485767 nChanged 63 SP:Iteration 39Q (2234.793956 sec): 3 clusters Score: Raw -2702862.017417 + Penalty 3237.831358 = -2699624.186059 nChanged 49 SP:Iteration 40F (2234.870763 sec): 3 clusters Score: Raw -2702867.514737 + Penalty 3237.831358 = -2699629.683378 nChanged 48 SP:Iteration 41Q (2234.960250 sec): 3 clusters Score: Raw -2702871.280945 + Penalty 3237.831358 = -2699633.449586 nChanged 39 SP:Iteration 42Q (2235.046903 sec): 3 clusters Score: Raw -2702874.985633 + Penalty 3237.831358 = -2699637.154274 nChanged 51 SP:Iteration 43Q (2235.134418 sec): 3 clusters Score: Raw -2702880.041161 + Penalty 3237.831358 = -2699642.209802 nChanged 60 SP:Iteration 44Q (2235.218517 sec): 3 clusters Score: Raw -2702885.576344 + Penalty 3237.831358 = -2699647.744985 nChanged 51 SP:Iteration 45Q (2235.305302 sec): 3 clusters Score: Raw -2702890.126502 + Penalty 3237.831358 = -2699652.295143 nChanged 53 SP:Iteration 46Q (2235.394119 sec): 3 clusters Score: Raw -2702894.072046 + Penalty 3237.831358 = -2699656.240687 nChanged 36 SP:Iteration 47Q (2235.484508 sec): 3 clusters Score: Raw -2702896.660294 + Penalty 3237.831358 = -2699658.828936 nChanged 36 SP:Iteration 48Q (2235.571548 sec): 3 clusters Score: Raw -2702899.562976 + Penalty 3237.831358 = -2699661.731618 nChanged 39 SP:Iteration 49Q (2235.665940 sec): 3 clusters Score: Raw -2702902.349354 + Penalty 3237.831358 = -2699664.517995 nChanged 27 SP:Iteration 50Q (2235.750068 sec): 3 clusters Score: Raw -2702904.073513 + Penalty 3237.831358 = -2699666.242154 nChanged 26 SP:Iteration 51Q (2235.835051 sec): 3 clusters Score: Raw -2702906.103600 + Penalty 3237.831358 = -2699668.272241 nChanged 30 SP:Iteration 52Q (2235.921259 sec): 3 clusters Score: Raw -2702908.105666 + Penalty 3237.831358 = -2699670.274308 nChanged 25 SP:Iteration 53Q (2236.007484 sec): 3 clusters Score: Raw -2702909.940837 + Penalty 3237.831358 = -2699672.109479 nChanged 21 SP:Iteration 54Q (2236.093663 sec): 3 clusters Score: Raw -2702911.178803 + Penalty 3237.831358 = -2699673.347445 nChanged 9 SP:Iteration 55Q (2236.172898 sec): 3 clusters Score: Raw -2702911.686899 + Penalty 3237.831358 = -2699673.855541 nChanged 11 SP:Iteration 56Q (2236.261822 sec): 3 clusters Score: Raw -2702912.441182 + Penalty 3237.831358 = -2699674.609823 nChanged 11 SP:Iteration 57Q (2236.346832 sec): 3 clusters Score: Raw -2702913.054053 + Penalty 3237.831358 = -2699675.222694 nChanged 13 SP:Iteration 58Q (2236.431867 sec): 3 clusters Score: Raw -2702913.868831 + Penalty 3237.831358 = -2699676.037473 nChanged 14 SP:Iteration 59Q (2236.516139 sec): 3 clusters Score: Raw -2702914.399438 + Penalty 3237.831358 = -2699676.568079 nChanged 11 SP:Iteration 60F (2236.603849 sec): 3 clusters Score: Raw -2702914.870080 + Penalty 3237.831358 = -2699677.038722 nChanged 13 SP:Iteration 61Q (2236.691730 sec): 3 clusters Score: Raw -2702915.430291 + Penalty 3237.831358 = -2699677.598933 nChanged 9 SP:Iteration 62Q (2236.778598 sec): 3 clusters Score: Raw -2702915.943550 + Penalty 3237.831358 = -2699678.112191 nChanged 12 SP:Iteration 63Q (2236.865668 sec): 3 clusters Score: Raw -2702916.627260 + Penalty 3237.831358 = -2699678.795901 nChanged 14 SP:Iteration 64Q (2236.952939 sec): 3 clusters Score: Raw -2702917.235384 + Penalty 3237.831358 = -2699679.404025 nChanged 7 SP:Iteration 65Q (2237.040006 sec): 3 clusters Score: Raw -2702917.715199 + Penalty 3237.831358 = -2699679.883840 nChanged 12 SP:Iteration 66Q (2237.122038 sec): 3 clusters Score: Raw -2702918.236273 + Penalty 3237.831358 = -2699680.404914 nChanged 9 SP:Iteration 67Q (2237.195292 sec): 3 clusters Score: Raw -2702918.681787 + Penalty 3237.831358 = -2699680.850429 nChanged 15 SP:Iteration 68Q (2237.270581 sec): 3 clusters Score: Raw -2702919.677646 + Penalty 3237.831358 = -2699681.846288 nChanged 14 SP:Iteration 69Q (2237.356626 sec): 3 clusters Score: Raw -2702920.478657 + Penalty 3237.831358 = -2699682.647299 nChanged 13 SP:Iteration 70Q (2237.442963 sec): 3 clusters Score: Raw -2702921.420460 + Penalty 3237.831358 = -2699683.589102 nChanged 14 SP:Iteration 71Q (2237.528789 sec): 3 clusters Score: Raw -2702922.660928 + Penalty 3237.831358 = -2699684.829569 nChanged 16 SP:Iteration 72Q (2237.612441 sec): 3 clusters Score: Raw -2702923.602488 + Penalty 3237.831358 = -2699685.771129 nChanged 12 SP:Iteration 73Q (2237.696088 sec): 3 clusters Score: Raw -2702924.073581 + Penalty 3237.831358 = -2699686.242223 nChanged 9 SP:Iteration 74Q (2237.780086 sec): 3 clusters Score: Raw -2702924.401197 + Penalty 3237.831358 = -2699686.569838 nChanged 8 SP:Iteration 75Q (2237.866567 sec): 3 clusters Score: Raw -2702924.904829 + Penalty 3237.831358 = -2699687.073471 nChanged 7 SP:Iteration 76Q (2237.952731 sec): 3 clusters Score: Raw -2702925.248125 + Penalty 3237.831358 = -2699687.416766 nChanged 5 SP:Iteration 77Q (2238.028436 sec): 3 clusters Score: Raw -2702925.469370 + Penalty 3237.831358 = -2699687.638011 nChanged 4 SP:Iteration 78Q (2238.123588 sec): 3 clusters Score: Raw -2702925.688479 + Penalty 3237.831358 = -2699687.857120 nChanged 5 SP:Iteration 79Q (2238.196527 sec): 3 clusters Score: Raw -2702925.977404 + Penalty 3237.831358 = -2699688.146046 nChanged 8 SP:Iteration 80F (2238.287445 sec): 3 clusters Score: Raw -2702926.567659 + Penalty 3237.831358 = -2699688.736301 nChanged 10 SP:Iteration 81Q (2238.365735 sec): 3 clusters Score: Raw -2702927.018120 + Penalty 3237.831358 = -2699689.186762 nChanged 10 SP:Iteration 82Q (2238.448866 sec): 3 clusters Score: Raw -2702927.556225 + Penalty 3237.831358 = -2699689.724867 nChanged 8 SP:Iteration 83Q (2238.538188 sec): 3 clusters Score: Raw -2702927.905620 + Penalty 3237.831358 = -2699690.074262 nChanged 6 SP:Iteration 84Q (2238.636043 sec): 3 clusters Score: Raw -2702928.180597 + Penalty 3237.831358 = -2699690.349239 nChanged 7 SP:Iteration 85Q (2238.713895 sec): 3 clusters Score: Raw -2702928.516872 + Penalty 3237.831358 = -2699690.685513 nChanged 7 SP:Iteration 86Q (2238.800208 sec): 3 clusters Score: Raw -2702928.875751 + Penalty 3237.831358 = -2699691.044393 nChanged 3 SP:Iteration 87Q (2238.893703 sec): 3 clusters Score: Raw -2702929.017989 + Penalty 3237.831358 = -2699691.186631 nChanged 3 SP:Iteration 88Q (2238.983320 sec): 3 clusters Score: Raw -2702929.120867 + Penalty 3237.831358 = -2699691.289509 nChanged 3 SP:Iteration 89Q (2239.070181 sec): 3 clusters Score: Raw -2702929.293068 + Penalty 3237.831358 = -2699691.461710 nChanged 4 SP:Iteration 90Q (2239.157603 sec): 3 clusters Score: Raw -2702929.503122 + Penalty 3237.831358 = -2699691.671763 nChanged 6 SP:Iteration 91Q (2239.241881 sec): 3 clusters Score: Raw -2702929.884826 + Penalty 3237.831358 = -2699692.053467 nChanged 8 SP:Iteration 92Q (2239.309554 sec): 3 clusters Score: Raw -2702930.413496 + Penalty 3237.831358 = -2699692.582137 nChanged 11 SP:Iteration 93Q (2239.386666 sec): 3 clusters Score: Raw -2702931.094734 + Penalty 3237.831358 = -2699693.263375 nChanged 13 SP:Iteration 94Q (2239.465616 sec): 3 clusters Score: Raw -2702931.901639 + Penalty 3237.831358 = -2699694.070281 nChanged 10 SP:Iteration 95Q (2239.546400 sec): 3 clusters Score: Raw -2702932.362045 + Penalty 3237.831358 = -2699694.530686 nChanged 11 SP:Iteration 96Q (2239.627763 sec): 3 clusters Score: Raw -2702932.828316 + Penalty 3237.831358 = -2699694.996958 nChanged 11 SP:Iteration 97Q (2239.714071 sec): 3 clusters Score: Raw -2702933.267530 + Penalty 3237.831358 = -2699695.436172 nChanged 17 SP:Iteration 98Q (2239.788874 sec): 3 clusters Score: Raw -2702934.115019 + Penalty 3237.831358 = -2699696.283660 nChanged 11 SP:Iteration 99Q (2239.875338 sec): 3 clusters Score: Raw -2702934.747589 + Penalty 3237.831358 = -2699696.916230 nChanged 18 SP:Iteration 100F (2239.965467 sec): 3 clusters Score: Raw -2702936.133411 + Penalty 3237.831358 = -2699698.302053 nChanged 16 SP:Iteration 101Q (2240.057597 sec): 3 clusters Score: Raw -2702937.200311 + Penalty 3237.831358 = -2699699.368953 nChanged 13 SP:Iteration 102Q (2240.143204 sec): 3 clusters Score: Raw -2702937.981221 + Penalty 3237.831358 = -2699700.149863 nChanged 13 SP:Iteration 103Q (2240.229204 sec): 3 clusters Score: Raw -2702938.866976 + Penalty 3237.831358 = -2699701.035617 nChanged 17 SP:Iteration 104Q (2240.302971 sec): 3 clusters Score: Raw -2702940.006575 + Penalty 3237.831358 = -2699702.175216 nChanged 19 SP:Iteration 105Q (2240.367476 sec): 3 clusters Score: Raw -2702941.273107 + Penalty 3237.831358 = -2699703.441749 nChanged 19 SP:Iteration 106Q (2240.428329 sec): 3 clusters Score: Raw -2702942.290818 + Penalty 3237.831358 = -2699704.459460 nChanged 14 SP:Iteration 107Q (2240.477564 sec): 3 clusters Score: Raw -2702942.939027 + Penalty 3237.831358 = -2699705.107669 nChanged 13 SP:Iteration 108Q (2240.527438 sec): 3 clusters Score: Raw -2702943.575113 + Penalty 3237.831358 = -2699705.743755 nChanged 7 SP:Iteration 109Q (2240.577112 sec): 3 clusters Score: Raw -2702943.902967 + Penalty 3237.831358 = -2699706.071609 nChanged 8 SP:Iteration 110Q (2240.626871 sec): 3 clusters Score: Raw -2702944.249367 + Penalty 3237.831358 = -2699706.418009 nChanged 9 SP:Iteration 111Q (2240.676675 sec): 3 clusters Score: Raw -2702944.591691 + Penalty 3237.831358 = -2699706.760332 nChanged 6 SP:Iteration 112Q (2240.741573 sec): 3 clusters Score: Raw -2702944.877034 + Penalty 3237.831358 = -2699707.045675 nChanged 8 SP:Iteration 113Q (2240.802385 sec): 3 clusters Score: Raw -2702945.164453 + Penalty 3237.831358 = -2699707.333095 nChanged 6 SP:Iteration 114Q (2240.851649 sec): 3 clusters Score: Raw -2702945.353220 + Penalty 3237.831358 = -2699707.521861 nChanged 3 SP:Iteration 115Q (2240.901382 sec): 3 clusters Score: Raw -2702945.461646 + Penalty 3237.831358 = -2699707.630287 nChanged 4 SP:Iteration 116Q (2240.996590 sec): 3 clusters Score: Raw -2702945.558506 + Penalty 3237.831358 = -2699707.727147 nChanged 1 SP:Iteration 117Q (2241.082941 sec): 3 clusters Score: Raw -2702945.610028 + Penalty 3237.831358 = -2699707.778669 nChanged 3 SP:Iteration 118Q (2241.167036 sec): 3 clusters Score: Raw -2702945.807012 + Penalty 3237.831358 = -2699707.975654 nChanged 6 SP:Iteration 119Q (2241.251721 sec): 3 clusters Score: Raw -2702946.026780 + Penalty 3237.831358 = -2699708.195421 nChanged 2 SP:Iteration 120F (2241.334219 sec): 3 clusters Score: Raw -2702946.149781 + Penalty 3237.831358 = -2699708.318423 nChanged 3 SP:Iteration 121Q (2241.405756 sec): 3 clusters Score: Raw -2702946.295821 + Penalty 3237.831358 = -2699708.464462 nChanged 5 SP:Iteration 122Q (2241.497313 sec): 3 clusters Score: Raw -2702946.438584 + Penalty 3237.831358 = -2699708.607226 nChanged 2 SP:Iteration 123Q (2241.584276 sec): 3 clusters Score: Raw -2702946.523603 + Penalty 3237.831358 = -2699708.692245 nChanged 1 SP:Iteration 124Q (2241.669474 sec): 3 clusters Score: Raw -2702946.558750 + Penalty 3237.831358 = -2699708.727392 nChanged 0 SP:Iteration 125F (2241.737995 sec): 3 clusters Score: Raw -2702946.558750 + Penalty 3237.831358 = -2699708.727392 nChanged 0 Trying to split cluster 6 (65592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2241.872745 sec): 2 clusters Score: Raw -8618113.347443 + Penalty 1802.321465 = -8616311.025978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2242.020838 sec): 3 clusters Score: Raw -8576026.509686 + Penalty 3604.642930 = -8572421.866756 nChanged 31077 SP:Iteration 1F (2242.179016 sec): 3 clusters Score: Raw -8593819.836863 + Penalty 3604.642930 = -8590215.193933 nChanged 2640 SP:Iteration 2Q (2242.311543 sec): 3 clusters Score: Raw -8594670.764675 + Penalty 3604.642930 = -8591066.121745 nChanged 3058 SP:Iteration 3Q (2242.457036 sec): 3 clusters Score: Raw -8595872.913094 + Penalty 3604.642930 = -8592268.270163 nChanged 3604 SP:Iteration 4F (2242.594877 sec): 3 clusters Score: Raw -8597730.992791 + Penalty 3604.642930 = -8594126.349860 nChanged 4591 SP:Iteration 5F (2242.732747 sec): 3 clusters Score: Raw -8600816.986240 + Penalty 3604.642930 = -8597212.343310 nChanged 5383 SP:Iteration 6F (2242.881903 sec): 3 clusters Score: Raw -8605241.561453 + Penalty 3604.642930 = -8601636.918523 nChanged 5348 SP:Iteration 7F (2243.055830 sec): 3 clusters Score: Raw -8610126.746203 + Penalty 3604.642930 = -8606522.103273 nChanged 4140 SP:Iteration 8F (2243.208083 sec): 3 clusters Score: Raw -8613909.869285 + Penalty 3604.642930 = -8610305.226354 nChanged 2565 SP:Iteration 9Q (2243.381042 sec): 3 clusters Score: Raw -8616142.319946 + Penalty 3604.642930 = -8612537.677015 nChanged 1408 SP:Iteration 10Q (2243.528167 sec): 3 clusters Score: Raw -8617354.085037 + Penalty 3604.642930 = -8613749.442107 nChanged 721 SP:Iteration 11Q (2243.688517 sec): 3 clusters Score: Raw -8617953.678924 + Penalty 3604.642930 = -8614349.035994 nChanged 414 SP:Iteration 12Q (2243.834082 sec): 3 clusters Score: Raw -8618263.517183 + Penalty 3604.642930 = -8614658.874253 nChanged 270 SP:Iteration 13Q (2243.975863 sec): 3 clusters Score: Raw -8618423.141343 + Penalty 3604.642930 = -8614818.498413 nChanged 167 SP:Iteration 14Q (2244.118244 sec): 3 clusters Score: Raw -8618500.064922 + Penalty 3604.642930 = -8614895.421991 nChanged 108 SP:Iteration 15Q (2244.257587 sec): 3 clusters Score: Raw -8618542.961774 + Penalty 3604.642930 = -8614938.318843 nChanged 77 SP:Iteration 16Q (2244.392849 sec): 3 clusters Score: Raw -8618571.153689 + Penalty 3604.642930 = -8614966.510759 nChanged 70 SP:Iteration 17Q (2244.528607 sec): 3 clusters Score: Raw -8618593.862277 + Penalty 3604.642930 = -8614989.219347 nChanged 58 SP:Iteration 18Q (2244.673809 sec): 3 clusters Score: Raw -8618612.218990 + Penalty 3604.642930 = -8615007.576060 nChanged 42 SP:Iteration 19Q (2244.803935 sec): 3 clusters Score: Raw -8618623.752019 + Penalty 3604.642930 = -8615019.109089 nChanged 28 SP:Iteration 20F (2244.963566 sec): 3 clusters Score: Raw -8618633.267278 + Penalty 3604.642930 = -8615028.624348 nChanged 23 SP:Iteration 21Q (2245.115708 sec): 3 clusters Score: Raw -8618638.744300 + Penalty 3604.642930 = -8615034.101370 nChanged 18 SP:Iteration 22Q (2245.243769 sec): 3 clusters Score: Raw -8618643.523954 + Penalty 3604.642930 = -8615038.881024 nChanged 19 SP:Iteration 23Q (2245.383435 sec): 3 clusters Score: Raw -8618648.164179 + Penalty 3604.642930 = -8615043.521249 nChanged 20 SP:Iteration 24Q (2245.526409 sec): 3 clusters Score: Raw -8618654.757960 + Penalty 3604.642930 = -8615050.115030 nChanged 22 SP:Iteration 25Q (2245.674249 sec): 3 clusters Score: Raw -8618661.592249 + Penalty 3604.642930 = -8615056.949319 nChanged 22 SP:Iteration 26Q (2245.802032 sec): 3 clusters Score: Raw -8618666.552431 + Penalty 3604.642930 = -8615061.909501 nChanged 12 SP:Iteration 27Q (2245.941381 sec): 3 clusters Score: Raw -8618669.432109 + Penalty 3604.642930 = -8615064.789179 nChanged 10 SP:Iteration 28Q (2246.082781 sec): 3 clusters Score: Raw -8618671.429109 + Penalty 3604.642930 = -8615066.786179 nChanged 11 SP:Iteration 29Q (2246.226264 sec): 3 clusters Score: Raw -8618674.122479 + Penalty 3604.642930 = -8615069.479549 nChanged 4 SP:Iteration 30Q (2246.377168 sec): 3 clusters Score: Raw -8618675.082183 + Penalty 3604.642930 = -8615070.439253 nChanged 7 SP:Iteration 31Q (2246.512915 sec): 3 clusters Score: Raw -8618676.956755 + Penalty 3604.642930 = -8615072.313825 nChanged 5 SP:Iteration 32Q (2246.651669 sec): 3 clusters Score: Raw -8618678.193663 + Penalty 3604.642930 = -8615073.550733 nChanged 6 SP:Iteration 33Q (2246.778452 sec): 3 clusters Score: Raw -8618679.399050 + Penalty 3604.642930 = -8615074.756120 nChanged 7 SP:Iteration 34Q (2246.928662 sec): 3 clusters Score: Raw -8618681.499648 + Penalty 3604.642930 = -8615076.856718 nChanged 6 SP:Iteration 35Q (2247.065165 sec): 3 clusters Score: Raw -8618682.980339 + Penalty 3604.642930 = -8615078.337409 nChanged 10 SP:Iteration 36Q (2247.187744 sec): 3 clusters Score: Raw -8618687.019919 + Penalty 3604.642930 = -8615082.376989 nChanged 17 SP:Iteration 37Q (2247.315682 sec): 3 clusters Score: Raw -8618692.247003 + Penalty 3604.642930 = -8615087.604073 nChanged 10 SP:Iteration 38Q (2247.453989 sec): 3 clusters Score: Raw -8618694.085727 + Penalty 3604.642930 = -8615089.442797 nChanged 12 SP:Iteration 39Q (2247.585175 sec): 3 clusters Score: Raw -8618697.201510 + Penalty 3604.642930 = -8615092.558580 nChanged 7 SP:Iteration 40F (2247.754091 sec): 3 clusters Score: Raw -8618698.523299 + Penalty 3604.642930 = -8615093.880369 nChanged 7 SP:Iteration 41Q (2247.894940 sec): 3 clusters Score: Raw -8618699.949399 + Penalty 3604.642930 = -8615095.306468 nChanged 5 SP:Iteration 42Q (2248.020680 sec): 3 clusters Score: Raw -8618700.978621 + Penalty 3604.642930 = -8615096.335691 nChanged 2 SP:Iteration 43Q (2248.171492 sec): 3 clusters Score: Raw -8618701.434521 + Penalty 3604.642930 = -8615096.791591 nChanged 4 SP:Iteration 44Q (2248.306247 sec): 3 clusters Score: Raw -8618702.249756 + Penalty 3604.642930 = -8615097.606826 nChanged 3 SP:Iteration 45Q (2248.435802 sec): 3 clusters Score: Raw -8618702.820904 + Penalty 3604.642930 = -8615098.177974 nChanged 3 SP:Iteration 46Q (2248.566905 sec): 3 clusters Score: Raw -8618703.474222 + Penalty 3604.642930 = -8615098.831292 nChanged 7 SP:Iteration 47Q (2248.701264 sec): 3 clusters Score: Raw -8618704.793362 + Penalty 3604.642930 = -8615100.150432 nChanged 3 SP:Iteration 48Q (2248.846659 sec): 3 clusters Score: Raw -8618705.783992 + Penalty 3604.642930 = -8615101.141062 nChanged 5 SP:Iteration 49Q (2248.971003 sec): 3 clusters Score: Raw -8618707.140623 + Penalty 3604.642930 = -8615102.497693 nChanged 4 SP:Iteration 50Q (2249.103629 sec): 3 clusters Score: Raw -8618708.003269 + Penalty 3604.642930 = -8615103.360339 nChanged 5 SP:Iteration 51Q (2249.231520 sec): 3 clusters Score: Raw -8618709.184672 + Penalty 3604.642930 = -8615104.541742 nChanged 1 SP:Iteration 52Q (2249.360152 sec): 3 clusters Score: Raw -8618709.274732 + Penalty 3604.642930 = -8615104.631802 nChanged 0 SP:Iteration 53F (2249.509601 sec): 3 clusters Score: Raw -8618709.274732 + Penalty 3604.642930 = -8615104.631802 nChanged 0 Trying to split cluster 7 (8135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2249.533727 sec): 2 clusters Score: Raw -1029317.039041 + Penalty 1463.138791 = -1027853.900250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2249.597197 sec): 3 clusters Score: Raw -1024823.972960 + Penalty 2926.277581 = -1021897.695378 nChanged 3465 SP:Iteration 1F (2249.659011 sec): 3 clusters Score: Raw -1026776.489217 + Penalty 2926.277581 = -1023850.211635 nChanged 645 SP:Iteration 2F (2249.720843 sec): 3 clusters Score: Raw -1027283.530443 + Penalty 2926.277581 = -1024357.252862 nChanged 628 SP:Iteration 3F (2249.784028 sec): 3 clusters Score: Raw -1027789.932065 + Penalty 2926.277581 = -1024863.654483 nChanged 553 SP:Iteration 4F (2249.855849 sec): 3 clusters Score: Raw -1028212.090489 + Penalty 2926.277581 = -1025285.812908 nChanged 510 SP:Iteration 5F (2249.899900 sec): 3 clusters Score: Raw -1028551.078542 + Penalty 2926.277581 = -1025624.800961 nChanged 424 SP:Iteration 6F (2249.960891 sec): 3 clusters Score: Raw -1028802.374329 + Penalty 2926.277581 = -1025876.096748 nChanged 354 SP:Iteration 7Q (2250.023281 sec): 3 clusters Score: Raw -1029005.209911 + Penalty 2926.277581 = -1026078.932330 nChanged 257 SP:Iteration 8Q (2250.085450 sec): 3 clusters Score: Raw -1029119.098941 + Penalty 2926.277581 = -1026192.821360 nChanged 191 SP:Iteration 9Q (2250.157953 sec): 3 clusters Score: Raw -1029182.332478 + Penalty 2926.277581 = -1026256.054897 nChanged 130 SP:Iteration 10Q (2250.213185 sec): 3 clusters Score: Raw -1029219.703396 + Penalty 2926.277581 = -1026293.425815 nChanged 98 SP:Iteration 11Q (2250.255168 sec): 3 clusters Score: Raw -1029242.804496 + Penalty 2926.277581 = -1026316.526914 nChanged 53 SP:Iteration 12Q (2250.317268 sec): 3 clusters Score: Raw -1029252.462486 + Penalty 2926.277581 = -1026326.184905 nChanged 47 SP:Iteration 13Q (2250.380608 sec): 3 clusters Score: Raw -1029259.571241 + Penalty 2926.277581 = -1026333.293659 nChanged 28 SP:Iteration 14Q (2250.442602 sec): 3 clusters Score: Raw -1029263.836168 + Penalty 2926.277581 = -1026337.558586 nChanged 22 SP:Iteration 15Q (2250.504812 sec): 3 clusters Score: Raw -1029266.355162 + Penalty 2926.277581 = -1026340.077580 nChanged 11 SP:Iteration 16Q (2250.577304 sec): 3 clusters Score: Raw -1029267.735571 + Penalty 2926.277581 = -1026341.457990 nChanged 7 SP:Iteration 17Q (2250.618574 sec): 3 clusters Score: Raw -1029268.730857 + Penalty 2926.277581 = -1026342.453276 nChanged 12 SP:Iteration 18Q (2250.681922 sec): 3 clusters Score: Raw -1029271.055745 + Penalty 2926.277581 = -1026344.778164 nChanged 12 SP:Iteration 19Q (2250.738347 sec): 3 clusters Score: Raw -1029273.636338 + Penalty 2926.277581 = -1026347.358756 nChanged 22 SP:Iteration 20F (2250.810866 sec): 3 clusters Score: Raw -1029278.261491 + Penalty 2926.277581 = -1026351.983910 nChanged 19 SP:Iteration 21Q (2250.857211 sec): 3 clusters Score: Raw -1029281.193821 + Penalty 2926.277581 = -1026354.916240 nChanged 10 SP:Iteration 22Q (2250.917273 sec): 3 clusters Score: Raw -1029282.557757 + Penalty 2926.277581 = -1026356.280175 nChanged 7 SP:Iteration 23Q (2250.967722 sec): 3 clusters Score: Raw -1029283.363268 + Penalty 2926.277581 = -1026357.085686 nChanged 8 SP:Iteration 24Q (2251.030921 sec): 3 clusters Score: Raw -1029284.033383 + Penalty 2926.277581 = -1026357.755801 nChanged 4 SP:Iteration 25Q (2251.093205 sec): 3 clusters Score: Raw -1029284.468795 + Penalty 2926.277581 = -1026358.191213 nChanged 4 SP:Iteration 26Q (2251.155310 sec): 3 clusters Score: Raw -1029284.937841 + Penalty 2926.277581 = -1026358.660259 nChanged 1 SP:Iteration 27Q (2251.217424 sec): 3 clusters Score: Raw -1029285.034170 + Penalty 2926.277581 = -1026358.756588 nChanged 1 SP:Iteration 28Q (2251.279581 sec): 3 clusters Score: Raw -1029285.254886 + Penalty 2926.277581 = -1026358.977305 nChanged 2 SP:Iteration 29Q (2251.337001 sec): 3 clusters Score: Raw -1029285.589237 + Penalty 2926.277581 = -1026359.311656 nChanged 4 SP:Iteration 30Q (2251.398473 sec): 3 clusters Score: Raw -1029285.944749 + Penalty 2926.277581 = -1026359.667168 nChanged 3 SP:Iteration 31Q (2251.457014 sec): 3 clusters Score: Raw -1029286.210810 + Penalty 2926.277581 = -1026359.933229 nChanged 0 SP:Iteration 32F (2251.516776 sec): 3 clusters Score: Raw -1029286.210810 + Penalty 2926.277581 = -1026359.933229 nChanged 0 Trying to split cluster 8 (2511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2251.543374 sec): 2 clusters Score: Raw -287837.411311 + Penalty 1272.120908 = -286565.290403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2251.592416 sec): 3 clusters Score: Raw -286911.859215 + Penalty 2544.241817 = -284367.617399 nChanged 974 SP:Iteration 1F (2251.641424 sec): 3 clusters Score: Raw -289008.271194 + Penalty 2544.241817 = -286464.029377 nChanged 436 SP:Iteration 2F (2251.682916 sec): 3 clusters Score: Raw -290678.570043 + Penalty 2544.241817 = -288134.328226 nChanged 291 SP:Iteration 3F (2251.731692 sec): 3 clusters Score: Raw -291729.524417 + Penalty 2544.241817 = -289185.282601 nChanged 128 SP:Iteration 4F (2251.780306 sec): 3 clusters Score: Raw -291949.226916 + Penalty 2544.241817 = -289404.985099 nChanged 65 SP:Iteration 5Q (2251.830376 sec): 3 clusters Score: Raw -292060.887952 + Penalty 2544.241817 = -289516.646135 nChanged 53 SP:Iteration 6Q (2251.875687 sec): 3 clusters Score: Raw -292156.425003 + Penalty 2544.241817 = -289612.183187 nChanged 32 SP:Iteration 7Q (2251.926825 sec): 3 clusters Score: Raw -292198.337154 + Penalty 2544.241817 = -289654.095338 nChanged 24 SP:Iteration 8Q (2251.975688 sec): 3 clusters Score: Raw -292224.167420 + Penalty 2544.241817 = -289679.925603 nChanged 10 SP:Iteration 9Q (2252.015523 sec): 3 clusters Score: Raw -292233.513189 + Penalty 2544.241817 = -289689.271372 nChanged 12 SP:Iteration 10Q (2252.063233 sec): 3 clusters Score: Raw -292246.929275 + Penalty 2544.241817 = -289702.687458 nChanged 14 SP:Iteration 11Q (2252.112501 sec): 3 clusters Score: Raw -292259.883897 + Penalty 2544.241817 = -289715.642081 nChanged 14 SP:Iteration 12Q (2252.163417 sec): 3 clusters Score: Raw -292268.237728 + Penalty 2544.241817 = -289723.995912 nChanged 6 SP:Iteration 13Q (2252.205534 sec): 3 clusters Score: Raw -292274.758067 + Penalty 2544.241817 = -289730.516250 nChanged 6 SP:Iteration 14Q (2252.257631 sec): 3 clusters Score: Raw -292278.174634 + Penalty 2544.241817 = -289733.932818 nChanged 3 SP:Iteration 15Q (2252.309385 sec): 3 clusters Score: Raw -292278.677624 + Penalty 2544.241817 = -289734.435807 nChanged 1 SP:Iteration 16Q (2252.361204 sec): 3 clusters Score: Raw -292278.820448 + Penalty 2544.241817 = -289734.578631 nChanged 0 SP:Iteration 17F (2252.413733 sec): 3 clusters Score: Raw -292278.820448 + Penalty 2544.241817 = -289734.578631 nChanged 0 Score: Raw -132330287.197504 + Penalty 110414.860017 = -132219872.337487 Splitting cluster 8 changes total score from -132217462.863649 to -132219872.337487 So it's getting split into cluster 49. No free clusters, abandoning splitIteration 99Q (2296.877479 sec): 50 clusters Score: Raw -132331454.505926 + Penalty 110414.860017 = -132221039.645909 nChanged 1630 Iteration 100F (2328.814102 sec): 50 clusters Score: Raw -132333466.289668 + Penalty 110414.860017 = -132223051.429652 nChanged 2006 Iteration 101Q (2341.516306 sec): 50 clusters Score: Raw -132334745.373276 + Penalty 110414.860017 = -132224330.513259 nChanged 1483 Iteration 102Q (2353.733630 sec): 50 clusters Score: Raw -132335120.147805 + Penalty 110414.860017 = -132224705.287788 nChanged 1134 Iteration 103Q (2365.265574 sec): 50 clusters Score: Raw -132335296.904222 + Penalty 110414.860017 = -132224882.044205 nChanged 882 Iteration 104Q (2378.233562 sec): 50 clusters Score: Raw -132335440.926604 + Penalty 110414.860017 = -132225026.066587 nChanged 757 Iteration 105Q (2390.100245 sec): 50 clusters Score: Raw -132335547.636660 + Penalty 110414.860017 = -132225132.776643 nChanged 628 Iteration 106Q (2401.834389 sec): 50 clusters Score: Raw -132335614.399450 + Penalty 110414.860017 = -132225199.539433 nChanged 495 Iteration 107Q (2414.913406 sec): 50 clusters Score: Raw -132335667.256654 + Penalty 110414.860017 = -132225252.396637 nChanged 459 Iteration 108Q (2426.311361 sec): 50 clusters Score: Raw -132335702.298615 + Penalty 110414.860017 = -132225287.438598 nChanged 389 Iteration 109Q (2438.033432 sec): 50 clusters Score: Raw -132335729.213875 + Penalty 110414.860017 = -132225314.353859 nChanged 346 Iteration 110Q (2450.997957 sec): 50 clusters Score: Raw -132335749.594433 + Penalty 110414.860017 = -132225334.734416 nChanged 304 Iteration 111Q (2462.612001 sec): 50 clusters Score: Raw -132335766.409506 + Penalty 110414.860017 = -132225351.549489 nChanged 293 Iteration 112Q (2474.018563 sec): 50 clusters Score: Raw -132335782.131548 + Penalty 110414.860017 = -132225367.271531 nChanged 281 Iteration 113Q (2486.833783 sec): 50 clusters Score: Raw -132335798.701483 + Penalty 110414.860017 = -132225383.841466 nChanged 259 Iteration 114Q (2498.270215 sec): 50 clusters Score: Raw -132335816.358753 + Penalty 110414.860017 = -132225401.498736 nChanged 249 Iteration 115Q (2510.203518 sec): 50 clusters Score: Raw -132335828.308819 + Penalty 110414.860017 = -132225413.448802 nChanged 208 Iteration 116Q (2522.633823 sec): 50 clusters Score: Raw -132335838.185096 + Penalty 110414.860017 = -132225423.325079 nChanged 175 Iteration 117Q (2533.801766 sec): 50 clusters Score: Raw -132335846.630365 + Penalty 110414.860017 = -132225431.770348 nChanged 178 Iteration 118Q (2546.504294 sec): 50 clusters Score: Raw -132335858.911051 + Penalty 110414.860017 = -132225444.051034 nChanged 180 Iteration 119Q (2558.704480 sec): 50 clusters Score: Raw -132335867.378606 + Penalty 110414.860017 = -132225452.518589 nChanged 202 Iteration 120F (2590.876774 sec): 50 clusters Score: Raw -132336041.776989 + Penalty 110414.860017 = -132225626.916972 nChanged 248 Iteration 121Q (2602.304107 sec): 50 clusters Score: Raw -132336566.154821 + Penalty 110414.860017 = -132226151.294804 nChanged 264 Iteration 122Q (2613.775914 sec): 50 clusters Score: Raw -132336712.447390 + Penalty 110414.860017 = -132226297.587373 nChanged 278 Iteration 123Q (2624.786411 sec): 50 clusters Score: Raw -132336786.573611 + Penalty 110414.860017 = -132226371.713594 nChanged 281 Iteration 124Q (2635.858566 sec): 50 clusters Score: Raw -132336868.016780 + Penalty 110414.860017 = -132226453.156763 nChanged 277 Iteration 125Q (2646.862420 sec): 50 clusters Score: Raw -132336919.241709 + Penalty 110414.860017 = -132226504.381692 nChanged 248 Iteration 126Q (2659.603148 sec): 50 clusters Score: Raw -132336963.484591 + Penalty 110414.860017 = -132226548.624574 nChanged 240 Iteration 127Q (2670.982925 sec): 50 clusters Score: Raw -132336993.592481 + Penalty 110414.860017 = -132226578.732464 nChanged 200 Iteration 128Q (2682.832420 sec): 50 clusters Score: Raw -132337018.892080 + Penalty 110414.860017 = -132226604.032063 nChanged 183 Iteration 129Q (2695.418915 sec): 50 clusters Score: Raw -132337037.685978 + Penalty 110414.860017 = -132226622.825962 nChanged 155 Iteration 130Q (2707.002162 sec): 50 clusters Score: Raw -132337049.948602 + Penalty 110414.860017 = -132226635.088585 nChanged 150 Iteration 131Q (2718.787175 sec): 50 clusters Score: Raw -132337061.557114 + Penalty 110414.860017 = -132226646.697097 nChanged 135 Iteration 132Q (2731.412104 sec): 50 clusters Score: Raw -132337070.596858 + Penalty 110414.860017 = -132226655.736841 nChanged 139 Iteration 133Q (2742.667951 sec): 50 clusters Score: Raw -132337082.732089 + Penalty 110414.860017 = -132226667.872072 nChanged 156 Iteration 134Q (2754.789591 sec): 50 clusters Score: Raw -132337094.528888 + Penalty 110414.860017 = -132226679.668871 nChanged 149 Iteration 135Q (2767.022121 sec): 50 clusters Score: Raw -132337103.795962 + Penalty 110414.860017 = -132226688.935945 nChanged 156 Iteration 136Q (2778.344205 sec): 50 clusters Score: Raw -132337114.664097 + Penalty 110414.860017 = -132226699.804080 nChanged 136 Iteration 137Q (2791.114176 sec): 50 clusters Score: Raw -132337121.999593 + Penalty 110414.860017 = -132226707.139576 nChanged 128 Iteration 138Q (2802.977358 sec): 50 clusters Score: Raw -132337129.204259 + Penalty 110414.860017 = -132226714.344242 nChanged 149 Writing temp clu file Because OldScore, -132226707.139576, is greater than current (better) Score,-132226714.344242 Won't try splitting - already at maximum number of clusters Iteration 139Q (2814.792485 sec): 50 clusters Score: Raw -132337136.790219 + Penalty 110414.860017 = -132226721.930202 nChanged 127 Iteration 140F (2847.228973 sec): 50 clusters Score: Raw -132337748.159601 + Penalty 110414.860017 = -132227333.299584 nChanged 144 Iteration 141Q (2858.793787 sec): 50 clusters Score: Raw -132338197.565849 + Penalty 110414.860017 = -132227782.705832 nChanged 142 Iteration 142Q (2871.693020 sec): 50 clusters Score: Raw -132338260.288777 + Penalty 110414.860017 = -132227845.428760 nChanged 133 Iteration 143Q (2883.147125 sec): 50 clusters Score: Raw -132338288.030322 + Penalty 110414.860017 = -132227873.170305 nChanged 120 Iteration 144Q (2894.873658 sec): 50 clusters Score: Raw -132338314.315331 + Penalty 110414.860017 = -132227899.455314 nChanged 127 Iteration 145Q (2907.547584 sec): 50 clusters Score: Raw -132338329.462117 + Penalty 110414.860017 = -132227914.602100 nChanged 108 Iteration 146Q (2918.954092 sec): 50 clusters Score: Raw -132338339.222732 + Penalty 110414.860017 = -132227924.362715 nChanged 96 Iteration 147Q (2931.065931 sec): 50 clusters Score: Raw -132338347.097292 + Penalty 110414.860017 = -132227932.237275 nChanged 84 Iteration 148Q (2943.450475 sec): 50 clusters Score: Raw -132338352.046485 + Penalty 110414.860017 = -132227937.186468 nChanged 68 Iteration 149Q (2955.109256 sec): 50 clusters Score: Raw -132338355.747962 + Penalty 110414.860017 = -132227940.887945 nChanged 77 Iteration 150Q (2967.084620 sec): 50 clusters Score: Raw -132338365.997152 + Penalty 110414.860017 = -132227951.137135 nChanged 88 Iteration 151Q (2979.432603 sec): 50 clusters Score: Raw -132338375.023025 + Penalty 110414.860017 = -132227960.163008 nChanged 85 Iteration 152Q (2991.009431 sec): 50 clusters Score: Raw -132338389.957334 + Penalty 110414.860017 = -132227975.097318 nChanged 87 Iteration 153Q (3003.169558 sec): 50 clusters Score: Raw -132338397.554029 + Penalty 110414.860017 = -132227982.694012 nChanged 57 Iteration 154Q (3015.486639 sec): 50 clusters Score: Raw -132338401.677139 + Penalty 110414.860017 = -132227986.817122 nChanged 53 Iteration 155Q (3027.207355 sec): 50 clusters Score: Raw -132338404.332329 + Penalty 110414.860017 = -132227989.472313 nChanged 45 Iteration 156Q (3039.158146 sec): 50 clusters Score: Raw -132338407.024585 + Penalty 110414.860017 = -132227992.164569 nChanged 45 Iteration 157Q (3051.696707 sec): 50 clusters Score: Raw -132338409.643699 + Penalty 110414.860017 = -132227994.783683 nChanged 44 Iteration 158Q (3063.288420 sec): 50 clusters Score: Raw -132338411.421967 + Penalty 110414.860017 = -132227996.561950 nChanged 39 Iteration 159Q (3075.360093 sec): 50 clusters Score: Raw -132338412.424662 + Penalty 110414.860017 = -132227997.564645 nChanged 34 Iteration 160F (3107.396828 sec): 50 clusters Score: Raw -132338492.371025 + Penalty 110414.860017 = -132228077.511008 nChanged 38 Iteration 161Q (3119.938916 sec): 50 clusters Score: Raw -132338529.314288 + Penalty 110414.860017 = -132228114.454271 nChanged 35 Iteration 162Q (3131.935263 sec): 50 clusters Score: Raw -132338531.931312 + Penalty 110414.860017 = -132228117.071295 nChanged 28 Iteration 163Q (3143.623793 sec): 50 clusters Score: Raw -132338533.838937 + Penalty 110414.860017 = -132228118.978920 nChanged 25 Iteration 164Q (3156.465559 sec): 50 clusters Score: Raw -132338535.311622 + Penalty 110414.860017 = -132228120.451606 nChanged 31 Iteration 165Q (3168.370626 sec): 50 clusters Score: Raw -132338536.827983 + Penalty 110414.860017 = -132228121.967966 nChanged 19 Iteration 166Q (3180.083479 sec): 50 clusters Score: Raw -132338537.284373 + Penalty 110414.860017 = -132228122.424356 nChanged 17 Iteration 167Q (3192.840616 sec): 50 clusters Score: Raw -132338537.668128 + Penalty 110414.860017 = -132228122.808111 nChanged 14 Iteration 168Q (3204.790709 sec): 50 clusters Score: Raw -132338537.867077 + Penalty 110414.860017 = -132228123.007061 nChanged 9 Iteration 169Q (3216.178327 sec): 50 clusters Score: Raw -132338538.026717 + Penalty 110414.860017 = -132228123.166701 nChanged 8 Iteration 170Q (3229.282649 sec): 50 clusters Score: Raw -132338538.155325 + Penalty 110414.860017 = -132228123.295308 nChanged 9 Iteration 171Q (3240.627425 sec): 50 clusters Score: Raw -132338538.229785 + Penalty 110414.860017 = -132228123.369768 nChanged 6 Iteration 172Q (3252.590737 sec): 50 clusters Score: Raw -132338538.296426 + Penalty 110414.860017 = -132228123.436409 nChanged 7 Iteration 173Q (3265.608093 sec): 50 clusters Score: Raw -132338538.388018 + Penalty 110414.860017 = -132228123.528001 nChanged 5 Iteration 174Q (3276.809366 sec): 50 clusters Score: Raw -132338538.429903 + Penalty 110414.860017 = -132228123.569886 nChanged 1 Iteration 175Q (3288.433336 sec): 50 clusters Score: Raw -132338538.450142 + Penalty 110414.860017 = -132228123.590125 nChanged 3 Iteration 176Q (3301.851059 sec): 50 clusters Score: Raw -132338538.505712 + Penalty 110414.860017 = -132228123.645695 nChanged 5 Iteration 177Q (3313.506830 sec): 50 clusters Score: Raw -132338538.568984 + Penalty 110414.860017 = -132228123.708968 nChanged 6 Iteration 178Q (3325.382690 sec): 50 clusters Score: Raw -132338538.657308 + Penalty 110414.860017 = -132228123.797291 nChanged 5 Writing temp clu file Because OldScore, -132228123.708968, is greater than current (better) Score,-132228123.797291 Won't try splitting - already at maximum number of clusters Iteration 179Q (3337.601759 sec): 50 clusters Score: Raw -132338538.728547 + Penalty 110414.860017 = -132228123.868530 nChanged 9 Iteration 180F (3370.029567 sec): 50 clusters Score: Raw -132338538.847902 + Penalty 110414.860017 = -132228123.987885 nChanged 8 Iteration 181Q (3381.144456 sec): 50 clusters Score: Raw -132338538.950292 + Penalty 110414.860017 = -132228124.090275 nChanged 14 Iteration 182Q (3392.301673 sec): 50 clusters Score: Raw -132338539.150749 + Penalty 110414.860017 = -132228124.290732 nChanged 13 Iteration 183Q (3404.131726 sec): 50 clusters Score: Raw -132338539.260599 + Penalty 110414.860017 = -132228124.400582 nChanged 7 Iteration 184Q (3416.123575 sec): 50 clusters Score: Raw -132338539.327814 + Penalty 110414.860017 = -132228124.467797 nChanged 6 Iteration 185Q (3428.329040 sec): 50 clusters Score: Raw -132338539.412170 + Penalty 110414.860017 = -132228124.552153 nChanged 2 Iteration 186Q (3440.652825 sec): 50 clusters Score: Raw -132338539.437231 + Penalty 110414.860017 = -132228124.577214 nChanged 1 Iteration 187Q (3452.746334 sec): 50 clusters Score: Raw -132338539.451107 + Penalty 110414.860017 = -132228124.591090 nChanged 3 Iteration 188Q (3464.294892 sec): 50 clusters Score: Raw -132338539.498800 + Penalty 110414.860017 = -132228124.638783 nChanged 5 Iteration 189Q (3475.565666 sec): 50 clusters Score: Raw -132338539.548093 + Penalty 110414.860017 = -132228124.688076 nChanged 4 Iteration 190Q (3487.942580 sec): 50 clusters Score: Raw -132338539.616500 + Penalty 110414.860017 = -132228124.756483 nChanged 7 Iteration 191Q (3500.290363 sec): 50 clusters Score: Raw -132338539.783963 + Penalty 110414.860017 = -132228124.923946 nChanged 14 Iteration 192Q (3513.003577 sec): 50 clusters Score: Raw -132338540.065703 + Penalty 110414.860017 = -132228125.205686 nChanged 18 Iteration 193Q (3525.390848 sec): 50 clusters Score: Raw -132338540.394325 + Penalty 110414.860017 = -132228125.534308 nChanged 25 Iteration 194Q (3537.836343 sec): 50 clusters Score: Raw -132338540.725561 + Penalty 110414.860017 = -132228125.865544 nChanged 17 Iteration 195Q (3550.153859 sec): 50 clusters Score: Raw -132338540.967806 + Penalty 110414.860017 = -132228126.107789 nChanged 10 Iteration 196Q (3562.185714 sec): 50 clusters Score: Raw -132338541.088360 + Penalty 110414.860017 = -132228126.228343 nChanged 11 Iteration 197Q (3574.035152 sec): 50 clusters Score: Raw -132338541.230975 + Penalty 110414.860017 = -132228126.370958 nChanged 14 Iteration 198Q (3586.435002 sec): 50 clusters Score: Raw -132338541.403580 + Penalty 110414.860017 = -132228126.543563 nChanged 18 Iteration 199Q (3598.912052 sec): 50 clusters Score: Raw -132338541.749572 + Penalty 110414.860017 = -132228126.889555 nChanged 15 Iteration 200F (3631.401061 sec): 50 clusters Score: Raw -132338542.065196 + Penalty 110414.860017 = -132228127.205179 nChanged 15 Iteration 201Q (3643.832857 sec): 50 clusters Score: Raw -132338542.315610 + Penalty 110414.860017 = -132228127.455593 nChanged 20 Iteration 202Q (3656.436032 sec): 50 clusters Score: Raw -132338542.676451 + Penalty 110414.860017 = -132228127.816434 nChanged 19 Iteration 203Q (3668.870093 sec): 50 clusters Score: Raw -132338543.041068 + Penalty 110414.860017 = -132228128.181051 nChanged 16 Iteration 204Q (3681.438949 sec): 50 clusters Score: Raw -132338543.274781 + Penalty 110414.860017 = -132228128.414764 nChanged 20 Iteration 205Q (3693.949359 sec): 50 clusters Score: Raw -132338543.520749 + Penalty 110414.860017 = -132228128.660732 nChanged 9 Iteration 206Q (3706.490112 sec): 50 clusters Score: Raw -132338543.599963 + Penalty 110414.860017 = -132228128.739946 nChanged 9 Iteration 207Q (3719.057567 sec): 50 clusters Score: Raw -132338543.702292 + Penalty 110414.860017 = -132228128.842275 nChanged 7 Iteration 208Q (3731.475370 sec): 50 clusters Score: Raw -132338543.786519 + Penalty 110414.860017 = -132228128.926502 nChanged 10 Iteration 209Q (3743.874370 sec): 50 clusters Score: Raw -132338543.926276 + Penalty 110414.860017 = -132228129.066259 nChanged 5 Iteration 210Q (3756.403068 sec): 50 clusters Score: Raw -132338543.964948 + Penalty 110414.860017 = -132228129.104931 nChanged 1 Iteration 211Q (3768.876997 sec): 50 clusters Score: Raw -132338543.987156 + Penalty 110414.860017 = -132228129.127139 nChanged 1 Iteration 212Q (3781.270153 sec): 50 clusters Score: Raw -132338544.003972 + Penalty 110414.860017 = -132228129.143955 nChanged 2 Iteration 213Q (3793.643205 sec): 50 clusters Score: Raw -132338544.040270 + Penalty 110414.860017 = -132228129.180253 nChanged 1 Iteration 214Q (3806.354642 sec): 50 clusters Score: Raw -132338544.058589 + Penalty 110414.860017 = -132228129.198573 nChanged 2 Iteration 215Q (3818.758907 sec): 50 clusters Score: Raw -132338544.076088 + Penalty 110414.860017 = -132228129.216071 nChanged 0 Iteration 216F (3851.252501 sec): 50 clusters Score: Raw -132338544.076088 + Penalty 110414.860017 = -132228129.216071 nChanged 0 Won't try splitting - already at maximum number of clusters Time taken for this iteration:3841.539342 seconds. 20->50 Clusters: Score -132228129.216071, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 1052689 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 5 (18455 points): Lose 2200.306657 but Gain 2253.364490 Iteration 0F (3865.002954 sec): 20 clusters Score: Raw -124221610.370518 + Penalty 42813.925313 = -124178796.445205 nChanged 998874 Iteration 1F (3877.908882 sec): 20 clusters Score: Raw -127684362.765466 + Penalty 42813.925313 = -127641548.840154 nChanged 497900 Iteration 2F (3890.869664 sec): 20 clusters Score: Raw -129779917.079375 + Penalty 42813.925313 = -129737103.154062 nChanged 339060 Iteration 3F (3903.759275 sec): 20 clusters Score: Raw -130652169.494343 + Penalty 42813.925313 = -130609355.569030 nChanged 197400 Iteration 4F (3916.703630 sec): 20 clusters Score: Raw -130988466.928543 + Penalty 42813.925313 = -130945653.003230 nChanged 108943 Iteration 5F (3929.423161 sec): 20 clusters Score: Raw -131126857.893540 + Penalty 42813.925313 = -131084043.968227 nChanged 78795 Iteration 6F (3942.404310 sec): 20 clusters Score: Raw -131219512.804498 + Penalty 42813.925313 = -131176698.879185 nChanged 69108 Iteration 7F (3955.261280 sec): 20 clusters Score: Raw -131290467.845704 + Penalty 42813.925313 = -131247653.920391 nChanged 62428 Iteration 8F (3968.125370 sec): 20 clusters Score: Raw -131372817.972833 + Penalty 42813.925313 = -131330004.047520 nChanged 53760 Iteration 9F (3980.925632 sec): 20 clusters Score: Raw -131468523.016531 + Penalty 42813.925313 = -131425709.091219 nChanged 41477 Iteration 10Q (3987.057553 sec): 20 clusters Score: Raw -131521307.512186 + Penalty 42813.925313 = -131478493.586874 nChanged 29405 Iteration 11Q (3993.145486 sec): 20 clusters Score: Raw -131561475.901974 + Penalty 42813.925313 = -131518661.976662 nChanged 27769 Iteration 12Q (3999.134092 sec): 20 clusters Score: Raw -131584136.601842 + Penalty 42813.925313 = -131541322.676529 nChanged 22401 Iteration 13Q (4004.975951 sec): 20 clusters Score: Raw -131599255.210695 + Penalty 42813.925313 = -131556441.285382 nChanged 18157 Iteration 14Q (4010.820429 sec): 20 clusters Score: Raw -131610719.570355 + Penalty 42813.925313 = -131567905.645042 nChanged 14516 Iteration 15Q (4016.527683 sec): 20 clusters Score: Raw -131618411.281880 + Penalty 42813.925313 = -131575597.356567 nChanged 12318 Iteration 16Q (4022.438763 sec): 20 clusters Score: Raw -131625106.028915 + Penalty 42813.925313 = -131582292.103603 nChanged 11697 Iteration 17Q (4028.256717 sec): 20 clusters Score: Raw -131635884.084487 + Penalty 42813.925313 = -131593070.159175 nChanged 11302 Iteration 18Q (4034.041191 sec): 20 clusters Score: Raw -131652758.164237 + Penalty 42813.925313 = -131609944.238924 nChanged 11472 Iteration 19Q (4039.753103 sec): 20 clusters Score: Raw -131658040.512330 + Penalty 42813.925313 = -131615226.587018 nChanged 10335 Writing temp clu file Because OldScore, -131609944.238924, is greater than current (better) Score,-131615226.587018 Compute initial score before splitting: Score: Raw -131658040.512330 + Penalty 42813.925313 = -131615226.587018 Trying to split cluster 1 (69018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4040.132559 sec): 2 clusters Score: Raw -8917710.928889 + Penalty 1810.594926 = -8915900.333963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4040.284854 sec): 3 clusters Score: Raw -8873583.646913 + Penalty 3621.189851 = -8869962.457062 nChanged 32650 SP:Iteration 1F (4040.420590 sec): 3 clusters Score: Raw -8893377.504038 + Penalty 3621.189851 = -8889756.314187 nChanged 3760 SP:Iteration 2F (4040.590277 sec): 3 clusters Score: Raw -8895264.957209 + Penalty 3621.189851 = -8891643.767358 nChanged 4199 SP:Iteration 3F (4040.761464 sec): 3 clusters Score: Raw -8898011.658097 + Penalty 3621.189851 = -8894390.468246 nChanged 4858 SP:Iteration 4F (4040.922056 sec): 3 clusters Score: Raw -8901823.609067 + Penalty 3621.189851 = -8898202.419215 nChanged 5227 SP:Iteration 5F (4041.091188 sec): 3 clusters Score: Raw -8906135.043998 + Penalty 3621.189851 = -8902513.854147 nChanged 4996 SP:Iteration 6F (4041.254142 sec): 3 clusters Score: Raw -8910410.368776 + Penalty 3621.189851 = -8906789.178924 nChanged 4609 SP:Iteration 7F (4041.409907 sec): 3 clusters Score: Raw -8914703.575540 + Penalty 3621.189851 = -8911082.385689 nChanged 3875 SP:Iteration 8F (4041.569370 sec): 3 clusters Score: Raw -8918684.081688 + Penalty 3621.189851 = -8915062.891836 nChanged 3239 SP:Iteration 9Q (4041.721518 sec): 3 clusters Score: Raw -8922162.818903 + Penalty 3621.189851 = -8918541.629051 nChanged 2687 SP:Iteration 10Q (4041.874019 sec): 3 clusters Score: Raw -8924822.884792 + Penalty 3621.189851 = -8921201.694941 nChanged 2096 SP:Iteration 11Q (4042.028641 sec): 3 clusters Score: Raw -8926634.122531 + Penalty 3621.189851 = -8923012.932680 nChanged 1575 SP:Iteration 12Q (4042.195809 sec): 3 clusters Score: Raw -8927667.631746 + Penalty 3621.189851 = -8924046.441895 nChanged 1041 SP:Iteration 13Q (4042.342588 sec): 3 clusters Score: Raw -8928137.064889 + Penalty 3621.189851 = -8924515.875038 nChanged 652 SP:Iteration 14Q (4042.487942 sec): 3 clusters Score: Raw -8928328.302394 + Penalty 3621.189851 = -8924707.112543 nChanged 400 SP:Iteration 15Q (4042.622787 sec): 3 clusters Score: Raw -8928406.872317 + Penalty 3621.189851 = -8924785.682465 nChanged 246 SP:Iteration 16Q (4042.767849 sec): 3 clusters Score: Raw -8928444.859680 + Penalty 3621.189851 = -8924823.669828 nChanged 173 SP:Iteration 17Q (4042.914097 sec): 3 clusters Score: Raw -8928462.348916 + Penalty 3621.189851 = -8924841.159065 nChanged 119 SP:Iteration 18Q (4043.060601 sec): 3 clusters Score: Raw -8928469.835628 + Penalty 3621.189851 = -8924848.645777 nChanged 68 SP:Iteration 19Q (4043.210653 sec): 3 clusters Score: Raw -8928472.991089 + Penalty 3621.189851 = -8924851.801238 nChanged 39 SP:Iteration 20F (4043.370004 sec): 3 clusters Score: Raw -8928474.336997 + Penalty 3621.189851 = -8924853.147145 nChanged 34 SP:Iteration 21Q (4043.518147 sec): 3 clusters Score: Raw -8928475.509631 + Penalty 3621.189851 = -8924854.319780 nChanged 30 SP:Iteration 22Q (4043.664573 sec): 3 clusters Score: Raw -8928476.409925 + Penalty 3621.189851 = -8924855.220074 nChanged 22 SP:Iteration 23Q (4043.797900 sec): 3 clusters Score: Raw -8928477.001642 + Penalty 3621.189851 = -8924855.811791 nChanged 23 SP:Iteration 24Q (4043.942190 sec): 3 clusters Score: Raw -8928477.609264 + Penalty 3621.189851 = -8924856.419412 nChanged 21 SP:Iteration 25Q (4044.090581 sec): 3 clusters Score: Raw -8928478.110721 + Penalty 3621.189851 = -8924856.920870 nChanged 17 SP:Iteration 26Q (4044.238779 sec): 3 clusters Score: Raw -8928478.439771 + Penalty 3621.189851 = -8924857.249920 nChanged 14 SP:Iteration 27Q (4044.394239 sec): 3 clusters Score: Raw -8928478.820248 + Penalty 3621.189851 = -8924857.630397 nChanged 12 SP:Iteration 28Q (4044.552455 sec): 3 clusters Score: Raw -8928479.246301 + Penalty 3621.189851 = -8924858.056450 nChanged 14 SP:Iteration 29Q (4044.720752 sec): 3 clusters Score: Raw -8928479.602400 + Penalty 3621.189851 = -8924858.412549 nChanged 10 SP:Iteration 30Q (4044.866234 sec): 3 clusters Score: Raw -8928479.921616 + Penalty 3621.189851 = -8924858.731765 nChanged 16 SP:Iteration 31Q (4044.999076 sec): 3 clusters Score: Raw -8928480.554175 + Penalty 3621.189851 = -8924859.364323 nChanged 22 SP:Iteration 32Q (4045.133021 sec): 3 clusters Score: Raw -8928481.120842 + Penalty 3621.189851 = -8924859.930991 nChanged 11 SP:Iteration 33Q (4045.279539 sec): 3 clusters Score: Raw -8928481.292793 + Penalty 3621.189851 = -8924860.102941 nChanged 4 SP:Iteration 34Q (4045.420408 sec): 3 clusters Score: Raw -8928481.360107 + Penalty 3621.189851 = -8924860.170256 nChanged 6 SP:Iteration 35Q (4045.560574 sec): 3 clusters Score: Raw -8928481.506843 + Penalty 3621.189851 = -8924860.316992 nChanged 2 SP:Iteration 36Q (4045.709915 sec): 3 clusters Score: Raw -8928481.541882 + Penalty 3621.189851 = -8924860.352031 nChanged 2 SP:Iteration 37Q (4045.871279 sec): 3 clusters Score: Raw -8928481.564634 + Penalty 3621.189851 = -8924860.374783 nChanged 2 SP:Iteration 38Q (4046.016039 sec): 3 clusters Score: Raw -8928481.584192 + Penalty 3621.189851 = -8924860.394340 nChanged 0 SP:Iteration 39F (4046.162224 sec): 3 clusters Score: Raw -8928481.584192 + Penalty 3621.189851 = -8924860.394340 nChanged 0 Score: Raw -131670705.155643 + Penalty 45067.289803 = -131625637.865840 Splitting cluster 1 changes total score from -131615226.587018 to -131625637.865840 So it's getting split into cluster 5. Trying to split cluster 2 (13398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4059.556401 sec): 2 clusters Score: Raw -1607464.303286 + Penalty 1544.214867 = -1605920.088419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4059.633433 sec): 3 clusters Score: Raw -1599693.496777 + Penalty 3088.429734 = -1596605.067042 nChanged 5979 SP:Iteration 1F (4059.705568 sec): 3 clusters Score: Raw -1603424.045459 + Penalty 3088.429734 = -1600335.615725 nChanged 1149 SP:Iteration 2F (4059.753073 sec): 3 clusters Score: Raw -1604536.147530 + Penalty 3088.429734 = -1601447.717795 nChanged 1325 SP:Iteration 3F (4059.822102 sec): 3 clusters Score: Raw -1606279.727058 + Penalty 3088.429734 = -1603191.297324 nChanged 1200 SP:Iteration 4F (4059.891117 sec): 3 clusters Score: Raw -1607733.630889 + Penalty 3088.429734 = -1604645.201155 nChanged 987 SP:Iteration 5F (4059.960689 sec): 3 clusters Score: Raw -1608729.235064 + Penalty 3088.429734 = -1605640.805330 nChanged 772 SP:Iteration 6F (4060.029696 sec): 3 clusters Score: Raw -1609500.219895 + Penalty 3088.429734 = -1606411.790161 nChanged 650 SP:Iteration 7Q (4060.097708 sec): 3 clusters Score: Raw -1610110.502545 + Penalty 3088.429734 = -1607022.072811 nChanged 553 SP:Iteration 8Q (4060.166460 sec): 3 clusters Score: Raw -1610580.551550 + Penalty 3088.429734 = -1607492.121816 nChanged 420 SP:Iteration 9Q (4060.234149 sec): 3 clusters Score: Raw -1610846.055535 + Penalty 3088.429734 = -1607757.625801 nChanged 321 SP:Iteration 10Q (4060.302187 sec): 3 clusters Score: Raw -1611080.606486 + Penalty 3088.429734 = -1607992.176752 nChanged 301 SP:Iteration 11Q (4060.369511 sec): 3 clusters Score: Raw -1611356.946165 + Penalty 3088.429734 = -1608268.516431 nChanged 292 SP:Iteration 12Q (4060.419731 sec): 3 clusters Score: Raw -1611664.081564 + Penalty 3088.429734 = -1608575.651829 nChanged 279 SP:Iteration 13Q (4060.477024 sec): 3 clusters Score: Raw -1612022.487235 + Penalty 3088.429734 = -1608934.057501 nChanged 267 SP:Iteration 14Q (4060.543539 sec): 3 clusters Score: Raw -1612314.922090 + Penalty 3088.429734 = -1609226.492356 nChanged 195 SP:Iteration 15Q (4060.610359 sec): 3 clusters Score: Raw -1612478.547385 + Penalty 3088.429734 = -1609390.117650 nChanged 161 SP:Iteration 16Q (4060.676191 sec): 3 clusters Score: Raw -1612645.445129 + Penalty 3088.429734 = -1609557.015395 nChanged 169 SP:Iteration 17Q (4060.742210 sec): 3 clusters Score: Raw -1612782.166858 + Penalty 3088.429734 = -1609693.737123 nChanged 147 SP:Iteration 18Q (4060.803506 sec): 3 clusters Score: Raw -1612897.992736 + Penalty 3088.429734 = -1609809.563001 nChanged 148 SP:Iteration 19Q (4060.869258 sec): 3 clusters Score: Raw -1613010.662108 + Penalty 3088.429734 = -1609922.232373 nChanged 133 SP:Iteration 20F (4060.940903 sec): 3 clusters Score: Raw -1613099.183580 + Penalty 3088.429734 = -1610010.753845 nChanged 108 SP:Iteration 21Q (4061.007192 sec): 3 clusters Score: Raw -1613160.812721 + Penalty 3088.429734 = -1610072.382987 nChanged 96 SP:Iteration 22Q (4061.073922 sec): 3 clusters Score: Raw -1613207.877194 + Penalty 3088.429734 = -1610119.447460 nChanged 92 SP:Iteration 23Q (4061.138878 sec): 3 clusters Score: Raw -1613255.638033 + Penalty 3088.429734 = -1610167.208299 nChanged 87 SP:Iteration 24Q (4061.218620 sec): 3 clusters Score: Raw -1613298.947686 + Penalty 3088.429734 = -1610210.517952 nChanged 81 SP:Iteration 25Q (4061.285684 sec): 3 clusters Score: Raw -1613334.060859 + Penalty 3088.429734 = -1610245.631125 nChanged 76 SP:Iteration 26Q (4061.334799 sec): 3 clusters Score: Raw -1613367.188351 + Penalty 3088.429734 = -1610278.758617 nChanged 83 SP:Iteration 27Q (4061.400487 sec): 3 clusters Score: Raw -1613405.522418 + Penalty 3088.429734 = -1610317.092684 nChanged 72 SP:Iteration 28Q (4061.467205 sec): 3 clusters Score: Raw -1613440.021943 + Penalty 3088.429734 = -1610351.592209 nChanged 63 SP:Iteration 29Q (4061.533078 sec): 3 clusters Score: Raw -1613470.561253 + Penalty 3088.429734 = -1610382.131519 nChanged 72 SP:Iteration 30Q (4061.599118 sec): 3 clusters Score: Raw -1613505.607788 + Penalty 3088.429734 = -1610417.178053 nChanged 71 SP:Iteration 31Q (4061.671148 sec): 3 clusters Score: Raw -1613541.742585 + Penalty 3088.429734 = -1610453.312851 nChanged 72 SP:Iteration 32Q (4061.745060 sec): 3 clusters Score: Raw -1613581.477093 + Penalty 3088.429734 = -1610493.047359 nChanged 77 SP:Iteration 33Q (4061.798032 sec): 3 clusters Score: Raw -1613627.865566 + Penalty 3088.429734 = -1610539.435831 nChanged 85 SP:Iteration 34Q (4061.863374 sec): 3 clusters Score: Raw -1613681.082277 + Penalty 3088.429734 = -1610592.652543 nChanged 87 SP:Iteration 35Q (4061.928629 sec): 3 clusters Score: Raw -1613740.209085 + Penalty 3088.429734 = -1610651.779350 nChanged 93 SP:Iteration 36Q (4061.988432 sec): 3 clusters Score: Raw -1613808.116320 + Penalty 3088.429734 = -1610719.686585 nChanged 97 SP:Iteration 37Q (4062.045716 sec): 3 clusters Score: Raw -1613918.210367 + Penalty 3088.429734 = -1610829.780633 nChanged 137 SP:Iteration 38Q (4062.110230 sec): 3 clusters Score: Raw -1614155.036523 + Penalty 3088.429734 = -1611066.606788 nChanged 152 SP:Iteration 39Q (4062.164596 sec): 3 clusters Score: Raw -1614623.174457 + Penalty 3088.429734 = -1611534.744722 nChanged 164 SP:Iteration 40F (4062.233677 sec): 3 clusters Score: Raw -1615669.591498 + Penalty 3088.429734 = -1612581.161764 nChanged 96 SP:Iteration 41Q (4062.297913 sec): 3 clusters Score: Raw -1616261.164658 + Penalty 3088.429734 = -1613172.734924 nChanged 49 SP:Iteration 42Q (4062.361937 sec): 3 clusters Score: Raw -1616280.039294 + Penalty 3088.429734 = -1613191.609560 nChanged 23 SP:Iteration 43Q (4062.426378 sec): 3 clusters Score: Raw -1616287.935835 + Penalty 3088.429734 = -1613199.506101 nChanged 12 SP:Iteration 44Q (4062.501502 sec): 3 clusters Score: Raw -1616291.326522 + Penalty 3088.429734 = -1613202.896788 nChanged 6 SP:Iteration 45Q (4062.554594 sec): 3 clusters Score: Raw -1616292.591510 + Penalty 3088.429734 = -1613204.161776 nChanged 2 SP:Iteration 46Q (4062.628809 sec): 3 clusters Score: Raw -1616293.074185 + Penalty 3088.429734 = -1613204.644450 nChanged 1 SP:Iteration 47Q (4062.681670 sec): 3 clusters Score: Raw -1616293.196961 + Penalty 3088.429734 = -1613204.767227 nChanged 0 SP:Iteration 48F (4062.750895 sec): 3 clusters Score: Raw -1616293.196961 + Penalty 3088.429734 = -1613204.767227 nChanged 0 Score: Raw -131679534.049317 + Penalty 47320.654293 = -131632213.395024 Splitting cluster 2 changes total score from -131615226.587018 to -131632213.395024 So it's getting split into cluster 21. Trying to split cluster 3 (24088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4076.362141 sec): 2 clusters Score: Raw -3085178.693974 + Penalty 1639.538724 = -3083539.155250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4076.450210 sec): 3 clusters Score: Raw -3070522.611593 + Penalty 3279.077448 = -3067243.534145 nChanged 10909 SP:Iteration 1F (4076.524064 sec): 3 clusters Score: Raw -3076562.521338 + Penalty 3279.077448 = -3073283.443891 nChanged 1279 SP:Iteration 2F (4076.609566 sec): 3 clusters Score: Raw -3077035.792035 + Penalty 3279.077448 = -3073756.714587 nChanged 1175 SP:Iteration 3Q (4076.696845 sec): 3 clusters Score: Raw -3077499.538088 + Penalty 3279.077448 = -3074220.460640 nChanged 1179 SP:Iteration 4Q (4076.787023 sec): 3 clusters Score: Raw -3078092.845710 + Penalty 3279.077448 = -3074813.768262 nChanged 1329 SP:Iteration 5F (4076.867620 sec): 3 clusters Score: Raw -3078860.258847 + Penalty 3279.077448 = -3075581.181399 nChanged 1475 SP:Iteration 6F (4076.955254 sec): 3 clusters Score: Raw -3079863.288902 + Penalty 3279.077448 = -3076584.211454 nChanged 1590 SP:Iteration 7F (4077.030922 sec): 3 clusters Score: Raw -3081088.991029 + Penalty 3279.077448 = -3077809.913582 nChanged 1555 SP:Iteration 8F (4077.121133 sec): 3 clusters Score: Raw -3082396.098403 + Penalty 3279.077448 = -3079117.020956 nChanged 1284 SP:Iteration 9F (4077.201579 sec): 3 clusters Score: Raw -3083518.559941 + Penalty 3279.077448 = -3080239.482493 nChanged 882 SP:Iteration 10Q (4077.291705 sec): 3 clusters Score: Raw -3084313.662186 + Penalty 3279.077448 = -3081034.584738 nChanged 599 SP:Iteration 11Q (4077.375834 sec): 3 clusters Score: Raw -3084922.224615 + Penalty 3279.077448 = -3081643.147167 nChanged 373 SP:Iteration 12Q (4077.451376 sec): 3 clusters Score: Raw -3085428.643962 + Penalty 3279.077448 = -3082149.566514 nChanged 287 SP:Iteration 13Q (4077.524201 sec): 3 clusters Score: Raw -3085830.091959 + Penalty 3279.077448 = -3082551.014511 nChanged 301 SP:Iteration 14Q (4077.600888 sec): 3 clusters Score: Raw -3086083.449461 + Penalty 3279.077448 = -3082804.372013 nChanged 260 SP:Iteration 15Q (4077.678689 sec): 3 clusters Score: Raw -3086265.146511 + Penalty 3279.077448 = -3082986.069063 nChanged 206 SP:Iteration 16Q (4077.764401 sec): 3 clusters Score: Raw -3086386.422563 + Penalty 3279.077448 = -3083107.345116 nChanged 170 SP:Iteration 17Q (4077.833652 sec): 3 clusters Score: Raw -3086473.400641 + Penalty 3279.077448 = -3083194.323193 nChanged 165 SP:Iteration 18Q (4077.911938 sec): 3 clusters Score: Raw -3086554.109342 + Penalty 3279.077448 = -3083275.031894 nChanged 174 SP:Iteration 19Q (4077.975653 sec): 3 clusters Score: Raw -3086635.905378 + Penalty 3279.077448 = -3083356.827930 nChanged 189 SP:Iteration 20F (4078.061061 sec): 3 clusters Score: Raw -3086732.555639 + Penalty 3279.077448 = -3083453.478191 nChanged 206 SP:Iteration 21Q (4078.128969 sec): 3 clusters Score: Raw -3086827.564974 + Penalty 3279.077448 = -3083548.487526 nChanged 194 SP:Iteration 22Q (4078.206625 sec): 3 clusters Score: Raw -3086912.773300 + Penalty 3279.077448 = -3083633.695852 nChanged 181 SP:Iteration 23Q (4078.284475 sec): 3 clusters Score: Raw -3086989.388291 + Penalty 3279.077448 = -3083710.310844 nChanged 187 SP:Iteration 24Q (4078.362399 sec): 3 clusters Score: Raw -3087063.149697 + Penalty 3279.077448 = -3083784.072249 nChanged 182 SP:Iteration 25Q (4078.440510 sec): 3 clusters Score: Raw -3087127.835349 + Penalty 3279.077448 = -3083848.757901 nChanged 163 SP:Iteration 26Q (4078.509812 sec): 3 clusters Score: Raw -3087186.227817 + Penalty 3279.077448 = -3083907.150369 nChanged 163 SP:Iteration 27Q (4078.592056 sec): 3 clusters Score: Raw -3087239.760761 + Penalty 3279.077448 = -3083960.683313 nChanged 137 SP:Iteration 28Q (4078.681031 sec): 3 clusters Score: Raw -3087282.703574 + Penalty 3279.077448 = -3084003.626126 nChanged 134 SP:Iteration 29Q (4078.756692 sec): 3 clusters Score: Raw -3087325.140626 + Penalty 3279.077448 = -3084046.063178 nChanged 129 SP:Iteration 30Q (4078.840864 sec): 3 clusters Score: Raw -3087362.925191 + Penalty 3279.077448 = -3084083.847743 nChanged 139 SP:Iteration 31Q (4078.921162 sec): 3 clusters Score: Raw -3087400.235359 + Penalty 3279.077448 = -3084121.157911 nChanged 117 SP:Iteration 32Q (4079.011726 sec): 3 clusters Score: Raw -3087431.366300 + Penalty 3279.077448 = -3084152.288852 nChanged 106 SP:Iteration 33Q (4079.077313 sec): 3 clusters Score: Raw -3087460.491179 + Penalty 3279.077448 = -3084181.413731 nChanged 104 SP:Iteration 34Q (4079.153679 sec): 3 clusters Score: Raw -3087488.251003 + Penalty 3279.077448 = -3084209.173555 nChanged 95 SP:Iteration 35Q (4079.214911 sec): 3 clusters Score: Raw -3087512.176747 + Penalty 3279.077448 = -3084233.099299 nChanged 93 SP:Iteration 36Q (4079.297277 sec): 3 clusters Score: Raw -3087536.154590 + Penalty 3279.077448 = -3084257.077142 nChanged 111 SP:Iteration 37Q (4079.378862 sec): 3 clusters Score: Raw -3087567.204645 + Penalty 3279.077448 = -3084288.127197 nChanged 95 SP:Iteration 38Q (4079.460466 sec): 3 clusters Score: Raw -3087591.771030 + Penalty 3279.077448 = -3084312.693582 nChanged 88 SP:Iteration 39Q (4079.542457 sec): 3 clusters Score: Raw -3087614.207026 + Penalty 3279.077448 = -3084335.129578 nChanged 82 SP:Iteration 40F (4079.631507 sec): 3 clusters Score: Raw -3087647.862611 + Penalty 3279.077448 = -3084368.785163 nChanged 110 SP:Iteration 41Q (4079.714969 sec): 3 clusters Score: Raw -3087686.174180 + Penalty 3279.077448 = -3084407.096732 nChanged 110 SP:Iteration 42Q (4079.798003 sec): 3 clusters Score: Raw -3087726.169427 + Penalty 3279.077448 = -3084447.091979 nChanged 123 SP:Iteration 43Q (4079.881408 sec): 3 clusters Score: Raw -3087780.048382 + Penalty 3279.077448 = -3084500.970934 nChanged 142 SP:Iteration 44Q (4079.964398 sec): 3 clusters Score: Raw -3087848.921421 + Penalty 3279.077448 = -3084569.843973 nChanged 145 SP:Iteration 45Q (4080.050049 sec): 3 clusters Score: Raw -3087903.639329 + Penalty 3279.077448 = -3084624.561881 nChanged 124 SP:Iteration 46Q (4080.133576 sec): 3 clusters Score: Raw -3087942.975028 + Penalty 3279.077448 = -3084663.897580 nChanged 129 SP:Iteration 47Q (4080.217071 sec): 3 clusters Score: Raw -3087984.155839 + Penalty 3279.077448 = -3084705.078391 nChanged 129 SP:Iteration 48Q (4080.299593 sec): 3 clusters Score: Raw -3088025.281050 + Penalty 3279.077448 = -3084746.203603 nChanged 112 SP:Iteration 49Q (4080.373529 sec): 3 clusters Score: Raw -3088055.858607 + Penalty 3279.077448 = -3084776.781159 nChanged 111 SP:Iteration 50Q (4080.456796 sec): 3 clusters Score: Raw -3088083.806650 + Penalty 3279.077448 = -3084804.729202 nChanged 93 SP:Iteration 51Q (4080.538128 sec): 3 clusters Score: Raw -3088106.522895 + Penalty 3279.077448 = -3084827.445448 nChanged 75 SP:Iteration 52Q (4080.618037 sec): 3 clusters Score: Raw -3088125.936595 + Penalty 3279.077448 = -3084846.859147 nChanged 82 SP:Iteration 53Q (4080.692306 sec): 3 clusters Score: Raw -3088143.128866 + Penalty 3279.077448 = -3084864.051418 nChanged 76 SP:Iteration 54Q (4080.752884 sec): 3 clusters Score: Raw -3088154.941620 + Penalty 3279.077448 = -3084875.864172 nChanged 54 SP:Iteration 55Q (4080.840018 sec): 3 clusters Score: Raw -3088161.609903 + Penalty 3279.077448 = -3084882.532455 nChanged 42 SP:Iteration 56Q (4080.900480 sec): 3 clusters Score: Raw -3088166.594642 + Penalty 3279.077448 = -3084887.517194 nChanged 34 SP:Iteration 57Q (4080.977415 sec): 3 clusters Score: Raw -3088169.891468 + Penalty 3279.077448 = -3084890.814020 nChanged 27 SP:Iteration 58Q (4081.057134 sec): 3 clusters Score: Raw -3088172.771522 + Penalty 3279.077448 = -3084893.694075 nChanged 29 SP:Iteration 59Q (4081.130140 sec): 3 clusters Score: Raw -3088175.081064 + Penalty 3279.077448 = -3084896.003616 nChanged 17 SP:Iteration 60F (4081.205338 sec): 3 clusters Score: Raw -3088176.716549 + Penalty 3279.077448 = -3084897.639101 nChanged 14 SP:Iteration 61Q (4081.285549 sec): 3 clusters Score: Raw -3088177.858178 + Penalty 3279.077448 = -3084898.780730 nChanged 12 SP:Iteration 62Q (4081.363232 sec): 3 clusters Score: Raw -3088178.773899 + Penalty 3279.077448 = -3084899.696451 nChanged 10 SP:Iteration 63Q (4081.440255 sec): 3 clusters Score: Raw -3088179.585070 + Penalty 3279.077448 = -3084900.507622 nChanged 12 SP:Iteration 64Q (4081.520149 sec): 3 clusters Score: Raw -3088180.494472 + Penalty 3279.077448 = -3084901.417024 nChanged 10 SP:Iteration 65Q (4081.597609 sec): 3 clusters Score: Raw -3088181.290517 + Penalty 3279.077448 = -3084902.213069 nChanged 10 SP:Iteration 66Q (4081.674409 sec): 3 clusters Score: Raw -3088181.907986 + Penalty 3279.077448 = -3084902.830538 nChanged 13 SP:Iteration 67Q (4081.748668 sec): 3 clusters Score: Raw -3088183.062534 + Penalty 3279.077448 = -3084903.985087 nChanged 8 SP:Iteration 68Q (4081.830257 sec): 3 clusters Score: Raw -3088183.803443 + Penalty 3279.077448 = -3084904.725995 nChanged 5 SP:Iteration 69Q (4081.899794 sec): 3 clusters Score: Raw -3088184.328018 + Penalty 3279.077448 = -3084905.250570 nChanged 4 SP:Iteration 70Q (4081.972229 sec): 3 clusters Score: Raw -3088184.569748 + Penalty 3279.077448 = -3084905.492300 nChanged 5 SP:Iteration 71Q (4082.060583 sec): 3 clusters Score: Raw -3088184.791449 + Penalty 3279.077448 = -3084905.714001 nChanged 1 SP:Iteration 72Q (4082.147714 sec): 3 clusters Score: Raw -3088184.830362 + Penalty 3279.077448 = -3084905.752914 nChanged 2 SP:Iteration 73Q (4082.216426 sec): 3 clusters Score: Raw -3088184.908475 + Penalty 3279.077448 = -3084905.831027 nChanged 0 SP:Iteration 74F (4082.307477 sec): 3 clusters Score: Raw -3088184.908475 + Penalty 3279.077448 = -3084905.831027 nChanged 0 Score: Raw -131682540.263818 + Penalty 49574.018783 = -131632966.245035 Splitting cluster 3 changes total score from -131615226.587018 to -131632966.245035 So it's getting split into cluster 22. Trying to split cluster 4 (19644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4097.036763 sec): 2 clusters Score: Raw -2424760.808416 + Penalty 1606.398174 = -2423154.410242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4097.128739 sec): 3 clusters Score: Raw -2413001.663569 + Penalty 3212.796349 = -2409788.867220 nChanged 8897 SP:Iteration 1F (4097.187702 sec): 3 clusters Score: Raw -2418749.270889 + Penalty 3212.796349 = -2415536.474541 nChanged 1975 SP:Iteration 2F (4097.267726 sec): 3 clusters Score: Raw -2421382.582168 + Penalty 3212.796349 = -2418169.785819 nChanged 2492 SP:Iteration 3F (4097.350506 sec): 3 clusters Score: Raw -2425822.346339 + Penalty 3212.796349 = -2422609.549990 nChanged 2367 SP:Iteration 4F (4097.430417 sec): 3 clusters Score: Raw -2430215.155066 + Penalty 3212.796349 = -2427002.358717 nChanged 1568 SP:Iteration 5F (4097.510524 sec): 3 clusters Score: Raw -2432602.075899 + Penalty 3212.796349 = -2429389.279550 nChanged 784 SP:Iteration 6Q (4097.593880 sec): 3 clusters Score: Raw -2433407.731144 + Penalty 3212.796349 = -2430194.934795 nChanged 377 SP:Iteration 7Q (4097.673877 sec): 3 clusters Score: Raw -2433969.772217 + Penalty 3212.796349 = -2430756.975868 nChanged 234 SP:Iteration 8Q (4097.749484 sec): 3 clusters Score: Raw -2434097.572097 + Penalty 3212.796349 = -2430884.775749 nChanged 126 SP:Iteration 9Q (4097.837530 sec): 3 clusters Score: Raw -2434133.922253 + Penalty 3212.796349 = -2430921.125904 nChanged 74 SP:Iteration 10Q (4097.908466 sec): 3 clusters Score: Raw -2434151.026322 + Penalty 3212.796349 = -2430938.229973 nChanged 48 SP:Iteration 11Q (4097.984911 sec): 3 clusters Score: Raw -2434158.475129 + Penalty 3212.796349 = -2430945.678780 nChanged 30 SP:Iteration 12Q (4098.065497 sec): 3 clusters Score: Raw -2434163.807848 + Penalty 3212.796349 = -2430951.011499 nChanged 24 SP:Iteration 13Q (4098.131879 sec): 3 clusters Score: Raw -2434167.334003 + Penalty 3212.796349 = -2430954.537654 nChanged 17 SP:Iteration 14Q (4098.202094 sec): 3 clusters Score: Raw -2434168.888169 + Penalty 3212.796349 = -2430956.091820 nChanged 10 SP:Iteration 15Q (4098.278312 sec): 3 clusters Score: Raw -2434169.658526 + Penalty 3212.796349 = -2430956.862177 nChanged 10 SP:Iteration 16Q (4098.346150 sec): 3 clusters Score: Raw -2434170.505575 + Penalty 3212.796349 = -2430957.709226 nChanged 4 SP:Iteration 17Q (4098.417084 sec): 3 clusters Score: Raw -2434170.884379 + Penalty 3212.796349 = -2430958.088030 nChanged 4 SP:Iteration 18Q (4098.493938 sec): 3 clusters Score: Raw -2434171.070603 + Penalty 3212.796349 = -2430958.274254 nChanged 1 SP:Iteration 19Q (4098.570040 sec): 3 clusters Score: Raw -2434171.104792 + Penalty 3212.796349 = -2430958.308443 nChanged 0 SP:Iteration 20F (4098.650476 sec): 3 clusters Score: Raw -2434171.104792 + Penalty 3212.796349 = -2430958.308443 nChanged 0 Score: Raw -131691950.560192 + Penalty 51827.383273 = -131640123.176919 Splitting cluster 4 changes total score from -131615226.587018 to -131640123.176919 So it's getting split into cluster 23. Trying to split cluster 6 (59946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4113.775892 sec): 2 clusters Score: Raw -7237634.711128 + Penalty 1787.694908 = -7235847.016219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4113.914543 sec): 3 clusters Score: Raw -7199473.639063 + Penalty 3575.389817 = -7195898.249246 nChanged 28367 SP:Iteration 1F (4114.053364 sec): 3 clusters Score: Raw -7220057.520853 + Penalty 3575.389817 = -7216482.131037 nChanged 6478 SP:Iteration 2F (4114.192493 sec): 3 clusters Score: Raw -7229661.802144 + Penalty 3575.389817 = -7226086.412327 nChanged 8422 SP:Iteration 3F (4114.334176 sec): 3 clusters Score: Raw -7240570.112669 + Penalty 3575.389817 = -7236994.722852 nChanged 6054 SP:Iteration 4F (4114.475084 sec): 3 clusters Score: Raw -7245412.715040 + Penalty 3575.389817 = -7241837.325224 nChanged 2725 SP:Iteration 5Q (4114.609700 sec): 3 clusters Score: Raw -7246449.165110 + Penalty 3575.389817 = -7242873.775294 nChanged 1146 SP:Iteration 6Q (4114.745035 sec): 3 clusters Score: Raw -7246703.339698 + Penalty 3575.389817 = -7243127.949881 nChanged 592 SP:Iteration 7Q (4114.868306 sec): 3 clusters Score: Raw -7246804.097166 + Penalty 3575.389817 = -7243228.707350 nChanged 400 SP:Iteration 8Q (4115.013039 sec): 3 clusters Score: Raw -7246859.252793 + Penalty 3575.389817 = -7243283.862976 nChanged 276 SP:Iteration 9Q (4115.157356 sec): 3 clusters Score: Raw -7246890.973712 + Penalty 3575.389817 = -7243315.583895 nChanged 207 SP:Iteration 10Q (4115.295466 sec): 3 clusters Score: Raw -7246914.893168 + Penalty 3575.389817 = -7243339.503351 nChanged 178 SP:Iteration 11Q (4115.448536 sec): 3 clusters Score: Raw -7246932.934743 + Penalty 3575.389817 = -7243357.544926 nChanged 150 SP:Iteration 12Q (4115.594674 sec): 3 clusters Score: Raw -7246948.166280 + Penalty 3575.389817 = -7243372.776463 nChanged 135 SP:Iteration 13Q (4115.748484 sec): 3 clusters Score: Raw -7246962.305910 + Penalty 3575.389817 = -7243386.916093 nChanged 138 SP:Iteration 14Q (4115.892134 sec): 3 clusters Score: Raw -7246975.730659 + Penalty 3575.389817 = -7243400.340843 nChanged 115 SP:Iteration 15Q (4116.037548 sec): 3 clusters Score: Raw -7246985.810696 + Penalty 3575.389817 = -7243410.420879 nChanged 88 SP:Iteration 16Q (4116.180468 sec): 3 clusters Score: Raw -7246992.625507 + Penalty 3575.389817 = -7243417.235690 nChanged 83 SP:Iteration 17Q (4116.321721 sec): 3 clusters Score: Raw -7246999.125956 + Penalty 3575.389817 = -7243423.736139 nChanged 77 SP:Iteration 18Q (4116.466228 sec): 3 clusters Score: Raw -7247005.657737 + Penalty 3575.389817 = -7243430.267921 nChanged 68 SP:Iteration 19Q (4116.607830 sec): 3 clusters Score: Raw -7247009.711881 + Penalty 3575.389817 = -7243434.322065 nChanged 47 SP:Iteration 20F (4116.744980 sec): 3 clusters Score: Raw -7247012.859718 + Penalty 3575.389817 = -7243437.469901 nChanged 70 SP:Iteration 21Q (4116.862349 sec): 3 clusters Score: Raw -7247016.884630 + Penalty 3575.389817 = -7243441.494813 nChanged 54 SP:Iteration 22Q (4117.013222 sec): 3 clusters Score: Raw -7247019.741730 + Penalty 3575.389817 = -7243444.351913 nChanged 50 SP:Iteration 23Q (4117.160307 sec): 3 clusters Score: Raw -7247021.889750 + Penalty 3575.389817 = -7243446.499933 nChanged 47 SP:Iteration 24Q (4117.282282 sec): 3 clusters Score: Raw -7247023.424351 + Penalty 3575.389817 = -7243448.034534 nChanged 34 SP:Iteration 25Q (4117.428293 sec): 3 clusters Score: Raw -7247024.801339 + Penalty 3575.389817 = -7243449.411523 nChanged 37 SP:Iteration 26Q (4117.572387 sec): 3 clusters Score: Raw -7247026.235709 + Penalty 3575.389817 = -7243450.845893 nChanged 31 SP:Iteration 27Q (4117.717398 sec): 3 clusters Score: Raw -7247027.215057 + Penalty 3575.389817 = -7243451.825240 nChanged 24 SP:Iteration 28Q (4117.844417 sec): 3 clusters Score: Raw -7247027.776449 + Penalty 3575.389817 = -7243452.386632 nChanged 24 SP:Iteration 29Q (4117.989312 sec): 3 clusters Score: Raw -7247028.548914 + Penalty 3575.389817 = -7243453.159098 nChanged 21 SP:Iteration 30Q (4118.140431 sec): 3 clusters Score: Raw -7247029.258394 + Penalty 3575.389817 = -7243453.868577 nChanged 26 SP:Iteration 31Q (4118.300664 sec): 3 clusters Score: Raw -7247030.244399 + Penalty 3575.389817 = -7243454.854583 nChanged 31 SP:Iteration 32Q (4118.461080 sec): 3 clusters Score: Raw -7247031.833723 + Penalty 3575.389817 = -7243456.443907 nChanged 37 SP:Iteration 33Q (4118.612224 sec): 3 clusters Score: Raw -7247033.486612 + Penalty 3575.389817 = -7243458.096795 nChanged 43 SP:Iteration 34Q (4118.767388 sec): 3 clusters Score: Raw -7247036.701811 + Penalty 3575.389817 = -7243461.311994 nChanged 55 SP:Iteration 35Q (4118.922184 sec): 3 clusters Score: Raw -7247039.417077 + Penalty 3575.389817 = -7243464.027261 nChanged 48 SP:Iteration 36Q (4119.070883 sec): 3 clusters Score: Raw -7247041.191199 + Penalty 3575.389817 = -7243465.801382 nChanged 33 SP:Iteration 37Q (4119.222643 sec): 3 clusters Score: Raw -7247041.947747 + Penalty 3575.389817 = -7243466.557930 nChanged 17 SP:Iteration 38Q (4119.378718 sec): 3 clusters Score: Raw -7247042.263665 + Penalty 3575.389817 = -7243466.873848 nChanged 15 SP:Iteration 39Q (4119.521581 sec): 3 clusters Score: Raw -7247042.565790 + Penalty 3575.389817 = -7243467.175973 nChanged 13 SP:Iteration 40F (4119.676068 sec): 3 clusters Score: Raw -7247042.780647 + Penalty 3575.389817 = -7243467.390830 nChanged 13 SP:Iteration 41Q (4119.803429 sec): 3 clusters Score: Raw -7247043.084913 + Penalty 3575.389817 = -7243467.695096 nChanged 22 SP:Iteration 42Q (4119.953921 sec): 3 clusters Score: Raw -7247043.659505 + Penalty 3575.389817 = -7243468.269688 nChanged 24 SP:Iteration 43Q (4120.089365 sec): 3 clusters Score: Raw -7247044.751496 + Penalty 3575.389817 = -7243469.361679 nChanged 29 SP:Iteration 44Q (4120.228710 sec): 3 clusters Score: Raw -7247046.027797 + Penalty 3575.389817 = -7243470.637980 nChanged 33 SP:Iteration 45Q (4120.370712 sec): 3 clusters Score: Raw -7247047.058431 + Penalty 3575.389817 = -7243471.668615 nChanged 17 SP:Iteration 46Q (4120.508987 sec): 3 clusters Score: Raw -7247047.632822 + Penalty 3575.389817 = -7243472.243006 nChanged 21 SP:Iteration 47Q (4120.646260 sec): 3 clusters Score: Raw -7247048.325910 + Penalty 3575.389817 = -7243472.936093 nChanged 24 SP:Iteration 48Q (4120.793152 sec): 3 clusters Score: Raw -7247048.943907 + Penalty 3575.389817 = -7243473.554090 nChanged 13 SP:Iteration 49Q (4120.937984 sec): 3 clusters Score: Raw -7247049.217759 + Penalty 3575.389817 = -7243473.827942 nChanged 11 SP:Iteration 50Q (4121.092397 sec): 3 clusters Score: Raw -7247049.436327 + Penalty 3575.389817 = -7243474.046510 nChanged 9 SP:Iteration 51Q (4121.243694 sec): 3 clusters Score: Raw -7247049.752659 + Penalty 3575.389817 = -7243474.362842 nChanged 12 SP:Iteration 52Q (4121.383813 sec): 3 clusters Score: Raw -7247050.042716 + Penalty 3575.389817 = -7243474.652900 nChanged 10 SP:Iteration 53Q (4121.528362 sec): 3 clusters Score: Raw -7247050.282198 + Penalty 3575.389817 = -7243474.892381 nChanged 9 SP:Iteration 54Q (4121.665382 sec): 3 clusters Score: Raw -7247050.561564 + Penalty 3575.389817 = -7243475.171748 nChanged 7 SP:Iteration 55Q (4121.811300 sec): 3 clusters Score: Raw -7247050.816039 + Penalty 3575.389817 = -7243475.426223 nChanged 6 SP:Iteration 56Q (4121.956738 sec): 3 clusters Score: Raw -7247051.030814 + Penalty 3575.389817 = -7243475.640997 nChanged 5 SP:Iteration 57Q (4122.103016 sec): 3 clusters Score: Raw -7247051.175084 + Penalty 3575.389817 = -7243475.785268 nChanged 8 SP:Iteration 58Q (4122.235974 sec): 3 clusters Score: Raw -7247051.298444 + Penalty 3575.389817 = -7243475.908628 nChanged 4 SP:Iteration 59Q (4122.384457 sec): 3 clusters Score: Raw -7247051.357908 + Penalty 3575.389817 = -7243475.968092 nChanged 3 SP:Iteration 60F (4122.528151 sec): 3 clusters Score: Raw -7247051.503044 + Penalty 3575.389817 = -7243476.113228 nChanged 5 SP:Iteration 61Q (4122.673334 sec): 3 clusters Score: Raw -7247051.751991 + Penalty 3575.389817 = -7243476.362175 nChanged 7 SP:Iteration 62Q (4122.808037 sec): 3 clusters Score: Raw -7247052.230227 + Penalty 3575.389817 = -7243476.840410 nChanged 12 SP:Iteration 63Q (4122.953522 sec): 3 clusters Score: Raw -7247052.877261 + Penalty 3575.389817 = -7243477.487444 nChanged 14 SP:Iteration 64Q (4123.098726 sec): 3 clusters Score: Raw -7247053.353537 + Penalty 3575.389817 = -7243477.963720 nChanged 22 SP:Iteration 65Q (4123.244136 sec): 3 clusters Score: Raw -7247053.951094 + Penalty 3575.389817 = -7243478.561277 nChanged 23 SP:Iteration 66Q (4123.376112 sec): 3 clusters Score: Raw -7247054.546566 + Penalty 3575.389817 = -7243479.156749 nChanged 20 SP:Iteration 67Q (4123.519190 sec): 3 clusters Score: Raw -7247055.131703 + Penalty 3575.389817 = -7243479.741886 nChanged 21 SP:Iteration 68Q (4123.672647 sec): 3 clusters Score: Raw -7247055.656981 + Penalty 3575.389817 = -7243480.267164 nChanged 25 SP:Iteration 69Q (4123.833471 sec): 3 clusters Score: Raw -7247056.225828 + Penalty 3575.389817 = -7243480.836011 nChanged 11 SP:Iteration 70Q (4123.988423 sec): 3 clusters Score: Raw -7247056.516884 + Penalty 3575.389817 = -7243481.127067 nChanged 7 SP:Iteration 71Q (4124.143835 sec): 3 clusters Score: Raw -7247056.638770 + Penalty 3575.389817 = -7243481.248953 nChanged 9 SP:Iteration 72Q (4124.299879 sec): 3 clusters Score: Raw -7247056.854812 + Penalty 3575.389817 = -7243481.464996 nChanged 13 SP:Iteration 73Q (4124.454413 sec): 3 clusters Score: Raw -7247057.095486 + Penalty 3575.389817 = -7243481.705669 nChanged 5 SP:Iteration 74Q (4124.608156 sec): 3 clusters Score: Raw -7247057.164506 + Penalty 3575.389817 = -7243481.774689 nChanged 5 SP:Iteration 75Q (4124.756948 sec): 3 clusters Score: Raw -7247057.232178 + Penalty 3575.389817 = -7243481.842361 nChanged 3 SP:Iteration 76Q (4124.915102 sec): 3 clusters Score: Raw -7247057.268915 + Penalty 3575.389817 = -7243481.879098 nChanged 3 SP:Iteration 77Q (4125.065272 sec): 3 clusters Score: Raw -7247057.347633 + Penalty 3575.389817 = -7243481.957816 nChanged 4 SP:Iteration 78Q (4125.215960 sec): 3 clusters Score: Raw -7247057.450876 + Penalty 3575.389817 = -7243482.061060 nChanged 3 SP:Iteration 79Q (4125.371236 sec): 3 clusters Score: Raw -7247057.483989 + Penalty 3575.389817 = -7243482.094172 nChanged 2 SP:Iteration 80F (4125.520081 sec): 3 clusters Score: Raw -7247057.525175 + Penalty 3575.389817 = -7243482.135358 nChanged 1 SP:Iteration 81Q (4125.673552 sec): 3 clusters Score: Raw -7247057.537915 + Penalty 3575.389817 = -7243482.148098 nChanged 1 SP:Iteration 82Q (4125.827690 sec): 3 clusters Score: Raw -7247057.555050 + Penalty 3575.389817 = -7243482.165234 nChanged 1 SP:Iteration 83Q (4125.982397 sec): 3 clusters Score: Raw -7247057.558823 + Penalty 3575.389817 = -7243482.169006 nChanged 0 SP:Iteration 84F (4126.127926 sec): 3 clusters Score: Raw -7247057.558823 + Penalty 3575.389817 = -7243482.169006 nChanged 0 Score: Raw -131701373.407887 + Penalty 54080.747763 = -131647292.660124 Splitting cluster 6 changes total score from -131615226.587018 to -131647292.660124 So it's getting split into cluster 24. Trying to split cluster 7 (7535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4142.129516 sec): 2 clusters Score: Raw -933968.202470 + Penalty 1450.688543 = -932517.513927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4142.190541 sec): 3 clusters Score: Raw -929864.818992 + Penalty 2901.377086 = -926963.441906 nChanged 3225 SP:Iteration 1F (4142.242743 sec): 3 clusters Score: Raw -932365.043307 + Penalty 2901.377086 = -929463.666221 nChanged 956 SP:Iteration 2F (4142.302752 sec): 3 clusters Score: Raw -933904.435072 + Penalty 2901.377086 = -931003.057986 nChanged 863 SP:Iteration 3F (4142.362788 sec): 3 clusters Score: Raw -935520.449414 + Penalty 2901.377086 = -932619.072328 nChanged 660 SP:Iteration 4F (4142.423939 sec): 3 clusters Score: Raw -936552.919683 + Penalty 2901.377086 = -933651.542597 nChanged 423 SP:Iteration 5F (4142.485100 sec): 3 clusters Score: Raw -936824.060314 + Penalty 2901.377086 = -933922.683228 nChanged 213 SP:Iteration 6Q (4142.544425 sec): 3 clusters Score: Raw -936928.258843 + Penalty 2901.377086 = -934026.881757 nChanged 132 SP:Iteration 7Q (4142.604322 sec): 3 clusters Score: Raw -936980.174666 + Penalty 2901.377086 = -934078.797580 nChanged 77 SP:Iteration 8Q (4142.663450 sec): 3 clusters Score: Raw -937010.006404 + Penalty 2901.377086 = -934108.629318 nChanged 71 SP:Iteration 9Q (4142.723017 sec): 3 clusters Score: Raw -937037.882412 + Penalty 2901.377086 = -934136.505326 nChanged 54 SP:Iteration 10Q (4142.778820 sec): 3 clusters Score: Raw -937067.717558 + Penalty 2901.377086 = -934166.340472 nChanged 61 SP:Iteration 11Q (4142.838151 sec): 3 clusters Score: Raw -937100.995314 + Penalty 2901.377086 = -934199.618228 nChanged 50 SP:Iteration 12Q (4142.895905 sec): 3 clusters Score: Raw -937120.946455 + Penalty 2901.377086 = -934219.569369 nChanged 39 SP:Iteration 13Q (4142.955448 sec): 3 clusters Score: Raw -937133.178886 + Penalty 2901.377086 = -934231.801800 nChanged 33 SP:Iteration 14Q (4143.015088 sec): 3 clusters Score: Raw -937143.888684 + Penalty 2901.377086 = -934242.511598 nChanged 27 SP:Iteration 15Q (4143.074168 sec): 3 clusters Score: Raw -937150.684353 + Penalty 2901.377086 = -934249.307267 nChanged 18 SP:Iteration 16Q (4143.133340 sec): 3 clusters Score: Raw -937156.104940 + Penalty 2901.377086 = -934254.727854 nChanged 17 SP:Iteration 17Q (4143.191780 sec): 3 clusters Score: Raw -937159.001050 + Penalty 2901.377086 = -934257.623964 nChanged 12 SP:Iteration 18Q (4143.250777 sec): 3 clusters Score: Raw -937161.349808 + Penalty 2901.377086 = -934259.972722 nChanged 7 SP:Iteration 19Q (4143.307937 sec): 3 clusters Score: Raw -937162.447772 + Penalty 2901.377086 = -934261.070686 nChanged 7 SP:Iteration 20F (4143.367829 sec): 3 clusters Score: Raw -937163.707476 + Penalty 2901.377086 = -934262.330389 nChanged 7 SP:Iteration 21Q (4143.428303 sec): 3 clusters Score: Raw -937164.912486 + Penalty 2901.377086 = -934263.535400 nChanged 6 SP:Iteration 22Q (4143.487972 sec): 3 clusters Score: Raw -937165.625141 + Penalty 2901.377086 = -934264.248055 nChanged 4 SP:Iteration 23Q (4143.547445 sec): 3 clusters Score: Raw -937166.077630 + Penalty 2901.377086 = -934264.700544 nChanged 6 SP:Iteration 24Q (4143.604169 sec): 3 clusters Score: Raw -937166.861320 + Penalty 2901.377086 = -934265.484234 nChanged 1 SP:Iteration 25Q (4143.666351 sec): 3 clusters Score: Raw -937166.925359 + Penalty 2901.377086 = -934265.548273 nChanged 1 SP:Iteration 26Q (4143.725652 sec): 3 clusters Score: Raw -937166.979702 + Penalty 2901.377086 = -934265.602616 nChanged 0 SP:Iteration 27F (4143.779319 sec): 3 clusters Score: Raw -937166.979702 + Penalty 2901.377086 = -934265.602616 nChanged 0 Score: Raw -131704572.185120 + Penalty 56334.112254 = -131648238.072866 Splitting cluster 7 changes total score from -131615226.587018 to -131648238.072866 So it's getting split into cluster 25. Trying to split cluster 8 (5021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4160.519866 sec): 2 clusters Score: Raw -542081.176573 + Penalty 1384.724964 = -540696.451609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4160.576569 sec): 3 clusters Score: Raw -539710.837406 + Penalty 2769.449929 = -536941.387477 nChanged 2150 SP:Iteration 1F (4160.625847 sec): 3 clusters Score: Raw -543085.308597 + Penalty 2769.449929 = -540315.858668 nChanged 776 SP:Iteration 2F (4160.677082 sec): 3 clusters Score: Raw -545035.499468 + Penalty 2769.449929 = -542266.049539 nChanged 528 SP:Iteration 3F (4160.724906 sec): 3 clusters Score: Raw -546373.893100 + Penalty 2769.449929 = -543604.443172 nChanged 349 SP:Iteration 4F (4160.781976 sec): 3 clusters Score: Raw -547056.448268 + Penalty 2769.449929 = -544286.998339 nChanged 226 SP:Iteration 5Q (4160.837618 sec): 3 clusters Score: Raw -547316.197497 + Penalty 2769.449929 = -544546.747569 nChanged 122 SP:Iteration 6Q (4160.892929 sec): 3 clusters Score: Raw -547407.535363 + Penalty 2769.449929 = -544638.085434 nChanged 68 SP:Iteration 7Q (4160.949638 sec): 3 clusters Score: Raw -547455.278377 + Penalty 2769.449929 = -544685.828448 nChanged 45 SP:Iteration 8Q (4160.991367 sec): 3 clusters Score: Raw -547483.691977 + Penalty 2769.449929 = -544714.242048 nChanged 36 SP:Iteration 9Q (4161.035405 sec): 3 clusters Score: Raw -547517.617584 + Penalty 2769.449929 = -544748.167655 nChanged 38 SP:Iteration 10Q (4161.090342 sec): 3 clusters Score: Raw -547540.681221 + Penalty 2769.449929 = -544771.231292 nChanged 35 SP:Iteration 11Q (4161.135340 sec): 3 clusters Score: Raw -547563.283695 + Penalty 2769.449929 = -544793.833766 nChanged 32 SP:Iteration 12Q (4161.187678 sec): 3 clusters Score: Raw -547576.314444 + Penalty 2769.449929 = -544806.864515 nChanged 23 SP:Iteration 13Q (4161.234915 sec): 3 clusters Score: Raw -547582.386509 + Penalty 2769.449929 = -544812.936580 nChanged 10 SP:Iteration 14Q (4161.287114 sec): 3 clusters Score: Raw -547585.258333 + Penalty 2769.449929 = -544815.808404 nChanged 13 SP:Iteration 15Q (4161.339550 sec): 3 clusters Score: Raw -547589.374613 + Penalty 2769.449929 = -544819.924684 nChanged 16 SP:Iteration 16Q (4161.403758 sec): 3 clusters Score: Raw -547594.089291 + Penalty 2769.449929 = -544824.639363 nChanged 19 SP:Iteration 17Q (4161.445204 sec): 3 clusters Score: Raw -547600.084621 + Penalty 2769.449929 = -544830.634692 nChanged 17 SP:Iteration 18Q (4161.501006 sec): 3 clusters Score: Raw -547605.299975 + Penalty 2769.449929 = -544835.850047 nChanged 20 SP:Iteration 19Q (4161.555509 sec): 3 clusters Score: Raw -547613.118462 + Penalty 2769.449929 = -544843.668533 nChanged 20 SP:Iteration 20F (4161.624618 sec): 3 clusters Score: Raw -547644.397444 + Penalty 2769.449929 = -544874.947515 nChanged 26 SP:Iteration 21Q (4161.665731 sec): 3 clusters Score: Raw -547686.221917 + Penalty 2769.449929 = -544916.771988 nChanged 31 SP:Iteration 22Q (4161.722705 sec): 3 clusters Score: Raw -547735.291501 + Penalty 2769.449929 = -544965.841572 nChanged 39 SP:Iteration 23Q (4161.779588 sec): 3 clusters Score: Raw -547757.086252 + Penalty 2769.449929 = -544987.636324 nChanged 37 SP:Iteration 24Q (4161.834346 sec): 3 clusters Score: Raw -547771.039296 + Penalty 2769.449929 = -545001.589367 nChanged 29 SP:Iteration 25Q (4161.889432 sec): 3 clusters Score: Raw -547784.104101 + Penalty 2769.449929 = -545014.654172 nChanged 24 SP:Iteration 26Q (4161.944421 sec): 3 clusters Score: Raw -547791.873786 + Penalty 2769.449929 = -545022.423857 nChanged 22 SP:Iteration 27Q (4161.999209 sec): 3 clusters Score: Raw -547800.569897 + Penalty 2769.449929 = -545031.119969 nChanged 23 SP:Iteration 28Q (4162.052718 sec): 3 clusters Score: Raw -547810.743712 + Penalty 2769.449929 = -545041.293783 nChanged 24 SP:Iteration 29Q (4162.108462 sec): 3 clusters Score: Raw -547818.606442 + Penalty 2769.449929 = -545049.156513 nChanged 18 SP:Iteration 30Q (4162.163090 sec): 3 clusters Score: Raw -547825.442842 + Penalty 2769.449929 = -545055.992914 nChanged 29 SP:Iteration 31Q (4162.218139 sec): 3 clusters Score: Raw -547848.060745 + Penalty 2769.449929 = -545078.610816 nChanged 41 SP:Iteration 32Q (4162.273203 sec): 3 clusters Score: Raw -547874.987639 + Penalty 2769.449929 = -545105.537711 nChanged 39 SP:Iteration 33Q (4162.328711 sec): 3 clusters Score: Raw -547904.076583 + Penalty 2769.449929 = -545134.626654 nChanged 42 SP:Iteration 34Q (4162.396134 sec): 3 clusters Score: Raw -547932.267425 + Penalty 2769.449929 = -545162.817496 nChanged 34 SP:Iteration 35Q (4162.430508 sec): 3 clusters Score: Raw -547946.839875 + Penalty 2769.449929 = -545177.389946 nChanged 26 SP:Iteration 36Q (4162.484970 sec): 3 clusters Score: Raw -547954.649804 + Penalty 2769.449929 = -545185.199875 nChanged 13 SP:Iteration 37Q (4162.540767 sec): 3 clusters Score: Raw -547959.502380 + Penalty 2769.449929 = -545190.052451 nChanged 11 SP:Iteration 38Q (4162.584151 sec): 3 clusters Score: Raw -547963.299772 + Penalty 2769.449929 = -545193.849844 nChanged 9 SP:Iteration 39Q (4162.640144 sec): 3 clusters Score: Raw -547967.340977 + Penalty 2769.449929 = -545197.891049 nChanged 15 SP:Iteration 40F (4162.695894 sec): 3 clusters Score: Raw -547989.933753 + Penalty 2769.449929 = -545220.483824 nChanged 13 SP:Iteration 41Q (4162.750337 sec): 3 clusters Score: Raw -548000.390906 + Penalty 2769.449929 = -545230.940978 nChanged 11 SP:Iteration 42Q (4162.800480 sec): 3 clusters Score: Raw -548003.813421 + Penalty 2769.449929 = -545234.363492 nChanged 12 SP:Iteration 43Q (4162.857273 sec): 3 clusters Score: Raw -548009.763347 + Penalty 2769.449929 = -545240.313418 nChanged 14 SP:Iteration 44Q (4162.911316 sec): 3 clusters Score: Raw -548014.658868 + Penalty 2769.449929 = -545245.208940 nChanged 6 SP:Iteration 45Q (4162.953962 sec): 3 clusters Score: Raw -548016.005141 + Penalty 2769.449929 = -545246.555212 nChanged 5 SP:Iteration 46Q (4163.007210 sec): 3 clusters Score: Raw -548017.642190 + Penalty 2769.449929 = -545248.192261 nChanged 3 SP:Iteration 47Q (4163.061212 sec): 3 clusters Score: Raw -548017.980431 + Penalty 2769.449929 = -545248.530502 nChanged 1 SP:Iteration 48Q (4163.118346 sec): 3 clusters Score: Raw -548018.140847 + Penalty 2769.449929 = -545248.690918 nChanged 2 SP:Iteration 49Q (4163.174457 sec): 3 clusters Score: Raw -548018.334592 + Penalty 2769.449929 = -545248.884663 nChanged 0 SP:Iteration 50F (4163.236969 sec): 3 clusters Score: Raw -548018.334592 + Penalty 2769.449929 = -545248.884663 nChanged 0 Score: Raw -131710509.343138 + Penalty 58587.476744 = -131651921.866395 Splitting cluster 8 changes total score from -131615226.587018 to -131651921.866395 So it's getting split into cluster 26. Trying to split cluster 9 (57668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4180.575676 sec): 2 clusters Score: Raw -7378310.116520 + Penalty 1781.399377 = -7376528.717143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4180.716944 sec): 3 clusters Score: Raw -7341501.868512 + Penalty 3562.798754 = -7337939.069758 nChanged 27034 SP:Iteration 1F (4180.853457 sec): 3 clusters Score: Raw -7357400.589109 + Penalty 3562.798754 = -7353837.790354 nChanged 3110 SP:Iteration 2F (4180.961495 sec): 3 clusters Score: Raw -7358947.045781 + Penalty 3562.798754 = -7355384.247027 nChanged 3772 SP:Iteration 3F (4181.105931 sec): 3 clusters Score: Raw -7361535.754702 + Penalty 3562.798754 = -7357972.955948 nChanged 4739 SP:Iteration 4F (4181.244493 sec): 3 clusters Score: Raw -7365780.983860 + Penalty 3562.798754 = -7362218.185106 nChanged 5221 SP:Iteration 5F (4181.389512 sec): 3 clusters Score: Raw -7370780.209147 + Penalty 3562.798754 = -7367217.410393 nChanged 4604 SP:Iteration 6F (4181.521402 sec): 3 clusters Score: Raw -7374634.449892 + Penalty 3562.798754 = -7371071.651137 nChanged 3347 SP:Iteration 7F (4181.624102 sec): 3 clusters Score: Raw -7376760.502526 + Penalty 3562.798754 = -7373197.703772 nChanged 2289 SP:Iteration 8Q (4181.765310 sec): 3 clusters Score: Raw -7377847.649946 + Penalty 3562.798754 = -7374284.851191 nChanged 1600 SP:Iteration 9Q (4181.908135 sec): 3 clusters Score: Raw -7378448.178871 + Penalty 3562.798754 = -7374885.380116 nChanged 1217 SP:Iteration 10Q (4182.053313 sec): 3 clusters Score: Raw -7378859.976307 + Penalty 3562.798754 = -7375297.177552 nChanged 1035 SP:Iteration 11Q (4182.182326 sec): 3 clusters Score: Raw -7379170.875924 + Penalty 3562.798754 = -7375608.077169 nChanged 928 SP:Iteration 12Q (4182.307997 sec): 3 clusters Score: Raw -7379447.273597 + Penalty 3562.798754 = -7375884.474843 nChanged 864 SP:Iteration 13Q (4182.456646 sec): 3 clusters Score: Raw -7379696.404712 + Penalty 3562.798754 = -7376133.605958 nChanged 832 SP:Iteration 14Q (4182.601588 sec): 3 clusters Score: Raw -7379946.520153 + Penalty 3562.798754 = -7376383.721399 nChanged 806 SP:Iteration 15Q (4182.750120 sec): 3 clusters Score: Raw -7380181.789755 + Penalty 3562.798754 = -7376618.991000 nChanged 735 SP:Iteration 16Q (4182.886012 sec): 3 clusters Score: Raw -7380398.028762 + Penalty 3562.798754 = -7376835.230008 nChanged 696 SP:Iteration 17Q (4183.031539 sec): 3 clusters Score: Raw -7380600.741589 + Penalty 3562.798754 = -7377037.942834 nChanged 608 SP:Iteration 18Q (4183.147136 sec): 3 clusters Score: Raw -7380761.468811 + Penalty 3562.798754 = -7377198.670057 nChanged 549 SP:Iteration 19Q (4183.280569 sec): 3 clusters Score: Raw -7380890.419023 + Penalty 3562.798754 = -7377327.620268 nChanged 444 SP:Iteration 20F (4183.430490 sec): 3 clusters Score: Raw -7380984.077303 + Penalty 3562.798754 = -7377421.278549 nChanged 356 SP:Iteration 21Q (4183.570048 sec): 3 clusters Score: Raw -7381051.813038 + Penalty 3562.798754 = -7377489.014284 nChanged 318 SP:Iteration 22Q (4183.707385 sec): 3 clusters Score: Raw -7381109.098590 + Penalty 3562.798754 = -7377546.299836 nChanged 294 SP:Iteration 23Q (4183.829816 sec): 3 clusters Score: Raw -7381155.056275 + Penalty 3562.798754 = -7377592.257521 nChanged 234 SP:Iteration 24Q (4183.949370 sec): 3 clusters Score: Raw -7381190.590022 + Penalty 3562.798754 = -7377627.791268 nChanged 220 SP:Iteration 25Q (4184.099171 sec): 3 clusters Score: Raw -7381222.591116 + Penalty 3562.798754 = -7377659.792361 nChanged 185 SP:Iteration 26Q (4184.239084 sec): 3 clusters Score: Raw -7381248.202752 + Penalty 3562.798754 = -7377685.403998 nChanged 179 SP:Iteration 27Q (4184.358817 sec): 3 clusters Score: Raw -7381271.856493 + Penalty 3562.798754 = -7377709.057739 nChanged 159 SP:Iteration 28Q (4184.488179 sec): 3 clusters Score: Raw -7381294.362899 + Penalty 3562.798754 = -7377731.564144 nChanged 166 SP:Iteration 29Q (4184.622908 sec): 3 clusters Score: Raw -7381316.540913 + Penalty 3562.798754 = -7377753.742158 nChanged 149 SP:Iteration 30Q (4184.765361 sec): 3 clusters Score: Raw -7381335.369145 + Penalty 3562.798754 = -7377772.570391 nChanged 141 SP:Iteration 31Q (4184.902501 sec): 3 clusters Score: Raw -7381353.423888 + Penalty 3562.798754 = -7377790.625134 nChanged 142 SP:Iteration 32Q (4185.029810 sec): 3 clusters Score: Raw -7381371.232640 + Penalty 3562.798754 = -7377808.433885 nChanged 120 SP:Iteration 33Q (4185.145542 sec): 3 clusters Score: Raw -7381386.035455 + Penalty 3562.798754 = -7377823.236701 nChanged 100 SP:Iteration 34Q (4185.279474 sec): 3 clusters Score: Raw -7381396.487510 + Penalty 3562.798754 = -7377833.688756 nChanged 81 SP:Iteration 35Q (4185.403961 sec): 3 clusters Score: Raw -7381404.000654 + Penalty 3562.798754 = -7377841.201900 nChanged 80 SP:Iteration 36Q (4185.546755 sec): 3 clusters Score: Raw -7381410.702314 + Penalty 3562.798754 = -7377847.903559 nChanged 68 SP:Iteration 37Q (4185.685708 sec): 3 clusters Score: Raw -7381416.354850 + Penalty 3562.798754 = -7377853.556095 nChanged 67 SP:Iteration 38Q (4185.815066 sec): 3 clusters Score: Raw -7381422.716091 + Penalty 3562.798754 = -7377859.917336 nChanged 67 SP:Iteration 39Q (4185.944034 sec): 3 clusters Score: Raw -7381428.447383 + Penalty 3562.798754 = -7377865.648629 nChanged 63 SP:Iteration 40F (4186.082126 sec): 3 clusters Score: Raw -7381433.193876 + Penalty 3562.798754 = -7377870.395122 nChanged 42 SP:Iteration 41Q (4186.211083 sec): 3 clusters Score: Raw -7381436.201186 + Penalty 3562.798754 = -7377873.402432 nChanged 35 SP:Iteration 42Q (4186.343588 sec): 3 clusters Score: Raw -7381438.678880 + Penalty 3562.798754 = -7377875.880126 nChanged 37 SP:Iteration 43Q (4186.439523 sec): 3 clusters Score: Raw -7381441.615507 + Penalty 3562.798754 = -7377878.816753 nChanged 42 SP:Iteration 44Q (4186.564588 sec): 3 clusters Score: Raw -7381444.421858 + Penalty 3562.798754 = -7377881.623104 nChanged 31 SP:Iteration 45Q (4186.695413 sec): 3 clusters Score: Raw -7381446.675276 + Penalty 3562.798754 = -7377883.876521 nChanged 37 SP:Iteration 46Q (4186.819825 sec): 3 clusters Score: Raw -7381450.047528 + Penalty 3562.798754 = -7377887.248774 nChanged 40 SP:Iteration 47Q (4186.923873 sec): 3 clusters Score: Raw -7381453.305772 + Penalty 3562.798754 = -7377890.507018 nChanged 36 SP:Iteration 48Q (4187.047338 sec): 3 clusters Score: Raw -7381455.566006 + Penalty 3562.798754 = -7377892.767251 nChanged 33 SP:Iteration 49Q (4187.152266 sec): 3 clusters Score: Raw -7381458.022094 + Penalty 3562.798754 = -7377895.223340 nChanged 33 SP:Iteration 50Q (4187.278071 sec): 3 clusters Score: Raw -7381459.977109 + Penalty 3562.798754 = -7377897.178354 nChanged 23 SP:Iteration 51Q (4187.403035 sec): 3 clusters Score: Raw -7381461.966502 + Penalty 3562.798754 = -7377899.167747 nChanged 22 SP:Iteration 52Q (4187.540354 sec): 3 clusters Score: Raw -7381463.862214 + Penalty 3562.798754 = -7377901.063460 nChanged 12 SP:Iteration 53Q (4187.671329 sec): 3 clusters Score: Raw -7381464.701550 + Penalty 3562.798754 = -7377901.902796 nChanged 10 SP:Iteration 54Q (4187.795410 sec): 3 clusters Score: Raw -7381465.273991 + Penalty 3562.798754 = -7377902.475236 nChanged 10 SP:Iteration 55Q (4187.926221 sec): 3 clusters Score: Raw -7381465.726740 + Penalty 3562.798754 = -7377902.927985 nChanged 8 SP:Iteration 56Q (4188.028824 sec): 3 clusters Score: Raw -7381466.085007 + Penalty 3562.798754 = -7377903.286253 nChanged 7 SP:Iteration 57Q (4188.148903 sec): 3 clusters Score: Raw -7381466.409741 + Penalty 3562.798754 = -7377903.610987 nChanged 8 SP:Iteration 58Q (4188.258593 sec): 3 clusters Score: Raw -7381466.753554 + Penalty 3562.798754 = -7377903.954800 nChanged 4 SP:Iteration 59Q (4188.395318 sec): 3 clusters Score: Raw -7381466.971988 + Penalty 3562.798754 = -7377904.173233 nChanged 6 SP:Iteration 60F (4188.533719 sec): 3 clusters Score: Raw -7381467.302467 + Penalty 3562.798754 = -7377904.503713 nChanged 7 SP:Iteration 61Q (4188.665140 sec): 3 clusters Score: Raw -7381467.633694 + Penalty 3562.798754 = -7377904.834940 nChanged 6 SP:Iteration 62Q (4188.770183 sec): 3 clusters Score: Raw -7381467.878917 + Penalty 3562.798754 = -7377905.080162 nChanged 5 SP:Iteration 63Q (4188.905926 sec): 3 clusters Score: Raw -7381468.062396 + Penalty 3562.798754 = -7377905.263642 nChanged 4 SP:Iteration 64Q (4189.025473 sec): 3 clusters Score: Raw -7381468.258182 + Penalty 3562.798754 = -7377905.459428 nChanged 7 SP:Iteration 65Q (4189.160904 sec): 3 clusters Score: Raw -7381468.623774 + Penalty 3562.798754 = -7377905.825020 nChanged 6 SP:Iteration 66Q (4189.292650 sec): 3 clusters Score: Raw -7381469.169777 + Penalty 3562.798754 = -7377906.371023 nChanged 10 SP:Iteration 67Q (4189.420552 sec): 3 clusters Score: Raw -7381469.699974 + Penalty 3562.798754 = -7377906.901219 nChanged 7 SP:Iteration 68Q (4189.549009 sec): 3 clusters Score: Raw -7381470.074696 + Penalty 3562.798754 = -7377907.275942 nChanged 3 SP:Iteration 69Q (4189.646440 sec): 3 clusters Score: Raw -7381470.277248 + Penalty 3562.798754 = -7377907.478493 nChanged 1 SP:Iteration 70Q (4189.781686 sec): 3 clusters Score: Raw -7381470.326810 + Penalty 3562.798754 = -7377907.528056 nChanged 2 SP:Iteration 71Q (4189.923054 sec): 3 clusters Score: Raw -7381470.442630 + Penalty 3562.798754 = -7377907.643875 nChanged 3 SP:Iteration 72Q (4190.033345 sec): 3 clusters Score: Raw -7381470.557853 + Penalty 3562.798754 = -7377907.759099 nChanged 1 SP:Iteration 73Q (4190.169548 sec): 3 clusters Score: Raw -7381470.628719 + Penalty 3562.798754 = -7377907.829965 nChanged 1 SP:Iteration 74Q (4190.314560 sec): 3 clusters Score: Raw -7381470.682834 + Penalty 3562.798754 = -7377907.884079 nChanged 0 SP:Iteration 75F (4190.424664 sec): 3 clusters Score: Raw -7381470.682834 + Penalty 3562.798754 = -7377907.884079 nChanged 0 Score: Raw -131713669.909451 + Penalty 60840.841234 = -131652829.068217 Splitting cluster 9 changes total score from -131615226.587018 to -131652829.068217 So it's getting split into cluster 27. Trying to split cluster 10 (12092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4208.258549 sec): 2 clusters Score: Raw -1593529.859369 + Penalty 1527.548645 = -1592002.310723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4208.309129 sec): 3 clusters Score: Raw -1586620.594869 + Penalty 3055.097291 = -1583565.497579 nChanged 5285 SP:Iteration 1F (4208.371308 sec): 3 clusters Score: Raw -1589536.188114 + Penalty 3055.097291 = -1586481.090823 nChanged 813 SP:Iteration 2F (4208.432584 sec): 3 clusters Score: Raw -1589899.606537 + Penalty 3055.097291 = -1586844.509246 nChanged 658 SP:Iteration 3F (4208.501609 sec): 3 clusters Score: Raw -1590166.115949 + Penalty 3055.097291 = -1587111.018658 nChanged 547 SP:Iteration 4Q (4208.571124 sec): 3 clusters Score: Raw -1590381.326934 + Penalty 3055.097291 = -1587326.229644 nChanged 501 SP:Iteration 5Q (4208.643090 sec): 3 clusters Score: Raw -1590555.089824 + Penalty 3055.097291 = -1587499.992533 nChanged 424 SP:Iteration 6Q (4208.707198 sec): 3 clusters Score: Raw -1590700.527896 + Penalty 3055.097291 = -1587645.430606 nChanged 410 SP:Iteration 7Q (4208.768239 sec): 3 clusters Score: Raw -1590845.631589 + Penalty 3055.097291 = -1587790.534298 nChanged 414 SP:Iteration 8Q (4208.838846 sec): 3 clusters Score: Raw -1591002.612973 + Penalty 3055.097291 = -1587947.515682 nChanged 440 SP:Iteration 9Q (4208.905357 sec): 3 clusters Score: Raw -1591207.954172 + Penalty 3055.097291 = -1588152.856881 nChanged 494 SP:Iteration 10Q (4208.974766 sec): 3 clusters Score: Raw -1591484.397736 + Penalty 3055.097291 = -1588429.300445 nChanged 568 SP:Iteration 11Q (4209.041172 sec): 3 clusters Score: Raw -1591839.786157 + Penalty 3055.097291 = -1588784.688866 nChanged 635 SP:Iteration 12F (4209.094598 sec): 3 clusters Score: Raw -1592246.528646 + Penalty 3055.097291 = -1589191.431355 nChanged 633 SP:Iteration 13F (4209.166040 sec): 3 clusters Score: Raw -1592682.880586 + Penalty 3055.097291 = -1589627.783295 nChanged 560 SP:Iteration 14Q (4209.235352 sec): 3 clusters Score: Raw -1593054.171510 + Penalty 3055.097291 = -1589999.074220 nChanged 445 SP:Iteration 15Q (4209.295319 sec): 3 clusters Score: Raw -1593329.681976 + Penalty 3055.097291 = -1590274.584685 nChanged 365 SP:Iteration 16Q (4209.349233 sec): 3 clusters Score: Raw -1593549.566804 + Penalty 3055.097291 = -1590494.469513 nChanged 303 SP:Iteration 17Q (4209.410179 sec): 3 clusters Score: Raw -1593707.536831 + Penalty 3055.097291 = -1590652.439540 nChanged 219 SP:Iteration 18Q (4209.472072 sec): 3 clusters Score: Raw -1593819.321896 + Penalty 3055.097291 = -1590764.224605 nChanged 171 SP:Iteration 19Q (4209.534082 sec): 3 clusters Score: Raw -1593902.045715 + Penalty 3055.097291 = -1590846.948424 nChanged 134 SP:Iteration 20F (4209.602877 sec): 3 clusters Score: Raw -1593959.567355 + Penalty 3055.097291 = -1590904.470064 nChanged 104 SP:Iteration 21Q (4209.666154 sec): 3 clusters Score: Raw -1594003.632987 + Penalty 3055.097291 = -1590948.535696 nChanged 95 SP:Iteration 22Q (4209.727903 sec): 3 clusters Score: Raw -1594043.822475 + Penalty 3055.097291 = -1590988.725185 nChanged 66 SP:Iteration 23Q (4209.789508 sec): 3 clusters Score: Raw -1594071.373643 + Penalty 3055.097291 = -1591016.276352 nChanged 47 SP:Iteration 24Q (4209.856140 sec): 3 clusters Score: Raw -1594093.073289 + Penalty 3055.097291 = -1591037.975998 nChanged 39 SP:Iteration 25Q (4209.905218 sec): 3 clusters Score: Raw -1594109.501771 + Penalty 3055.097291 = -1591054.404481 nChanged 35 SP:Iteration 26Q (4209.971976 sec): 3 clusters Score: Raw -1594122.868648 + Penalty 3055.097291 = -1591067.771358 nChanged 28 SP:Iteration 27Q (4210.039168 sec): 3 clusters Score: Raw -1594132.607420 + Penalty 3055.097291 = -1591077.510129 nChanged 22 SP:Iteration 28Q (4210.106887 sec): 3 clusters Score: Raw -1594141.757646 + Penalty 3055.097291 = -1591086.660355 nChanged 19 SP:Iteration 29Q (4210.154046 sec): 3 clusters Score: Raw -1594149.310461 + Penalty 3055.097291 = -1591094.213170 nChanged 9 SP:Iteration 30Q (4210.225173 sec): 3 clusters Score: Raw -1594151.963328 + Penalty 3055.097291 = -1591096.866037 nChanged 6 SP:Iteration 31Q (4210.272634 sec): 3 clusters Score: Raw -1594153.462101 + Penalty 3055.097291 = -1591098.364811 nChanged 6 SP:Iteration 32Q (4210.332002 sec): 3 clusters Score: Raw -1594155.003028 + Penalty 3055.097291 = -1591099.905738 nChanged 5 SP:Iteration 33Q (4210.394349 sec): 3 clusters Score: Raw -1594158.009965 + Penalty 3055.097291 = -1591102.912674 nChanged 9 SP:Iteration 34Q (4210.455625 sec): 3 clusters Score: Raw -1594161.267947 + Penalty 3055.097291 = -1591106.170656 nChanged 8 SP:Iteration 35Q (4210.523513 sec): 3 clusters Score: Raw -1594163.549813 + Penalty 3055.097291 = -1591108.452523 nChanged 7 SP:Iteration 36Q (4210.586807 sec): 3 clusters Score: Raw -1594165.797527 + Penalty 3055.097291 = -1591110.700236 nChanged 9 SP:Iteration 37Q (4210.640381 sec): 3 clusters Score: Raw -1594168.369673 + Penalty 3055.097291 = -1591113.272382 nChanged 6 SP:Iteration 38Q (4210.705680 sec): 3 clusters Score: Raw -1594170.379603 + Penalty 3055.097291 = -1591115.282313 nChanged 9 SP:Iteration 39Q (4210.770425 sec): 3 clusters Score: Raw -1594173.381920 + Penalty 3055.097291 = -1591118.284629 nChanged 6 SP:Iteration 40F (4210.819650 sec): 3 clusters Score: Raw -1594174.760771 + Penalty 3055.097291 = -1591119.663481 nChanged 3 SP:Iteration 41Q (4210.883892 sec): 3 clusters Score: Raw -1594175.849031 + Penalty 3055.097291 = -1591120.751740 nChanged 3 SP:Iteration 42Q (4210.952815 sec): 3 clusters Score: Raw -1594176.339640 + Penalty 3055.097291 = -1591121.242350 nChanged 0 SP:Iteration 43F (4211.002807 sec): 3 clusters Score: Raw -1594176.339640 + Penalty 3055.097291 = -1591121.242350 nChanged 0 Trying to split cluster 11 (72346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4211.120613 sec): 2 clusters Score: Raw -9328867.284370 + Penalty 1818.247510 = -9327049.036860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4211.281068 sec): 3 clusters Score: Raw -9282421.227961 + Penalty 3636.495019 = -9278784.732942 nChanged 34297 SP:Iteration 1F (4211.435964 sec): 3 clusters Score: Raw -9304412.164557 + Penalty 3636.495019 = -9300775.669538 nChanged 5217 SP:Iteration 2F (4211.583534 sec): 3 clusters Score: Raw -9310958.055215 + Penalty 3636.495019 = -9307321.560196 nChanged 7153 SP:Iteration 3F (4211.745101 sec): 3 clusters Score: Raw -9322859.009074 + Penalty 3636.495019 = -9319222.514055 nChanged 8649 SP:Iteration 4F (4211.903478 sec): 3 clusters Score: Raw -9339464.586646 + Penalty 3636.495019 = -9335828.091627 nChanged 7591 SP:Iteration 5F (4212.060271 sec): 3 clusters Score: Raw -9352254.463131 + Penalty 3636.495019 = -9348617.968111 nChanged 4402 SP:Iteration 6F (4212.215244 sec): 3 clusters Score: Raw -9356917.705342 + Penalty 3636.495019 = -9353281.210323 nChanged 1772 SP:Iteration 7Q (4212.368390 sec): 3 clusters Score: Raw -9358082.665348 + Penalty 3636.495019 = -9354446.170329 nChanged 832 SP:Iteration 8Q (4212.524201 sec): 3 clusters Score: Raw -9358584.949292 + Penalty 3636.495019 = -9354948.454273 nChanged 570 SP:Iteration 9Q (4212.669731 sec): 3 clusters Score: Raw -9358903.397187 + Penalty 3636.495019 = -9355266.902168 nChanged 497 SP:Iteration 10Q (4212.814003 sec): 3 clusters Score: Raw -9359133.187804 + Penalty 3636.495019 = -9355496.692784 nChanged 432 SP:Iteration 11Q (4212.945185 sec): 3 clusters Score: Raw -9359292.072857 + Penalty 3636.495019 = -9355655.577838 nChanged 364 SP:Iteration 12Q (4213.091262 sec): 3 clusters Score: Raw -9359392.079822 + Penalty 3636.495019 = -9355755.584803 nChanged 338 SP:Iteration 13Q (4213.238962 sec): 3 clusters Score: Raw -9359475.435598 + Penalty 3636.495019 = -9355838.940579 nChanged 323 SP:Iteration 14Q (4213.387989 sec): 3 clusters Score: Raw -9359546.154929 + Penalty 3636.495019 = -9355909.659910 nChanged 274 SP:Iteration 15Q (4213.511984 sec): 3 clusters Score: Raw -9359598.047390 + Penalty 3636.495019 = -9355961.552371 nChanged 246 SP:Iteration 16Q (4213.657622 sec): 3 clusters Score: Raw -9359642.141291 + Penalty 3636.495019 = -9356005.646271 nChanged 214 SP:Iteration 17Q (4213.807379 sec): 3 clusters Score: Raw -9359674.723873 + Penalty 3636.495019 = -9356038.228854 nChanged 179 SP:Iteration 18Q (4213.946511 sec): 3 clusters Score: Raw -9359697.209271 + Penalty 3636.495019 = -9356060.714252 nChanged 164 SP:Iteration 19Q (4214.054362 sec): 3 clusters Score: Raw -9359717.049484 + Penalty 3636.495019 = -9356080.554465 nChanged 147 SP:Iteration 20F (4214.207767 sec): 3 clusters Score: Raw -9359733.006899 + Penalty 3636.495019 = -9356096.511879 nChanged 125 SP:Iteration 21Q (4214.355006 sec): 3 clusters Score: Raw -9359745.628804 + Penalty 3636.495019 = -9356109.133785 nChanged 111 SP:Iteration 22Q (4214.489953 sec): 3 clusters Score: Raw -9359754.943506 + Penalty 3636.495019 = -9356118.448487 nChanged 86 SP:Iteration 23Q (4214.634549 sec): 3 clusters Score: Raw -9359761.131492 + Penalty 3636.495019 = -9356124.636473 nChanged 71 SP:Iteration 24Q (4214.742075 sec): 3 clusters Score: Raw -9359765.957652 + Penalty 3636.495019 = -9356129.462633 nChanged 71 SP:Iteration 25Q (4214.849845 sec): 3 clusters Score: Raw -9359771.177407 + Penalty 3636.495019 = -9356134.682388 nChanged 63 SP:Iteration 26Q (4214.958138 sec): 3 clusters Score: Raw -9359774.996450 + Penalty 3636.495019 = -9356138.501431 nChanged 50 SP:Iteration 27Q (4215.066206 sec): 3 clusters Score: Raw -9359778.235194 + Penalty 3636.495019 = -9356141.740175 nChanged 56 SP:Iteration 28Q (4215.206669 sec): 3 clusters Score: Raw -9359781.346620 + Penalty 3636.495019 = -9356144.851601 nChanged 53 SP:Iteration 29Q (4215.349242 sec): 3 clusters Score: Raw -9359784.578831 + Penalty 3636.495019 = -9356148.083812 nChanged 59 SP:Iteration 30Q (4215.481308 sec): 3 clusters Score: Raw -9359787.942730 + Penalty 3636.495019 = -9356151.447711 nChanged 41 SP:Iteration 31Q (4215.619097 sec): 3 clusters Score: Raw -9359789.871897 + Penalty 3636.495019 = -9356153.376878 nChanged 42 SP:Iteration 32Q (4215.761092 sec): 3 clusters Score: Raw -9359791.656887 + Penalty 3636.495019 = -9356155.161868 nChanged 33 SP:Iteration 33Q (4215.870236 sec): 3 clusters Score: Raw -9359793.054757 + Penalty 3636.495019 = -9356156.559738 nChanged 29 SP:Iteration 34Q (4216.005237 sec): 3 clusters Score: Raw -9359794.146918 + Penalty 3636.495019 = -9356157.651899 nChanged 26 SP:Iteration 35Q (4216.145866 sec): 3 clusters Score: Raw -9359795.239099 + Penalty 3636.495019 = -9356158.744079 nChanged 24 SP:Iteration 36Q (4216.256304 sec): 3 clusters Score: Raw -9359796.127777 + Penalty 3636.495019 = -9356159.632758 nChanged 19 SP:Iteration 37Q (4216.364490 sec): 3 clusters Score: Raw -9359796.770700 + Penalty 3636.495019 = -9356160.275681 nChanged 8 SP:Iteration 38Q (4216.501306 sec): 3 clusters Score: Raw -9359796.953096 + Penalty 3636.495019 = -9356160.458077 nChanged 12 SP:Iteration 39Q (4216.643244 sec): 3 clusters Score: Raw -9359797.185353 + Penalty 3636.495019 = -9356160.690333 nChanged 10 SP:Iteration 40F (4216.794943 sec): 3 clusters Score: Raw -9359797.517895 + Penalty 3636.495019 = -9356161.022876 nChanged 11 SP:Iteration 41Q (4216.931142 sec): 3 clusters Score: Raw -9359797.803091 + Penalty 3636.495019 = -9356161.308071 nChanged 7 SP:Iteration 42Q (4217.063648 sec): 3 clusters Score: Raw -9359797.976718 + Penalty 3636.495019 = -9356161.481699 nChanged 9 SP:Iteration 43Q (4217.210431 sec): 3 clusters Score: Raw -9359798.166683 + Penalty 3636.495019 = -9356161.671664 nChanged 12 SP:Iteration 44Q (4217.325971 sec): 3 clusters Score: Raw -9359798.458583 + Penalty 3636.495019 = -9356161.963564 nChanged 13 SP:Iteration 45Q (4217.434105 sec): 3 clusters Score: Raw -9359798.784277 + Penalty 3636.495019 = -9356162.289257 nChanged 15 SP:Iteration 46Q (4217.541876 sec): 3 clusters Score: Raw -9359799.117139 + Penalty 3636.495019 = -9356162.622120 nChanged 10 SP:Iteration 47Q (4217.649276 sec): 3 clusters Score: Raw -9359799.347462 + Penalty 3636.495019 = -9356162.852443 nChanged 8 SP:Iteration 48Q (4217.756972 sec): 3 clusters Score: Raw -9359799.497556 + Penalty 3636.495019 = -9356163.002536 nChanged 6 SP:Iteration 49Q (4217.864930 sec): 3 clusters Score: Raw -9359799.607639 + Penalty 3636.495019 = -9356163.112620 nChanged 5 SP:Iteration 50Q (4217.973232 sec): 3 clusters Score: Raw -9359799.704543 + Penalty 3636.495019 = -9356163.209524 nChanged 7 SP:Iteration 51Q (4218.081547 sec): 3 clusters Score: Raw -9359799.825645 + Penalty 3636.495019 = -9356163.330626 nChanged 7 SP:Iteration 52Q (4218.187819 sec): 3 clusters Score: Raw -9359799.947207 + Penalty 3636.495019 = -9356163.452188 nChanged 3 SP:Iteration 53Q (4218.294552 sec): 3 clusters Score: Raw -9359799.981303 + Penalty 3636.495019 = -9356163.486284 nChanged 1 SP:Iteration 54Q (4218.401845 sec): 3 clusters Score: Raw -9359799.991194 + Penalty 3636.495019 = -9356163.496175 nChanged 2 SP:Iteration 55Q (4218.513995 sec): 3 clusters Score: Raw -9359800.028561 + Penalty 3636.495019 = -9356163.533541 nChanged 2 SP:Iteration 56Q (4218.630814 sec): 3 clusters Score: Raw -9359800.073709 + Penalty 3636.495019 = -9356163.578690 nChanged 1 SP:Iteration 57Q (4218.747236 sec): 3 clusters Score: Raw -9359800.082342 + Penalty 3636.495019 = -9356163.587322 nChanged 0 SP:Iteration 58F (4218.894979 sec): 3 clusters Score: Raw -9359800.082342 + Penalty 3636.495019 = -9356163.587322 nChanged 0 Score: Raw -131744602.707422 + Penalty 63094.205724 = -131681508.501698 Splitting cluster 11 changes total score from -131615226.587018 to -131681508.501698 So it's getting split into cluster 28. Trying to split cluster 12 (435243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4238.154416 sec): 2 clusters Score: Raw -55412345.395870 + Penalty 2109.844713 = -55410235.551157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4238.884458 sec): 3 clusters Score: Raw -55119609.949036 + Penalty 4219.689427 = -55115390.259609 nChanged 212931 SP:Iteration 1F (4239.614625 sec): 3 clusters Score: Raw -55250125.456639 + Penalty 4219.689427 = -55245905.767212 nChanged 13661 SP:Iteration 2Q (4240.405766 sec): 3 clusters Score: Raw -55253811.585430 + Penalty 4219.689427 = -55249591.896003 nChanged 15702 SP:Iteration 3Q (4241.213266 sec): 3 clusters Score: Raw -55259581.229103 + Penalty 4219.689427 = -55255361.539676 nChanged 20168 SP:Iteration 4Q (4242.053960 sec): 3 clusters Score: Raw -55269800.930579 + Penalty 4219.689427 = -55265581.241152 nChanged 26075 SP:Iteration 5F (4242.835968 sec): 3 clusters Score: Raw -55290237.696259 + Penalty 4219.689427 = -55286018.006832 nChanged 33575 SP:Iteration 6F (4243.622132 sec): 3 clusters Score: Raw -55337283.923615 + Penalty 4219.689427 = -55333064.234189 nChanged 36527 SP:Iteration 7F (4244.398727 sec): 3 clusters Score: Raw -55415102.183495 + Penalty 4219.689427 = -55410882.494069 nChanged 30725 SP:Iteration 8F (4245.186359 sec): 3 clusters Score: Raw -55444290.064914 + Penalty 4219.689427 = -55440070.375487 nChanged 22285 SP:Iteration 9F (4245.963815 sec): 3 clusters Score: Raw -55458523.627339 + Penalty 4219.689427 = -55454303.937912 nChanged 17990 SP:Iteration 10Q (4246.724126 sec): 3 clusters Score: Raw -55469795.082974 + Penalty 4219.689427 = -55465575.393547 nChanged 15782 SP:Iteration 11Q (4247.483621 sec): 3 clusters Score: Raw -55479637.399175 + Penalty 4219.689427 = -55475417.709748 nChanged 13736 SP:Iteration 12Q (4248.248729 sec): 3 clusters Score: Raw -55488118.283254 + Penalty 4219.689427 = -55483898.593827 nChanged 11638 SP:Iteration 13Q (4249.006322 sec): 3 clusters Score: Raw -55495581.718165 + Penalty 4219.689427 = -55491362.028739 nChanged 9803 SP:Iteration 14Q (4249.754581 sec): 3 clusters Score: Raw -55502938.497559 + Penalty 4219.689427 = -55498718.808132 nChanged 8288 SP:Iteration 15Q (4250.514471 sec): 3 clusters Score: Raw -55510294.210858 + Penalty 4219.689427 = -55506074.521432 nChanged 5786 SP:Iteration 16Q (4251.271793 sec): 3 clusters Score: Raw -55515151.744726 + Penalty 4219.689427 = -55510932.055299 nChanged 3419 SP:Iteration 17Q (4252.038822 sec): 3 clusters Score: Raw -55517659.767734 + Penalty 4219.689427 = -55513440.078307 nChanged 2248 SP:Iteration 18Q (4252.793626 sec): 3 clusters Score: Raw -55519218.701080 + Penalty 4219.689427 = -55514999.011653 nChanged 1845 SP:Iteration 19Q (4253.551830 sec): 3 clusters Score: Raw -55520579.904184 + Penalty 4219.689427 = -55516360.214757 nChanged 1941 SP:Iteration 20F (4254.334082 sec): 3 clusters Score: Raw -55522937.882589 + Penalty 4219.689427 = -55518718.193162 nChanged 2689 SP:Iteration 21Q (4255.087760 sec): 3 clusters Score: Raw -55526667.240628 + Penalty 4219.689427 = -55522447.551201 nChanged 3273 SP:Iteration 22Q (4255.846951 sec): 3 clusters Score: Raw -55535421.935402 + Penalty 4219.689427 = -55531202.245975 nChanged 3921 SP:Iteration 23Q (4256.607684 sec): 3 clusters Score: Raw -55558950.344507 + Penalty 4219.689427 = -55554730.655080 nChanged 1958 SP:Iteration 24Q (4257.307484 sec): 3 clusters Score: Raw -55589963.593748 + Penalty 4219.689427 = -55585743.904321 nChanged 952 SP:Iteration 25Q (4257.931878 sec): 3 clusters Score: Raw -55608824.058415 + Penalty 4219.689427 = -55604604.368988 nChanged 3 SP:Iteration 26Q (4258.546548 sec): 3 clusters Score: Raw -55608901.513285 + Penalty 4219.689427 = -55604681.823858 nChanged 0 SP:Iteration 27F (4259.333581 sec): 3 clusters Score: Raw -55608901.513285 + Penalty 4219.689427 = -55604681.823858 nChanged 0 Score: Raw -131941158.824835 + Penalty 65347.570214 = -131875811.254621 Splitting cluster 12 changes total score from -131615226.587018 to -131875811.254621 So it's getting split into cluster 29. Trying to split cluster 13 (2680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4278.648946 sec): 2 clusters Score: Raw -311583.036289 + Penalty 1282.705462 = -310300.330827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4278.704398 sec): 3 clusters Score: Raw -310547.608697 + Penalty 2565.410924 = -307982.197773 nChanged 1059 SP:Iteration 1F (4278.744846 sec): 3 clusters Score: Raw -312271.490274 + Penalty 2565.410924 = -309706.079350 nChanged 475 SP:Iteration 2F (4278.799389 sec): 3 clusters Score: Raw -313609.072477 + Penalty 2565.410924 = -311043.661553 nChanged 279 SP:Iteration 3F (4278.853748 sec): 3 clusters Score: Raw -314064.331786 + Penalty 2565.410924 = -311498.920862 nChanged 123 SP:Iteration 4Q (4278.907103 sec): 3 clusters Score: Raw -314273.400512 + Penalty 2565.410924 = -311707.989588 nChanged 79 SP:Iteration 5Q (4278.961267 sec): 3 clusters Score: Raw -314359.797673 + Penalty 2565.410924 = -311794.386749 nChanged 51 SP:Iteration 6Q (4279.015280 sec): 3 clusters Score: Raw -314398.490741 + Penalty 2565.410924 = -311833.079817 nChanged 24 SP:Iteration 7Q (4279.067779 sec): 3 clusters Score: Raw -314413.501963 + Penalty 2565.410924 = -311848.091039 nChanged 20 SP:Iteration 8Q (4279.120737 sec): 3 clusters Score: Raw -314425.369773 + Penalty 2565.410924 = -311859.958849 nChanged 13 SP:Iteration 9Q (4279.174802 sec): 3 clusters Score: Raw -314435.074732 + Penalty 2565.410924 = -311869.663808 nChanged 11 SP:Iteration 10Q (4279.228867 sec): 3 clusters Score: Raw -314440.924488 + Penalty 2565.410924 = -311875.513565 nChanged 8 SP:Iteration 11Q (4279.281446 sec): 3 clusters Score: Raw -314444.285983 + Penalty 2565.410924 = -311878.875059 nChanged 4 SP:Iteration 12Q (4279.340772 sec): 3 clusters Score: Raw -314446.810585 + Penalty 2565.410924 = -311881.399662 nChanged 4 SP:Iteration 13Q (4279.392075 sec): 3 clusters Score: Raw -314449.004499 + Penalty 2565.410924 = -311883.593575 nChanged 4 SP:Iteration 14Q (4279.446152 sec): 3 clusters Score: Raw -314450.723310 + Penalty 2565.410924 = -311885.312387 nChanged 4 SP:Iteration 15Q (4279.497269 sec): 3 clusters Score: Raw -314452.363227 + Penalty 2565.410924 = -311886.952303 nChanged 5 SP:Iteration 16Q (4279.550859 sec): 3 clusters Score: Raw -314455.941940 + Penalty 2565.410924 = -311890.531016 nChanged 5 SP:Iteration 17Q (4279.602440 sec): 3 clusters Score: Raw -314457.804659 + Penalty 2565.410924 = -311892.393735 nChanged 2 SP:Iteration 18Q (4279.645060 sec): 3 clusters Score: Raw -314458.316018 + Penalty 2565.410924 = -311892.905094 nChanged 2 SP:Iteration 19Q (4279.705133 sec): 3 clusters Score: Raw -314458.902421 + Penalty 2565.410924 = -311893.491497 nChanged 1 SP:Iteration 20F (4279.747818 sec): 3 clusters Score: Raw -314459.077152 + Penalty 2565.410924 = -311893.666228 nChanged 0 Score: Raw -131944034.865698 + Penalty 67600.934704 = -131876433.930994 Splitting cluster 13 changes total score from -131615226.587018 to -131876433.930994 So it's getting split into cluster 30. Trying to split cluster 14 (58896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4299.765446 sec): 2 clusters Score: Raw -7569509.427727 + Penalty 1784.823374 = -7567724.604353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4299.891352 sec): 3 clusters Score: Raw -7532096.670343 + Penalty 3569.646748 = -7528527.023595 nChanged 27800 SP:Iteration 1F (4300.031873 sec): 3 clusters Score: Raw -7548587.349261 + Penalty 3569.646748 = -7545017.702513 nChanged 3407 SP:Iteration 2F (4300.155604 sec): 3 clusters Score: Raw -7550868.592401 + Penalty 3569.646748 = -7547298.945653 nChanged 4442 SP:Iteration 3F (4300.298451 sec): 3 clusters Score: Raw -7555054.412288 + Penalty 3569.646748 = -7551484.765540 nChanged 5230 SP:Iteration 4F (4300.426358 sec): 3 clusters Score: Raw -7560760.544887 + Penalty 3569.646748 = -7557190.898139 nChanged 5317 SP:Iteration 5F (4300.561110 sec): 3 clusters Score: Raw -7566300.042894 + Penalty 3569.646748 = -7562730.396146 nChanged 4707 SP:Iteration 6F (4300.712103 sec): 3 clusters Score: Raw -7570650.842148 + Penalty 3569.646748 = -7567081.195400 nChanged 3867 SP:Iteration 7F (4300.848315 sec): 3 clusters Score: Raw -7574277.042347 + Penalty 3569.646748 = -7570707.395599 nChanged 3253 SP:Iteration 8F (4300.958022 sec): 3 clusters Score: Raw -7578239.583212 + Penalty 3569.646748 = -7574669.936464 nChanged 2931 SP:Iteration 9Q (4301.090700 sec): 3 clusters Score: Raw -7582186.905272 + Penalty 3569.646748 = -7578617.258524 nChanged 2325 SP:Iteration 10Q (4301.210251 sec): 3 clusters Score: Raw -7584816.835152 + Penalty 3569.646748 = -7581247.188404 nChanged 1689 SP:Iteration 11Q (4301.307991 sec): 3 clusters Score: Raw -7586195.029871 + Penalty 3569.646748 = -7582625.383123 nChanged 1159 SP:Iteration 12Q (4301.446006 sec): 3 clusters Score: Raw -7586950.272611 + Penalty 3569.646748 = -7583380.625863 nChanged 880 SP:Iteration 13Q (4301.579827 sec): 3 clusters Score: Raw -7587574.564447 + Penalty 3569.646748 = -7584004.917699 nChanged 688 SP:Iteration 14Q (4301.713857 sec): 3 clusters Score: Raw -7588123.948520 + Penalty 3569.646748 = -7584554.301772 nChanged 551 SP:Iteration 15Q (4301.843196 sec): 3 clusters Score: Raw -7588612.345123 + Penalty 3569.646748 = -7585042.698375 nChanged 480 SP:Iteration 16Q (4301.979770 sec): 3 clusters Score: Raw -7588998.422146 + Penalty 3569.646748 = -7585428.775398 nChanged 332 SP:Iteration 17Q (4302.115718 sec): 3 clusters Score: Raw -7589143.675741 + Penalty 3569.646748 = -7585574.028993 nChanged 207 SP:Iteration 18Q (4302.252060 sec): 3 clusters Score: Raw -7589185.763172 + Penalty 3569.646748 = -7585616.116424 nChanged 121 SP:Iteration 19Q (4302.389463 sec): 3 clusters Score: Raw -7589198.488195 + Penalty 3569.646748 = -7585628.841447 nChanged 64 SP:Iteration 20F (4302.534840 sec): 3 clusters Score: Raw -7589211.306134 + Penalty 3569.646748 = -7585641.659386 nChanged 42 SP:Iteration 21Q (4302.664441 sec): 3 clusters Score: Raw -7589213.741215 + Penalty 3569.646748 = -7585644.094467 nChanged 24 SP:Iteration 22Q (4302.776237 sec): 3 clusters Score: Raw -7589214.808354 + Penalty 3569.646748 = -7585645.161606 nChanged 22 SP:Iteration 23Q (4302.890215 sec): 3 clusters Score: Raw -7589215.565754 + Penalty 3569.646748 = -7585645.919006 nChanged 15 SP:Iteration 24Q (4303.026512 sec): 3 clusters Score: Raw -7589216.040164 + Penalty 3569.646748 = -7585646.393416 nChanged 15 SP:Iteration 25Q (4303.132010 sec): 3 clusters Score: Raw -7589216.486143 + Penalty 3569.646748 = -7585646.839395 nChanged 12 SP:Iteration 26Q (4303.258124 sec): 3 clusters Score: Raw -7589216.721168 + Penalty 3569.646748 = -7585647.074420 nChanged 2 SP:Iteration 27Q (4303.383458 sec): 3 clusters Score: Raw -7589216.758084 + Penalty 3569.646748 = -7585647.111336 nChanged 0 SP:Iteration 28F (4303.496619 sec): 3 clusters Score: Raw -7589216.758084 + Penalty 3569.646748 = -7585647.111336 nChanged 0 Score: Raw -131963742.196057 + Penalty 69854.299194 = -131893887.896863 Splitting cluster 14 changes total score from -131615226.587018 to -131893887.896863 So it's getting split into cluster 31. Trying to split cluster 15 (43639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4323.945936 sec): 2 clusters Score: Raw -5606952.406024 + Penalty 1736.102310 = -5605216.303714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4324.061651 sec): 3 clusters Score: Raw -5579377.988472 + Penalty 3472.204621 = -5575905.783852 nChanged 20616 SP:Iteration 1F (4324.170417 sec): 3 clusters Score: Raw -5592400.107543 + Penalty 3472.204621 = -5588927.902922 nChanged 3252 SP:Iteration 2F (4324.275131 sec): 3 clusters Score: Raw -5595835.500580 + Penalty 3472.204621 = -5592363.295959 nChanged 4661 SP:Iteration 3F (4324.354380 sec): 3 clusters Score: Raw -5603220.679275 + Penalty 3472.204621 = -5599748.474654 nChanged 5192 SP:Iteration 4F (4324.442853 sec): 3 clusters Score: Raw -5612396.467204 + Penalty 3472.204621 = -5608924.262583 nChanged 3746 SP:Iteration 5F (4324.557637 sec): 3 clusters Score: Raw -5618215.998923 + Penalty 3472.204621 = -5614743.794303 nChanged 2269 SP:Iteration 6F (4324.677899 sec): 3 clusters Score: Raw -5620214.880306 + Penalty 3472.204621 = -5616742.675686 nChanged 1286 SP:Iteration 7Q (4324.781173 sec): 3 clusters Score: Raw -5621030.281138 + Penalty 3472.204621 = -5617558.076518 nChanged 902 SP:Iteration 8Q (4324.884631 sec): 3 clusters Score: Raw -5621517.314833 + Penalty 3472.204621 = -5618045.110213 nChanged 687 SP:Iteration 9Q (4324.985513 sec): 3 clusters Score: Raw -5621849.558013 + Penalty 3472.204621 = -5618377.353392 nChanged 570 SP:Iteration 10Q (4325.098771 sec): 3 clusters Score: Raw -5622075.848171 + Penalty 3472.204621 = -5618603.643550 nChanged 480 SP:Iteration 11Q (4325.212316 sec): 3 clusters Score: Raw -5622233.823872 + Penalty 3472.204621 = -5618761.619252 nChanged 397 SP:Iteration 12Q (4325.325562 sec): 3 clusters Score: Raw -5622350.076527 + Penalty 3472.204621 = -5618877.871906 nChanged 312 SP:Iteration 13Q (4325.418766 sec): 3 clusters Score: Raw -5622433.094413 + Penalty 3472.204621 = -5618960.889792 nChanged 243 SP:Iteration 14Q (4325.515138 sec): 3 clusters Score: Raw -5622486.394226 + Penalty 3472.204621 = -5619014.189606 nChanged 202 SP:Iteration 15Q (4325.624221 sec): 3 clusters Score: Raw -5622521.798160 + Penalty 3472.204621 = -5619049.593540 nChanged 177 SP:Iteration 16Q (4325.733473 sec): 3 clusters Score: Raw -5622549.415011 + Penalty 3472.204621 = -5619077.210391 nChanged 154 SP:Iteration 17Q (4325.848582 sec): 3 clusters Score: Raw -5622570.373722 + Penalty 3472.204621 = -5619098.169101 nChanged 133 SP:Iteration 18Q (4325.952300 sec): 3 clusters Score: Raw -5622587.333244 + Penalty 3472.204621 = -5619115.128624 nChanged 129 SP:Iteration 19Q (4326.048730 sec): 3 clusters Score: Raw -5622603.556853 + Penalty 3472.204621 = -5619131.352232 nChanged 111 SP:Iteration 20F (4326.161378 sec): 3 clusters Score: Raw -5622617.616752 + Penalty 3472.204621 = -5619145.412131 nChanged 118 SP:Iteration 21Q (4326.264227 sec): 3 clusters Score: Raw -5622632.995516 + Penalty 3472.204621 = -5619160.790896 nChanged 120 SP:Iteration 22Q (4326.347910 sec): 3 clusters Score: Raw -5622650.399355 + Penalty 3472.204621 = -5619178.194734 nChanged 130 SP:Iteration 23Q (4326.433197 sec): 3 clusters Score: Raw -5622668.364396 + Penalty 3472.204621 = -5619196.159775 nChanged 121 SP:Iteration 24Q (4326.536454 sec): 3 clusters Score: Raw -5622682.209473 + Penalty 3472.204621 = -5619210.004853 nChanged 105 SP:Iteration 25Q (4326.641781 sec): 3 clusters Score: Raw -5622693.227073 + Penalty 3472.204621 = -5619221.022452 nChanged 107 SP:Iteration 26Q (4326.754128 sec): 3 clusters Score: Raw -5622704.347047 + Penalty 3472.204621 = -5619232.142426 nChanged 95 SP:Iteration 27Q (4326.865360 sec): 3 clusters Score: Raw -5622712.780546 + Penalty 3472.204621 = -5619240.575925 nChanged 86 SP:Iteration 28Q (4326.978914 sec): 3 clusters Score: Raw -5622718.567781 + Penalty 3472.204621 = -5619246.363160 nChanged 72 SP:Iteration 29Q (4327.094929 sec): 3 clusters Score: Raw -5622723.460997 + Penalty 3472.204621 = -5619251.256376 nChanged 60 SP:Iteration 30Q (4327.209868 sec): 3 clusters Score: Raw -5622727.843798 + Penalty 3472.204621 = -5619255.639177 nChanged 57 SP:Iteration 31Q (4327.287702 sec): 3 clusters Score: Raw -5622731.725780 + Penalty 3472.204621 = -5619259.521160 nChanged 42 SP:Iteration 32Q (4327.370250 sec): 3 clusters Score: Raw -5622734.384860 + Penalty 3472.204621 = -5619262.180240 nChanged 36 SP:Iteration 33Q (4327.473362 sec): 3 clusters Score: Raw -5622736.510116 + Penalty 3472.204621 = -5619264.305496 nChanged 36 SP:Iteration 34Q (4327.583901 sec): 3 clusters Score: Raw -5622738.539842 + Penalty 3472.204621 = -5619266.335222 nChanged 31 SP:Iteration 35Q (4327.668051 sec): 3 clusters Score: Raw -5622740.040838 + Penalty 3472.204621 = -5619267.836218 nChanged 25 SP:Iteration 36Q (4327.742738 sec): 3 clusters Score: Raw -5622741.196075 + Penalty 3472.204621 = -5619268.991454 nChanged 30 SP:Iteration 37Q (4327.846045 sec): 3 clusters Score: Raw -5622743.005924 + Penalty 3472.204621 = -5619270.801303 nChanged 32 SP:Iteration 38Q (4327.960636 sec): 3 clusters Score: Raw -5622744.217238 + Penalty 3472.204621 = -5619272.012618 nChanged 21 SP:Iteration 39Q (4328.078971 sec): 3 clusters Score: Raw -5622744.856196 + Penalty 3472.204621 = -5619272.651575 nChanged 19 SP:Iteration 40F (4328.197662 sec): 3 clusters Score: Raw -5622745.665566 + Penalty 3472.204621 = -5619273.460945 nChanged 16 SP:Iteration 41Q (4328.301141 sec): 3 clusters Score: Raw -5622746.434807 + Penalty 3472.204621 = -5619274.230186 nChanged 11 SP:Iteration 42Q (4328.417594 sec): 3 clusters Score: Raw -5622747.004890 + Penalty 3472.204621 = -5619274.800269 nChanged 21 SP:Iteration 43Q (4328.520004 sec): 3 clusters Score: Raw -5622747.703874 + Penalty 3472.204621 = -5619275.499254 nChanged 14 SP:Iteration 44Q (4328.624912 sec): 3 clusters Score: Raw -5622748.120868 + Penalty 3472.204621 = -5619275.916247 nChanged 9 SP:Iteration 45Q (4328.748426 sec): 3 clusters Score: Raw -5622748.354843 + Penalty 3472.204621 = -5619276.150222 nChanged 5 SP:Iteration 46Q (4328.860954 sec): 3 clusters Score: Raw -5622748.495611 + Penalty 3472.204621 = -5619276.290990 nChanged 4 SP:Iteration 47Q (4328.964901 sec): 3 clusters Score: Raw -5622748.605867 + Penalty 3472.204621 = -5619276.401246 nChanged 5 SP:Iteration 48Q (4329.052516 sec): 3 clusters Score: Raw -5622748.766092 + Penalty 3472.204621 = -5619276.561471 nChanged 8 SP:Iteration 49Q (4329.166056 sec): 3 clusters Score: Raw -5622749.080518 + Penalty 3472.204621 = -5619276.875897 nChanged 11 SP:Iteration 50Q (4329.279276 sec): 3 clusters Score: Raw -5622749.506441 + Penalty 3472.204621 = -5619277.301820 nChanged 8 SP:Iteration 51Q (4329.382148 sec): 3 clusters Score: Raw -5622749.668144 + Penalty 3472.204621 = -5619277.463524 nChanged 4 SP:Iteration 52Q (4329.492188 sec): 3 clusters Score: Raw -5622749.759367 + Penalty 3472.204621 = -5619277.554746 nChanged 2 SP:Iteration 53Q (4329.603180 sec): 3 clusters Score: Raw -5622749.777324 + Penalty 3472.204621 = -5619277.572703 nChanged 0 SP:Iteration 54F (4329.709810 sec): 3 clusters Score: Raw -5622749.777324 + Penalty 3472.204621 = -5619277.572703 nChanged 0 Score: Raw -131979539.567356 + Penalty 72107.663684 = -131907431.903671 Splitting cluster 15 changes total score from -131615226.587018 to -131907431.903671 So it's getting split into cluster 32. Trying to split cluster 16 (13121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4350.663753 sec): 2 clusters Score: Raw -1715220.245808 + Penalty 1540.820008 = -1713679.425800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4350.736695 sec): 3 clusters Score: Raw -1707667.002040 + Penalty 3081.640016 = -1704585.362024 nChanged 5730 SP:Iteration 1F (4350.799586 sec): 3 clusters Score: Raw -1710824.034248 + Penalty 3081.640016 = -1707742.394232 nChanged 919 SP:Iteration 2F (4350.869993 sec): 3 clusters Score: Raw -1711383.430319 + Penalty 3081.640016 = -1708301.790303 nChanged 969 SP:Iteration 3F (4350.941066 sec): 3 clusters Score: Raw -1712105.843319 + Penalty 3081.640016 = -1709024.203304 nChanged 1005 SP:Iteration 4F (4351.013642 sec): 3 clusters Score: Raw -1712842.133120 + Penalty 3081.640016 = -1709760.493104 nChanged 924 SP:Iteration 5F (4351.074652 sec): 3 clusters Score: Raw -1713443.571069 + Penalty 3081.640016 = -1710361.931053 nChanged 740 SP:Iteration 6F (4351.151683 sec): 3 clusters Score: Raw -1713847.187559 + Penalty 3081.640016 = -1710765.547543 nChanged 577 SP:Iteration 7Q (4351.191269 sec): 3 clusters Score: Raw -1714119.996108 + Penalty 3081.640016 = -1711038.356092 nChanged 447 SP:Iteration 8Q (4351.266870 sec): 3 clusters Score: Raw -1714284.209604 + Penalty 3081.640016 = -1711202.569588 nChanged 311 SP:Iteration 9Q (4351.336468 sec): 3 clusters Score: Raw -1714384.804215 + Penalty 3081.640016 = -1711303.164199 nChanged 258 SP:Iteration 10Q (4351.407431 sec): 3 clusters Score: Raw -1714463.104630 + Penalty 3081.640016 = -1711381.464615 nChanged 223 SP:Iteration 11Q (4351.478520 sec): 3 clusters Score: Raw -1714529.906605 + Penalty 3081.640016 = -1711448.266589 nChanged 206 SP:Iteration 12Q (4351.549501 sec): 3 clusters Score: Raw -1714589.874544 + Penalty 3081.640016 = -1711508.234528 nChanged 212 SP:Iteration 13Q (4351.618122 sec): 3 clusters Score: Raw -1714651.090770 + Penalty 3081.640016 = -1711569.450754 nChanged 192 SP:Iteration 14Q (4351.677456 sec): 3 clusters Score: Raw -1714709.690759 + Penalty 3081.640016 = -1711628.050743 nChanged 198 SP:Iteration 15Q (4351.747153 sec): 3 clusters Score: Raw -1714772.552719 + Penalty 3081.640016 = -1711690.912704 nChanged 194 SP:Iteration 16Q (4351.829184 sec): 3 clusters Score: Raw -1714833.018134 + Penalty 3081.640016 = -1711751.378118 nChanged 189 SP:Iteration 17Q (4351.889639 sec): 3 clusters Score: Raw -1714890.083366 + Penalty 3081.640016 = -1711808.443350 nChanged 182 SP:Iteration 18Q (4351.954267 sec): 3 clusters Score: Raw -1714953.126972 + Penalty 3081.640016 = -1711871.486956 nChanged 194 SP:Iteration 19Q (4352.018539 sec): 3 clusters Score: Raw -1715022.179369 + Penalty 3081.640016 = -1711940.539353 nChanged 174 SP:Iteration 20F (4352.090475 sec): 3 clusters Score: Raw -1715086.012293 + Penalty 3081.640016 = -1712004.372278 nChanged 173 SP:Iteration 21Q (4352.156883 sec): 3 clusters Score: Raw -1715149.352488 + Penalty 3081.640016 = -1712067.712472 nChanged 175 SP:Iteration 22Q (4352.219129 sec): 3 clusters Score: Raw -1715217.372038 + Penalty 3081.640016 = -1712135.732022 nChanged 166 SP:Iteration 23Q (4352.280033 sec): 3 clusters Score: Raw -1715278.018762 + Penalty 3081.640016 = -1712196.378747 nChanged 122 SP:Iteration 24Q (4352.342477 sec): 3 clusters Score: Raw -1715318.321092 + Penalty 3081.640016 = -1712236.681076 nChanged 108 SP:Iteration 25Q (4352.405337 sec): 3 clusters Score: Raw -1715358.725060 + Penalty 3081.640016 = -1712277.085044 nChanged 96 SP:Iteration 26Q (4352.467370 sec): 3 clusters Score: Raw -1715395.102370 + Penalty 3081.640016 = -1712313.462354 nChanged 95 SP:Iteration 27Q (4352.533612 sec): 3 clusters Score: Raw -1715431.420681 + Penalty 3081.640016 = -1712349.780665 nChanged 91 SP:Iteration 28Q (4352.603117 sec): 3 clusters Score: Raw -1715468.094541 + Penalty 3081.640016 = -1712386.454526 nChanged 88 SP:Iteration 29Q (4352.673127 sec): 3 clusters Score: Raw -1715503.840354 + Penalty 3081.640016 = -1712422.200338 nChanged 69 SP:Iteration 30Q (4352.737952 sec): 3 clusters Score: Raw -1715534.200738 + Penalty 3081.640016 = -1712452.560722 nChanged 61 SP:Iteration 31Q (4352.814628 sec): 3 clusters Score: Raw -1715560.892184 + Penalty 3081.640016 = -1712479.252168 nChanged 55 SP:Iteration 32Q (4352.870899 sec): 3 clusters Score: Raw -1715583.018163 + Penalty 3081.640016 = -1712501.378147 nChanged 38 SP:Iteration 33Q (4352.935027 sec): 3 clusters Score: Raw -1715597.854111 + Penalty 3081.640016 = -1712516.214095 nChanged 47 SP:Iteration 34Q (4352.995056 sec): 3 clusters Score: Raw -1715615.971861 + Penalty 3081.640016 = -1712534.331845 nChanged 31 SP:Iteration 35Q (4353.059052 sec): 3 clusters Score: Raw -1715629.031523 + Penalty 3081.640016 = -1712547.391507 nChanged 22 SP:Iteration 36Q (4353.128547 sec): 3 clusters Score: Raw -1715635.428650 + Penalty 3081.640016 = -1712553.788634 nChanged 18 SP:Iteration 37Q (4353.182631 sec): 3 clusters Score: Raw -1715642.572652 + Penalty 3081.640016 = -1712560.932636 nChanged 16 SP:Iteration 38Q (4353.241713 sec): 3 clusters Score: Raw -1715650.656632 + Penalty 3081.640016 = -1712569.016616 nChanged 17 SP:Iteration 39Q (4353.304469 sec): 3 clusters Score: Raw -1715658.854387 + Penalty 3081.640016 = -1712577.214371 nChanged 20 SP:Iteration 40F (4353.369536 sec): 3 clusters Score: Raw -1715668.318984 + Penalty 3081.640016 = -1712586.678968 nChanged 10 SP:Iteration 41Q (4353.439349 sec): 3 clusters Score: Raw -1715672.379410 + Penalty 3081.640016 = -1712590.739394 nChanged 10 SP:Iteration 42Q (4353.505701 sec): 3 clusters Score: Raw -1715676.094366 + Penalty 3081.640016 = -1712594.454351 nChanged 9 SP:Iteration 43Q (4353.578331 sec): 3 clusters Score: Raw -1715679.394486 + Penalty 3081.640016 = -1712597.754470 nChanged 5 SP:Iteration 44Q (4353.626386 sec): 3 clusters Score: Raw -1715681.687987 + Penalty 3081.640016 = -1712600.047972 nChanged 5 SP:Iteration 45Q (4353.695661 sec): 3 clusters Score: Raw -1715683.802372 + Penalty 3081.640016 = -1712602.162357 nChanged 5 SP:Iteration 46Q (4353.765017 sec): 3 clusters Score: Raw -1715685.535966 + Penalty 3081.640016 = -1712603.895950 nChanged 4 SP:Iteration 47Q (4353.828988 sec): 3 clusters Score: Raw -1715687.647650 + Penalty 3081.640016 = -1712606.007635 nChanged 8 SP:Iteration 48Q (4353.883218 sec): 3 clusters Score: Raw -1715690.986476 + Penalty 3081.640016 = -1712609.346460 nChanged 8 SP:Iteration 49Q (4353.944146 sec): 3 clusters Score: Raw -1715693.482159 + Penalty 3081.640016 = -1712611.842143 nChanged 7 SP:Iteration 50Q (4354.010538 sec): 3 clusters Score: Raw -1715695.039270 + Penalty 3081.640016 = -1712613.399254 nChanged 2 SP:Iteration 51Q (4354.080425 sec): 3 clusters Score: Raw -1715695.665925 + Penalty 3081.640016 = -1712614.025909 nChanged 2 SP:Iteration 52Q (4354.156278 sec): 3 clusters Score: Raw -1715696.036031 + Penalty 3081.640016 = -1712614.396015 nChanged 0 SP:Iteration 53F (4354.207279 sec): 3 clusters Score: Raw -1715696.036031 + Penalty 3081.640016 = -1712614.396015 nChanged 0 Trying to split cluster 17 (16220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4354.253726 sec): 2 clusters Score: Raw -2070577.998331 + Penalty 1575.275053 = -2069002.723277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4354.328642 sec): 3 clusters Score: Raw -2061025.113131 + Penalty 3150.550106 = -2057874.563024 nChanged 7282 SP:Iteration 1F (4354.405908 sec): 3 clusters Score: Raw -2065415.930646 + Penalty 3150.550106 = -2062265.380539 nChanged 1195 SP:Iteration 2F (4354.478091 sec): 3 clusters Score: Raw -2066428.676618 + Penalty 3150.550106 = -2063278.126512 nChanged 1382 SP:Iteration 3F (4354.553644 sec): 3 clusters Score: Raw -2067992.239168 + Penalty 3150.550106 = -2064841.689061 nChanged 1576 SP:Iteration 4F (4354.615626 sec): 3 clusters Score: Raw -2069897.624517 + Penalty 3150.550106 = -2066747.074411 nChanged 1347 SP:Iteration 5F (4354.680446 sec): 3 clusters Score: Raw -2071214.569848 + Penalty 3150.550106 = -2068064.019741 nChanged 1041 SP:Iteration 6F (4354.756190 sec): 3 clusters Score: Raw -2071989.906216 + Penalty 3150.550106 = -2068839.356110 nChanged 710 SP:Iteration 7Q (4354.820802 sec): 3 clusters Score: Raw -2072416.149670 + Penalty 3150.550106 = -2069265.599563 nChanged 518 SP:Iteration 8Q (4354.889902 sec): 3 clusters Score: Raw -2072664.183618 + Penalty 3150.550106 = -2069513.633511 nChanged 408 SP:Iteration 9Q (4354.941220 sec): 3 clusters Score: Raw -2072858.168649 + Penalty 3150.550106 = -2069707.618543 nChanged 319 SP:Iteration 10Q (4355.008331 sec): 3 clusters Score: Raw -2072977.512230 + Penalty 3150.550106 = -2069826.962123 nChanged 236 SP:Iteration 11Q (4355.065674 sec): 3 clusters Score: Raw -2073049.398155 + Penalty 3150.550106 = -2069898.848048 nChanged 192 SP:Iteration 12Q (4355.135431 sec): 3 clusters Score: Raw -2073101.748515 + Penalty 3150.550106 = -2069951.198408 nChanged 166 SP:Iteration 13Q (4355.181153 sec): 3 clusters Score: Raw -2073141.856775 + Penalty 3150.550106 = -2069991.306668 nChanged 133 SP:Iteration 14Q (4355.259578 sec): 3 clusters Score: Raw -2073173.523221 + Penalty 3150.550106 = -2070022.973115 nChanged 129 SP:Iteration 15Q (4355.333296 sec): 3 clusters Score: Raw -2073199.429400 + Penalty 3150.550106 = -2070048.879294 nChanged 118 SP:Iteration 16Q (4355.407064 sec): 3 clusters Score: Raw -2073220.485277 + Penalty 3150.550106 = -2070069.935170 nChanged 105 SP:Iteration 17Q (4355.481315 sec): 3 clusters Score: Raw -2073236.578564 + Penalty 3150.550106 = -2070086.028457 nChanged 89 SP:Iteration 18Q (4355.550452 sec): 3 clusters Score: Raw -2073249.415522 + Penalty 3150.550106 = -2070098.865416 nChanged 90 SP:Iteration 19Q (4355.621359 sec): 3 clusters Score: Raw -2073262.700288 + Penalty 3150.550106 = -2070112.150182 nChanged 78 SP:Iteration 20F (4355.697603 sec): 3 clusters Score: Raw -2073274.400924 + Penalty 3150.550106 = -2070123.850818 nChanged 71 SP:Iteration 21Q (4355.773064 sec): 3 clusters Score: Raw -2073286.445319 + Penalty 3150.550106 = -2070135.895213 nChanged 73 SP:Iteration 22Q (4355.843948 sec): 3 clusters Score: Raw -2073299.179452 + Penalty 3150.550106 = -2070148.629345 nChanged 61 SP:Iteration 23Q (4355.909911 sec): 3 clusters Score: Raw -2073307.547968 + Penalty 3150.550106 = -2070156.997861 nChanged 70 SP:Iteration 24Q (4355.979154 sec): 3 clusters Score: Raw -2073317.850803 + Penalty 3150.550106 = -2070167.300696 nChanged 65 SP:Iteration 25Q (4356.048332 sec): 3 clusters Score: Raw -2073328.449000 + Penalty 3150.550106 = -2070177.898894 nChanged 80 SP:Iteration 26Q (4356.124601 sec): 3 clusters Score: Raw -2073339.172256 + Penalty 3150.550106 = -2070188.622150 nChanged 68 SP:Iteration 27Q (4356.182164 sec): 3 clusters Score: Raw -2073347.313533 + Penalty 3150.550106 = -2070196.763426 nChanged 59 SP:Iteration 28Q (4356.256135 sec): 3 clusters Score: Raw -2073354.416220 + Penalty 3150.550106 = -2070203.866113 nChanged 45 SP:Iteration 29Q (4356.325238 sec): 3 clusters Score: Raw -2073359.335399 + Penalty 3150.550106 = -2070208.785293 nChanged 42 SP:Iteration 30Q (4356.389317 sec): 3 clusters Score: Raw -2073363.965011 + Penalty 3150.550106 = -2070213.414905 nChanged 43 SP:Iteration 31Q (4356.453056 sec): 3 clusters Score: Raw -2073368.934462 + Penalty 3150.550106 = -2070218.384356 nChanged 34 SP:Iteration 32Q (4356.526108 sec): 3 clusters Score: Raw -2073372.426534 + Penalty 3150.550106 = -2070221.876428 nChanged 30 SP:Iteration 33Q (4356.588512 sec): 3 clusters Score: Raw -2073375.767421 + Penalty 3150.550106 = -2070225.217314 nChanged 31 SP:Iteration 34Q (4356.651529 sec): 3 clusters Score: Raw -2073379.637048 + Penalty 3150.550106 = -2070229.086941 nChanged 24 SP:Iteration 35Q (4356.725458 sec): 3 clusters Score: Raw -2073381.296293 + Penalty 3150.550106 = -2070230.746186 nChanged 19 SP:Iteration 36Q (4356.792761 sec): 3 clusters Score: Raw -2073382.427459 + Penalty 3150.550106 = -2070231.877353 nChanged 12 SP:Iteration 37Q (4356.856653 sec): 3 clusters Score: Raw -2073383.219047 + Penalty 3150.550106 = -2070232.668940 nChanged 10 SP:Iteration 38Q (4356.929563 sec): 3 clusters Score: Raw -2073383.778479 + Penalty 3150.550106 = -2070233.228373 nChanged 6 SP:Iteration 39Q (4356.998721 sec): 3 clusters Score: Raw -2073384.003378 + Penalty 3150.550106 = -2070233.453271 nChanged 6 SP:Iteration 40F (4357.065719 sec): 3 clusters Score: Raw -2073384.366740 + Penalty 3150.550106 = -2070233.816634 nChanged 2 SP:Iteration 41Q (4357.134134 sec): 3 clusters Score: Raw -2073384.425837 + Penalty 3150.550106 = -2070233.875731 nChanged 1 SP:Iteration 42Q (4357.207198 sec): 3 clusters Score: Raw -2073384.459605 + Penalty 3150.550106 = -2070233.909498 nChanged 2 SP:Iteration 43Q (4357.280758 sec): 3 clusters Score: Raw -2073384.664066 + Penalty 3150.550106 = -2070234.113959 nChanged 4 SP:Iteration 44Q (4357.355510 sec): 3 clusters Score: Raw -2073385.038161 + Penalty 3150.550106 = -2070234.488055 nChanged 5 SP:Iteration 45Q (4357.422245 sec): 3 clusters Score: Raw -2073385.292175 + Penalty 3150.550106 = -2070234.742068 nChanged 6 SP:Iteration 46Q (4357.485542 sec): 3 clusters Score: Raw -2073385.674235 + Penalty 3150.550106 = -2070235.124129 nChanged 6 SP:Iteration 47Q (4357.549005 sec): 3 clusters Score: Raw -2073386.106782 + Penalty 3150.550106 = -2070235.556675 nChanged 3 SP:Iteration 48Q (4357.613039 sec): 3 clusters Score: Raw -2073386.198132 + Penalty 3150.550106 = -2070235.648025 nChanged 2 SP:Iteration 49Q (4357.676997 sec): 3 clusters Score: Raw -2073386.293090 + Penalty 3150.550106 = -2070235.742984 nChanged 3 SP:Iteration 50Q (4357.749882 sec): 3 clusters Score: Raw -2073386.447679 + Penalty 3150.550106 = -2070235.897572 nChanged 3 SP:Iteration 51Q (4357.811343 sec): 3 clusters Score: Raw -2073386.732363 + Penalty 3150.550106 = -2070236.182256 nChanged 3 SP:Iteration 52Q (4357.875151 sec): 3 clusters Score: Raw -2073386.825556 + Penalty 3150.550106 = -2070236.275449 nChanged 3 SP:Iteration 53Q (4357.939495 sec): 3 clusters Score: Raw -2073387.030907 + Penalty 3150.550106 = -2070236.480801 nChanged 5 SP:Iteration 54Q (4358.003429 sec): 3 clusters Score: Raw -2073387.370699 + Penalty 3150.550106 = -2070236.820593 nChanged 8 SP:Iteration 55Q (4358.055796 sec): 3 clusters Score: Raw -2073387.898594 + Penalty 3150.550106 = -2070237.348487 nChanged 8 SP:Iteration 56Q (4358.120394 sec): 3 clusters Score: Raw -2073388.213506 + Penalty 3150.550106 = -2070237.663399 nChanged 5 SP:Iteration 57Q (4358.203296 sec): 3 clusters Score: Raw -2073388.506210 + Penalty 3150.550106 = -2070237.956104 nChanged 8 SP:Iteration 58Q (4358.265688 sec): 3 clusters Score: Raw -2073389.038396 + Penalty 3150.550106 = -2070238.488289 nChanged 5 SP:Iteration 59Q (4358.339873 sec): 3 clusters Score: Raw -2073389.460266 + Penalty 3150.550106 = -2070238.910159 nChanged 9 SP:Iteration 60F (4358.418031 sec): 3 clusters Score: Raw -2073390.392536 + Penalty 3150.550106 = -2070239.842429 nChanged 15 SP:Iteration 61Q (4358.486856 sec): 3 clusters Score: Raw -2073391.510682 + Penalty 3150.550106 = -2070240.960575 nChanged 7 SP:Iteration 62Q (4358.555501 sec): 3 clusters Score: Raw -2073392.024299 + Penalty 3150.550106 = -2070241.474193 nChanged 6 SP:Iteration 63Q (4358.626028 sec): 3 clusters Score: Raw -2073392.503757 + Penalty 3150.550106 = -2070241.953650 nChanged 7 SP:Iteration 64Q (4358.700023 sec): 3 clusters Score: Raw -2073393.078236 + Penalty 3150.550106 = -2070242.528129 nChanged 10 SP:Iteration 65Q (4358.762642 sec): 3 clusters Score: Raw -2073393.699018 + Penalty 3150.550106 = -2070243.148911 nChanged 5 SP:Iteration 66Q (4358.833251 sec): 3 clusters Score: Raw -2073394.035175 + Penalty 3150.550106 = -2070243.485069 nChanged 4 SP:Iteration 67Q (4358.909267 sec): 3 clusters Score: Raw -2073394.326219 + Penalty 3150.550106 = -2070243.776112 nChanged 4 SP:Iteration 68Q (4358.985241 sec): 3 clusters Score: Raw -2073394.595926 + Penalty 3150.550106 = -2070244.045820 nChanged 5 SP:Iteration 69Q (4359.060936 sec): 3 clusters Score: Raw -2073395.085593 + Penalty 3150.550106 = -2070244.535486 nChanged 4 SP:Iteration 70Q (4359.137864 sec): 3 clusters Score: Raw -2073395.350102 + Penalty 3150.550106 = -2070244.799996 nChanged 4 SP:Iteration 71Q (4359.206420 sec): 3 clusters Score: Raw -2073395.594547 + Penalty 3150.550106 = -2070245.044441 nChanged 3 SP:Iteration 72Q (4359.271303 sec): 3 clusters Score: Raw -2073395.712615 + Penalty 3150.550106 = -2070245.162509 nChanged 5 SP:Iteration 73Q (4359.345299 sec): 3 clusters Score: Raw -2073396.059661 + Penalty 3150.550106 = -2070245.509555 nChanged 5 SP:Iteration 74Q (4359.411520 sec): 3 clusters Score: Raw -2073396.306273 + Penalty 3150.550106 = -2070245.756167 nChanged 8 SP:Iteration 75Q (4359.487118 sec): 3 clusters Score: Raw -2073397.108581 + Penalty 3150.550106 = -2070246.558475 nChanged 12 SP:Iteration 76Q (4359.560403 sec): 3 clusters Score: Raw -2073398.074676 + Penalty 3150.550106 = -2070247.524570 nChanged 13 SP:Iteration 77Q (4359.637565 sec): 3 clusters Score: Raw -2073398.808454 + Penalty 3150.550106 = -2070248.258348 nChanged 7 SP:Iteration 78Q (4359.704763 sec): 3 clusters Score: Raw -2073399.396736 + Penalty 3150.550106 = -2070248.846630 nChanged 7 SP:Iteration 79Q (4359.775185 sec): 3 clusters Score: Raw -2073400.077583 + Penalty 3150.550106 = -2070249.527477 nChanged 7 SP:Iteration 80F (4359.847731 sec): 3 clusters Score: Raw -2073400.344941 + Penalty 3150.550106 = -2070249.794835 nChanged 1 SP:Iteration 81Q (4359.916426 sec): 3 clusters Score: Raw -2073400.387788 + Penalty 3150.550106 = -2070249.837681 nChanged 0 SP:Iteration 82F (4359.984958 sec): 3 clusters Score: Raw -2073400.387788 + Penalty 3150.550106 = -2070249.837681 nChanged 0 Score: Raw -131982361.956813 + Penalty 74361.028175 = -131908000.928639 Splitting cluster 17 changes total score from -131615226.587018 to -131908000.928639 So it's getting split into cluster 33. Trying to split cluster 18 (27389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.009466 sec): 2 clusters Score: Raw -3324670.703365 + Penalty 1660.408222 = -3323010.295143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.109615 sec): 3 clusters Score: Raw -3308041.189362 + Penalty 3320.816444 = -3304720.372918 nChanged 12528 SP:Iteration 1F (4382.201864 sec): 3 clusters Score: Raw -3316557.660399 + Penalty 3320.816444 = -3313236.843954 nChanged 2282 SP:Iteration 2F (4382.289496 sec): 3 clusters Score: Raw -3318416.808504 + Penalty 3320.816444 = -3315095.992059 nChanged 2209 SP:Iteration 3F (4382.378155 sec): 3 clusters Score: Raw -3320003.501135 + Penalty 3320.816444 = -3316682.684690 nChanged 1875 SP:Iteration 4F (4382.464011 sec): 3 clusters Score: Raw -3321037.637795 + Penalty 3320.816444 = -3317716.821350 nChanged 1481 SP:Iteration 5F (4382.556892 sec): 3 clusters Score: Raw -3321776.945708 + Penalty 3320.816444 = -3318456.129263 nChanged 1194 SP:Iteration 6Q (4382.655561 sec): 3 clusters Score: Raw -3322321.196846 + Penalty 3320.816444 = -3319000.380401 nChanged 950 SP:Iteration 7Q (4382.742264 sec): 3 clusters Score: Raw -3322734.317317 + Penalty 3320.816444 = -3319413.500873 nChanged 829 SP:Iteration 8Q (4382.824614 sec): 3 clusters Score: Raw -3323121.352683 + Penalty 3320.816444 = -3319800.536239 nChanged 782 SP:Iteration 9Q (4382.922917 sec): 3 clusters Score: Raw -3323500.028839 + Penalty 3320.816444 = -3320179.212395 nChanged 746 SP:Iteration 10Q (4383.011412 sec): 3 clusters Score: Raw -3323877.577924 + Penalty 3320.816444 = -3320556.761480 nChanged 760 SP:Iteration 11Q (4383.093257 sec): 3 clusters Score: Raw -3324268.866858 + Penalty 3320.816444 = -3320948.050413 nChanged 730 SP:Iteration 12Q (4383.149706 sec): 3 clusters Score: Raw -3324636.531602 + Penalty 3320.816444 = -3321315.715158 nChanged 675 SP:Iteration 13Q (4383.232306 sec): 3 clusters Score: Raw -3324987.171289 + Penalty 3320.816444 = -3321666.354844 nChanged 659 SP:Iteration 14Q (4383.325545 sec): 3 clusters Score: Raw -3325327.127309 + Penalty 3320.816444 = -3322006.310864 nChanged 585 SP:Iteration 15Q (4383.412325 sec): 3 clusters Score: Raw -3325613.312134 + Penalty 3320.816444 = -3322292.495689 nChanged 530 SP:Iteration 16Q (4383.497039 sec): 3 clusters Score: Raw -3325854.166228 + Penalty 3320.816444 = -3322533.349783 nChanged 468 SP:Iteration 17Q (4383.588417 sec): 3 clusters Score: Raw -3326063.638999 + Penalty 3320.816444 = -3322742.822554 nChanged 409 SP:Iteration 18Q (4383.681016 sec): 3 clusters Score: Raw -3326217.514416 + Penalty 3320.816444 = -3322896.697972 nChanged 337 SP:Iteration 19Q (4383.771739 sec): 3 clusters Score: Raw -3326348.881851 + Penalty 3320.816444 = -3323028.065406 nChanged 330 SP:Iteration 20F (4383.861135 sec): 3 clusters Score: Raw -3326491.860912 + Penalty 3320.816444 = -3323171.044468 nChanged 297 SP:Iteration 21Q (4383.948930 sec): 3 clusters Score: Raw -3326634.357501 + Penalty 3320.816444 = -3323313.541057 nChanged 255 SP:Iteration 22Q (4384.037570 sec): 3 clusters Score: Raw -3326811.982377 + Penalty 3320.816444 = -3323491.165932 nChanged 237 SP:Iteration 23Q (4384.127757 sec): 3 clusters Score: Raw -3326967.756278 + Penalty 3320.816444 = -3323646.939834 nChanged 226 SP:Iteration 24Q (4384.212382 sec): 3 clusters Score: Raw -3327096.120956 + Penalty 3320.816444 = -3323775.304512 nChanged 189 SP:Iteration 25Q (4384.312271 sec): 3 clusters Score: Raw -3327189.183879 + Penalty 3320.816444 = -3323868.367435 nChanged 177 SP:Iteration 26Q (4384.387608 sec): 3 clusters Score: Raw -3327255.947123 + Penalty 3320.816444 = -3323935.130679 nChanged 157 SP:Iteration 27Q (4384.478022 sec): 3 clusters Score: Raw -3327297.650249 + Penalty 3320.816444 = -3323976.833805 nChanged 125 SP:Iteration 28Q (4384.555116 sec): 3 clusters Score: Raw -3327321.865308 + Penalty 3320.816444 = -3324001.048864 nChanged 106 SP:Iteration 29Q (4384.635857 sec): 3 clusters Score: Raw -3327345.746344 + Penalty 3320.816444 = -3324024.929900 nChanged 90 SP:Iteration 30Q (4384.730689 sec): 3 clusters Score: Raw -3327359.350226 + Penalty 3320.816444 = -3324038.533782 nChanged 71 SP:Iteration 31Q (4384.818577 sec): 3 clusters Score: Raw -3327367.463590 + Penalty 3320.816444 = -3324046.647146 nChanged 52 SP:Iteration 32Q (4384.863523 sec): 3 clusters Score: Raw -3327373.437197 + Penalty 3320.816444 = -3324052.620753 nChanged 48 SP:Iteration 33Q (4384.953388 sec): 3 clusters Score: Raw -3327380.197818 + Penalty 3320.816444 = -3324059.381373 nChanged 58 SP:Iteration 34Q (4385.036495 sec): 3 clusters Score: Raw -3327387.307650 + Penalty 3320.816444 = -3324066.491206 nChanged 55 SP:Iteration 35Q (4385.109842 sec): 3 clusters Score: Raw -3327393.200645 + Penalty 3320.816444 = -3324072.384200 nChanged 51 SP:Iteration 36Q (4385.203031 sec): 3 clusters Score: Raw -3327398.088000 + Penalty 3320.816444 = -3324077.271556 nChanged 47 SP:Iteration 37Q (4385.288432 sec): 3 clusters Score: Raw -3327401.900060 + Penalty 3320.816444 = -3324081.083616 nChanged 37 SP:Iteration 38Q (4385.370720 sec): 3 clusters Score: Raw -3327404.595374 + Penalty 3320.816444 = -3324083.778930 nChanged 35 SP:Iteration 39Q (4385.453789 sec): 3 clusters Score: Raw -3327407.347883 + Penalty 3320.816444 = -3324086.531439 nChanged 32 SP:Iteration 40F (4385.544154 sec): 3 clusters Score: Raw -3327410.016119 + Penalty 3320.816444 = -3324089.199675 nChanged 26 SP:Iteration 41Q (4385.629419 sec): 3 clusters Score: Raw -3327412.681674 + Penalty 3320.816444 = -3324091.865230 nChanged 29 SP:Iteration 42Q (4385.703454 sec): 3 clusters Score: Raw -3327415.402897 + Penalty 3320.816444 = -3324094.586452 nChanged 29 SP:Iteration 43Q (4385.784867 sec): 3 clusters Score: Raw -3327418.681866 + Penalty 3320.816444 = -3324097.865422 nChanged 32 SP:Iteration 44Q (4385.878176 sec): 3 clusters Score: Raw -3327421.564836 + Penalty 3320.816444 = -3324100.748391 nChanged 27 SP:Iteration 45Q (4385.963245 sec): 3 clusters Score: Raw -3327423.408373 + Penalty 3320.816444 = -3324102.591929 nChanged 23 SP:Iteration 46Q (4386.055042 sec): 3 clusters Score: Raw -3327425.546593 + Penalty 3320.816444 = -3324104.730148 nChanged 30 SP:Iteration 47Q (4386.132192 sec): 3 clusters Score: Raw -3327428.154196 + Penalty 3320.816444 = -3324107.337751 nChanged 30 SP:Iteration 48Q (4386.212186 sec): 3 clusters Score: Raw -3327430.309125 + Penalty 3320.816444 = -3324109.492680 nChanged 22 SP:Iteration 49Q (4386.300689 sec): 3 clusters Score: Raw -3327431.947674 + Penalty 3320.816444 = -3324111.131230 nChanged 24 SP:Iteration 50Q (4386.384938 sec): 3 clusters Score: Raw -3327434.166349 + Penalty 3320.816444 = -3324113.349904 nChanged 25 SP:Iteration 51Q (4386.478614 sec): 3 clusters Score: Raw -3327435.641255 + Penalty 3320.816444 = -3324114.824811 nChanged 18 SP:Iteration 52Q (4386.560907 sec): 3 clusters Score: Raw -3327436.949186 + Penalty 3320.816444 = -3324116.132741 nChanged 11 SP:Iteration 53Q (4386.637780 sec): 3 clusters Score: Raw -3327437.825190 + Penalty 3320.816444 = -3324117.008745 nChanged 18 SP:Iteration 54Q (4386.718829 sec): 3 clusters Score: Raw -3327439.021283 + Penalty 3320.816444 = -3324118.204839 nChanged 19 SP:Iteration 55Q (4386.802272 sec): 3 clusters Score: Raw -3327440.013785 + Penalty 3320.816444 = -3324119.197340 nChanged 15 SP:Iteration 56Q (4386.888143 sec): 3 clusters Score: Raw -3327440.892565 + Penalty 3320.816444 = -3324120.076120 nChanged 15 SP:Iteration 57Q (4386.975032 sec): 3 clusters Score: Raw -3327441.791220 + Penalty 3320.816444 = -3324120.974776 nChanged 14 SP:Iteration 58Q (4387.074931 sec): 3 clusters Score: Raw -3327442.704168 + Penalty 3320.816444 = -3324121.887724 nChanged 13 SP:Iteration 59Q (4387.149489 sec): 3 clusters Score: Raw -3327443.683137 + Penalty 3320.816444 = -3324122.866693 nChanged 16 SP:Iteration 60F (4387.235687 sec): 3 clusters Score: Raw -3327444.468779 + Penalty 3320.816444 = -3324123.652334 nChanged 11 SP:Iteration 61Q (4387.318039 sec): 3 clusters Score: Raw -3327445.108096 + Penalty 3320.816444 = -3324124.291652 nChanged 9 SP:Iteration 62Q (4387.402977 sec): 3 clusters Score: Raw -3327445.574965 + Penalty 3320.816444 = -3324124.758520 nChanged 7 SP:Iteration 63Q (4387.489086 sec): 3 clusters Score: Raw -3327445.872546 + Penalty 3320.816444 = -3324125.056102 nChanged 5 SP:Iteration 64Q (4387.566656 sec): 3 clusters Score: Raw -3327446.101373 + Penalty 3320.816444 = -3324125.284929 nChanged 4 SP:Iteration 65Q (4387.656002 sec): 3 clusters Score: Raw -3327446.237405 + Penalty 3320.816444 = -3324125.420961 nChanged 1 SP:Iteration 66Q (4387.752559 sec): 3 clusters Score: Raw -3327446.265344 + Penalty 3320.816444 = -3324125.448900 nChanged 2 SP:Iteration 67Q (4387.826336 sec): 3 clusters Score: Raw -3327446.347761 + Penalty 3320.816444 = -3324125.531317 nChanged 3 SP:Iteration 68Q (4387.902302 sec): 3 clusters Score: Raw -3327446.485227 + Penalty 3320.816444 = -3324125.668783 nChanged 0 SP:Iteration 69F (4388.000324 sec): 3 clusters Score: Raw -3327446.485227 + Penalty 3320.816444 = -3324125.668783 nChanged 0 Score: Raw -131985137.738676 + Penalty 76614.392665 = -131908523.346011 Splitting cluster 18 changes total score from -131615226.587018 to -131908523.346011 So it's getting split into cluster 34. Trying to split cluster 19 (99051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4410.034455 sec): 2 clusters Score: Raw -12870935.884171 + Penalty 1869.300899 = -12869066.583272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4410.234985 sec): 3 clusters Score: Raw -12806459.590681 + Penalty 3738.601798 = -12802720.988883 nChanged 47381 SP:Iteration 1F (4410.438064 sec): 3 clusters Score: Raw -12836113.768641 + Penalty 3738.601798 = -12832375.166843 nChanged 5487 SP:Iteration 2F (4410.642433 sec): 3 clusters Score: Raw -12839057.369739 + Penalty 3738.601798 = -12835318.767941 nChanged 6590 SP:Iteration 3F (4410.853430 sec): 3 clusters Score: Raw -12843287.872505 + Penalty 3738.601798 = -12839549.270707 nChanged 7217 SP:Iteration 4F (4411.048519 sec): 3 clusters Score: Raw -12848683.302376 + Penalty 3738.601798 = -12844944.700578 nChanged 7177 SP:Iteration 5F (4411.238001 sec): 3 clusters Score: Raw -12853925.683779 + Penalty 3738.601798 = -12850187.081981 nChanged 6245 SP:Iteration 6F (4411.434002 sec): 3 clusters Score: Raw -12858056.407386 + Penalty 3738.601798 = -12854317.805588 nChanged 4987 SP:Iteration 7F (4411.628602 sec): 3 clusters Score: Raw -12861032.358897 + Penalty 3738.601798 = -12857293.757098 nChanged 3831 SP:Iteration 8Q (4411.838249 sec): 3 clusters Score: Raw -12862804.254603 + Penalty 3738.601798 = -12859065.652805 nChanged 2926 SP:Iteration 9Q (4412.047592 sec): 3 clusters Score: Raw -12863901.115556 + Penalty 3738.601798 = -12860162.513758 nChanged 2534 SP:Iteration 10Q (4412.245811 sec): 3 clusters Score: Raw -12864824.540706 + Penalty 3738.601798 = -12861085.938908 nChanged 2203 SP:Iteration 11Q (4412.428972 sec): 3 clusters Score: Raw -12865661.550411 + Penalty 3738.601798 = -12861922.948613 nChanged 2123 SP:Iteration 12Q (4412.633312 sec): 3 clusters Score: Raw -12866504.774203 + Penalty 3738.601798 = -12862766.172405 nChanged 2037 SP:Iteration 13Q (4412.835894 sec): 3 clusters Score: Raw -12867341.069145 + Penalty 3738.601798 = -12863602.467347 nChanged 2010 SP:Iteration 14Q (4413.047446 sec): 3 clusters Score: Raw -12868140.467736 + Penalty 3738.601798 = -12864401.865938 nChanged 1917 SP:Iteration 15Q (4413.244270 sec): 3 clusters Score: Raw -12868781.046466 + Penalty 3738.601798 = -12865042.444668 nChanged 1667 SP:Iteration 16Q (4413.436970 sec): 3 clusters Score: Raw -12869207.427242 + Penalty 3738.601798 = -12865468.825444 nChanged 1351 SP:Iteration 17Q (4413.651388 sec): 3 clusters Score: Raw -12869479.513053 + Penalty 3738.601798 = -12865740.911255 nChanged 1127 SP:Iteration 18Q (4413.849827 sec): 3 clusters Score: Raw -12869681.729119 + Penalty 3738.601798 = -12865943.127321 nChanged 1001 SP:Iteration 19Q (4414.053688 sec): 3 clusters Score: Raw -12869838.287586 + Penalty 3738.601798 = -12866099.685788 nChanged 900 SP:Iteration 20F (4414.251269 sec): 3 clusters Score: Raw -12869974.146676 + Penalty 3738.601798 = -12866235.544878 nChanged 862 SP:Iteration 21Q (4414.466737 sec): 3 clusters Score: Raw -12870096.904119 + Penalty 3738.601798 = -12866358.302321 nChanged 862 SP:Iteration 22Q (4414.682584 sec): 3 clusters Score: Raw -12870221.015116 + Penalty 3738.601798 = -12866482.413318 nChanged 875 SP:Iteration 23Q (4414.892513 sec): 3 clusters Score: Raw -12870351.664342 + Penalty 3738.601798 = -12866613.062544 nChanged 879 SP:Iteration 24Q (4415.088279 sec): 3 clusters Score: Raw -12870480.640939 + Penalty 3738.601798 = -12866742.039141 nChanged 920 SP:Iteration 25Q (4415.301444 sec): 3 clusters Score: Raw -12870627.159328 + Penalty 3738.601798 = -12866888.557530 nChanged 939 SP:Iteration 26Q (4415.498390 sec): 3 clusters Score: Raw -12870776.064731 + Penalty 3738.601798 = -12867037.462933 nChanged 958 SP:Iteration 27Q (4415.700444 sec): 3 clusters Score: Raw -12870934.563562 + Penalty 3738.601798 = -12867195.961764 nChanged 1060 SP:Iteration 28Q (4415.916274 sec): 3 clusters Score: Raw -12871129.636688 + Penalty 3738.601798 = -12867391.034889 nChanged 1127 SP:Iteration 29Q (4416.129696 sec): 3 clusters Score: Raw -12871347.648212 + Penalty 3738.601798 = -12867609.046414 nChanged 1240 SP:Iteration 30Q (4416.342773 sec): 3 clusters Score: Raw -12871603.640174 + Penalty 3738.601798 = -12867865.038376 nChanged 1356 SP:Iteration 31Q (4416.510986 sec): 3 clusters Score: Raw -12871908.396243 + Penalty 3738.601798 = -12868169.794445 nChanged 1541 SP:Iteration 32Q (4416.712597 sec): 3 clusters Score: Raw -12872277.179210 + Penalty 3738.601798 = -12868538.577412 nChanged 1674 SP:Iteration 33Q (4416.903383 sec): 3 clusters Score: Raw -12872705.735201 + Penalty 3738.601798 = -12868967.133403 nChanged 1865 SP:Iteration 34Q (4417.096016 sec): 3 clusters Score: Raw -12873222.238381 + Penalty 3738.601798 = -12869483.636583 nChanged 1981 SP:Iteration 35Q (4417.305435 sec): 3 clusters Score: Raw -12873816.332732 + Penalty 3738.601798 = -12870077.730933 nChanged 2122 SP:Iteration 36Q (4417.507246 sec): 3 clusters Score: Raw -12874515.923173 + Penalty 3738.601798 = -12870777.321375 nChanged 2279 SP:Iteration 37Q (4417.700024 sec): 3 clusters Score: Raw -12875322.158607 + Penalty 3738.601798 = -12871583.556809 nChanged 2434 SP:Iteration 38Q (4417.895937 sec): 3 clusters Score: Raw -12876228.200786 + Penalty 3738.601798 = -12872489.598988 nChanged 2484 SP:Iteration 39Q (4418.086003 sec): 3 clusters Score: Raw -12877199.392112 + Penalty 3738.601798 = -12873460.790314 nChanged 2578 SP:Iteration 40F (4418.275605 sec): 3 clusters Score: Raw -12878327.689553 + Penalty 3738.601798 = -12874589.087754 nChanged 2739 SP:Iteration 41Q (4418.467512 sec): 3 clusters Score: Raw -12879627.655307 + Penalty 3738.601798 = -12875889.053509 nChanged 2697 SP:Iteration 42Q (4418.660299 sec): 3 clusters Score: Raw -12881029.202179 + Penalty 3738.601798 = -12877290.600381 nChanged 2746 SP:Iteration 43Q (4418.843936 sec): 3 clusters Score: Raw -12882647.154565 + Penalty 3738.601798 = -12878908.552767 nChanged 2618 SP:Iteration 44Q (4419.043168 sec): 3 clusters Score: Raw -12884366.189485 + Penalty 3738.601798 = -12880627.587687 nChanged 2472 SP:Iteration 45Q (4419.236912 sec): 3 clusters Score: Raw -12886294.350683 + Penalty 3738.601798 = -12882555.748885 nChanged 2193 SP:Iteration 46Q (4419.437734 sec): 3 clusters Score: Raw -12888473.886123 + Penalty 3738.601798 = -12884735.284325 nChanged 1781 SP:Iteration 47Q (4419.601493 sec): 3 clusters Score: Raw -12890678.600291 + Penalty 3738.601798 = -12886939.998493 nChanged 1275 SP:Iteration 48Q (4419.769965 sec): 3 clusters Score: Raw -12892012.876794 + Penalty 3738.601798 = -12888274.274996 nChanged 718 SP:Iteration 49Q (4419.951549 sec): 3 clusters Score: Raw -12892405.177291 + Penalty 3738.601798 = -12888666.575493 nChanged 354 SP:Iteration 50Q (4420.137548 sec): 3 clusters Score: Raw -12892508.177592 + Penalty 3738.601798 = -12888769.575794 nChanged 172 SP:Iteration 51Q (4420.276497 sec): 3 clusters Score: Raw -12892536.985864 + Penalty 3738.601798 = -12888798.384066 nChanged 95 SP:Iteration 52Q (4420.460284 sec): 3 clusters Score: Raw -12892547.109861 + Penalty 3738.601798 = -12888808.508063 nChanged 67 SP:Iteration 53Q (4420.643166 sec): 3 clusters Score: Raw -12892551.823947 + Penalty 3738.601798 = -12888813.222149 nChanged 42 SP:Iteration 54Q (4420.814094 sec): 3 clusters Score: Raw -12892555.843538 + Penalty 3738.601798 = -12888817.241740 nChanged 30 SP:Iteration 55Q (4420.986843 sec): 3 clusters Score: Raw -12892559.505934 + Penalty 3738.601798 = -12888820.904136 nChanged 24 SP:Iteration 56Q (4421.147061 sec): 3 clusters Score: Raw -12892561.911534 + Penalty 3738.601798 = -12888823.309735 nChanged 16 SP:Iteration 57Q (4421.328841 sec): 3 clusters Score: Raw -12892563.176356 + Penalty 3738.601798 = -12888824.574558 nChanged 14 SP:Iteration 58Q (4421.524152 sec): 3 clusters Score: Raw -12892564.098393 + Penalty 3738.601798 = -12888825.496595 nChanged 12 SP:Iteration 59Q (4421.695478 sec): 3 clusters Score: Raw -12892564.779704 + Penalty 3738.601798 = -12888826.177906 nChanged 14 SP:Iteration 60F (4421.905012 sec): 3 clusters Score: Raw -12892593.702557 + Penalty 3738.601798 = -12888855.100758 nChanged 30 SP:Iteration 61Q (4422.075779 sec): 3 clusters Score: Raw -12892604.304077 + Penalty 3738.601798 = -12888865.702279 nChanged 60 SP:Iteration 62Q (4422.252681 sec): 3 clusters Score: Raw -12892623.259696 + Penalty 3738.601798 = -12888884.657898 nChanged 88 SP:Iteration 63Q (4422.421760 sec): 3 clusters Score: Raw -12892671.282585 + Penalty 3738.601798 = -12888932.680787 nChanged 134 SP:Iteration 64Q (4422.571770 sec): 3 clusters Score: Raw -12892758.507667 + Penalty 3738.601798 = -12889019.905869 nChanged 193 SP:Iteration 65Q (4422.742233 sec): 3 clusters Score: Raw -12892902.322137 + Penalty 3738.601798 = -12889163.720339 nChanged 224 SP:Iteration 66Q (4422.914829 sec): 3 clusters Score: Raw -12893069.539096 + Penalty 3738.601798 = -12889330.937298 nChanged 265 SP:Iteration 67Q (4423.100073 sec): 3 clusters Score: Raw -12893238.086308 + Penalty 3738.601798 = -12889499.484510 nChanged 268 SP:Iteration 68Q (4423.273107 sec): 3 clusters Score: Raw -12893378.461490 + Penalty 3738.601798 = -12889639.859692 nChanged 247 SP:Iteration 69Q (4423.448527 sec): 3 clusters Score: Raw -12893474.925013 + Penalty 3738.601798 = -12889736.323215 nChanged 218 SP:Iteration 70Q (4423.600619 sec): 3 clusters Score: Raw -12893541.244280 + Penalty 3738.601798 = -12889802.642482 nChanged 183 SP:Iteration 71Q (4423.779336 sec): 3 clusters Score: Raw -12893585.020185 + Penalty 3738.601798 = -12889846.418387 nChanged 152 SP:Iteration 72Q (4423.956020 sec): 3 clusters Score: Raw -12893613.384398 + Penalty 3738.601798 = -12889874.782600 nChanged 116 SP:Iteration 73Q (4424.120604 sec): 3 clusters Score: Raw -12893628.209144 + Penalty 3738.601798 = -12889889.607346 nChanged 85 SP:Iteration 74Q (4424.303183 sec): 3 clusters Score: Raw -12893639.265603 + Penalty 3738.601798 = -12889900.663805 nChanged 64 SP:Iteration 75Q (4424.479121 sec): 3 clusters Score: Raw -12893646.922171 + Penalty 3738.601798 = -12889908.320373 nChanged 49 SP:Iteration 76Q (4424.656179 sec): 3 clusters Score: Raw -12893651.395163 + Penalty 3738.601798 = -12889912.793365 nChanged 36 SP:Iteration 77Q (4424.827106 sec): 3 clusters Score: Raw -12893654.515873 + Penalty 3738.601798 = -12889915.914075 nChanged 24 SP:Iteration 78Q (4424.997690 sec): 3 clusters Score: Raw -12893657.728142 + Penalty 3738.601798 = -12889919.126344 nChanged 21 SP:Iteration 79Q (4425.176758 sec): 3 clusters Score: Raw -12893658.488653 + Penalty 3738.601798 = -12889919.886855 nChanged 19 SP:Iteration 80F (4425.386835 sec): 3 clusters Score: Raw -12893687.647715 + Penalty 3738.601798 = -12889949.045917 nChanged 45 SP:Iteration 81Q (4425.582012 sec): 3 clusters Score: Raw -12893695.421950 + Penalty 3738.601798 = -12889956.820152 nChanged 60 SP:Iteration 82Q (4425.767359 sec): 3 clusters Score: Raw -12893700.662271 + Penalty 3738.601798 = -12889962.060472 nChanged 47 SP:Iteration 83Q (4425.946785 sec): 3 clusters Score: Raw -12893703.603644 + Penalty 3738.601798 = -12889965.001846 nChanged 33 SP:Iteration 84Q (4426.119102 sec): 3 clusters Score: Raw -12893705.408803 + Penalty 3738.601798 = -12889966.807005 nChanged 28 SP:Iteration 85Q (4426.296487 sec): 3 clusters Score: Raw -12893706.649932 + Penalty 3738.601798 = -12889968.048133 nChanged 16 SP:Iteration 86Q (4426.476714 sec): 3 clusters Score: Raw -12893707.227163 + Penalty 3738.601798 = -12889968.625365 nChanged 7 SP:Iteration 87Q (4426.662823 sec): 3 clusters Score: Raw -12893707.423313 + Penalty 3738.601798 = -12889968.821515 nChanged 6 SP:Iteration 88Q (4426.853633 sec): 3 clusters Score: Raw -12893707.557295 + Penalty 3738.601798 = -12889968.955496 nChanged 5 SP:Iteration 89Q (4427.030847 sec): 3 clusters Score: Raw -12893707.666194 + Penalty 3738.601798 = -12889969.064396 nChanged 2 SP:Iteration 90Q (4427.204581 sec): 3 clusters Score: Raw -12893707.696715 + Penalty 3738.601798 = -12889969.094916 nChanged 1 SP:Iteration 91Q (4427.389483 sec): 3 clusters Score: Raw -12893707.705198 + Penalty 3738.601798 = -12889969.103400 nChanged 1 SP:Iteration 92Q (4427.565827 sec): 3 clusters Score: Raw -12893707.734181 + Penalty 3738.601798 = -12889969.132383 nChanged 3 SP:Iteration 93Q (4427.760488 sec): 3 clusters Score: Raw -12893707.785928 + Penalty 3738.601798 = -12889969.184130 nChanged 1 SP:Iteration 94Q (4427.935780 sec): 3 clusters Score: Raw -12893707.824585 + Penalty 3738.601798 = -12889969.222787 nChanged 5 SP:Iteration 95Q (4428.105091 sec): 3 clusters Score: Raw -12893707.932809 + Penalty 3738.601798 = -12889969.331011 nChanged 4 SP:Iteration 96Q (4428.274682 sec): 3 clusters Score: Raw -12893707.972768 + Penalty 3738.601798 = -12889969.370970 nChanged 0 SP:Iteration 97F (4428.478402 sec): 3 clusters Score: Raw -12893707.972768 + Penalty 3738.601798 = -12889969.370970 nChanged 0 Score: Raw -132007909.827274 + Penalty 78867.757155 = -131929042.070119 Splitting cluster 19 changes total score from -131615226.587018 to -131929042.070119 So it's getting split into cluster 35. Trying to split cluster 20 (15598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4451.513109 sec): 2 clusters Score: Raw -2030394.239006 + Penalty 1568.920922 = -2028825.318085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4451.583299 sec): 3 clusters Score: Raw -2021164.836885 + Penalty 3137.841843 = -2018026.995041 nChanged 7004 SP:Iteration 1F (4451.656747 sec): 3 clusters Score: Raw -2025110.653569 + Penalty 3137.841843 = -2021972.811726 nChanged 981 SP:Iteration 2F (4451.729563 sec): 3 clusters Score: Raw -2025697.727869 + Penalty 3137.841843 = -2022559.886025 nChanged 1005 SP:Iteration 3F (4451.808867 sec): 3 clusters Score: Raw -2026628.849542 + Penalty 3137.841843 = -2023491.007699 nChanged 1138 SP:Iteration 4F (4451.872884 sec): 3 clusters Score: Raw -2027950.999515 + Penalty 3137.841843 = -2024813.157672 nChanged 1338 SP:Iteration 5F (4451.940525 sec): 3 clusters Score: Raw -2029774.065969 + Penalty 3137.841843 = -2026636.224126 nChanged 1458 SP:Iteration 6F (4452.004863 sec): 3 clusters Score: Raw -2031849.155530 + Penalty 3137.841843 = -2028711.313687 nChanged 1299 SP:Iteration 7F (4452.069683 sec): 3 clusters Score: Raw -2033721.127621 + Penalty 3137.841843 = -2030583.285778 nChanged 905 SP:Iteration 8F (4452.142545 sec): 3 clusters Score: Raw -2034751.581456 + Penalty 3137.841843 = -2031613.739612 nChanged 502 SP:Iteration 9Q (4452.209851 sec): 3 clusters Score: Raw -2035083.885805 + Penalty 3137.841843 = -2031946.043961 nChanged 234 SP:Iteration 10Q (4452.273083 sec): 3 clusters Score: Raw -2035169.627746 + Penalty 3137.841843 = -2032031.785902 nChanged 99 SP:Iteration 11Q (4452.345010 sec): 3 clusters Score: Raw -2035192.296195 + Penalty 3137.841843 = -2032054.454352 nChanged 53 SP:Iteration 12Q (4452.405692 sec): 3 clusters Score: Raw -2035201.929212 + Penalty 3137.841843 = -2032064.087369 nChanged 33 SP:Iteration 13Q (4452.475835 sec): 3 clusters Score: Raw -2035206.461154 + Penalty 3137.841843 = -2032068.619310 nChanged 30 SP:Iteration 14Q (4452.545335 sec): 3 clusters Score: Raw -2035210.839833 + Penalty 3137.841843 = -2032072.997990 nChanged 22 SP:Iteration 15Q (4452.624295 sec): 3 clusters Score: Raw -2035213.890383 + Penalty 3137.841843 = -2032076.048539 nChanged 15 SP:Iteration 16Q (4452.681180 sec): 3 clusters Score: Raw -2035215.458496 + Penalty 3137.841843 = -2032077.616652 nChanged 9 SP:Iteration 17Q (4452.745871 sec): 3 clusters Score: Raw -2035216.130656 + Penalty 3137.841843 = -2032078.288813 nChanged 7 SP:Iteration 18Q (4452.809588 sec): 3 clusters Score: Raw -2035216.681146 + Penalty 3137.841843 = -2032078.839303 nChanged 4 SP:Iteration 19Q (4452.882309 sec): 3 clusters Score: Raw -2035216.872017 + Penalty 3137.841843 = -2032079.030173 nChanged 4 SP:Iteration 20F (4452.943137 sec): 3 clusters Score: Raw -2035217.139118 + Penalty 3137.841843 = -2032079.297274 nChanged 4 SP:Iteration 21Q (4453.012910 sec): 3 clusters Score: Raw -2035217.386662 + Penalty 3137.841843 = -2032079.544818 nChanged 2 SP:Iteration 22Q (4453.080977 sec): 3 clusters Score: Raw -2035217.493002 + Penalty 3137.841843 = -2032079.651159 nChanged 5 SP:Iteration 23Q (4453.152112 sec): 3 clusters Score: Raw -2035217.672776 + Penalty 3137.841843 = -2032079.830932 nChanged 2 SP:Iteration 24Q (4453.219833 sec): 3 clusters Score: Raw -2035217.849250 + Penalty 3137.841843 = -2032080.007407 nChanged 1 SP:Iteration 25Q (4453.291253 sec): 3 clusters Score: Raw -2035217.954414 + Penalty 3137.841843 = -2032080.112571 nChanged 0 SP:Iteration 26F (4453.364709 sec): 3 clusters Score: Raw -2035217.954414 + Penalty 3137.841843 = -2032080.112571 nChanged 0 Score: Raw -132012733.542681 + Penalty 81121.121645 = -131931612.421036 Splitting cluster 20 changes total score from -131615226.587018 to -131931612.421036 So it's getting split into cluster 36. Iteration 20F (4501.224085 sec): 37 clusters Score: Raw -132077908.584654 + Penalty 81121.121645 = -131996787.463008 nChanged 54824 Iteration 21F (4525.155557 sec): 37 clusters Score: Raw -132125070.746218 + Penalty 81121.121645 = -132043949.624573 nChanged 31738 Iteration 22Q (4534.413725 sec): 37 clusters Score: Raw -132146089.244222 + Penalty 81121.121645 = -132064968.122577 nChanged 24481 Iteration 23Q (4544.276986 sec): 37 clusters Score: Raw -132160203.681501 + Penalty 81121.121645 = -132079082.559856 nChanged 20396 Iteration 24Q (4554.033445 sec): 37 clusters Score: Raw -132171634.902344 + Penalty 81121.121645 = -132090513.780699 nChanged 17571 Iteration 25Q (4563.741912 sec): 37 clusters Score: Raw -132181629.549260 + Penalty 81121.121645 = -132100508.427615 nChanged 15849 Iteration 26Q (4573.432721 sec): 37 clusters Score: Raw -132188099.213148 + Penalty 81121.121645 = -132106978.091503 nChanged 14137 Iteration 27Q (4582.873126 sec): 37 clusters Score: Raw -132193703.648256 + Penalty 81121.121645 = -132112582.526611 nChanged 12973 Iteration 28Q (4592.488597 sec): 37 clusters Score: Raw -132198806.143359 + Penalty 81121.121645 = -132117685.021714 nChanged 12058 Iteration 29Q (4602.145891 sec): 37 clusters Score: Raw -132203486.608788 + Penalty 81121.121645 = -132122365.487143 nChanged 11148 Iteration 30Q (4610.445414 sec): 37 clusters Score: Raw -132207854.218005 + Penalty 81121.121645 = -132126733.096360 nChanged 10295 Iteration 31Q (4618.960747 sec): 37 clusters Score: Raw -132211765.518866 + Penalty 81121.121645 = -132130644.397221 nChanged 9389 Iteration 32Q (4627.434099 sec): 37 clusters Score: Raw -132215002.726101 + Penalty 81121.121645 = -132133881.604456 nChanged 8521 Iteration 33Q (4635.698575 sec): 37 clusters Score: Raw -132217917.163180 + Penalty 81121.121645 = -132136796.041535 nChanged 7864 Iteration 34Q (4644.089228 sec): 37 clusters Score: Raw -132220849.596138 + Penalty 81121.121645 = -132139728.474493 nChanged 7070 Iteration 35Q (4652.752090 sec): 37 clusters Score: Raw -132223124.045900 + Penalty 81121.121645 = -132142002.924255 nChanged 6364 Iteration 36Q (4661.673324 sec): 37 clusters Score: Raw -132224622.619233 + Penalty 81121.121645 = -132143501.497588 nChanged 5567 Iteration 37Q (4670.340562 sec): 37 clusters Score: Raw -132225815.614651 + Penalty 81121.121645 = -132144694.493006 nChanged 5006 Iteration 38Q (4679.768482 sec): 37 clusters Score: Raw -132226754.900786 + Penalty 81121.121645 = -132145633.779141 nChanged 4451 Iteration 39Q (4688.543029 sec): 37 clusters Score: Raw -132227472.553130 + Penalty 81121.121645 = -132146351.431485 nChanged 3963 Iteration 40F (4712.280443 sec): 37 clusters Score: Raw -132228690.610146 + Penalty 81121.121645 = -132147569.488501 nChanged 3705 Iteration 41Q (4721.669289 sec): 37 clusters Score: Raw -132229808.603972 + Penalty 81121.121645 = -132148687.482327 nChanged 3524 Iteration 42Q (4731.400285 sec): 37 clusters Score: Raw -132230435.569962 + Penalty 81121.121645 = -132149314.448317 nChanged 3274 Iteration 43Q (4739.531729 sec): 37 clusters Score: Raw -132230907.451184 + Penalty 81121.121645 = -132149786.329539 nChanged 2903 Iteration 44Q (4748.398207 sec): 37 clusters Score: Raw -132231316.722567 + Penalty 81121.121645 = -132150195.600922 nChanged 2778 Iteration 45Q (4757.090636 sec): 37 clusters Score: Raw -132231673.313174 + Penalty 81121.121645 = -132150552.191529 nChanged 2490 Iteration 46Q (4765.798927 sec): 37 clusters Score: Raw -132231972.006160 + Penalty 81121.121645 = -132150850.884515 nChanged 2244 Iteration 47Q (4774.163901 sec): 37 clusters Score: Raw -132232223.936879 + Penalty 81121.121645 = -132151102.815234 nChanged 2173 Iteration 48Q (4782.479099 sec): 37 clusters Score: Raw -132232456.498098 + Penalty 81121.121645 = -132151335.376453 nChanged 2025 Iteration 49Q (4792.278794 sec): 37 clusters Score: Raw -132232655.164949 + Penalty 81121.121645 = -132151534.043304 nChanged 1929 Iteration 50Q (4801.207364 sec): 37 clusters Score: Raw -132232839.733315 + Penalty 81121.121645 = -132151718.611670 nChanged 1811 Iteration 51Q (4809.955251 sec): 37 clusters Score: Raw -132233009.217007 + Penalty 81121.121645 = -132151888.095362 nChanged 1628 Iteration 52Q (4818.748770 sec): 37 clusters Score: Raw -132233165.271219 + Penalty 81121.121645 = -132152044.149574 nChanged 1540 Iteration 53Q (4828.666602 sec): 37 clusters Score: Raw -132233310.704165 + Penalty 81121.121645 = -132152189.582520 nChanged 1435 Iteration 54Q (4837.422784 sec): 37 clusters Score: Raw -132233438.162954 + Penalty 81121.121645 = -132152317.041309 nChanged 1386 Iteration 55Q (4846.127430 sec): 37 clusters Score: Raw -132233560.673747 + Penalty 81121.121645 = -132152439.552102 nChanged 1385 Iteration 56Q (4855.266861 sec): 37 clusters Score: Raw -132233681.859796 + Penalty 81121.121645 = -132152560.738151 nChanged 1360 Iteration 57Q (4864.715544 sec): 37 clusters Score: Raw -132233807.792665 + Penalty 81121.121645 = -132152686.671020 nChanged 1301 Iteration 58Q (4873.525961 sec): 37 clusters Score: Raw -132233925.176836 + Penalty 81121.121645 = -132152804.055191 nChanged 1235 Writing temp clu file Because OldScore, -132152686.671020, is greater than current (better) Score,-132152804.055191 Compute initial score before splitting: Score: Raw -132233925.176836 + Penalty 81121.121645 = -132152804.055191 Trying to split cluster 1 (13225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4873.898353 sec): 2 clusters Score: Raw -1672939.661516 + Penalty 1542.102942 = -1671397.558574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4873.964699 sec): 3 clusters Score: Raw -1665230.135535 + Penalty 3084.205883 = -1662145.929652 nChanged 5809 SP:Iteration 1F (4874.033097 sec): 3 clusters Score: Raw -1668788.677272 + Penalty 3084.205883 = -1665704.471388 nChanged 1127 SP:Iteration 2F (4874.101462 sec): 3 clusters Score: Raw -1669785.018184 + Penalty 3084.205883 = -1666700.812301 nChanged 1161 SP:Iteration 3F (4874.167889 sec): 3 clusters Score: Raw -1670970.773959 + Penalty 3084.205883 = -1667886.568075 nChanged 1186 SP:Iteration 4F (4874.227860 sec): 3 clusters Score: Raw -1672266.450474 + Penalty 3084.205883 = -1669182.244591 nChanged 1022 SP:Iteration 5F (4874.304601 sec): 3 clusters Score: Raw -1673316.199735 + Penalty 3084.205883 = -1670231.993852 nChanged 807 SP:Iteration 6F (4874.374850 sec): 3 clusters Score: Raw -1674021.786999 + Penalty 3084.205883 = -1670937.581116 nChanged 529 SP:Iteration 7Q (4874.444772 sec): 3 clusters Score: Raw -1674406.240025 + Penalty 3084.205883 = -1671322.034141 nChanged 384 SP:Iteration 8Q (4874.511621 sec): 3 clusters Score: Raw -1674601.625291 + Penalty 3084.205883 = -1671517.419408 nChanged 244 SP:Iteration 9Q (4874.570704 sec): 3 clusters Score: Raw -1674699.952611 + Penalty 3084.205883 = -1671615.746727 nChanged 165 SP:Iteration 10Q (4874.636774 sec): 3 clusters Score: Raw -1674751.726897 + Penalty 3084.205883 = -1671667.521013 nChanged 112 SP:Iteration 11Q (4874.701279 sec): 3 clusters Score: Raw -1674781.556021 + Penalty 3084.205883 = -1671697.350138 nChanged 72 SP:Iteration 12Q (4874.775342 sec): 3 clusters Score: Raw -1674796.631098 + Penalty 3084.205883 = -1671712.425215 nChanged 53 SP:Iteration 13Q (4874.840656 sec): 3 clusters Score: Raw -1674806.322918 + Penalty 3084.205883 = -1671722.117035 nChanged 38 SP:Iteration 14Q (4874.896257 sec): 3 clusters Score: Raw -1674813.802942 + Penalty 3084.205883 = -1671729.597058 nChanged 44 SP:Iteration 15Q (4874.967663 sec): 3 clusters Score: Raw -1674820.602571 + Penalty 3084.205883 = -1671736.396688 nChanged 31 SP:Iteration 16Q (4875.038869 sec): 3 clusters Score: Raw -1674826.032230 + Penalty 3084.205883 = -1671741.826347 nChanged 35 SP:Iteration 17Q (4875.108801 sec): 3 clusters Score: Raw -1674831.150122 + Penalty 3084.205883 = -1671746.944239 nChanged 23 SP:Iteration 18Q (4875.169994 sec): 3 clusters Score: Raw -1674834.784865 + Penalty 3084.205883 = -1671750.578981 nChanged 26 SP:Iteration 19Q (4875.234306 sec): 3 clusters Score: Raw -1674837.354897 + Penalty 3084.205883 = -1671753.149013 nChanged 11 SP:Iteration 20F (4875.306442 sec): 3 clusters Score: Raw -1674838.329393 + Penalty 3084.205883 = -1671754.123510 nChanged 6 SP:Iteration 21Q (4875.373115 sec): 3 clusters Score: Raw -1674838.749367 + Penalty 3084.205883 = -1671754.543483 nChanged 5 SP:Iteration 22Q (4875.448139 sec): 3 clusters Score: Raw -1674839.091757 + Penalty 3084.205883 = -1671754.885874 nChanged 2 SP:Iteration 23Q (4875.507497 sec): 3 clusters Score: Raw -1674839.279205 + Penalty 3084.205883 = -1671755.073322 nChanged 1 SP:Iteration 24Q (4875.583140 sec): 3 clusters Score: Raw -1674839.340600 + Penalty 3084.205883 = -1671755.134717 nChanged 0 SP:Iteration 25F (4875.653313 sec): 3 clusters Score: Raw -1674839.340600 + Penalty 3084.205883 = -1671755.134717 nChanged 0 Score: Raw -132235891.543769 + Penalty 83374.486135 = -132152517.057634 Splitting cluster 1 changes total score from -132152804.055191 to -132152517.057634 So it's not getting split. Trying to split cluster 2 (4753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4900.449940 sec): 2 clusters Score: Raw -613766.410723 + Penalty 1375.811332 = -612390.599390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4900.506581 sec): 3 clusters Score: Raw -611396.242571 + Penalty 2751.622665 = -608644.619906 nChanged 1914 SP:Iteration 1F (4900.554152 sec): 3 clusters Score: Raw -612476.578728 + Penalty 2751.622665 = -609724.956063 nChanged 366 SP:Iteration 2F (4900.607357 sec): 3 clusters Score: Raw -612677.795160 + Penalty 2751.622665 = -609926.172496 nChanged 255 SP:Iteration 3F (4900.663451 sec): 3 clusters Score: Raw -612802.677877 + Penalty 2751.622665 = -610051.055212 nChanged 198 SP:Iteration 4Q (4900.719955 sec): 3 clusters Score: Raw -612893.061328 + Penalty 2751.622665 = -610141.438663 nChanged 156 SP:Iteration 5Q (4900.777313 sec): 3 clusters Score: Raw -612968.576780 + Penalty 2751.622665 = -610216.954115 nChanged 162 SP:Iteration 6Q (4900.833252 sec): 3 clusters Score: Raw -613057.943882 + Penalty 2751.622665 = -610306.321217 nChanged 191 SP:Iteration 7Q (4900.902423 sec): 3 clusters Score: Raw -613199.912310 + Penalty 2751.622665 = -610448.289645 nChanged 248 SP:Iteration 8F (4900.948993 sec): 3 clusters Score: Raw -613397.777854 + Penalty 2751.622665 = -610646.155189 nChanged 272 SP:Iteration 9F (4901.006358 sec): 3 clusters Score: Raw -613676.370895 + Penalty 2751.622665 = -610924.748230 nChanged 325 SP:Iteration 10F (4901.056064 sec): 3 clusters Score: Raw -614028.707839 + Penalty 2751.622665 = -611277.085174 nChanged 251 SP:Iteration 11F (4901.111687 sec): 3 clusters Score: Raw -614284.989261 + Penalty 2751.622665 = -611533.366596 nChanged 203 SP:Iteration 12Q (4901.164223 sec): 3 clusters Score: Raw -614461.383906 + Penalty 2751.622665 = -611709.761241 nChanged 136 SP:Iteration 13Q (4901.218949 sec): 3 clusters Score: Raw -614565.707922 + Penalty 2751.622665 = -611814.085257 nChanged 78 SP:Iteration 14Q (4901.274654 sec): 3 clusters Score: Raw -614616.962943 + Penalty 2751.622665 = -611865.340278 nChanged 53 SP:Iteration 15Q (4901.320922 sec): 3 clusters Score: Raw -614659.566035 + Penalty 2751.622665 = -611907.943370 nChanged 39 SP:Iteration 16Q (4901.377552 sec): 3 clusters Score: Raw -614686.150587 + Penalty 2751.622665 = -611934.527922 nChanged 35 SP:Iteration 17Q (4901.432868 sec): 3 clusters Score: Raw -614715.365092 + Penalty 2751.622665 = -611963.742427 nChanged 33 SP:Iteration 18Q (4901.488239 sec): 3 clusters Score: Raw -614736.992438 + Penalty 2751.622665 = -611985.369773 nChanged 25 SP:Iteration 19Q (4901.543306 sec): 3 clusters Score: Raw -614753.008652 + Penalty 2751.622665 = -612001.385987 nChanged 23 SP:Iteration 20F (4901.599013 sec): 3 clusters Score: Raw -614769.710183 + Penalty 2751.622665 = -612018.087518 nChanged 15 SP:Iteration 21Q (4901.655689 sec): 3 clusters Score: Raw -614780.991772 + Penalty 2751.622665 = -612029.369107 nChanged 21 SP:Iteration 22Q (4901.712060 sec): 3 clusters Score: Raw -614791.405972 + Penalty 2751.622665 = -612039.783307 nChanged 15 SP:Iteration 23Q (4901.767657 sec): 3 clusters Score: Raw -614795.794784 + Penalty 2751.622665 = -612044.172120 nChanged 7 SP:Iteration 24Q (4901.823205 sec): 3 clusters Score: Raw -614797.362927 + Penalty 2751.622665 = -612045.740262 nChanged 5 SP:Iteration 25Q (4901.880118 sec): 3 clusters Score: Raw -614798.164961 + Penalty 2751.622665 = -612046.542296 nChanged 3 SP:Iteration 26Q (4901.947846 sec): 3 clusters Score: Raw -614798.937641 + Penalty 2751.622665 = -612047.314976 nChanged 1 SP:Iteration 27Q (4901.992573 sec): 3 clusters Score: Raw -614799.339150 + Penalty 2751.622665 = -612047.716485 nChanged 0 SP:Iteration 28F (4902.048611 sec): 3 clusters Score: Raw -614799.339150 + Penalty 2751.622665 = -612047.716485 nChanged 0 Trying to split cluster 3 (8008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4902.083625 sec): 2 clusters Score: Raw -1045036.776332 + Penalty 1460.581902 = -1043576.194430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4902.145335 sec): 3 clusters Score: Raw -1040717.984091 + Penalty 2921.163804 = -1037796.820287 nChanged 3382 SP:Iteration 1F (4902.200044 sec): 3 clusters Score: Raw -1042489.126808 + Penalty 2921.163804 = -1039567.963004 nChanged 460 SP:Iteration 2F (4902.250098 sec): 3 clusters Score: Raw -1042680.722163 + Penalty 2921.163804 = -1039759.558358 nChanged 417 SP:Iteration 3F (4902.312036 sec): 3 clusters Score: Raw -1042848.442045 + Penalty 2921.163804 = -1039927.278241 nChanged 316 SP:Iteration 4Q (4902.373196 sec): 3 clusters Score: Raw -1042964.519894 + Penalty 2921.163804 = -1040043.356090 nChanged 268 SP:Iteration 5Q (4902.434241 sec): 3 clusters Score: Raw -1043058.790501 + Penalty 2921.163804 = -1040137.626696 nChanged 232 SP:Iteration 6Q (4902.495356 sec): 3 clusters Score: Raw -1043148.728399 + Penalty 2921.163804 = -1040227.564595 nChanged 219 SP:Iteration 7Q (4902.556322 sec): 3 clusters Score: Raw -1043232.003872 + Penalty 2921.163804 = -1040310.840067 nChanged 214 SP:Iteration 8Q (4902.627060 sec): 3 clusters Score: Raw -1043316.991175 + Penalty 2921.163804 = -1040395.827371 nChanged 212 SP:Iteration 9Q (4902.669412 sec): 3 clusters Score: Raw -1043388.022437 + Penalty 2921.163804 = -1040466.858633 nChanged 179 SP:Iteration 10Q (4902.730091 sec): 3 clusters Score: Raw -1043449.894940 + Penalty 2921.163804 = -1040528.731136 nChanged 183 SP:Iteration 11Q (4902.792094 sec): 3 clusters Score: Raw -1043528.180979 + Penalty 2921.163804 = -1040607.017174 nChanged 221 SP:Iteration 12Q (4902.853102 sec): 3 clusters Score: Raw -1043629.007020 + Penalty 2921.163804 = -1040707.843216 nChanged 225 SP:Iteration 13Q (4902.914234 sec): 3 clusters Score: Raw -1043733.498519 + Penalty 2921.163804 = -1040812.334715 nChanged 236 SP:Iteration 14Q (4902.970193 sec): 3 clusters Score: Raw -1043848.648680 + Penalty 2921.163804 = -1040927.484876 nChanged 264 SP:Iteration 15Q (4903.040491 sec): 3 clusters Score: Raw -1043985.108739 + Penalty 2921.163804 = -1041063.944934 nChanged 239 SP:Iteration 16Q (4903.081214 sec): 3 clusters Score: Raw -1044102.178961 + Penalty 2921.163804 = -1041181.015156 nChanged 213 SP:Iteration 17Q (4903.142065 sec): 3 clusters Score: Raw -1044214.778318 + Penalty 2921.163804 = -1041293.614514 nChanged 235 SP:Iteration 18Q (4903.202484 sec): 3 clusters Score: Raw -1044353.884579 + Penalty 2921.163804 = -1041432.720775 nChanged 219 SP:Iteration 19Q (4903.259270 sec): 3 clusters Score: Raw -1044485.043813 + Penalty 2921.163804 = -1041563.880009 nChanged 188 SP:Iteration 20F (4903.319926 sec): 3 clusters Score: Raw -1044589.339258 + Penalty 2921.163804 = -1041668.175454 nChanged 167 SP:Iteration 21Q (4903.379699 sec): 3 clusters Score: Raw -1044682.048885 + Penalty 2921.163804 = -1041760.885080 nChanged 151 SP:Iteration 22Q (4903.439821 sec): 3 clusters Score: Raw -1044766.086320 + Penalty 2921.163804 = -1041844.922515 nChanged 132 SP:Iteration 23Q (4903.498399 sec): 3 clusters Score: Raw -1044842.456866 + Penalty 2921.163804 = -1041921.293061 nChanged 109 SP:Iteration 24Q (4903.548287 sec): 3 clusters Score: Raw -1044908.352835 + Penalty 2921.163804 = -1041987.189030 nChanged 123 SP:Iteration 25Q (4903.607578 sec): 3 clusters Score: Raw -1044984.235293 + Penalty 2921.163804 = -1042063.071489 nChanged 106 SP:Iteration 26Q (4903.667046 sec): 3 clusters Score: Raw -1045055.752527 + Penalty 2921.163804 = -1042134.588722 nChanged 86 SP:Iteration 27Q (4903.725416 sec): 3 clusters Score: Raw -1045117.308642 + Penalty 2921.163804 = -1042196.144838 nChanged 60 SP:Iteration 28Q (4903.784714 sec): 3 clusters Score: Raw -1045156.502152 + Penalty 2921.163804 = -1042235.338347 nChanged 40 SP:Iteration 29Q (4903.832013 sec): 3 clusters Score: Raw -1045186.255396 + Penalty 2921.163804 = -1042265.091592 nChanged 33 SP:Iteration 30Q (4903.890770 sec): 3 clusters Score: Raw -1045210.381585 + Penalty 2921.163804 = -1042289.217781 nChanged 29 SP:Iteration 31Q (4903.949103 sec): 3 clusters Score: Raw -1045231.852498 + Penalty 2921.163804 = -1042310.688694 nChanged 17 SP:Iteration 32Q (4904.007702 sec): 3 clusters Score: Raw -1045244.319187 + Penalty 2921.163804 = -1042323.155382 nChanged 15 SP:Iteration 33Q (4904.065990 sec): 3 clusters Score: Raw -1045254.658350 + Penalty 2921.163804 = -1042333.494546 nChanged 9 SP:Iteration 34Q (4904.127508 sec): 3 clusters Score: Raw -1045261.794206 + Penalty 2921.163804 = -1042340.630402 nChanged 4 SP:Iteration 35Q (4904.182190 sec): 3 clusters Score: Raw -1045263.837085 + Penalty 2921.163804 = -1042342.673281 nChanged 2 SP:Iteration 36Q (4904.237420 sec): 3 clusters Score: Raw -1045264.739622 + Penalty 2921.163804 = -1042343.575817 nChanged 1 SP:Iteration 37Q (4904.287318 sec): 3 clusters Score: Raw -1045265.201374 + Penalty 2921.163804 = -1042344.037569 nChanged 0 SP:Iteration 38F (4904.347882 sec): 3 clusters Score: Raw -1045265.201374 + Penalty 2921.163804 = -1042344.037569 nChanged 0 Trying to split cluster 4 (12745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4904.387433 sec): 2 clusters Score: Raw -1601805.095378 + Penalty 1536.095326 = -1600269.000052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4904.456677 sec): 3 clusters Score: Raw -1594446.088663 + Penalty 3072.190653 = -1591373.898010 nChanged 5600 SP:Iteration 1F (4904.524356 sec): 3 clusters Score: Raw -1597970.820235 + Penalty 3072.190653 = -1594898.629582 nChanged 979 SP:Iteration 2F (4904.592818 sec): 3 clusters Score: Raw -1598571.658083 + Penalty 3072.190653 = -1595499.467430 nChanged 875 SP:Iteration 3F (4904.660916 sec): 3 clusters Score: Raw -1599046.443601 + Penalty 3072.190653 = -1595974.252948 nChanged 746 SP:Iteration 4F (4904.722878 sec): 3 clusters Score: Raw -1599431.654008 + Penalty 3072.190653 = -1596359.463355 nChanged 679 SP:Iteration 5F (4904.790627 sec): 3 clusters Score: Raw -1599804.355587 + Penalty 3072.190653 = -1596732.164934 nChanged 589 SP:Iteration 6Q (4904.848851 sec): 3 clusters Score: Raw -1600160.110859 + Penalty 3072.190653 = -1597087.920206 nChanged 613 SP:Iteration 7Q (4904.917520 sec): 3 clusters Score: Raw -1600544.614025 + Penalty 3072.190653 = -1597472.423372 nChanged 564 SP:Iteration 8Q (4904.986015 sec): 3 clusters Score: Raw -1600909.824491 + Penalty 3072.190653 = -1597837.633838 nChanged 510 SP:Iteration 9Q (4905.054390 sec): 3 clusters Score: Raw -1601295.587081 + Penalty 3072.190653 = -1598223.396428 nChanged 459 SP:Iteration 10Q (4905.122305 sec): 3 clusters Score: Raw -1601676.946668 + Penalty 3072.190653 = -1598604.756015 nChanged 378 SP:Iteration 11Q (4905.190457 sec): 3 clusters Score: Raw -1602042.593386 + Penalty 3072.190653 = -1598970.402733 nChanged 298 SP:Iteration 12Q (4905.248743 sec): 3 clusters Score: Raw -1602364.582970 + Penalty 3072.190653 = -1599292.392318 nChanged 240 SP:Iteration 13Q (4905.325729 sec): 3 clusters Score: Raw -1602613.311138 + Penalty 3072.190653 = -1599541.120485 nChanged 184 SP:Iteration 14Q (4905.378094 sec): 3 clusters Score: Raw -1602798.701107 + Penalty 3072.190653 = -1599726.510454 nChanged 127 SP:Iteration 15Q (4905.443608 sec): 3 clusters Score: Raw -1602941.464295 + Penalty 3072.190653 = -1599869.273642 nChanged 111 SP:Iteration 16Q (4905.509782 sec): 3 clusters Score: Raw -1603033.392402 + Penalty 3072.190653 = -1599961.201749 nChanged 97 SP:Iteration 17Q (4905.570815 sec): 3 clusters Score: Raw -1603087.163985 + Penalty 3072.190653 = -1600014.973332 nChanged 79 SP:Iteration 18Q (4905.636129 sec): 3 clusters Score: Raw -1603127.216871 + Penalty 3072.190653 = -1600055.026218 nChanged 60 SP:Iteration 19Q (4905.690051 sec): 3 clusters Score: Raw -1603164.465368 + Penalty 3072.190653 = -1600092.274715 nChanged 44 SP:Iteration 20F (4905.758976 sec): 3 clusters Score: Raw -1603188.487786 + Penalty 3072.190653 = -1600116.297133 nChanged 29 SP:Iteration 21Q (4905.829388 sec): 3 clusters Score: Raw -1603201.732868 + Penalty 3072.190653 = -1600129.542215 nChanged 20 SP:Iteration 22Q (4905.889177 sec): 3 clusters Score: Raw -1603208.040705 + Penalty 3072.190653 = -1600135.850052 nChanged 18 SP:Iteration 23Q (4905.955203 sec): 3 clusters Score: Raw -1603213.818746 + Penalty 3072.190653 = -1600141.628093 nChanged 18 SP:Iteration 24Q (4906.019921 sec): 3 clusters Score: Raw -1603220.308809 + Penalty 3072.190653 = -1600148.118156 nChanged 11 SP:Iteration 25Q (4906.085773 sec): 3 clusters Score: Raw -1603223.952261 + Penalty 3072.190653 = -1600151.761608 nChanged 13 SP:Iteration 26Q (4906.150755 sec): 3 clusters Score: Raw -1603228.228617 + Penalty 3072.190653 = -1600156.037964 nChanged 8 SP:Iteration 27Q (4906.216608 sec): 3 clusters Score: Raw -1603229.991572 + Penalty 3072.190653 = -1600157.800919 nChanged 5 SP:Iteration 28Q (4906.282489 sec): 3 clusters Score: Raw -1603230.948232 + Penalty 3072.190653 = -1600158.757579 nChanged 0 SP:Iteration 29F (4906.349493 sec): 3 clusters Score: Raw -1603230.948232 + Penalty 3072.190653 = -1600158.757579 nChanged 0 Trying to split cluster 5 (44113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4906.429679 sec): 2 clusters Score: Raw -5724101.606610 + Penalty 1737.857843 = -5722363.748767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4906.556603 sec): 3 clusters Score: Raw -5696507.022319 + Penalty 3475.715686 = -5693031.306633 nChanged 20632 SP:Iteration 1F (4906.673163 sec): 3 clusters Score: Raw -5709338.568720 + Penalty 3475.715686 = -5705862.853034 nChanged 2891 SP:Iteration 2F (4906.795620 sec): 3 clusters Score: Raw -5711213.913959 + Penalty 3475.715686 = -5707738.198274 nChanged 3269 SP:Iteration 3F (4906.914470 sec): 3 clusters Score: Raw -5713913.332341 + Penalty 3475.715686 = -5710437.616655 nChanged 3711 SP:Iteration 4F (4907.027033 sec): 3 clusters Score: Raw -5717421.490204 + Penalty 3475.715686 = -5713945.774518 nChanged 3557 SP:Iteration 5F (4907.148578 sec): 3 clusters Score: Raw -5720791.660521 + Penalty 3475.715686 = -5717315.944835 nChanged 2951 SP:Iteration 6F (4907.272109 sec): 3 clusters Score: Raw -5723296.328785 + Penalty 3475.715686 = -5719820.613099 nChanged 2111 SP:Iteration 7Q (4907.399733 sec): 3 clusters Score: Raw -5724782.279557 + Penalty 3475.715686 = -5721306.563871 nChanged 1518 SP:Iteration 8Q (4907.512398 sec): 3 clusters Score: Raw -5725658.925100 + Penalty 3475.715686 = -5722183.209414 nChanged 1130 SP:Iteration 9Q (4907.636301 sec): 3 clusters Score: Raw -5726190.848601 + Penalty 3475.715686 = -5722715.132915 nChanged 840 SP:Iteration 10Q (4907.759826 sec): 3 clusters Score: Raw -5726533.578107 + Penalty 3475.715686 = -5723057.862421 nChanged 657 SP:Iteration 11Q (4907.884028 sec): 3 clusters Score: Raw -5726780.928985 + Penalty 3475.715686 = -5723305.213299 nChanged 570 SP:Iteration 12Q (4908.013625 sec): 3 clusters Score: Raw -5726992.375322 + Penalty 3475.715686 = -5723516.659636 nChanged 528 SP:Iteration 13Q (4908.124719 sec): 3 clusters Score: Raw -5727196.964619 + Penalty 3475.715686 = -5723721.248933 nChanged 498 SP:Iteration 14Q (4908.241098 sec): 3 clusters Score: Raw -5727401.427270 + Penalty 3475.715686 = -5723925.711584 nChanged 461 SP:Iteration 15Q (4908.357739 sec): 3 clusters Score: Raw -5727581.825009 + Penalty 3475.715686 = -5724106.109323 nChanged 439 SP:Iteration 16Q (4908.466371 sec): 3 clusters Score: Raw -5727746.826677 + Penalty 3475.715686 = -5724271.110992 nChanged 415 SP:Iteration 17Q (4908.584888 sec): 3 clusters Score: Raw -5727887.456306 + Penalty 3475.715686 = -5724411.740620 nChanged 372 SP:Iteration 18Q (4908.705432 sec): 3 clusters Score: Raw -5727988.795706 + Penalty 3475.715686 = -5724513.080021 nChanged 304 SP:Iteration 19Q (4908.821981 sec): 3 clusters Score: Raw -5728065.912433 + Penalty 3475.715686 = -5724590.196747 nChanged 257 SP:Iteration 20F (4908.931048 sec): 3 clusters Score: Raw -5728133.104650 + Penalty 3475.715686 = -5724657.388964 nChanged 228 SP:Iteration 21Q (4909.049377 sec): 3 clusters Score: Raw -5728177.145239 + Penalty 3475.715686 = -5724701.429554 nChanged 183 SP:Iteration 22Q (4909.174876 sec): 3 clusters Score: Raw -5728208.456881 + Penalty 3475.715686 = -5724732.741195 nChanged 164 SP:Iteration 23Q (4909.294819 sec): 3 clusters Score: Raw -5728234.798259 + Penalty 3475.715686 = -5724759.082573 nChanged 139 SP:Iteration 24Q (4909.416375 sec): 3 clusters Score: Raw -5728254.234971 + Penalty 3475.715686 = -5724778.519285 nChanged 129 SP:Iteration 25Q (4909.513953 sec): 3 clusters Score: Raw -5728270.904777 + Penalty 3475.715686 = -5724795.189091 nChanged 108 SP:Iteration 26Q (4909.621948 sec): 3 clusters Score: Raw -5728283.230156 + Penalty 3475.715686 = -5724807.514470 nChanged 102 SP:Iteration 27Q (4909.716966 sec): 3 clusters Score: Raw -5728293.172345 + Penalty 3475.715686 = -5724817.456659 nChanged 97 SP:Iteration 28Q (4909.837102 sec): 3 clusters Score: Raw -5728303.316080 + Penalty 3475.715686 = -5724827.600394 nChanged 80 SP:Iteration 29Q (4909.960014 sec): 3 clusters Score: Raw -5728310.421962 + Penalty 3475.715686 = -5724834.706276 nChanged 71 SP:Iteration 30Q (4910.080413 sec): 3 clusters Score: Raw -5728317.406131 + Penalty 3475.715686 = -5724841.690445 nChanged 62 SP:Iteration 31Q (4910.176760 sec): 3 clusters Score: Raw -5728324.563799 + Penalty 3475.715686 = -5724848.848113 nChanged 64 SP:Iteration 32Q (4910.272791 sec): 3 clusters Score: Raw -5728336.598639 + Penalty 3475.715686 = -5724860.882953 nChanged 91 SP:Iteration 33Q (4910.355918 sec): 3 clusters Score: Raw -5728351.125580 + Penalty 3475.715686 = -5724875.409894 nChanged 95 SP:Iteration 34Q (4910.452523 sec): 3 clusters Score: Raw -5728366.072701 + Penalty 3475.715686 = -5724890.357015 nChanged 112 SP:Iteration 35Q (4910.548150 sec): 3 clusters Score: Raw -5728385.298868 + Penalty 3475.715686 = -5724909.583182 nChanged 119 SP:Iteration 36Q (4910.631182 sec): 3 clusters Score: Raw -5728404.186619 + Penalty 3475.715686 = -5724928.470934 nChanged 137 SP:Iteration 37Q (4910.727667 sec): 3 clusters Score: Raw -5728428.750536 + Penalty 3475.715686 = -5724953.034850 nChanged 154 SP:Iteration 38Q (4910.846380 sec): 3 clusters Score: Raw -5728466.117231 + Penalty 3475.715686 = -5724990.401546 nChanged 200 SP:Iteration 39Q (4910.966110 sec): 3 clusters Score: Raw -5728520.379073 + Penalty 3475.715686 = -5725044.663387 nChanged 226 SP:Iteration 40F (4911.089672 sec): 3 clusters Score: Raw -5728582.976350 + Penalty 3475.715686 = -5725107.260664 nChanged 248 SP:Iteration 41Q (4911.210774 sec): 3 clusters Score: Raw -5728651.874352 + Penalty 3475.715686 = -5725176.158667 nChanged 287 SP:Iteration 42Q (4911.322709 sec): 3 clusters Score: Raw -5728738.029991 + Penalty 3475.715686 = -5725262.314305 nChanged 306 SP:Iteration 43Q (4911.448663 sec): 3 clusters Score: Raw -5728834.592468 + Penalty 3475.715686 = -5725358.876782 nChanged 319 SP:Iteration 44Q (4911.564344 sec): 3 clusters Score: Raw -5728942.558000 + Penalty 3475.715686 = -5725466.842314 nChanged 311 SP:Iteration 45Q (4911.681807 sec): 3 clusters Score: Raw -5729040.201652 + Penalty 3475.715686 = -5725564.485966 nChanged 309 SP:Iteration 46Q (4911.801769 sec): 3 clusters Score: Raw -5729127.506018 + Penalty 3475.715686 = -5725651.790332 nChanged 305 SP:Iteration 47Q (4911.919487 sec): 3 clusters Score: Raw -5729212.275767 + Penalty 3475.715686 = -5725736.560082 nChanged 276 SP:Iteration 48Q (4912.031868 sec): 3 clusters Score: Raw -5729274.671892 + Penalty 3475.715686 = -5725798.956206 nChanged 248 SP:Iteration 49Q (4912.153090 sec): 3 clusters Score: Raw -5729325.009162 + Penalty 3475.715686 = -5725849.293476 nChanged 222 SP:Iteration 50Q (4912.276157 sec): 3 clusters Score: Raw -5729369.407886 + Penalty 3475.715686 = -5725893.692200 nChanged 194 SP:Iteration 51Q (4912.381956 sec): 3 clusters Score: Raw -5729398.183911 + Penalty 3475.715686 = -5725922.468225 nChanged 158 SP:Iteration 52Q (4912.506681 sec): 3 clusters Score: Raw -5729417.411837 + Penalty 3475.715686 = -5725941.696151 nChanged 121 SP:Iteration 53Q (4912.620956 sec): 3 clusters Score: Raw -5729428.659605 + Penalty 3475.715686 = -5725952.943920 nChanged 90 SP:Iteration 54Q (4912.743136 sec): 3 clusters Score: Raw -5729435.404865 + Penalty 3475.715686 = -5725959.689179 nChanged 77 SP:Iteration 55Q (4912.857507 sec): 3 clusters Score: Raw -5729440.338098 + Penalty 3475.715686 = -5725964.622412 nChanged 48 SP:Iteration 56Q (4912.972206 sec): 3 clusters Score: Raw -5729442.783488 + Penalty 3475.715686 = -5725967.067802 nChanged 41 SP:Iteration 57Q (4913.087369 sec): 3 clusters Score: Raw -5729444.665061 + Penalty 3475.715686 = -5725968.949375 nChanged 38 SP:Iteration 58Q (4913.204915 sec): 3 clusters Score: Raw -5729446.253323 + Penalty 3475.715686 = -5725970.537637 nChanged 29 SP:Iteration 59Q (4913.327738 sec): 3 clusters Score: Raw -5729447.543708 + Penalty 3475.715686 = -5725971.828023 nChanged 24 SP:Iteration 60F (4913.458648 sec): 3 clusters Score: Raw -5729448.553199 + Penalty 3475.715686 = -5725972.837513 nChanged 17 SP:Iteration 61Q (4913.568824 sec): 3 clusters Score: Raw -5729449.163423 + Penalty 3475.715686 = -5725973.447737 nChanged 15 SP:Iteration 62Q (4913.692045 sec): 3 clusters Score: Raw -5729449.804191 + Penalty 3475.715686 = -5725974.088505 nChanged 13 SP:Iteration 63Q (4913.815432 sec): 3 clusters Score: Raw -5729450.485124 + Penalty 3475.715686 = -5725974.769439 nChanged 14 SP:Iteration 64Q (4913.929992 sec): 3 clusters Score: Raw -5729450.913932 + Penalty 3475.715686 = -5725975.198247 nChanged 7 SP:Iteration 65Q (4914.050957 sec): 3 clusters Score: Raw -5729451.146604 + Penalty 3475.715686 = -5725975.430919 nChanged 4 SP:Iteration 66Q (4914.164203 sec): 3 clusters Score: Raw -5729451.285775 + Penalty 3475.715686 = -5725975.570089 nChanged 4 SP:Iteration 67Q (4914.284121 sec): 3 clusters Score: Raw -5729451.422317 + Penalty 3475.715686 = -5725975.706631 nChanged 2 SP:Iteration 68Q (4914.402724 sec): 3 clusters Score: Raw -5729451.463113 + Penalty 3475.715686 = -5725975.747427 nChanged 1 SP:Iteration 69Q (4914.520078 sec): 3 clusters Score: Raw -5729451.473995 + Penalty 3475.715686 = -5725975.758309 nChanged 1 SP:Iteration 70Q (4914.627831 sec): 3 clusters Score: Raw -5729451.512600 + Penalty 3475.715686 = -5725975.796915 nChanged 0 SP:Iteration 71F (4914.747520 sec): 3 clusters Score: Raw -5729451.512600 + Penalty 3475.715686 = -5725975.796915 nChanged 0 Score: Raw -132239341.770675 + Penalty 83374.486135 = -132155967.284540 Splitting cluster 5 changes total score from -132152804.055191 to -132155967.284540 So it's getting split into cluster 37. Trying to split cluster 6 (98009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4939.371444 sec): 2 clusters Score: Raw -12286637.302582 + Penalty 1867.582371 = -12284769.720211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4939.573519 sec): 3 clusters Score: Raw -12222712.031869 + Penalty 3735.164742 = -12218976.867127 nChanged 47043 SP:Iteration 1F (4939.767714 sec): 3 clusters Score: Raw -12251183.057695 + Penalty 3735.164742 = -12247447.892953 nChanged 4886 SP:Iteration 2Q (4939.977707 sec): 3 clusters Score: Raw -12253484.587375 + Penalty 3735.164742 = -12249749.422633 nChanged 5866 SP:Iteration 3F (4940.169704 sec): 3 clusters Score: Raw -12257107.313424 + Penalty 3735.164742 = -12253372.148682 nChanged 7270 SP:Iteration 4F (4940.368395 sec): 3 clusters Score: Raw -12262779.467143 + Penalty 3735.164742 = -12259044.302401 nChanged 8099 SP:Iteration 5F (4940.566486 sec): 3 clusters Score: Raw -12270427.397241 + Penalty 3735.164742 = -12266692.232500 nChanged 8097 SP:Iteration 6F (4940.766674 sec): 3 clusters Score: Raw -12277818.215748 + Penalty 3735.164742 = -12274083.051006 nChanged 6273 SP:Iteration 7F (4940.960057 sec): 3 clusters Score: Raw -12282099.756769 + Penalty 3735.164742 = -12278364.592027 nChanged 4295 SP:Iteration 8Q (4941.163967 sec): 3 clusters Score: Raw -12283983.135872 + Penalty 3735.164742 = -12280247.971131 nChanged 2549 SP:Iteration 9Q (4941.358801 sec): 3 clusters Score: Raw -12284717.389921 + Penalty 3735.164742 = -12280982.225179 nChanged 1625 SP:Iteration 10Q (4941.558687 sec): 3 clusters Score: Raw -12285057.405575 + Penalty 3735.164742 = -12281322.240833 nChanged 1069 SP:Iteration 11Q (4941.751423 sec): 3 clusters Score: Raw -12285232.687121 + Penalty 3735.164742 = -12281497.522379 nChanged 795 SP:Iteration 12Q (4941.950595 sec): 3 clusters Score: Raw -12285354.990833 + Penalty 3735.164742 = -12281619.826092 nChanged 686 SP:Iteration 13Q (4942.148999 sec): 3 clusters Score: Raw -12285442.546815 + Penalty 3735.164742 = -12281707.382073 nChanged 599 SP:Iteration 14Q (4942.348878 sec): 3 clusters Score: Raw -12285514.244811 + Penalty 3735.164742 = -12281779.080069 nChanged 562 SP:Iteration 15Q (4942.542021 sec): 3 clusters Score: Raw -12285581.638894 + Penalty 3735.164742 = -12281846.474152 nChanged 504 SP:Iteration 16Q (4942.740542 sec): 3 clusters Score: Raw -12285636.523868 + Penalty 3735.164742 = -12281901.359126 nChanged 479 SP:Iteration 17Q (4942.943530 sec): 3 clusters Score: Raw -12285684.276623 + Penalty 3735.164742 = -12281949.111881 nChanged 452 SP:Iteration 18Q (4943.146395 sec): 3 clusters Score: Raw -12285726.437456 + Penalty 3735.164742 = -12281991.272714 nChanged 453 SP:Iteration 19Q (4943.355779 sec): 3 clusters Score: Raw -12285770.189854 + Penalty 3735.164742 = -12282035.025112 nChanged 449 SP:Iteration 20F (4943.564696 sec): 3 clusters Score: Raw -12285814.309712 + Penalty 3735.164742 = -12282079.144970 nChanged 438 SP:Iteration 21Q (4943.770908 sec): 3 clusters Score: Raw -12285855.414972 + Penalty 3735.164742 = -12282120.250230 nChanged 433 SP:Iteration 22Q (4943.980114 sec): 3 clusters Score: Raw -12285896.227347 + Penalty 3735.164742 = -12282161.062606 nChanged 458 SP:Iteration 23Q (4944.184510 sec): 3 clusters Score: Raw -12285940.168832 + Penalty 3735.164742 = -12282205.004090 nChanged 459 SP:Iteration 24Q (4944.391449 sec): 3 clusters Score: Raw -12285982.720437 + Penalty 3735.164742 = -12282247.555695 nChanged 450 SP:Iteration 25Q (4944.600178 sec): 3 clusters Score: Raw -12286025.799202 + Penalty 3735.164742 = -12282290.634460 nChanged 460 SP:Iteration 26Q (4944.799939 sec): 3 clusters Score: Raw -12286068.079819 + Penalty 3735.164742 = -12282332.915077 nChanged 436 SP:Iteration 27Q (4945.011320 sec): 3 clusters Score: Raw -12286109.177066 + Penalty 3735.164742 = -12282374.012324 nChanged 451 SP:Iteration 28Q (4945.202182 sec): 3 clusters Score: Raw -12286155.540061 + Penalty 3735.164742 = -12282420.375319 nChanged 489 SP:Iteration 29Q (4945.419484 sec): 3 clusters Score: Raw -12286208.449634 + Penalty 3735.164742 = -12282473.284892 nChanged 479 SP:Iteration 30Q (4945.627098 sec): 3 clusters Score: Raw -12286260.594667 + Penalty 3735.164742 = -12282525.429925 nChanged 492 SP:Iteration 31Q (4945.827449 sec): 3 clusters Score: Raw -12286314.003001 + Penalty 3735.164742 = -12282578.838259 nChanged 479 SP:Iteration 32Q (4946.034066 sec): 3 clusters Score: Raw -12286362.571451 + Penalty 3735.164742 = -12282627.406710 nChanged 450 SP:Iteration 33Q (4946.231321 sec): 3 clusters Score: Raw -12286408.503147 + Penalty 3735.164742 = -12282673.338405 nChanged 474 SP:Iteration 34Q (4946.433096 sec): 3 clusters Score: Raw -12286458.499194 + Penalty 3735.164742 = -12282723.334452 nChanged 489 SP:Iteration 35Q (4946.642770 sec): 3 clusters Score: Raw -12286513.915973 + Penalty 3735.164742 = -12282778.751231 nChanged 502 SP:Iteration 36Q (4946.845946 sec): 3 clusters Score: Raw -12286574.146879 + Penalty 3735.164742 = -12282838.982138 nChanged 550 SP:Iteration 37Q (4947.043397 sec): 3 clusters Score: Raw -12286636.415584 + Penalty 3735.164742 = -12282901.250843 nChanged 559 SP:Iteration 38Q (4947.252382 sec): 3 clusters Score: Raw -12286708.494528 + Penalty 3735.164742 = -12282973.329786 nChanged 583 SP:Iteration 39Q (4947.435838 sec): 3 clusters Score: Raw -12286786.970405 + Penalty 3735.164742 = -12283051.805663 nChanged 614 SP:Iteration 40F (4947.649883 sec): 3 clusters Score: Raw -12286871.889818 + Penalty 3735.164742 = -12283136.725076 nChanged 617 SP:Iteration 41Q (4947.852447 sec): 3 clusters Score: Raw -12286958.730373 + Penalty 3735.164742 = -12283223.565631 nChanged 590 SP:Iteration 42Q (4948.058203 sec): 3 clusters Score: Raw -12287054.477427 + Penalty 3735.164742 = -12283319.312686 nChanged 649 SP:Iteration 43Q (4948.260980 sec): 3 clusters Score: Raw -12287175.124715 + Penalty 3735.164742 = -12283439.959973 nChanged 634 SP:Iteration 44Q (4948.455889 sec): 3 clusters Score: Raw -12287298.169220 + Penalty 3735.164742 = -12283563.004479 nChanged 659 SP:Iteration 45Q (4948.653508 sec): 3 clusters Score: Raw -12287443.531082 + Penalty 3735.164742 = -12283708.366340 nChanged 661 SP:Iteration 46Q (4948.851943 sec): 3 clusters Score: Raw -12287601.079774 + Penalty 3735.164742 = -12283865.915032 nChanged 687 SP:Iteration 47Q (4949.041113 sec): 3 clusters Score: Raw -12287781.651123 + Penalty 3735.164742 = -12284046.486381 nChanged 692 SP:Iteration 48Q (4949.247715 sec): 3 clusters Score: Raw -12287975.057537 + Penalty 3735.164742 = -12284239.892795 nChanged 660 SP:Iteration 49Q (4949.456084 sec): 3 clusters Score: Raw -12288156.493884 + Penalty 3735.164742 = -12284421.329142 nChanged 660 SP:Iteration 50Q (4949.656495 sec): 3 clusters Score: Raw -12288341.013394 + Penalty 3735.164742 = -12284605.848652 nChanged 649 SP:Iteration 51Q (4949.850092 sec): 3 clusters Score: Raw -12288535.926337 + Penalty 3735.164742 = -12284800.761596 nChanged 650 SP:Iteration 52Q (4950.028817 sec): 3 clusters Score: Raw -12288737.751718 + Penalty 3735.164742 = -12285002.586976 nChanged 620 SP:Iteration 53Q (4950.231929 sec): 3 clusters Score: Raw -12288937.063088 + Penalty 3735.164742 = -12285201.898346 nChanged 597 SP:Iteration 54Q (4950.431537 sec): 3 clusters Score: Raw -12289122.975622 + Penalty 3735.164742 = -12285387.810880 nChanged 544 SP:Iteration 55Q (4950.624159 sec): 3 clusters Score: Raw -12289280.502282 + Penalty 3735.164742 = -12285545.337541 nChanged 539 SP:Iteration 56Q (4950.824441 sec): 3 clusters Score: Raw -12289412.310367 + Penalty 3735.164742 = -12285677.145625 nChanged 493 SP:Iteration 57Q (4951.012029 sec): 3 clusters Score: Raw -12289534.375027 + Penalty 3735.164742 = -12285799.210286 nChanged 486 SP:Iteration 58Q (4951.206787 sec): 3 clusters Score: Raw -12289645.345145 + Penalty 3735.164742 = -12285910.180403 nChanged 434 SP:Iteration 59Q (4951.381591 sec): 3 clusters Score: Raw -12289750.883724 + Penalty 3735.164742 = -12286015.718982 nChanged 393 SP:Iteration 60F (4951.583667 sec): 3 clusters Score: Raw -12289850.513566 + Penalty 3735.164742 = -12286115.348824 nChanged 375 SP:Iteration 61Q (4951.773224 sec): 3 clusters Score: Raw -12289934.959745 + Penalty 3735.164742 = -12286199.795003 nChanged 332 SP:Iteration 62Q (4951.972098 sec): 3 clusters Score: Raw -12289999.234984 + Penalty 3735.164742 = -12286264.070242 nChanged 308 SP:Iteration 63Q (4952.167519 sec): 3 clusters Score: Raw -12290053.835893 + Penalty 3735.164742 = -12286318.671151 nChanged 266 SP:Iteration 64Q (4952.355517 sec): 3 clusters Score: Raw -12290094.733076 + Penalty 3735.164742 = -12286359.568334 nChanged 230 SP:Iteration 65Q (4952.546090 sec): 3 clusters Score: Raw -12290124.941041 + Penalty 3735.164742 = -12286389.776300 nChanged 199 SP:Iteration 66Q (4952.739987 sec): 3 clusters Score: Raw -12290151.126326 + Penalty 3735.164742 = -12286415.961584 nChanged 196 SP:Iteration 67Q (4952.929131 sec): 3 clusters Score: Raw -12290177.365747 + Penalty 3735.164742 = -12286442.201005 nChanged 178 SP:Iteration 68Q (4953.118480 sec): 3 clusters Score: Raw -12290200.328254 + Penalty 3735.164742 = -12286465.163513 nChanged 173 SP:Iteration 69Q (4953.306648 sec): 3 clusters Score: Raw -12290220.361050 + Penalty 3735.164742 = -12286485.196308 nChanged 157 SP:Iteration 70Q (4953.496169 sec): 3 clusters Score: Raw -12290236.954383 + Penalty 3735.164742 = -12286501.789641 nChanged 136 SP:Iteration 71Q (4953.687645 sec): 3 clusters Score: Raw -12290249.916193 + Penalty 3735.164742 = -12286514.751451 nChanged 126 SP:Iteration 72Q (4953.876209 sec): 3 clusters Score: Raw -12290258.567336 + Penalty 3735.164742 = -12286523.402594 nChanged 91 SP:Iteration 73Q (4954.070718 sec): 3 clusters Score: Raw -12290265.479048 + Penalty 3735.164742 = -12286530.314306 nChanged 98 SP:Iteration 74Q (4954.260940 sec): 3 clusters Score: Raw -12290272.902537 + Penalty 3735.164742 = -12286537.737795 nChanged 90 SP:Iteration 75Q (4954.462917 sec): 3 clusters Score: Raw -12290278.133888 + Penalty 3735.164742 = -12286542.969146 nChanged 67 SP:Iteration 76Q (4954.657374 sec): 3 clusters Score: Raw -12290281.811856 + Penalty 3735.164742 = -12286546.647114 nChanged 52 SP:Iteration 77Q (4954.810320 sec): 3 clusters Score: Raw -12290284.297388 + Penalty 3735.164742 = -12286549.132646 nChanged 50 SP:Iteration 78Q (4954.999088 sec): 3 clusters Score: Raw -12290286.620321 + Penalty 3735.164742 = -12286551.455579 nChanged 43 SP:Iteration 79Q (4955.198938 sec): 3 clusters Score: Raw -12290288.727573 + Penalty 3735.164742 = -12286553.562831 nChanged 41 SP:Iteration 80F (4955.411117 sec): 3 clusters Score: Raw -12290290.991419 + Penalty 3735.164742 = -12286555.826677 nChanged 42 SP:Iteration 81Q (4955.612376 sec): 3 clusters Score: Raw -12290293.190511 + Penalty 3735.164742 = -12286558.025769 nChanged 37 SP:Iteration 82Q (4955.813196 sec): 3 clusters Score: Raw -12290294.398355 + Penalty 3735.164742 = -12286559.233613 nChanged 24 SP:Iteration 83Q (4956.011756 sec): 3 clusters Score: Raw -12290295.373863 + Penalty 3735.164742 = -12286560.209122 nChanged 21 SP:Iteration 84Q (4956.210346 sec): 3 clusters Score: Raw -12290296.141345 + Penalty 3735.164742 = -12286560.976603 nChanged 19 SP:Iteration 85Q (4956.414335 sec): 3 clusters Score: Raw -12290296.828032 + Penalty 3735.164742 = -12286561.663291 nChanged 17 SP:Iteration 86Q (4956.613615 sec): 3 clusters Score: Raw -12290297.528090 + Penalty 3735.164742 = -12286562.363348 nChanged 21 SP:Iteration 87Q (4956.796304 sec): 3 clusters Score: Raw -12290298.149721 + Penalty 3735.164742 = -12286562.984980 nChanged 17 SP:Iteration 88Q (4956.965625 sec): 3 clusters Score: Raw -12290298.884523 + Penalty 3735.164742 = -12286563.719782 nChanged 18 SP:Iteration 89Q (4957.146973 sec): 3 clusters Score: Raw -12290299.603546 + Penalty 3735.164742 = -12286564.438804 nChanged 15 SP:Iteration 90Q (4957.345309 sec): 3 clusters Score: Raw -12290300.066521 + Penalty 3735.164742 = -12286564.901779 nChanged 6 SP:Iteration 91Q (4957.528618 sec): 3 clusters Score: Raw -12290300.212705 + Penalty 3735.164742 = -12286565.047963 nChanged 4 SP:Iteration 92Q (4957.703093 sec): 3 clusters Score: Raw -12290300.318479 + Penalty 3735.164742 = -12286565.153737 nChanged 4 SP:Iteration 93Q (4957.883618 sec): 3 clusters Score: Raw -12290300.424308 + Penalty 3735.164742 = -12286565.259566 nChanged 1 SP:Iteration 94Q (4958.064387 sec): 3 clusters Score: Raw -12290300.464282 + Penalty 3735.164742 = -12286565.299540 nChanged 1 SP:Iteration 95Q (4958.242380 sec): 3 clusters Score: Raw -12290300.523381 + Penalty 3735.164742 = -12286565.358640 nChanged 3 SP:Iteration 96Q (4958.422996 sec): 3 clusters Score: Raw -12290300.677810 + Penalty 3735.164742 = -12286565.513068 nChanged 4 SP:Iteration 97Q (4958.603701 sec): 3 clusters Score: Raw -12290300.766901 + Penalty 3735.164742 = -12286565.602159 nChanged 1 SP:Iteration 98Q (4958.783628 sec): 3 clusters Score: Raw -12290300.793619 + Penalty 3735.164742 = -12286565.628877 nChanged 3 SP:Iteration 99Q (4958.957174 sec): 3 clusters Score: Raw -12290300.866939 + Penalty 3735.164742 = -12286565.702197 nChanged 1 SP:Iteration 100F (4959.155436 sec): 3 clusters Score: Raw -12290300.889889 + Penalty 3735.164742 = -12286565.725147 nChanged 0 Score: Raw -132243005.357981 + Penalty 85627.850625 = -132157377.507356 Splitting cluster 6 changes total score from -132152804.055191 to -132157377.507356 So it's getting split into cluster 38. Trying to split cluster 7 (12945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4983.966400 sec): 2 clusters Score: Raw -1693494.902548 + Penalty 1538.625545 = -1691956.277003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4984.002380 sec): 3 clusters Score: Raw -1685926.199558 + Penalty 3077.251090 = -1682848.948468 nChanged 5723 SP:Iteration 1F (4984.037298 sec): 3 clusters Score: Raw -1688966.837310 + Penalty 3077.251090 = -1685889.586220 nChanged 710 SP:Iteration 2F (4984.072112 sec): 3 clusters Score: Raw -1689237.907128 + Penalty 3077.251090 = -1686160.656038 nChanged 577 SP:Iteration 3Q (4984.118099 sec): 3 clusters Score: Raw -1689445.467933 + Penalty 3077.251090 = -1686368.216843 nChanged 513 SP:Iteration 4Q (4984.143025 sec): 3 clusters Score: Raw -1689616.278854 + Penalty 3077.251090 = -1686539.027764 nChanged 450 SP:Iteration 5Q (4984.178435 sec): 3 clusters Score: Raw -1689787.181906 + Penalty 3077.251090 = -1686709.930816 nChanged 450 SP:Iteration 6Q (4984.227024 sec): 3 clusters Score: Raw -1689945.928131 + Penalty 3077.251090 = -1686868.677041 nChanged 459 SP:Iteration 7Q (4984.261965 sec): 3 clusters Score: Raw -1690111.191241 + Penalty 3077.251090 = -1687033.940151 nChanged 486 SP:Iteration 8Q (4984.297293 sec): 3 clusters Score: Raw -1690294.627797 + Penalty 3077.251090 = -1687217.376707 nChanged 500 SP:Iteration 9Q (4984.332604 sec): 3 clusters Score: Raw -1690524.649411 + Penalty 3077.251090 = -1687447.398321 nChanged 534 SP:Iteration 10Q (4984.367840 sec): 3 clusters Score: Raw -1690767.926920 + Penalty 3077.251090 = -1687690.675830 nChanged 566 SP:Iteration 11Q (4984.403067 sec): 3 clusters Score: Raw -1691092.176856 + Penalty 3077.251090 = -1688014.925766 nChanged 613 SP:Iteration 12Q (4984.438300 sec): 3 clusters Score: Raw -1691443.465274 + Penalty 3077.251090 = -1688366.214184 nChanged 596 SP:Iteration 13Q (4984.484278 sec): 3 clusters Score: Raw -1691804.098060 + Penalty 3077.251090 = -1688726.846970 nChanged 530 SP:Iteration 14Q (4984.508868 sec): 3 clusters Score: Raw -1692124.326285 + Penalty 3077.251090 = -1689047.075195 nChanged 480 SP:Iteration 15Q (4984.544060 sec): 3 clusters Score: Raw -1692423.988390 + Penalty 3077.251090 = -1689346.737300 nChanged 402 SP:Iteration 16Q (4984.627050 sec): 3 clusters Score: Raw -1692682.120996 + Penalty 3077.251090 = -1689604.869906 nChanged 330 SP:Iteration 17Q (4984.689505 sec): 3 clusters Score: Raw -1692877.511670 + Penalty 3077.251090 = -1689800.260580 nChanged 257 SP:Iteration 18Q (4984.759109 sec): 3 clusters Score: Raw -1693020.733748 + Penalty 3077.251090 = -1689943.482658 nChanged 184 SP:Iteration 19Q (4984.836336 sec): 3 clusters Score: Raw -1693125.709054 + Penalty 3077.251090 = -1690048.457964 nChanged 172 SP:Iteration 20F (4984.895949 sec): 3 clusters Score: Raw -1693210.641352 + Penalty 3077.251090 = -1690133.390262 nChanged 134 SP:Iteration 21Q (4984.972516 sec): 3 clusters Score: Raw -1693275.199752 + Penalty 3077.251090 = -1690197.948662 nChanged 118 SP:Iteration 22Q (4985.041121 sec): 3 clusters Score: Raw -1693324.212220 + Penalty 3077.251090 = -1690246.961130 nChanged 113 SP:Iteration 23Q (4985.099838 sec): 3 clusters Score: Raw -1693369.732914 + Penalty 3077.251090 = -1690292.481824 nChanged 113 SP:Iteration 24Q (4985.177728 sec): 3 clusters Score: Raw -1693417.099705 + Penalty 3077.251090 = -1690339.848615 nChanged 98 SP:Iteration 25Q (4985.242200 sec): 3 clusters Score: Raw -1693458.702624 + Penalty 3077.251090 = -1690381.451534 nChanged 87 SP:Iteration 26Q (4985.310572 sec): 3 clusters Score: Raw -1693502.052639 + Penalty 3077.251090 = -1690424.801549 nChanged 88 SP:Iteration 27Q (4985.369828 sec): 3 clusters Score: Raw -1693542.918766 + Penalty 3077.251090 = -1690465.667676 nChanged 87 SP:Iteration 28Q (4985.438134 sec): 3 clusters Score: Raw -1693578.998657 + Penalty 3077.251090 = -1690501.747567 nChanged 70 SP:Iteration 29Q (4985.513184 sec): 3 clusters Score: Raw -1693604.361220 + Penalty 3077.251090 = -1690527.110130 nChanged 68 SP:Iteration 30Q (4985.580056 sec): 3 clusters Score: Raw -1693628.222005 + Penalty 3077.251090 = -1690550.970915 nChanged 57 SP:Iteration 31Q (4985.646476 sec): 3 clusters Score: Raw -1693648.906674 + Penalty 3077.251090 = -1690571.655584 nChanged 58 SP:Iteration 32Q (4985.714078 sec): 3 clusters Score: Raw -1693668.959580 + Penalty 3077.251090 = -1690591.708490 nChanged 52 SP:Iteration 33Q (4985.771614 sec): 3 clusters Score: Raw -1693686.922964 + Penalty 3077.251090 = -1690609.671874 nChanged 52 SP:Iteration 34Q (4985.838635 sec): 3 clusters Score: Raw -1693705.162716 + Penalty 3077.251090 = -1690627.911626 nChanged 41 SP:Iteration 35Q (4985.914068 sec): 3 clusters Score: Raw -1693716.308108 + Penalty 3077.251090 = -1690639.057018 nChanged 25 SP:Iteration 36Q (4985.973443 sec): 3 clusters Score: Raw -1693721.322793 + Penalty 3077.251090 = -1690644.071703 nChanged 19 SP:Iteration 37Q (4986.034149 sec): 3 clusters Score: Raw -1693725.396995 + Penalty 3077.251090 = -1690648.145905 nChanged 16 SP:Iteration 38Q (4986.079899 sec): 3 clusters Score: Raw -1693729.666157 + Penalty 3077.251090 = -1690652.415067 nChanged 19 SP:Iteration 39Q (4986.127468 sec): 3 clusters Score: Raw -1693733.489214 + Penalty 3077.251090 = -1690656.238124 nChanged 7 SP:Iteration 40F (4986.186482 sec): 3 clusters Score: Raw -1693734.776775 + Penalty 3077.251090 = -1690657.525685 nChanged 4 SP:Iteration 41Q (4986.251804 sec): 3 clusters Score: Raw -1693735.648187 + Penalty 3077.251090 = -1690658.397097 nChanged 8 SP:Iteration 42Q (4986.306565 sec): 3 clusters Score: Raw -1693737.186047 + Penalty 3077.251090 = -1690659.934957 nChanged 11 SP:Iteration 43Q (4986.379691 sec): 3 clusters Score: Raw -1693739.403171 + Penalty 3077.251090 = -1690662.152081 nChanged 9 SP:Iteration 44Q (4986.444787 sec): 3 clusters Score: Raw -1693740.898127 + Penalty 3077.251090 = -1690663.647037 nChanged 9 SP:Iteration 45Q (4986.509352 sec): 3 clusters Score: Raw -1693742.446631 + Penalty 3077.251090 = -1690665.195541 nChanged 12 SP:Iteration 46Q (4986.566658 sec): 3 clusters Score: Raw -1693745.256155 + Penalty 3077.251090 = -1690668.005065 nChanged 15 SP:Iteration 47Q (4986.632942 sec): 3 clusters Score: Raw -1693748.252224 + Penalty 3077.251090 = -1690671.001134 nChanged 8 SP:Iteration 48Q (4986.708694 sec): 3 clusters Score: Raw -1693750.411337 + Penalty 3077.251090 = -1690673.160247 nChanged 9 SP:Iteration 49Q (4986.775077 sec): 3 clusters Score: Raw -1693751.905902 + Penalty 3077.251090 = -1690674.654813 nChanged 8 SP:Iteration 50Q (4986.832364 sec): 3 clusters Score: Raw -1693753.672968 + Penalty 3077.251090 = -1690676.421878 nChanged 10 SP:Iteration 51Q (4986.898777 sec): 3 clusters Score: Raw -1693756.227589 + Penalty 3077.251090 = -1690678.976499 nChanged 11 SP:Iteration 52Q (4986.965213 sec): 3 clusters Score: Raw -1693758.062923 + Penalty 3077.251090 = -1690680.811833 nChanged 5 SP:Iteration 53Q (4987.031196 sec): 3 clusters Score: Raw -1693759.021190 + Penalty 3077.251090 = -1690681.770100 nChanged 5 SP:Iteration 54Q (4987.097830 sec): 3 clusters Score: Raw -1693760.220404 + Penalty 3077.251090 = -1690682.969314 nChanged 11 SP:Iteration 55Q (4987.163653 sec): 3 clusters Score: Raw -1693761.923040 + Penalty 3077.251090 = -1690684.671950 nChanged 10 SP:Iteration 56Q (4987.230132 sec): 3 clusters Score: Raw -1693764.666344 + Penalty 3077.251090 = -1690687.415254 nChanged 17 SP:Iteration 57Q (4987.306073 sec): 3 clusters Score: Raw -1693769.231195 + Penalty 3077.251090 = -1690691.980105 nChanged 16 SP:Iteration 58Q (4987.359396 sec): 3 clusters Score: Raw -1693773.673906 + Penalty 3077.251090 = -1690696.422816 nChanged 16 SP:Iteration 59Q (4987.436698 sec): 3 clusters Score: Raw -1693776.756656 + Penalty 3077.251090 = -1690699.505566 nChanged 7 SP:Iteration 60F (4987.496411 sec): 3 clusters Score: Raw -1693778.019925 + Penalty 3077.251090 = -1690700.768835 nChanged 6 SP:Iteration 61Q (4987.572249 sec): 3 clusters Score: Raw -1693779.018921 + Penalty 3077.251090 = -1690701.767831 nChanged 9 SP:Iteration 62Q (4987.637810 sec): 3 clusters Score: Raw -1693780.694212 + Penalty 3077.251090 = -1690703.443122 nChanged 7 SP:Iteration 63Q (4987.704324 sec): 3 clusters Score: Raw -1693782.463164 + Penalty 3077.251090 = -1690705.212074 nChanged 7 SP:Iteration 64Q (4987.770963 sec): 3 clusters Score: Raw -1693784.101316 + Penalty 3077.251090 = -1690706.850226 nChanged 6 SP:Iteration 65Q (4987.826871 sec): 3 clusters Score: Raw -1693785.002799 + Penalty 3077.251090 = -1690707.751709 nChanged 2 SP:Iteration 66Q (4987.897100 sec): 3 clusters Score: Raw -1693785.555749 + Penalty 3077.251090 = -1690708.304659 nChanged 1 SP:Iteration 67Q (4987.952135 sec): 3 clusters Score: Raw -1693785.692795 + Penalty 3077.251090 = -1690708.441705 nChanged 1 SP:Iteration 68Q (4988.019400 sec): 3 clusters Score: Raw -1693786.212781 + Penalty 3077.251090 = -1690708.961691 nChanged 4 SP:Iteration 69Q (4988.084503 sec): 3 clusters Score: Raw -1693786.814215 + Penalty 3077.251090 = -1690709.563125 nChanged 2 SP:Iteration 70Q (4988.144820 sec): 3 clusters Score: Raw -1693787.010042 + Penalty 3077.251090 = -1690709.758952 nChanged 0 SP:Iteration 71F (4988.206342 sec): 3 clusters Score: Raw -1693787.010042 + Penalty 3077.251090 = -1690709.758952 nChanged 0 Trying to split cluster 8 (3025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4988.233796 sec): 2 clusters Score: Raw -347934.001590 + Penalty 1302.383285 = -346631.618305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4988.283961 sec): 3 clusters Score: Raw -346537.346346 + Penalty 2604.766570 = -343932.579776 nChanged 1181 SP:Iteration 1F (4988.333401 sec): 3 clusters Score: Raw -347706.346235 + Penalty 2604.766570 = -345101.579665 nChanged 345 SP:Iteration 2F (4988.385122 sec): 3 clusters Score: Raw -348153.103552 + Penalty 2604.766570 = -345548.336981 nChanged 267 SP:Iteration 3F (4988.432673 sec): 3 clusters Score: Raw -348563.350926 + Penalty 2604.766570 = -345958.584356 nChanged 213 SP:Iteration 4F (4988.480213 sec): 3 clusters Score: Raw -348944.324583 + Penalty 2604.766570 = -346339.558013 nChanged 173 SP:Iteration 5F (4988.520027 sec): 3 clusters Score: Raw -349183.656561 + Penalty 2604.766570 = -346578.889991 nChanged 111 SP:Iteration 6Q (4988.572534 sec): 3 clusters Score: Raw -349307.405319 + Penalty 2604.766570 = -346702.638749 nChanged 73 SP:Iteration 7Q (4988.624358 sec): 3 clusters Score: Raw -349376.081014 + Penalty 2604.766570 = -346771.314443 nChanged 57 SP:Iteration 8Q (4988.673415 sec): 3 clusters Score: Raw -349423.246040 + Penalty 2604.766570 = -346818.479469 nChanged 39 SP:Iteration 9Q (4988.721818 sec): 3 clusters Score: Raw -349448.297143 + Penalty 2604.766570 = -346843.530572 nChanged 31 SP:Iteration 10Q (4988.779968 sec): 3 clusters Score: Raw -349468.306939 + Penalty 2604.766570 = -346863.540368 nChanged 28 SP:Iteration 11Q (4988.830409 sec): 3 clusters Score: Raw -349486.713745 + Penalty 2604.766570 = -346881.947174 nChanged 23 SP:Iteration 12Q (4988.874019 sec): 3 clusters Score: Raw -349504.335991 + Penalty 2604.766570 = -346899.569421 nChanged 23 SP:Iteration 13Q (4988.931318 sec): 3 clusters Score: Raw -349514.814918 + Penalty 2604.766570 = -346910.048347 nChanged 12 SP:Iteration 14Q (4988.982433 sec): 3 clusters Score: Raw -349522.613814 + Penalty 2604.766570 = -346917.847244 nChanged 13 SP:Iteration 15Q (4989.023846 sec): 3 clusters Score: Raw -349532.241691 + Penalty 2604.766570 = -346927.475120 nChanged 13 SP:Iteration 16Q (4989.085744 sec): 3 clusters Score: Raw -349544.888959 + Penalty 2604.766570 = -346940.122389 nChanged 14 SP:Iteration 17Q (4989.131460 sec): 3 clusters Score: Raw -349557.528103 + Penalty 2604.766570 = -346952.761533 nChanged 17 SP:Iteration 18Q (4989.180601 sec): 3 clusters Score: Raw -349568.240484 + Penalty 2604.766570 = -346963.473913 nChanged 19 SP:Iteration 19Q (4989.224954 sec): 3 clusters Score: Raw -349581.687516 + Penalty 2604.766570 = -346976.920946 nChanged 10 SP:Iteration 20F (4989.278464 sec): 3 clusters Score: Raw -349586.785419 + Penalty 2604.766570 = -346982.018849 nChanged 14 SP:Iteration 21Q (4989.339865 sec): 3 clusters Score: Raw -349594.227811 + Penalty 2604.766570 = -346989.461241 nChanged 19 SP:Iteration 22Q (4989.386902 sec): 3 clusters Score: Raw -349606.772839 + Penalty 2604.766570 = -347002.006269 nChanged 16 SP:Iteration 23Q (4989.435171 sec): 3 clusters Score: Raw -349614.058556 + Penalty 2604.766570 = -347009.291985 nChanged 14 SP:Iteration 24Q (4989.484620 sec): 3 clusters Score: Raw -349619.428081 + Penalty 2604.766570 = -347014.661511 nChanged 5 SP:Iteration 25Q (4989.526843 sec): 3 clusters Score: Raw -349620.390606 + Penalty 2604.766570 = -347015.624036 nChanged 3 SP:Iteration 26Q (4989.585422 sec): 3 clusters Score: Raw -349621.712329 + Penalty 2604.766570 = -347016.945759 nChanged 5 SP:Iteration 27Q (4989.622045 sec): 3 clusters Score: Raw -349623.959520 + Penalty 2604.766570 = -347019.192949 nChanged 4 SP:Iteration 28Q (4989.680387 sec): 3 clusters Score: Raw -349625.519997 + Penalty 2604.766570 = -347020.753427 nChanged 5 SP:Iteration 29Q (4989.729487 sec): 3 clusters Score: Raw -349627.844277 + Penalty 2604.766570 = -347023.077707 nChanged 7 SP:Iteration 30Q (4989.765452 sec): 3 clusters Score: Raw -349630.847385 + Penalty 2604.766570 = -347026.080814 nChanged 10 SP:Iteration 31Q (4989.811238 sec): 3 clusters Score: Raw -349634.011212 + Penalty 2604.766570 = -347029.244642 nChanged 12 SP:Iteration 32Q (4989.861051 sec): 3 clusters Score: Raw -349638.137870 + Penalty 2604.766570 = -347033.371300 nChanged 8 SP:Iteration 33Q (4989.900143 sec): 3 clusters Score: Raw -349643.197517 + Penalty 2604.766570 = -347038.430946 nChanged 12 SP:Iteration 34Q (4989.953584 sec): 3 clusters Score: Raw -349650.915623 + Penalty 2604.766570 = -347046.149053 nChanged 10 SP:Iteration 35Q (4990.007128 sec): 3 clusters Score: Raw -349655.189971 + Penalty 2604.766570 = -347050.423401 nChanged 7 SP:Iteration 36Q (4990.060478 sec): 3 clusters Score: Raw -349658.178589 + Penalty 2604.766570 = -347053.412018 nChanged 5 SP:Iteration 37Q (4990.122294 sec): 3 clusters Score: Raw -349659.895445 + Penalty 2604.766570 = -347055.128875 nChanged 7 SP:Iteration 38Q (4990.177346 sec): 3 clusters Score: Raw -349663.005216 + Penalty 2604.766570 = -347058.238645 nChanged 4 SP:Iteration 39Q (4990.218861 sec): 3 clusters Score: Raw -349665.602915 + Penalty 2604.766570 = -347060.836345 nChanged 5 SP:Iteration 40F (4990.279195 sec): 3 clusters Score: Raw -349668.633438 + Penalty 2604.766570 = -347063.866867 nChanged 7 SP:Iteration 41Q (4990.326526 sec): 3 clusters Score: Raw -349671.311139 + Penalty 2604.766570 = -347066.544568 nChanged 6 SP:Iteration 42Q (4990.375186 sec): 3 clusters Score: Raw -349673.307265 + Penalty 2604.766570 = -347068.540695 nChanged 6 SP:Iteration 43Q (4990.426146 sec): 3 clusters Score: Raw -349676.563271 + Penalty 2604.766570 = -347071.796701 nChanged 5 SP:Iteration 44Q (4990.466295 sec): 3 clusters Score: Raw -349678.237053 + Penalty 2604.766570 = -347073.470482 nChanged 6 SP:Iteration 45Q (4990.518145 sec): 3 clusters Score: Raw -349680.894681 + Penalty 2604.766570 = -347076.128110 nChanged 4 SP:Iteration 46Q (4990.571901 sec): 3 clusters Score: Raw -349683.040918 + Penalty 2604.766570 = -347078.274347 nChanged 7 SP:Iteration 47Q (4990.624306 sec): 3 clusters Score: Raw -349685.222504 + Penalty 2604.766570 = -347080.455934 nChanged 4 SP:Iteration 48Q (4990.670037 sec): 3 clusters Score: Raw -349686.990520 + Penalty 2604.766570 = -347082.223949 nChanged 3 SP:Iteration 49Q (4990.719099 sec): 3 clusters Score: Raw -349687.763042 + Penalty 2604.766570 = -347082.996472 nChanged 6 SP:Iteration 50Q (4990.773483 sec): 3 clusters Score: Raw -349689.488362 + Penalty 2604.766570 = -347084.721791 nChanged 5 SP:Iteration 51Q (4990.810833 sec): 3 clusters Score: Raw -349690.679773 + Penalty 2604.766570 = -347085.913203 nChanged 4 SP:Iteration 52Q (4990.861523 sec): 3 clusters Score: Raw -349692.776918 + Penalty 2604.766570 = -347088.010348 nChanged 4 SP:Iteration 53Q (4990.920180 sec): 3 clusters Score: Raw -349695.092760 + Penalty 2604.766570 = -347090.326190 nChanged 8 SP:Iteration 54Q (4990.961059 sec): 3 clusters Score: Raw -349699.256882 + Penalty 2604.766570 = -347094.490311 nChanged 7 SP:Iteration 55Q (4991.011777 sec): 3 clusters Score: Raw -349703.477878 + Penalty 2604.766570 = -347098.711308 nChanged 10 SP:Iteration 56Q (4991.062449 sec): 3 clusters Score: Raw -349708.329705 + Penalty 2604.766570 = -347103.563135 nChanged 8 SP:Iteration 57Q (4991.112870 sec): 3 clusters Score: Raw -349710.605243 + Penalty 2604.766570 = -347105.838673 nChanged 7 SP:Iteration 58Q (4991.163346 sec): 3 clusters Score: Raw -349714.079013 + Penalty 2604.766570 = -347109.312442 nChanged 8 SP:Iteration 59Q (4991.215403 sec): 3 clusters Score: Raw -349718.829707 + Penalty 2604.766570 = -347114.063137 nChanged 10 SP:Iteration 60F (4991.268377 sec): 3 clusters Score: Raw -349725.360905 + Penalty 2604.766570 = -347120.594335 nChanged 10 SP:Iteration 61Q (4991.315844 sec): 3 clusters Score: Raw -349730.557124 + Penalty 2604.766570 = -347125.790553 nChanged 6 SP:Iteration 62Q (4991.368068 sec): 3 clusters Score: Raw -349733.649863 + Penalty 2604.766570 = -347128.883293 nChanged 7 SP:Iteration 63Q (4991.420291 sec): 3 clusters Score: Raw -349737.085919 + Penalty 2604.766570 = -347132.319348 nChanged 3 SP:Iteration 64Q (4991.468715 sec): 3 clusters Score: Raw -349738.050748 + Penalty 2604.766570 = -347133.284178 nChanged 1 SP:Iteration 65Q (4991.520775 sec): 3 clusters Score: Raw -349738.254216 + Penalty 2604.766570 = -347133.487646 nChanged 1 SP:Iteration 66Q (4991.566484 sec): 3 clusters Score: Raw -349738.356614 + Penalty 2604.766570 = -347133.590043 nChanged 0 SP:Iteration 67F (4991.617931 sec): 3 clusters Score: Raw -349738.356614 + Penalty 2604.766570 = -347133.590043 nChanged 0 Score: Raw -132244809.713005 + Penalty 87881.215115 = -132156928.497889 Splitting cluster 8 changes total score from -132152804.055191 to -132156928.497889 So it's getting split into cluster 39. Trying to split cluster 9 (22177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5017.419745 sec): 2 clusters Score: Raw -2839599.749846 + Penalty 1626.106787 = -2837973.643059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5017.500788 sec): 3 clusters Score: Raw -2826248.078895 + Penalty 3252.213573 = -2822995.865321 nChanged 9928 SP:Iteration 1F (5017.583801 sec): 3 clusters Score: Raw -2831740.711677 + Penalty 3252.213573 = -2828488.498103 nChanged 1144 SP:Iteration 2F (5017.677391 sec): 3 clusters Score: Raw -2832196.555134 + Penalty 3252.213573 = -2828944.341561 nChanged 1103 SP:Iteration 3Q (5017.765292 sec): 3 clusters Score: Raw -2832651.590799 + Penalty 3252.213573 = -2829399.377226 nChanged 1088 SP:Iteration 4Q (5017.848958 sec): 3 clusters Score: Raw -2833187.179295 + Penalty 3252.213573 = -2829934.965721 nChanged 1149 SP:Iteration 5F (5017.938587 sec): 3 clusters Score: Raw -2833824.742864 + Penalty 3252.213573 = -2830572.529291 nChanged 1175 SP:Iteration 6F (5018.014578 sec): 3 clusters Score: Raw -2834587.603348 + Penalty 3252.213573 = -2831335.389774 nChanged 1219 SP:Iteration 7F (5018.105546 sec): 3 clusters Score: Raw -2835512.463863 + Penalty 3252.213573 = -2832260.250289 nChanged 1222 SP:Iteration 8F (5018.188599 sec): 3 clusters Score: Raw -2836525.859501 + Penalty 3252.213573 = -2833273.645927 nChanged 1112 SP:Iteration 9F (5018.273543 sec): 3 clusters Score: Raw -2837483.145883 + Penalty 3252.213573 = -2834230.932309 nChanged 950 SP:Iteration 10Q (5018.359341 sec): 3 clusters Score: Raw -2838313.492830 + Penalty 3252.213573 = -2835061.279256 nChanged 785 SP:Iteration 11Q (5018.441981 sec): 3 clusters Score: Raw -2838981.052529 + Penalty 3252.213573 = -2835728.838956 nChanged 612 SP:Iteration 12Q (5018.526006 sec): 3 clusters Score: Raw -2839544.955203 + Penalty 3252.213573 = -2836292.741630 nChanged 491 SP:Iteration 13Q (5018.606802 sec): 3 clusters Score: Raw -2840000.982152 + Penalty 3252.213573 = -2836748.768579 nChanged 404 SP:Iteration 14Q (5018.687409 sec): 3 clusters Score: Raw -2840305.638973 + Penalty 3252.213573 = -2837053.425400 nChanged 293 SP:Iteration 15Q (5018.769963 sec): 3 clusters Score: Raw -2840466.455298 + Penalty 3252.213573 = -2837214.241725 nChanged 237 SP:Iteration 16Q (5018.850897 sec): 3 clusters Score: Raw -2840563.787440 + Penalty 3252.213573 = -2837311.573866 nChanged 189 SP:Iteration 17Q (5018.932808 sec): 3 clusters Score: Raw -2840630.236358 + Penalty 3252.213573 = -2837378.022785 nChanged 163 SP:Iteration 18Q (5019.007604 sec): 3 clusters Score: Raw -2840683.588204 + Penalty 3252.213573 = -2837431.374631 nChanged 158 SP:Iteration 19Q (5019.087322 sec): 3 clusters Score: Raw -2840730.043935 + Penalty 3252.213573 = -2837477.830362 nChanged 128 SP:Iteration 20F (5019.173971 sec): 3 clusters Score: Raw -2840761.453268 + Penalty 3252.213573 = -2837509.239695 nChanged 98 SP:Iteration 21Q (5019.257083 sec): 3 clusters Score: Raw -2840781.466997 + Penalty 3252.213573 = -2837529.253423 nChanged 77 SP:Iteration 22Q (5019.340586 sec): 3 clusters Score: Raw -2840795.636868 + Penalty 3252.213573 = -2837543.423295 nChanged 61 SP:Iteration 23Q (5019.421902 sec): 3 clusters Score: Raw -2840805.384807 + Penalty 3252.213573 = -2837553.171234 nChanged 52 SP:Iteration 24Q (5019.504717 sec): 3 clusters Score: Raw -2840813.372429 + Penalty 3252.213573 = -2837561.158855 nChanged 45 SP:Iteration 25Q (5019.588351 sec): 3 clusters Score: Raw -2840819.658407 + Penalty 3252.213573 = -2837567.444834 nChanged 35 SP:Iteration 26Q (5019.668952 sec): 3 clusters Score: Raw -2840823.862030 + Penalty 3252.213573 = -2837571.648457 nChanged 41 SP:Iteration 27Q (5019.751486 sec): 3 clusters Score: Raw -2840828.469647 + Penalty 3252.213573 = -2837576.256074 nChanged 26 SP:Iteration 28Q (5019.845147 sec): 3 clusters Score: Raw -2840831.207102 + Penalty 3252.213573 = -2837578.993529 nChanged 21 SP:Iteration 29Q (5019.915711 sec): 3 clusters Score: Raw -2840833.252503 + Penalty 3252.213573 = -2837581.038929 nChanged 19 SP:Iteration 30Q (5019.997952 sec): 3 clusters Score: Raw -2840835.564330 + Penalty 3252.213573 = -2837583.350757 nChanged 25 SP:Iteration 31Q (5020.080188 sec): 3 clusters Score: Raw -2840838.740030 + Penalty 3252.213573 = -2837586.526457 nChanged 30 SP:Iteration 32Q (5020.164306 sec): 3 clusters Score: Raw -2840841.361313 + Penalty 3252.213573 = -2837589.147740 nChanged 22 SP:Iteration 33Q (5020.246019 sec): 3 clusters Score: Raw -2840843.302935 + Penalty 3252.213573 = -2837591.089362 nChanged 19 SP:Iteration 34Q (5020.324651 sec): 3 clusters Score: Raw -2840844.823958 + Penalty 3252.213573 = -2837592.610385 nChanged 19 SP:Iteration 35Q (5020.405068 sec): 3 clusters Score: Raw -2840846.062475 + Penalty 3252.213573 = -2837593.848902 nChanged 8 SP:Iteration 36Q (5020.497199 sec): 3 clusters Score: Raw -2840846.783380 + Penalty 3252.213573 = -2837594.569806 nChanged 12 SP:Iteration 37Q (5020.579560 sec): 3 clusters Score: Raw -2840847.724131 + Penalty 3252.213573 = -2837595.510557 nChanged 15 SP:Iteration 38Q (5020.661627 sec): 3 clusters Score: Raw -2840848.798124 + Penalty 3252.213573 = -2837596.584551 nChanged 13 SP:Iteration 39Q (5020.743678 sec): 3 clusters Score: Raw -2840849.774484 + Penalty 3252.213573 = -2837597.560911 nChanged 15 SP:Iteration 40F (5020.829898 sec): 3 clusters Score: Raw -2840851.107467 + Penalty 3252.213573 = -2837598.893894 nChanged 20 SP:Iteration 41Q (5020.912750 sec): 3 clusters Score: Raw -2840853.109502 + Penalty 3252.213573 = -2837600.895929 nChanged 20 SP:Iteration 42Q (5020.986800 sec): 3 clusters Score: Raw -2840855.124667 + Penalty 3252.213573 = -2837602.911093 nChanged 17 SP:Iteration 43Q (5021.065572 sec): 3 clusters Score: Raw -2840856.863870 + Penalty 3252.213573 = -2837604.650297 nChanged 12 SP:Iteration 44Q (5021.161962 sec): 3 clusters Score: Raw -2840857.876164 + Penalty 3252.213573 = -2837605.662590 nChanged 9 SP:Iteration 45Q (5021.246192 sec): 3 clusters Score: Raw -2840858.523126 + Penalty 3252.213573 = -2837606.309552 nChanged 9 SP:Iteration 46Q (5021.313940 sec): 3 clusters Score: Raw -2840859.085903 + Penalty 3252.213573 = -2837606.872330 nChanged 8 SP:Iteration 47Q (5021.402910 sec): 3 clusters Score: Raw -2840859.473991 + Penalty 3252.213573 = -2837607.260418 nChanged 8 SP:Iteration 48Q (5021.487644 sec): 3 clusters Score: Raw -2840860.078789 + Penalty 3252.213573 = -2837607.865216 nChanged 10 SP:Iteration 49Q (5021.570430 sec): 3 clusters Score: Raw -2840860.924478 + Penalty 3252.213573 = -2837608.710905 nChanged 9 SP:Iteration 50Q (5021.653039 sec): 3 clusters Score: Raw -2840861.812295 + Penalty 3252.213573 = -2837609.598722 nChanged 8 SP:Iteration 51Q (5021.732581 sec): 3 clusters Score: Raw -2840862.715799 + Penalty 3252.213573 = -2837610.502225 nChanged 10 SP:Iteration 52Q (5021.812865 sec): 3 clusters Score: Raw -2840863.539359 + Penalty 3252.213573 = -2837611.325786 nChanged 7 SP:Iteration 53Q (5021.893591 sec): 3 clusters Score: Raw -2840864.069706 + Penalty 3252.213573 = -2837611.856133 nChanged 4 SP:Iteration 54Q (5021.974639 sec): 3 clusters Score: Raw -2840864.487219 + Penalty 3252.213573 = -2837612.273646 nChanged 6 SP:Iteration 55Q (5022.055576 sec): 3 clusters Score: Raw -2840865.056714 + Penalty 3252.213573 = -2837612.843140 nChanged 7 SP:Iteration 56Q (5022.138402 sec): 3 clusters Score: Raw -2840865.588632 + Penalty 3252.213573 = -2837613.375058 nChanged 6 SP:Iteration 57Q (5022.220512 sec): 3 clusters Score: Raw -2840866.321276 + Penalty 3252.213573 = -2837614.107703 nChanged 7 SP:Iteration 58Q (5022.299215 sec): 3 clusters Score: Raw -2840867.325543 + Penalty 3252.213573 = -2837615.111969 nChanged 12 SP:Iteration 59Q (5022.382425 sec): 3 clusters Score: Raw -2840868.337271 + Penalty 3252.213573 = -2837616.123697 nChanged 4 SP:Iteration 60F (5022.468698 sec): 3 clusters Score: Raw -2840868.504977 + Penalty 3252.213573 = -2837616.291404 nChanged 3 SP:Iteration 61Q (5022.551622 sec): 3 clusters Score: Raw -2840868.823045 + Penalty 3252.213573 = -2837616.609472 nChanged 2 SP:Iteration 62Q (5022.619207 sec): 3 clusters Score: Raw -2840868.949792 + Penalty 3252.213573 = -2837616.736218 nChanged 3 SP:Iteration 63Q (5022.698753 sec): 3 clusters Score: Raw -2840869.241649 + Penalty 3252.213573 = -2837617.028076 nChanged 1 SP:Iteration 64Q (5022.787628 sec): 3 clusters Score: Raw -2840869.420013 + Penalty 3252.213573 = -2837617.206440 nChanged 2 SP:Iteration 65Q (5022.859902 sec): 3 clusters Score: Raw -2840869.562719 + Penalty 3252.213573 = -2837617.349146 nChanged 4 SP:Iteration 66Q (5022.943994 sec): 3 clusters Score: Raw -2840869.916119 + Penalty 3252.213573 = -2837617.702546 nChanged 2 SP:Iteration 67Q (5023.038381 sec): 3 clusters Score: Raw -2840870.254269 + Penalty 3252.213573 = -2837618.040695 nChanged 6 SP:Iteration 68Q (5023.121116 sec): 3 clusters Score: Raw -2840870.988092 + Penalty 3252.213573 = -2837618.774518 nChanged 9 SP:Iteration 69Q (5023.204027 sec): 3 clusters Score: Raw -2840871.785551 + Penalty 3252.213573 = -2837619.571978 nChanged 10 SP:Iteration 70Q (5023.285233 sec): 3 clusters Score: Raw -2840873.071361 + Penalty 3252.213573 = -2837620.857788 nChanged 14 SP:Iteration 71Q (5023.366404 sec): 3 clusters Score: Raw -2840874.430416 + Penalty 3252.213573 = -2837622.216843 nChanged 14 SP:Iteration 72Q (5023.447579 sec): 3 clusters Score: Raw -2840875.757051 + Penalty 3252.213573 = -2837623.543478 nChanged 10 SP:Iteration 73Q (5023.526100 sec): 3 clusters Score: Raw -2840876.543409 + Penalty 3252.213573 = -2837624.329836 nChanged 10 SP:Iteration 74Q (5023.609513 sec): 3 clusters Score: Raw -2840877.169415 + Penalty 3252.213573 = -2837624.955842 nChanged 14 SP:Iteration 75Q (5023.690909 sec): 3 clusters Score: Raw -2840878.522116 + Penalty 3252.213573 = -2837626.308543 nChanged 11 SP:Iteration 76Q (5023.772204 sec): 3 clusters Score: Raw -2840879.170359 + Penalty 3252.213573 = -2837626.956786 nChanged 13 SP:Iteration 77Q (5023.855427 sec): 3 clusters Score: Raw -2840880.758628 + Penalty 3252.213573 = -2837628.545055 nChanged 12 SP:Iteration 78Q (5023.928372 sec): 3 clusters Score: Raw -2840881.993125 + Penalty 3252.213573 = -2837629.779551 nChanged 10 SP:Iteration 79Q (5024.005433 sec): 3 clusters Score: Raw -2840883.082510 + Penalty 3252.213573 = -2837630.868937 nChanged 12 SP:Iteration 80F (5024.092472 sec): 3 clusters Score: Raw -2840884.552771 + Penalty 3252.213573 = -2837632.339198 nChanged 15 SP:Iteration 81Q (5024.175483 sec): 3 clusters Score: Raw -2840885.657462 + Penalty 3252.213573 = -2837633.443889 nChanged 7 SP:Iteration 82Q (5024.255081 sec): 3 clusters Score: Raw -2840886.212500 + Penalty 3252.213573 = -2837633.998927 nChanged 7 SP:Iteration 83Q (5024.330901 sec): 3 clusters Score: Raw -2840886.610360 + Penalty 3252.213573 = -2837634.396787 nChanged 6 SP:Iteration 84Q (5024.410812 sec): 3 clusters Score: Raw -2840887.088116 + Penalty 3252.213573 = -2837634.874543 nChanged 5 SP:Iteration 85Q (5024.488297 sec): 3 clusters Score: Raw -2840887.436983 + Penalty 3252.213573 = -2837635.223410 nChanged 3 SP:Iteration 86Q (5024.557928 sec): 3 clusters Score: Raw -2840887.595938 + Penalty 3252.213573 = -2837635.382365 nChanged 3 SP:Iteration 87Q (5024.633838 sec): 3 clusters Score: Raw -2840887.723062 + Penalty 3252.213573 = -2837635.509489 nChanged 2 SP:Iteration 88Q (5024.714674 sec): 3 clusters Score: Raw -2840887.838163 + Penalty 3252.213573 = -2837635.624589 nChanged 3 SP:Iteration 89Q (5024.802689 sec): 3 clusters Score: Raw -2840887.990888 + Penalty 3252.213573 = -2837635.777315 nChanged 3 SP:Iteration 90Q (5024.878961 sec): 3 clusters Score: Raw -2840888.195936 + Penalty 3252.213573 = -2837635.982363 nChanged 2 SP:Iteration 91Q (5024.958310 sec): 3 clusters Score: Raw -2840888.270350 + Penalty 3252.213573 = -2837636.056776 nChanged 4 SP:Iteration 92Q (5025.024928 sec): 3 clusters Score: Raw -2840888.408872 + Penalty 3252.213573 = -2837636.195298 nChanged 3 SP:Iteration 93Q (5025.068651 sec): 3 clusters Score: Raw -2840888.644525 + Penalty 3252.213573 = -2837636.430952 nChanged 5 SP:Iteration 94Q (5025.114830 sec): 3 clusters Score: Raw -2840889.119280 + Penalty 3252.213573 = -2837636.905707 nChanged 5 SP:Iteration 95Q (5025.160917 sec): 3 clusters Score: Raw -2840889.481384 + Penalty 3252.213573 = -2837637.267811 nChanged 6 SP:Iteration 96Q (5025.224934 sec): 3 clusters Score: Raw -2840889.852261 + Penalty 3252.213573 = -2837637.638688 nChanged 5 SP:Iteration 97Q (5025.314376 sec): 3 clusters Score: Raw -2840890.071924 + Penalty 3252.213573 = -2837637.858351 nChanged 5 SP:Iteration 98Q (5025.390843 sec): 3 clusters Score: Raw -2840890.402475 + Penalty 3252.213573 = -2837638.188901 nChanged 5 SP:Iteration 99Q (5025.471189 sec): 3 clusters Score: Raw -2840890.791373 + Penalty 3252.213573 = -2837638.577799 nChanged 5 SP:Iteration 100F (5025.557365 sec): 3 clusters Score: Raw -2840891.215783 + Penalty 3252.213573 = -2837639.002209 nChanged 2 SP:Iteration 101Q (5025.651045 sec): 3 clusters Score: Raw -2840891.291207 + Penalty 3252.213573 = -2837639.077633 nChanged 1 SP:Iteration 102Q (5025.733980 sec): 3 clusters Score: Raw -2840891.343358 + Penalty 3252.213573 = -2837639.129785 nChanged 1 SP:Iteration 103Q (5025.816840 sec): 3 clusters Score: Raw -2840891.402141 + Penalty 3252.213573 = -2837639.188568 nChanged 1 SP:Iteration 104Q (5025.897316 sec): 3 clusters Score: Raw -2840891.478839 + Penalty 3252.213573 = -2837639.265266 nChanged 1 SP:Iteration 105Q (5025.969897 sec): 3 clusters Score: Raw -2840891.522809 + Penalty 3252.213573 = -2837639.309235 nChanged 0 SP:Iteration 106F (5026.064836 sec): 3 clusters Score: Raw -2840891.522809 + Penalty 3252.213573 = -2837639.309235 nChanged 0 Trying to split cluster 10 (11827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5026.106698 sec): 2 clusters Score: Raw -1559687.124579 + Penalty 1523.947804 = -1558163.176775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5026.175121 sec): 3 clusters Score: Raw -1552834.947764 + Penalty 3047.895608 = -1549787.052156 nChanged 5201 SP:Iteration 1F (5026.243720 sec): 3 clusters Score: Raw -1555649.047388 + Penalty 3047.895608 = -1552601.151780 nChanged 808 SP:Iteration 2F (5026.312251 sec): 3 clusters Score: Raw -1556131.933124 + Penalty 3047.895608 = -1553084.037516 nChanged 779 SP:Iteration 3F (5026.369825 sec): 3 clusters Score: Raw -1556588.198069 + Penalty 3047.895608 = -1553540.302461 nChanged 737 SP:Iteration 4F (5026.414212 sec): 3 clusters Score: Raw -1557012.460101 + Penalty 3047.895608 = -1553964.564493 nChanged 676 SP:Iteration 5F (5026.445465 sec): 3 clusters Score: Raw -1557433.250905 + Penalty 3047.895608 = -1554385.355297 nChanged 682 SP:Iteration 6F (5026.477346 sec): 3 clusters Score: Raw -1557900.254524 + Penalty 3047.895608 = -1554852.358916 nChanged 667 SP:Iteration 7F (5026.509206 sec): 3 clusters Score: Raw -1558395.380582 + Penalty 3047.895608 = -1555347.484974 nChanged 591 SP:Iteration 8Q (5026.541520 sec): 3 clusters Score: Raw -1558818.347552 + Penalty 3047.895608 = -1555770.451944 nChanged 479 SP:Iteration 9Q (5026.573488 sec): 3 clusters Score: Raw -1559169.073889 + Penalty 3047.895608 = -1556121.178281 nChanged 387 SP:Iteration 10Q (5026.605234 sec): 3 clusters Score: Raw -1559473.083043 + Penalty 3047.895608 = -1556425.187435 nChanged 295 SP:Iteration 11Q (5026.636400 sec): 3 clusters Score: Raw -1559709.016643 + Penalty 3047.895608 = -1556661.121035 nChanged 230 SP:Iteration 12Q (5026.690879 sec): 3 clusters Score: Raw -1559881.393959 + Penalty 3047.895608 = -1556833.498351 nChanged 157 SP:Iteration 13Q (5026.756486 sec): 3 clusters Score: Raw -1559983.412731 + Penalty 3047.895608 = -1556935.517123 nChanged 116 SP:Iteration 14Q (5026.812690 sec): 3 clusters Score: Raw -1560057.650836 + Penalty 3047.895608 = -1557009.755228 nChanged 99 SP:Iteration 15Q (5026.876798 sec): 3 clusters Score: Raw -1560114.823405 + Penalty 3047.895608 = -1557066.927797 nChanged 76 SP:Iteration 16Q (5026.932071 sec): 3 clusters Score: Raw -1560164.440544 + Penalty 3047.895608 = -1557116.544936 nChanged 64 SP:Iteration 17Q (5027.006094 sec): 3 clusters Score: Raw -1560199.814739 + Penalty 3047.895608 = -1557151.919131 nChanged 45 SP:Iteration 18Q (5027.070354 sec): 3 clusters Score: Raw -1560224.624060 + Penalty 3047.895608 = -1557176.728452 nChanged 35 SP:Iteration 19Q (5027.125142 sec): 3 clusters Score: Raw -1560239.216438 + Penalty 3047.895608 = -1557191.320830 nChanged 25 SP:Iteration 20F (5027.187192 sec): 3 clusters Score: Raw -1560248.168524 + Penalty 3047.895608 = -1557200.272916 nChanged 19 SP:Iteration 21Q (5027.251188 sec): 3 clusters Score: Raw -1560254.436356 + Penalty 3047.895608 = -1557206.540748 nChanged 19 SP:Iteration 22Q (5027.321433 sec): 3 clusters Score: Raw -1560261.197976 + Penalty 3047.895608 = -1557213.302368 nChanged 17 SP:Iteration 23Q (5027.372212 sec): 3 clusters Score: Raw -1560268.065652 + Penalty 3047.895608 = -1557220.170044 nChanged 13 SP:Iteration 24Q (5027.437195 sec): 3 clusters Score: Raw -1560274.231759 + Penalty 3047.895608 = -1557226.336151 nChanged 8 SP:Iteration 25Q (5027.498446 sec): 3 clusters Score: Raw -1560277.410088 + Penalty 3047.895608 = -1557229.514480 nChanged 6 SP:Iteration 26Q (5027.548930 sec): 3 clusters Score: Raw -1560279.347845 + Penalty 3047.895608 = -1557231.452237 nChanged 6 SP:Iteration 27Q (5027.613971 sec): 3 clusters Score: Raw -1560282.174608 + Penalty 3047.895608 = -1557234.279001 nChanged 10 SP:Iteration 28Q (5027.675128 sec): 3 clusters Score: Raw -1560286.369249 + Penalty 3047.895608 = -1557238.473641 nChanged 8 SP:Iteration 29Q (5027.744457 sec): 3 clusters Score: Raw -1560288.444228 + Penalty 3047.895608 = -1557240.548620 nChanged 5 SP:Iteration 30Q (5027.798860 sec): 3 clusters Score: Raw -1560289.857938 + Penalty 3047.895608 = -1557241.962330 nChanged 6 SP:Iteration 31Q (5027.861550 sec): 3 clusters Score: Raw -1560291.053280 + Penalty 3047.895608 = -1557243.157672 nChanged 4 SP:Iteration 32Q (5027.923949 sec): 3 clusters Score: Raw -1560292.140114 + Penalty 3047.895608 = -1557244.244506 nChanged 4 SP:Iteration 33Q (5027.987997 sec): 3 clusters Score: Raw -1560292.971624 + Penalty 3047.895608 = -1557245.076016 nChanged 4 SP:Iteration 34Q (5028.050179 sec): 3 clusters Score: Raw -1560295.061854 + Penalty 3047.895608 = -1557247.166246 nChanged 5 SP:Iteration 35Q (5028.108754 sec): 3 clusters Score: Raw -1560297.049587 + Penalty 3047.895608 = -1557249.153979 nChanged 3 SP:Iteration 36Q (5028.181790 sec): 3 clusters Score: Raw -1560298.760604 + Penalty 3047.895608 = -1557250.864996 nChanged 4 SP:Iteration 37Q (5028.245708 sec): 3 clusters Score: Raw -1560300.915592 + Penalty 3047.895608 = -1557253.019984 nChanged 5 SP:Iteration 38Q (5028.309306 sec): 3 clusters Score: Raw -1560302.233563 + Penalty 3047.895608 = -1557254.337955 nChanged 3 SP:Iteration 39Q (5028.371379 sec): 3 clusters Score: Raw -1560303.875747 + Penalty 3047.895608 = -1557255.980139 nChanged 6 SP:Iteration 40F (5028.428578 sec): 3 clusters Score: Raw -1560306.324625 + Penalty 3047.895608 = -1557258.429017 nChanged 3 SP:Iteration 41Q (5028.500150 sec): 3 clusters Score: Raw -1560307.182596 + Penalty 3047.895608 = -1557259.286988 nChanged 4 SP:Iteration 42Q (5028.552817 sec): 3 clusters Score: Raw -1560308.842897 + Penalty 3047.895608 = -1557260.947289 nChanged 2 SP:Iteration 43Q (5028.624842 sec): 3 clusters Score: Raw -1560309.924430 + Penalty 3047.895608 = -1557262.028822 nChanged 5 SP:Iteration 44Q (5028.688601 sec): 3 clusters Score: Raw -1560311.202064 + Penalty 3047.895608 = -1557263.306456 nChanged 0 SP:Iteration 45F (5028.746769 sec): 3 clusters Score: Raw -1560311.202064 + Penalty 3047.895608 = -1557263.306456 nChanged 0 Trying to split cluster 11 (42246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5028.835173 sec): 2 clusters Score: Raw -5478659.265361 + Penalty 1730.830555 = -5476928.434806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5028.946206 sec): 3 clusters Score: Raw -5451917.480782 + Penalty 3461.661110 = -5448455.819672 nChanged 19874 SP:Iteration 1F (5029.062429 sec): 3 clusters Score: Raw -5463274.997960 + Penalty 3461.661110 = -5459813.336850 nChanged 1854 SP:Iteration 2Q (5029.193714 sec): 3 clusters Score: Raw -5463869.586001 + Penalty 3461.661110 = -5460407.924892 nChanged 1939 SP:Iteration 3Q (5029.319896 sec): 3 clusters Score: Raw -5464608.369791 + Penalty 3461.661110 = -5461146.708681 nChanged 2220 SP:Iteration 4F (5029.437382 sec): 3 clusters Score: Raw -5465658.361016 + Penalty 3461.661110 = -5462196.699906 nChanged 2608 SP:Iteration 5F (5029.543903 sec): 3 clusters Score: Raw -5467174.795664 + Penalty 3461.661110 = -5463713.134554 nChanged 2880 SP:Iteration 6F (5029.660151 sec): 3 clusters Score: Raw -5469183.283745 + Penalty 3461.661110 = -5465721.622635 nChanged 2963 SP:Iteration 7F (5029.777845 sec): 3 clusters Score: Raw -5471504.480464 + Penalty 3461.661110 = -5468042.819354 nChanged 2606 SP:Iteration 8F (5029.902093 sec): 3 clusters Score: Raw -5473809.545261 + Penalty 3461.661110 = -5470347.884151 nChanged 2015 SP:Iteration 9Q (5030.022461 sec): 3 clusters Score: Raw -5475949.840580 + Penalty 3461.661110 = -5472488.179470 nChanged 1525 SP:Iteration 10Q (5030.141072 sec): 3 clusters Score: Raw -5477614.340346 + Penalty 3461.661110 = -5474152.679236 nChanged 1077 SP:Iteration 11Q (5030.270617 sec): 3 clusters Score: Raw -5478602.114449 + Penalty 3461.661110 = -5475140.453339 nChanged 710 SP:Iteration 12Q (5030.386768 sec): 3 clusters Score: Raw -5479242.318228 + Penalty 3461.661110 = -5475780.657118 nChanged 520 SP:Iteration 13Q (5030.501936 sec): 3 clusters Score: Raw -5479711.997611 + Penalty 3461.661110 = -5476250.336501 nChanged 424 SP:Iteration 14Q (5030.606686 sec): 3 clusters Score: Raw -5480083.646839 + Penalty 3461.661110 = -5476621.985729 nChanged 371 SP:Iteration 15Q (5030.715994 sec): 3 clusters Score: Raw -5480326.003779 + Penalty 3461.661110 = -5476864.342669 nChanged 299 SP:Iteration 16Q (5030.830299 sec): 3 clusters Score: Raw -5480452.510714 + Penalty 3461.661110 = -5476990.849604 nChanged 214 SP:Iteration 17Q (5030.930149 sec): 3 clusters Score: Raw -5480515.393342 + Penalty 3461.661110 = -5477053.732232 nChanged 152 SP:Iteration 18Q (5031.034074 sec): 3 clusters Score: Raw -5480546.868135 + Penalty 3461.661110 = -5477085.207025 nChanged 121 SP:Iteration 19Q (5031.135018 sec): 3 clusters Score: Raw -5480570.912695 + Penalty 3461.661110 = -5477109.251585 nChanged 84 SP:Iteration 20F (5031.244125 sec): 3 clusters Score: Raw -5480583.685063 + Penalty 3461.661110 = -5477122.023954 nChanged 64 SP:Iteration 21Q (5031.348654 sec): 3 clusters Score: Raw -5480593.466003 + Penalty 3461.661110 = -5477131.804893 nChanged 55 SP:Iteration 22Q (5031.452460 sec): 3 clusters Score: Raw -5480600.844850 + Penalty 3461.661110 = -5477139.183740 nChanged 40 SP:Iteration 23Q (5031.556425 sec): 3 clusters Score: Raw -5480605.052345 + Penalty 3461.661110 = -5477143.391235 nChanged 33 SP:Iteration 24Q (5031.659321 sec): 3 clusters Score: Raw -5480608.491882 + Penalty 3461.661110 = -5477146.830772 nChanged 22 SP:Iteration 25Q (5031.755745 sec): 3 clusters Score: Raw -5480610.639935 + Penalty 3461.661110 = -5477148.978825 nChanged 21 SP:Iteration 26Q (5031.852417 sec): 3 clusters Score: Raw -5480612.306956 + Penalty 3461.661110 = -5477150.645846 nChanged 14 SP:Iteration 27Q (5031.947333 sec): 3 clusters Score: Raw -5480613.081836 + Penalty 3461.661110 = -5477151.420726 nChanged 9 SP:Iteration 28Q (5032.042352 sec): 3 clusters Score: Raw -5480613.629177 + Penalty 3461.661110 = -5477151.968067 nChanged 5 SP:Iteration 29Q (5032.135462 sec): 3 clusters Score: Raw -5480613.996740 + Penalty 3461.661110 = -5477152.335630 nChanged 4 SP:Iteration 30Q (5032.235263 sec): 3 clusters Score: Raw -5480614.367189 + Penalty 3461.661110 = -5477152.706079 nChanged 7 SP:Iteration 31Q (5032.331870 sec): 3 clusters Score: Raw -5480614.902858 + Penalty 3461.661110 = -5477153.241748 nChanged 3 SP:Iteration 32Q (5032.428333 sec): 3 clusters Score: Raw -5480615.051433 + Penalty 3461.661110 = -5477153.390323 nChanged 2 SP:Iteration 33Q (5032.524878 sec): 3 clusters Score: Raw -5480615.184869 + Penalty 3461.661110 = -5477153.523759 nChanged 2 SP:Iteration 34Q (5032.621187 sec): 3 clusters Score: Raw -5480615.260988 + Penalty 3461.661110 = -5477153.599878 nChanged 0 SP:Iteration 35F (5032.735912 sec): 3 clusters Score: Raw -5480615.260988 + Penalty 3461.661110 = -5477153.599878 nChanged 0 Score: Raw -132246765.708631 + Penalty 90134.579606 = -132156631.129025 Splitting cluster 11 changes total score from -132152804.055191 to -132156631.129025 So it's getting split into cluster 40. Trying to split cluster 12 (270985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5059.470695 sec): 2 clusters Score: Raw -35007746.026548 + Penalty 2032.845547 = -35005713.181001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5059.980154 sec): 3 clusters Score: Raw -34827435.265221 + Penalty 4065.691093 = -34823369.574128 nChanged 131638 SP:Iteration 1F (5060.488016 sec): 3 clusters Score: Raw -34908347.057026 + Penalty 4065.691093 = -34904281.365933 nChanged 10609 SP:Iteration 2Q (5061.021478 sec): 3 clusters Score: Raw -34912483.573674 + Penalty 4065.691093 = -34908417.882581 nChanged 13217 SP:Iteration 3Q (5061.559368 sec): 3 clusters Score: Raw -34919249.860832 + Penalty 4065.691093 = -34915184.169739 nChanged 16605 SP:Iteration 4F (5062.044529 sec): 3 clusters Score: Raw -34929823.965670 + Penalty 4065.691093 = -34925758.274577 nChanged 19714 SP:Iteration 5F (5062.550344 sec): 3 clusters Score: Raw -34944906.578615 + Penalty 4065.691093 = -34940840.887522 nChanged 20981 SP:Iteration 6F (5063.049275 sec): 3 clusters Score: Raw -34962886.209782 + Penalty 4065.691093 = -34958820.518689 nChanged 18190 SP:Iteration 7F (5063.558973 sec): 3 clusters Score: Raw -34978896.246277 + Penalty 4065.691093 = -34974830.555184 nChanged 13432 SP:Iteration 8Q (5064.065546 sec): 3 clusters Score: Raw -34989973.352713 + Penalty 4065.691093 = -34985907.661620 nChanged 9090 SP:Iteration 9Q (5064.554634 sec): 3 clusters Score: Raw -34996401.789169 + Penalty 4065.691093 = -34992336.098076 nChanged 6199 SP:Iteration 10Q (5065.028573 sec): 3 clusters Score: Raw -35000201.975985 + Penalty 4065.691093 = -34996136.284892 nChanged 4448 SP:Iteration 11Q (5065.478719 sec): 3 clusters Score: Raw -35002598.049580 + Penalty 4065.691093 = -34998532.358487 nChanged 3381 SP:Iteration 12Q (5065.925591 sec): 3 clusters Score: Raw -35004219.534237 + Penalty 4065.691093 = -35000153.843144 nChanged 2594 SP:Iteration 13Q (5066.324418 sec): 3 clusters Score: Raw -35005377.130283 + Penalty 4065.691093 = -35001311.439190 nChanged 2045 SP:Iteration 14Q (5066.727711 sec): 3 clusters Score: Raw -35006212.323196 + Penalty 4065.691093 = -35002146.632103 nChanged 1636 SP:Iteration 15Q (5067.124029 sec): 3 clusters Score: Raw -35006873.404658 + Penalty 4065.691093 = -35002807.713565 nChanged 1365 SP:Iteration 16Q (5067.533455 sec): 3 clusters Score: Raw -35007400.457510 + Penalty 4065.691093 = -35003334.766417 nChanged 1126 SP:Iteration 17Q (5067.918112 sec): 3 clusters Score: Raw -35007811.472998 + Penalty 4065.691093 = -35003745.781905 nChanged 904 SP:Iteration 18Q (5068.340892 sec): 3 clusters Score: Raw -35008116.662396 + Penalty 4065.691093 = -35004050.971303 nChanged 686 SP:Iteration 19Q (5068.720773 sec): 3 clusters Score: Raw -35008340.598581 + Penalty 4065.691093 = -35004274.907488 nChanged 550 SP:Iteration 20F (5069.176358 sec): 3 clusters Score: Raw -35008522.415085 + Penalty 4065.691093 = -35004456.723992 nChanged 432 SP:Iteration 21Q (5069.552670 sec): 3 clusters Score: Raw -35008649.663274 + Penalty 4065.691093 = -35004583.972181 nChanged 326 SP:Iteration 22Q (5069.926024 sec): 3 clusters Score: Raw -35008743.079809 + Penalty 4065.691093 = -35004677.388716 nChanged 263 SP:Iteration 23Q (5070.299959 sec): 3 clusters Score: Raw -35008809.316479 + Penalty 4065.691093 = -35004743.625386 nChanged 210 SP:Iteration 24Q (5070.674871 sec): 3 clusters Score: Raw -35008856.469529 + Penalty 4065.691093 = -35004790.778436 nChanged 185 SP:Iteration 25Q (5071.048807 sec): 3 clusters Score: Raw -35008903.044066 + Penalty 4065.691093 = -35004837.352973 nChanged 171 SP:Iteration 26Q (5071.407292 sec): 3 clusters Score: Raw -35008960.388882 + Penalty 4065.691093 = -35004894.697789 nChanged 195 SP:Iteration 27Q (5071.781445 sec): 3 clusters Score: Raw -35009024.008852 + Penalty 4065.691093 = -35004958.317759 nChanged 204 SP:Iteration 28Q (5072.165626 sec): 3 clusters Score: Raw -35009077.301785 + Penalty 4065.691093 = -35005011.610692 nChanged 182 SP:Iteration 29Q (5072.580910 sec): 3 clusters Score: Raw -35009122.850352 + Penalty 4065.691093 = -35005057.159259 nChanged 155 SP:Iteration 30Q (5072.994074 sec): 3 clusters Score: Raw -35009163.563071 + Penalty 4065.691093 = -35005097.871978 nChanged 169 SP:Iteration 31Q (5073.405355 sec): 3 clusters Score: Raw -35009213.382036 + Penalty 4065.691093 = -35005147.690943 nChanged 176 SP:Iteration 32Q (5073.798173 sec): 3 clusters Score: Raw -35009249.360179 + Penalty 4065.691093 = -35005183.669086 nChanged 135 SP:Iteration 33Q (5074.187593 sec): 3 clusters Score: Raw -35009281.059167 + Penalty 4065.691093 = -35005215.368074 nChanged 146 SP:Iteration 34Q (5074.600483 sec): 3 clusters Score: Raw -35009310.877107 + Penalty 4065.691093 = -35005245.186014 nChanged 138 SP:Iteration 35Q (5074.999281 sec): 3 clusters Score: Raw -35009337.117103 + Penalty 4065.691093 = -35005271.426010 nChanged 129 SP:Iteration 36Q (5075.396487 sec): 3 clusters Score: Raw -35009359.727746 + Penalty 4065.691093 = -35005294.036653 nChanged 128 SP:Iteration 37Q (5075.813431 sec): 3 clusters Score: Raw -35009381.999300 + Penalty 4065.691093 = -35005316.308207 nChanged 120 SP:Iteration 38Q (5076.206041 sec): 3 clusters Score: Raw -35009399.977071 + Penalty 4065.691093 = -35005334.285978 nChanged 97 SP:Iteration 39Q (5076.611394 sec): 3 clusters Score: Raw -35009415.006535 + Penalty 4065.691093 = -35005349.315442 nChanged 101 SP:Iteration 40F (5077.093048 sec): 3 clusters Score: Raw -35009429.520601 + Penalty 4065.691093 = -35005363.829508 nChanged 77 SP:Iteration 41Q (5077.503403 sec): 3 clusters Score: Raw -35009439.487352 + Penalty 4065.691093 = -35005373.796259 nChanged 71 SP:Iteration 42Q (5077.901853 sec): 3 clusters Score: Raw -35009447.351355 + Penalty 4065.691093 = -35005381.660262 nChanged 53 SP:Iteration 43Q (5078.311889 sec): 3 clusters Score: Raw -35009451.711008 + Penalty 4065.691093 = -35005386.019915 nChanged 40 SP:Iteration 44Q (5078.714087 sec): 3 clusters Score: Raw -35009455.529290 + Penalty 4065.691093 = -35005389.838197 nChanged 38 SP:Iteration 45Q (5079.111608 sec): 3 clusters Score: Raw -35009459.381714 + Penalty 4065.691093 = -35005393.690621 nChanged 39 SP:Iteration 46Q (5079.521357 sec): 3 clusters Score: Raw -35009464.356883 + Penalty 4065.691093 = -35005398.665790 nChanged 57 SP:Iteration 47Q (5079.921347 sec): 3 clusters Score: Raw -35009470.212216 + Penalty 4065.691093 = -35005404.521123 nChanged 53 SP:Iteration 48Q (5080.335145 sec): 3 clusters Score: Raw -35009475.455572 + Penalty 4065.691093 = -35005409.764479 nChanged 45 SP:Iteration 49Q (5080.738266 sec): 3 clusters Score: Raw -35009479.810502 + Penalty 4065.691093 = -35005414.119409 nChanged 42 SP:Iteration 50Q (5081.147470 sec): 3 clusters Score: Raw -35009483.996586 + Penalty 4065.691093 = -35005418.305493 nChanged 43 SP:Iteration 51Q (5081.557785 sec): 3 clusters Score: Raw -35009488.146983 + Penalty 4065.691093 = -35005422.455890 nChanged 35 SP:Iteration 52Q (5081.939430 sec): 3 clusters Score: Raw -35009490.972414 + Penalty 4065.691093 = -35005425.281321 nChanged 31 SP:Iteration 53Q (5082.316443 sec): 3 clusters Score: Raw -35009492.988932 + Penalty 4065.691093 = -35005427.297839 nChanged 22 SP:Iteration 54Q (5082.674232 sec): 3 clusters Score: Raw -35009494.541453 + Penalty 4065.691093 = -35005428.850360 nChanged 29 SP:Iteration 55Q (5083.047352 sec): 3 clusters Score: Raw -35009496.487517 + Penalty 4065.691093 = -35005430.796424 nChanged 17 SP:Iteration 56Q (5083.432134 sec): 3 clusters Score: Raw -35009497.934411 + Penalty 4065.691093 = -35005432.243318 nChanged 29 SP:Iteration 57Q (5083.816368 sec): 3 clusters Score: Raw -35009499.829538 + Penalty 4065.691093 = -35005434.138445 nChanged 16 SP:Iteration 58Q (5084.218994 sec): 3 clusters Score: Raw -35009500.601891 + Penalty 4065.691093 = -35005434.910798 nChanged 12 SP:Iteration 59Q (5084.597004 sec): 3 clusters Score: Raw -35009501.370483 + Penalty 4065.691093 = -35005435.679390 nChanged 12 SP:Iteration 60F (5085.053406 sec): 3 clusters Score: Raw -35009502.329018 + Penalty 4065.691093 = -35005436.637925 nChanged 9 SP:Iteration 61Q (5085.409469 sec): 3 clusters Score: Raw -35009502.872849 + Penalty 4065.691093 = -35005437.181756 nChanged 9 SP:Iteration 62Q (5085.777785 sec): 3 clusters Score: Raw -35009503.402534 + Penalty 4065.691093 = -35005437.711441 nChanged 9 SP:Iteration 63Q (5086.144668 sec): 3 clusters Score: Raw -35009503.891166 + Penalty 4065.691093 = -35005438.200073 nChanged 13 SP:Iteration 64Q (5086.508700 sec): 3 clusters Score: Raw -35009504.513364 + Penalty 4065.691093 = -35005438.822271 nChanged 10 SP:Iteration 65Q (5086.877302 sec): 3 clusters Score: Raw -35009504.966723 + Penalty 4065.691093 = -35005439.275630 nChanged 7 SP:Iteration 66Q (5087.245412 sec): 3 clusters Score: Raw -35009505.456110 + Penalty 4065.691093 = -35005439.765017 nChanged 10 SP:Iteration 67Q (5087.616352 sec): 3 clusters Score: Raw -35009506.078967 + Penalty 4065.691093 = -35005440.387874 nChanged 10 SP:Iteration 68Q (5087.979526 sec): 3 clusters Score: Raw -35009506.664430 + Penalty 4065.691093 = -35005440.973337 nChanged 10 SP:Iteration 69Q (5088.391905 sec): 3 clusters Score: Raw -35009507.162763 + Penalty 4065.691093 = -35005441.471670 nChanged 9 SP:Iteration 70Q (5088.788424 sec): 3 clusters Score: Raw -35009507.748930 + Penalty 4065.691093 = -35005442.057837 nChanged 11 SP:Iteration 71Q (5089.181008 sec): 3 clusters Score: Raw -35009508.337922 + Penalty 4065.691093 = -35005442.646829 nChanged 10 SP:Iteration 72Q (5089.583215 sec): 3 clusters Score: Raw -35009509.211939 + Penalty 4065.691093 = -35005443.520846 nChanged 15 SP:Iteration 73Q (5089.975913 sec): 3 clusters Score: Raw -35009510.498052 + Penalty 4065.691093 = -35005444.806959 nChanged 16 SP:Iteration 74Q (5090.364508 sec): 3 clusters Score: Raw -35009511.498992 + Penalty 4065.691093 = -35005445.807899 nChanged 22 SP:Iteration 75Q (5090.771641 sec): 3 clusters Score: Raw -35009513.080763 + Penalty 4065.691093 = -35005447.389670 nChanged 16 SP:Iteration 76Q (5091.175497 sec): 3 clusters Score: Raw -35009514.068332 + Penalty 4065.691093 = -35005448.377239 nChanged 18 SP:Iteration 77Q (5091.566114 sec): 3 clusters Score: Raw -35009514.822025 + Penalty 4065.691093 = -35005449.130932 nChanged 8 SP:Iteration 78Q (5091.967390 sec): 3 clusters Score: Raw -35009515.426260 + Penalty 4065.691093 = -35005449.735167 nChanged 11 SP:Iteration 79Q (5092.380206 sec): 3 clusters Score: Raw -35009516.076168 + Penalty 4065.691093 = -35005450.385075 nChanged 10 SP:Iteration 80F (5092.864860 sec): 3 clusters Score: Raw -35009516.698265 + Penalty 4065.691093 = -35005451.007172 nChanged 14 SP:Iteration 81Q (5093.266518 sec): 3 clusters Score: Raw -35009517.780211 + Penalty 4065.691093 = -35005452.089118 nChanged 12 SP:Iteration 82Q (5093.678504 sec): 3 clusters Score: Raw -35009518.453160 + Penalty 4065.691093 = -35005452.762067 nChanged 6 SP:Iteration 83Q (5094.085473 sec): 3 clusters Score: Raw -35009518.779168 + Penalty 4065.691093 = -35005453.088075 nChanged 7 SP:Iteration 84Q (5094.471735 sec): 3 clusters Score: Raw -35009519.090599 + Penalty 4065.691093 = -35005453.399506 nChanged 3 SP:Iteration 85Q (5094.879233 sec): 3 clusters Score: Raw -35009519.184636 + Penalty 4065.691093 = -35005453.493543 nChanged 4 SP:Iteration 86Q (5095.270242 sec): 3 clusters Score: Raw -35009519.377827 + Penalty 4065.691093 = -35005453.686734 nChanged 7 SP:Iteration 87Q (5095.683359 sec): 3 clusters Score: Raw -35009519.805343 + Penalty 4065.691093 = -35005454.114250 nChanged 6 SP:Iteration 88Q (5096.079522 sec): 3 clusters Score: Raw -35009520.273049 + Penalty 4065.691093 = -35005454.581956 nChanged 8 SP:Iteration 89Q (5096.482370 sec): 3 clusters Score: Raw -35009520.778043 + Penalty 4065.691093 = -35005455.086950 nChanged 8 SP:Iteration 90Q (5096.880678 sec): 3 clusters Score: Raw -35009521.223129 + Penalty 4065.691093 = -35005455.532036 nChanged 5 SP:Iteration 91Q (5097.257761 sec): 3 clusters Score: Raw -35009521.439122 + Penalty 4065.691093 = -35005455.748029 nChanged 2 SP:Iteration 92Q (5097.654564 sec): 3 clusters Score: Raw -35009521.554225 + Penalty 4065.691093 = -35005455.863132 nChanged 3 SP:Iteration 93Q (5098.052488 sec): 3 clusters Score: Raw -35009521.796483 + Penalty 4065.691093 = -35005456.105390 nChanged 5 SP:Iteration 94Q (5098.459591 sec): 3 clusters Score: Raw -35009522.096051 + Penalty 4065.691093 = -35005456.404958 nChanged 3 SP:Iteration 95Q (5098.866346 sec): 3 clusters Score: Raw -35009522.266564 + Penalty 4065.691093 = -35005456.575471 nChanged 2 SP:Iteration 96Q (5099.246256 sec): 3 clusters Score: Raw -35009522.370551 + Penalty 4065.691093 = -35005456.679457 nChanged 5 SP:Iteration 97Q (5099.618116 sec): 3 clusters Score: Raw -35009522.539803 + Penalty 4065.691093 = -35005456.848710 nChanged 3 SP:Iteration 98Q (5099.990092 sec): 3 clusters Score: Raw -35009522.659085 + Penalty 4065.691093 = -35005456.967992 nChanged 2 SP:Iteration 99Q (5100.375894 sec): 3 clusters Score: Raw -35009522.779466 + Penalty 4065.691093 = -35005457.088373 nChanged 3 SP:Iteration 100F (5100.844706 sec): 3 clusters Score: Raw -35009522.926296 + Penalty 4065.691093 = -35005457.235203 nChanged 0 Trying to split cluster 13 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5100.880338 sec): 2 clusters Score: Raw -53001.430666 + Penalty 1010.198491 = -51991.232174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5100.910403 sec): 3 clusters Score: Raw -53111.892272 + Penalty 2020.396983 = -51091.495289 nChanged 120 SP:Iteration 1F (5100.960505 sec): 3 clusters Score: Raw -53343.971055 + Penalty 2020.396983 = -51323.574072 nChanged 45 SP:Iteration 2F (5101.005146 sec): 3 clusters Score: Raw -53602.947149 + Penalty 2020.396983 = -51582.550166 nChanged 34 SP:Iteration 3F (5101.055536 sec): 3 clusters Score: Raw -53763.678633 + Penalty 2020.396983 = -51743.281650 nChanged 33 SP:Iteration 4F (5101.101230 sec): 3 clusters Score: Raw -53854.644083 + Penalty 2020.396983 = -51834.247100 nChanged 12 SP:Iteration 5Q (5101.151265 sec): 3 clusters Score: Raw -53873.179059 + Penalty 2020.396983 = -51852.782076 nChanged 2 SP:Iteration 6Q (5101.197226 sec): 3 clusters Score: Raw -53877.216664 + Penalty 2020.396983 = -51856.819681 nChanged 1 SP:Iteration 7Q (5101.242794 sec): 3 clusters Score: Raw -53879.968536 + Penalty 2020.396983 = -51859.571553 nChanged 1 SP:Iteration 8Q (5101.292896 sec): 3 clusters Score: Raw -53880.842475 + Penalty 2020.396983 = -51860.445492 nChanged 1 SP:Iteration 9Q (5101.339083 sec): 3 clusters Score: Raw -53882.915491 + Penalty 2020.396983 = -51862.518508 nChanged 0 SP:Iteration 10F (5101.389712 sec): 3 clusters Score: Raw -53882.915491 + Penalty 2020.396983 = -51862.518508 nChanged 0 Trying to split cluster 14 (29272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5101.463575 sec): 2 clusters Score: Raw -3813418.815750 + Penalty 1671.212840 = -3811747.602910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5101.561057 sec): 3 clusters Score: Raw -3795415.728168 + Penalty 3342.425680 = -3792073.302489 nChanged 13473 SP:Iteration 1F (5101.657674 sec): 3 clusters Score: Raw -3803219.297279 + Penalty 3342.425680 = -3799876.871599 nChanged 1772 SP:Iteration 2F (5101.747797 sec): 3 clusters Score: Raw -3804227.513790 + Penalty 3342.425680 = -3800885.088110 nChanged 1876 SP:Iteration 3F (5101.832605 sec): 3 clusters Score: Raw -3805531.920128 + Penalty 3342.425680 = -3802189.494449 nChanged 2008 SP:Iteration 4F (5101.925495 sec): 3 clusters Score: Raw -3807188.207731 + Penalty 3342.425680 = -3803845.782051 nChanged 2195 SP:Iteration 5F (5102.017886 sec): 3 clusters Score: Raw -3809181.360877 + Penalty 3342.425680 = -3805838.935197 nChanged 2286 SP:Iteration 6F (5102.111134 sec): 3 clusters Score: Raw -3811205.728660 + Penalty 3342.425680 = -3807863.302980 nChanged 2013 SP:Iteration 7F (5102.203786 sec): 3 clusters Score: Raw -3812651.038500 + Penalty 3342.425680 = -3809308.612820 nChanged 1522 SP:Iteration 8F (5102.296262 sec): 3 clusters Score: Raw -3813576.855490 + Penalty 3342.425680 = -3810234.429811 nChanged 1094 SP:Iteration 9Q (5102.391342 sec): 3 clusters Score: Raw -3814080.242056 + Penalty 3342.425680 = -3810737.816376 nChanged 738 SP:Iteration 10Q (5102.480544 sec): 3 clusters Score: Raw -3814341.355825 + Penalty 3342.425680 = -3810998.930145 nChanged 537 SP:Iteration 11Q (5102.572452 sec): 3 clusters Score: Raw -3814500.770571 + Penalty 3342.425680 = -3811158.344891 nChanged 409 SP:Iteration 12Q (5102.664700 sec): 3 clusters Score: Raw -3814597.327300 + Penalty 3342.425680 = -3811254.901621 nChanged 317 SP:Iteration 13Q (5102.757858 sec): 3 clusters Score: Raw -3814654.418405 + Penalty 3342.425680 = -3811311.992725 nChanged 261 SP:Iteration 14Q (5102.839619 sec): 3 clusters Score: Raw -3814694.376758 + Penalty 3342.425680 = -3811351.951078 nChanged 237 SP:Iteration 15Q (5102.933128 sec): 3 clusters Score: Raw -3814728.857504 + Penalty 3342.425680 = -3811386.431824 nChanged 195 SP:Iteration 16Q (5103.026268 sec): 3 clusters Score: Raw -3814753.737105 + Penalty 3342.425680 = -3811411.311425 nChanged 183 SP:Iteration 17Q (5103.117169 sec): 3 clusters Score: Raw -3814777.035289 + Penalty 3342.425680 = -3811434.609609 nChanged 181 SP:Iteration 18Q (5103.208930 sec): 3 clusters Score: Raw -3814798.849069 + Penalty 3342.425680 = -3811456.423390 nChanged 189 SP:Iteration 19Q (5103.302969 sec): 3 clusters Score: Raw -3814822.804863 + Penalty 3342.425680 = -3811480.379183 nChanged 209 SP:Iteration 20F (5103.393289 sec): 3 clusters Score: Raw -3814848.557495 + Penalty 3342.425680 = -3811506.131815 nChanged 223 SP:Iteration 21Q (5103.482877 sec): 3 clusters Score: Raw -3814879.099799 + Penalty 3342.425680 = -3811536.674119 nChanged 231 SP:Iteration 22Q (5103.576303 sec): 3 clusters Score: Raw -3814911.978553 + Penalty 3342.425680 = -3811569.552873 nChanged 248 SP:Iteration 23Q (5103.669532 sec): 3 clusters Score: Raw -3814946.644666 + Penalty 3342.425680 = -3811604.218986 nChanged 267 SP:Iteration 24Q (5103.758864 sec): 3 clusters Score: Raw -3814988.376133 + Penalty 3342.425680 = -3811645.950453 nChanged 293 SP:Iteration 25Q (5103.852680 sec): 3 clusters Score: Raw -3815042.430074 + Penalty 3342.425680 = -3811700.004394 nChanged 340 SP:Iteration 26Q (5103.945417 sec): 3 clusters Score: Raw -3815112.119815 + Penalty 3342.425680 = -3811769.694135 nChanged 415 SP:Iteration 27Q (5104.036387 sec): 3 clusters Score: Raw -3815221.433534 + Penalty 3342.425680 = -3811879.007854 nChanged 506 SP:Iteration 28Q (5104.129613 sec): 3 clusters Score: Raw -3815390.733150 + Penalty 3342.425680 = -3812048.307471 nChanged 621 SP:Iteration 29Q (5104.220855 sec): 3 clusters Score: Raw -3815642.351537 + Penalty 3342.425680 = -3812299.925857 nChanged 720 SP:Iteration 30Q (5104.312275 sec): 3 clusters Score: Raw -3815992.020354 + Penalty 3342.425680 = -3812649.594674 nChanged 894 SP:Iteration 31Q (5104.400882 sec): 3 clusters Score: Raw -3816580.012264 + Penalty 3342.425680 = -3813237.586584 nChanged 1134 SP:Iteration 32Q (5104.495187 sec): 3 clusters Score: Raw -3817617.295106 + Penalty 3342.425680 = -3814274.869426 nChanged 1374 SP:Iteration 33Q (5104.574097 sec): 3 clusters Score: Raw -3819288.430192 + Penalty 3342.425680 = -3815946.004513 nChanged 1288 SP:Iteration 34Q (5104.671409 sec): 3 clusters Score: Raw -3820947.269544 + Penalty 3342.425680 = -3817604.843864 nChanged 829 SP:Iteration 35Q (5104.752249 sec): 3 clusters Score: Raw -3821821.095680 + Penalty 3342.425680 = -3818478.670000 nChanged 379 SP:Iteration 36Q (5104.844259 sec): 3 clusters Score: Raw -3822016.548393 + Penalty 3342.425680 = -3818674.122713 nChanged 156 SP:Iteration 37Q (5104.912905 sec): 3 clusters Score: Raw -3822047.353714 + Penalty 3342.425680 = -3818704.928034 nChanged 52 SP:Iteration 38Q (5104.987370 sec): 3 clusters Score: Raw -3822051.714082 + Penalty 3342.425680 = -3818709.288402 nChanged 18 SP:Iteration 39Q (5105.073828 sec): 3 clusters Score: Raw -3822052.690937 + Penalty 3342.425680 = -3818710.265258 nChanged 9 SP:Iteration 40F (5105.166865 sec): 3 clusters Score: Raw -3822107.454552 + Penalty 3342.425680 = -3818765.028872 nChanged 15 SP:Iteration 41Q (5105.233628 sec): 3 clusters Score: Raw -3822113.583601 + Penalty 3342.425680 = -3818771.157921 nChanged 9 SP:Iteration 42Q (5105.317040 sec): 3 clusters Score: Raw -3822114.268801 + Penalty 3342.425680 = -3818771.843121 nChanged 1 SP:Iteration 43Q (5105.409135 sec): 3 clusters Score: Raw -3822114.346152 + Penalty 3342.425680 = -3818771.920473 nChanged 0 SP:Iteration 44F (5105.497136 sec): 3 clusters Score: Raw -3822114.346152 + Penalty 3342.425680 = -3818771.920473 nChanged 0 Score: Raw -132255461.239034 + Penalty 92387.944096 = -132163073.294938 Splitting cluster 14 changes total score from -132152804.055191 to -132163073.294938 So it's getting split into cluster 41. Trying to split cluster 15 (11994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5130.707071 sec): 2 clusters Score: Raw -1570683.794790 + Penalty 1526.226293 = -1569157.568497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5130.777796 sec): 3 clusters Score: Raw -1563833.637073 + Penalty 3052.452586 = -1560781.184486 nChanged 5230 SP:Iteration 1F (5130.848040 sec): 3 clusters Score: Raw -1566631.371276 + Penalty 3052.452586 = -1563578.918690 nChanged 690 SP:Iteration 2F (5130.908613 sec): 3 clusters Score: Raw -1566941.151207 + Penalty 3052.452586 = -1563888.698621 nChanged 626 SP:Iteration 3F (5130.977628 sec): 3 clusters Score: Raw -1567220.944592 + Penalty 3052.452586 = -1564168.492006 nChanged 566 SP:Iteration 4Q (5131.058122 sec): 3 clusters Score: Raw -1567460.966813 + Penalty 3052.452586 = -1564408.514226 nChanged 574 SP:Iteration 5Q (5131.129397 sec): 3 clusters Score: Raw -1567744.316752 + Penalty 3052.452586 = -1564691.864165 nChanged 603 SP:Iteration 6F (5131.189926 sec): 3 clusters Score: Raw -1568075.391200 + Penalty 3052.452586 = -1565022.938613 nChanged 624 SP:Iteration 7F (5131.255848 sec): 3 clusters Score: Raw -1568464.776354 + Penalty 3052.452586 = -1565412.323768 nChanged 635 SP:Iteration 8F (5131.322832 sec): 3 clusters Score: Raw -1568915.120913 + Penalty 3052.452586 = -1565862.668326 nChanged 617 SP:Iteration 9F (5131.380032 sec): 3 clusters Score: Raw -1569365.088626 + Penalty 3052.452586 = -1566312.636040 nChanged 500 SP:Iteration 10Q (5131.458822 sec): 3 clusters Score: Raw -1569694.815947 + Penalty 3052.452586 = -1566642.363361 nChanged 376 SP:Iteration 11Q (5131.529465 sec): 3 clusters Score: Raw -1569959.811577 + Penalty 3052.452586 = -1566907.358991 nChanged 308 SP:Iteration 12Q (5131.599493 sec): 3 clusters Score: Raw -1570189.109321 + Penalty 3052.452586 = -1567136.656735 nChanged 235 SP:Iteration 13Q (5131.669078 sec): 3 clusters Score: Raw -1570364.650925 + Penalty 3052.452586 = -1567312.198339 nChanged 174 SP:Iteration 14Q (5131.738561 sec): 3 clusters Score: Raw -1570497.387941 + Penalty 3052.452586 = -1567444.935355 nChanged 139 SP:Iteration 15Q (5131.806243 sec): 3 clusters Score: Raw -1570602.281946 + Penalty 3052.452586 = -1567549.829360 nChanged 101 SP:Iteration 16Q (5131.873999 sec): 3 clusters Score: Raw -1570677.080688 + Penalty 3052.452586 = -1567624.628102 nChanged 67 SP:Iteration 17Q (5131.931525 sec): 3 clusters Score: Raw -1570735.809965 + Penalty 3052.452586 = -1567683.357379 nChanged 62 SP:Iteration 18Q (5132.007057 sec): 3 clusters Score: Raw -1570784.201467 + Penalty 3052.452586 = -1567731.748881 nChanged 51 SP:Iteration 19Q (5132.064027 sec): 3 clusters Score: Raw -1570822.701874 + Penalty 3052.452586 = -1567770.249288 nChanged 40 SP:Iteration 20F (5132.132585 sec): 3 clusters Score: Raw -1570850.886947 + Penalty 3052.452586 = -1567798.434360 nChanged 29 SP:Iteration 21Q (5132.160739 sec): 3 clusters Score: Raw -1570876.739130 + Penalty 3052.452586 = -1567824.286544 nChanged 18 SP:Iteration 22Q (5132.190607 sec): 3 clusters Score: Raw -1570898.901540 + Penalty 3052.452586 = -1567846.448954 nChanged 23 SP:Iteration 23Q (5132.220242 sec): 3 clusters Score: Raw -1570927.652490 + Penalty 3052.452586 = -1567875.199904 nChanged 23 SP:Iteration 24Q (5132.249801 sec): 3 clusters Score: Raw -1570953.941806 + Penalty 3052.452586 = -1567901.489219 nChanged 22 SP:Iteration 25Q (5132.279374 sec): 3 clusters Score: Raw -1570974.113023 + Penalty 3052.452586 = -1567921.660437 nChanged 16 SP:Iteration 26Q (5132.308700 sec): 3 clusters Score: Raw -1570984.159927 + Penalty 3052.452586 = -1567931.707341 nChanged 11 SP:Iteration 27Q (5132.386414 sec): 3 clusters Score: Raw -1570992.696751 + Penalty 3052.452586 = -1567940.244165 nChanged 11 SP:Iteration 28Q (5132.442494 sec): 3 clusters Score: Raw -1570998.980443 + Penalty 3052.452586 = -1567946.527857 nChanged 7 SP:Iteration 29Q (5132.519480 sec): 3 clusters Score: Raw -1571001.979530 + Penalty 3052.452586 = -1567949.526943 nChanged 5 SP:Iteration 30Q (5132.585816 sec): 3 clusters Score: Raw -1571004.860202 + Penalty 3052.452586 = -1567952.407616 nChanged 4 SP:Iteration 31Q (5132.642493 sec): 3 clusters Score: Raw -1571007.948000 + Penalty 3052.452586 = -1567955.495414 nChanged 7 SP:Iteration 32Q (5132.716756 sec): 3 clusters Score: Raw -1571012.324437 + Penalty 3052.452586 = -1567959.871850 nChanged 3 SP:Iteration 33Q (5132.771747 sec): 3 clusters Score: Raw -1571013.246742 + Penalty 3052.452586 = -1567960.794156 nChanged 2 SP:Iteration 34Q (5132.835975 sec): 3 clusters Score: Raw -1571014.044948 + Penalty 3052.452586 = -1567961.592362 nChanged 0 SP:Iteration 35F (5132.905303 sec): 3 clusters Score: Raw -1571014.044948 + Penalty 3052.452586 = -1567961.592362 nChanged 0 Trying to split cluster 16 (13526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5132.958537 sec): 2 clusters Score: Raw -1769855.377195 + Penalty 1545.759969 = -1768309.617226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5133.032466 sec): 3 clusters Score: Raw -1761945.087031 + Penalty 3091.519937 = -1758853.567093 nChanged 6055 SP:Iteration 1F (5133.093462 sec): 3 clusters Score: Raw -1765300.212710 + Penalty 3091.519937 = -1762208.692773 nChanged 737 SP:Iteration 2F (5133.170944 sec): 3 clusters Score: Raw -1765622.718201 + Penalty 3091.519937 = -1762531.198264 nChanged 683 SP:Iteration 3F (5133.242168 sec): 3 clusters Score: Raw -1765917.252155 + Penalty 3091.519937 = -1762825.732218 nChanged 705 SP:Iteration 4F (5133.309468 sec): 3 clusters Score: Raw -1766284.676801 + Penalty 3091.519937 = -1763193.156864 nChanged 776 SP:Iteration 5F (5133.375136 sec): 3 clusters Score: Raw -1766738.210848 + Penalty 3091.519937 = -1763646.690910 nChanged 803 SP:Iteration 6F (5133.457029 sec): 3 clusters Score: Raw -1767269.365295 + Penalty 3091.519937 = -1764177.845357 nChanged 839 SP:Iteration 7F (5133.528972 sec): 3 clusters Score: Raw -1767882.612506 + Penalty 3091.519937 = -1764791.092569 nChanged 784 SP:Iteration 8F (5133.602800 sec): 3 clusters Score: Raw -1768471.808951 + Penalty 3091.519937 = -1765380.289014 nChanged 668 SP:Iteration 9Q (5133.667617 sec): 3 clusters Score: Raw -1768975.647681 + Penalty 3091.519937 = -1765884.127744 nChanged 511 SP:Iteration 10Q (5133.736405 sec): 3 clusters Score: Raw -1769335.688837 + Penalty 3091.519937 = -1766244.168900 nChanged 373 SP:Iteration 11Q (5133.805378 sec): 3 clusters Score: Raw -1769564.065748 + Penalty 3091.519937 = -1766472.545811 nChanged 278 SP:Iteration 12Q (5133.867519 sec): 3 clusters Score: Raw -1769726.659142 + Penalty 3091.519937 = -1766635.139204 nChanged 221 SP:Iteration 13Q (5133.938051 sec): 3 clusters Score: Raw -1769842.956361 + Penalty 3091.519937 = -1766751.436424 nChanged 158 SP:Iteration 14Q (5134.018630 sec): 3 clusters Score: Raw -1769917.120791 + Penalty 3091.519937 = -1766825.600853 nChanged 119 SP:Iteration 15Q (5134.079993 sec): 3 clusters Score: Raw -1769970.696143 + Penalty 3091.519937 = -1766879.176206 nChanged 92 SP:Iteration 16Q (5134.147137 sec): 3 clusters Score: Raw -1770010.495089 + Penalty 3091.519937 = -1766918.975151 nChanged 81 SP:Iteration 17Q (5134.214747 sec): 3 clusters Score: Raw -1770046.894862 + Penalty 3091.519937 = -1766955.374925 nChanged 72 SP:Iteration 18Q (5134.282116 sec): 3 clusters Score: Raw -1770079.776301 + Penalty 3091.519937 = -1766988.256363 nChanged 65 SP:Iteration 19Q (5134.349222 sec): 3 clusters Score: Raw -1770109.194419 + Penalty 3091.519937 = -1767017.674481 nChanged 44 SP:Iteration 20F (5134.417358 sec): 3 clusters Score: Raw -1770127.914246 + Penalty 3091.519937 = -1767036.394309 nChanged 36 SP:Iteration 21Q (5134.494978 sec): 3 clusters Score: Raw -1770141.976282 + Penalty 3091.519937 = -1767050.456344 nChanged 22 SP:Iteration 22Q (5134.563221 sec): 3 clusters Score: Raw -1770153.840026 + Penalty 3091.519937 = -1767062.320088 nChanged 21 SP:Iteration 23Q (5134.622324 sec): 3 clusters Score: Raw -1770163.388923 + Penalty 3091.519937 = -1767071.868985 nChanged 15 SP:Iteration 24Q (5134.672530 sec): 3 clusters Score: Raw -1770170.763136 + Penalty 3091.519937 = -1767079.243199 nChanged 12 SP:Iteration 25Q (5134.729201 sec): 3 clusters Score: Raw -1770176.167293 + Penalty 3091.519937 = -1767084.647356 nChanged 9 SP:Iteration 26Q (5134.782771 sec): 3 clusters Score: Raw -1770180.051648 + Penalty 3091.519937 = -1767088.531711 nChanged 8 SP:Iteration 27Q (5134.842030 sec): 3 clusters Score: Raw -1770183.849744 + Penalty 3091.519937 = -1767092.329806 nChanged 7 SP:Iteration 28Q (5134.909511 sec): 3 clusters Score: Raw -1770185.625942 + Penalty 3091.519937 = -1767094.106004 nChanged 5 SP:Iteration 29Q (5134.964136 sec): 3 clusters Score: Raw -1770187.361531 + Penalty 3091.519937 = -1767095.841594 nChanged 4 SP:Iteration 30Q (5135.033737 sec): 3 clusters Score: Raw -1770188.976691 + Penalty 3091.519937 = -1767097.456754 nChanged 5 SP:Iteration 31Q (5135.103577 sec): 3 clusters Score: Raw -1770191.072251 + Penalty 3091.519937 = -1767099.552313 nChanged 5 SP:Iteration 32Q (5135.183888 sec): 3 clusters Score: Raw -1770192.670944 + Penalty 3091.519937 = -1767101.151007 nChanged 1 SP:Iteration 33Q (5135.243911 sec): 3 clusters Score: Raw -1770193.012378 + Penalty 3091.519937 = -1767101.492441 nChanged 0 SP:Iteration 34F (5135.321211 sec): 3 clusters Score: Raw -1770193.012378 + Penalty 3091.519937 = -1767101.492441 nChanged 0 Trying to split cluster 17 (4090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5135.357286 sec): 2 clusters Score: Raw -515897.115192 + Penalty 1351.398790 = -514545.716401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5135.410887 sec): 3 clusters Score: Raw -513870.566970 + Penalty 2702.797581 = -511167.769389 nChanged 1619 SP:Iteration 1F (5135.463568 sec): 3 clusters Score: Raw -514847.548655 + Penalty 2702.797581 = -512144.751074 nChanged 309 SP:Iteration 2F (5135.519518 sec): 3 clusters Score: Raw -515090.347713 + Penalty 2702.797581 = -512387.550132 nChanged 267 SP:Iteration 3F (5135.566770 sec): 3 clusters Score: Raw -515340.279018 + Penalty 2702.797581 = -512637.481437 nChanged 243 SP:Iteration 4F (5135.621896 sec): 3 clusters Score: Raw -515563.398881 + Penalty 2702.797581 = -512860.601300 nChanged 239 SP:Iteration 5F (5135.672183 sec): 3 clusters Score: Raw -515785.159969 + Penalty 2702.797581 = -513082.362388 nChanged 232 SP:Iteration 6F (5135.718833 sec): 3 clusters Score: Raw -516029.460510 + Penalty 2702.797581 = -513326.662929 nChanged 243 SP:Iteration 7F (5135.764846 sec): 3 clusters Score: Raw -516327.324357 + Penalty 2702.797581 = -513624.526776 nChanged 211 SP:Iteration 8F (5135.808348 sec): 3 clusters Score: Raw -516526.928510 + Penalty 2702.797581 = -513824.130930 nChanged 164 SP:Iteration 9Q (5135.860998 sec): 3 clusters Score: Raw -516652.421328 + Penalty 2702.797581 = -513949.623747 nChanged 141 SP:Iteration 10Q (5135.921571 sec): 3 clusters Score: Raw -516763.922720 + Penalty 2702.797581 = -514061.125139 nChanged 122 SP:Iteration 11Q (5135.972715 sec): 3 clusters Score: Raw -516846.220082 + Penalty 2702.797581 = -514143.422501 nChanged 99 SP:Iteration 12Q (5136.026071 sec): 3 clusters Score: Raw -516919.977175 + Penalty 2702.797581 = -514217.179594 nChanged 98 SP:Iteration 13Q (5136.077239 sec): 3 clusters Score: Raw -517001.811540 + Penalty 2702.797581 = -514299.013960 nChanged 91 SP:Iteration 14Q (5136.129708 sec): 3 clusters Score: Raw -517092.260382 + Penalty 2702.797581 = -514389.462801 nChanged 81 SP:Iteration 15Q (5136.183939 sec): 3 clusters Score: Raw -517171.992523 + Penalty 2702.797581 = -514469.194942 nChanged 82 SP:Iteration 16Q (5136.232463 sec): 3 clusters Score: Raw -517257.837069 + Penalty 2702.797581 = -514555.039488 nChanged 73 SP:Iteration 17Q (5136.277392 sec): 3 clusters Score: Raw -517319.749448 + Penalty 2702.797581 = -514616.951867 nChanged 63 SP:Iteration 18Q (5136.335666 sec): 3 clusters Score: Raw -517364.821124 + Penalty 2702.797581 = -514662.023543 nChanged 39 SP:Iteration 19Q (5136.385468 sec): 3 clusters Score: Raw -517388.109755 + Penalty 2702.797581 = -514685.312174 nChanged 26 SP:Iteration 20F (5136.441731 sec): 3 clusters Score: Raw -517399.617254 + Penalty 2702.797581 = -514696.819673 nChanged 16 SP:Iteration 21Q (5136.474380 sec): 3 clusters Score: Raw -517405.434405 + Penalty 2702.797581 = -514702.636824 nChanged 11 SP:Iteration 22Q (5136.528169 sec): 3 clusters Score: Raw -517408.924204 + Penalty 2702.797581 = -514706.126623 nChanged 10 SP:Iteration 23Q (5136.581956 sec): 3 clusters Score: Raw -517412.528512 + Penalty 2702.797581 = -514709.730931 nChanged 7 SP:Iteration 24Q (5136.627382 sec): 3 clusters Score: Raw -517416.362515 + Penalty 2702.797581 = -514713.564934 nChanged 7 SP:Iteration 25Q (5136.680924 sec): 3 clusters Score: Raw -517418.531909 + Penalty 2702.797581 = -514715.734328 nChanged 5 SP:Iteration 26Q (5136.746342 sec): 3 clusters Score: Raw -517419.818413 + Penalty 2702.797581 = -514717.020832 nChanged 2 SP:Iteration 27Q (5136.784890 sec): 3 clusters Score: Raw -517420.274471 + Penalty 2702.797581 = -514717.476890 nChanged 4 SP:Iteration 28Q (5136.838499 sec): 3 clusters Score: Raw -517422.117651 + Penalty 2702.797581 = -514719.320070 nChanged 1 SP:Iteration 29Q (5136.892428 sec): 3 clusters Score: Raw -517422.227136 + Penalty 2702.797581 = -514719.429555 nChanged 1 SP:Iteration 30Q (5136.946133 sec): 3 clusters Score: Raw -517422.393091 + Penalty 2702.797581 = -514719.595510 nChanged 2 SP:Iteration 31Q (5136.999864 sec): 3 clusters Score: Raw -517423.093312 + Penalty 2702.797581 = -514720.295731 nChanged 3 SP:Iteration 32Q (5137.044339 sec): 3 clusters Score: Raw -517424.049602 + Penalty 2702.797581 = -514721.252021 nChanged 2 SP:Iteration 33Q (5137.098094 sec): 3 clusters Score: Raw -517424.526810 + Penalty 2702.797581 = -514721.729229 nChanged 0 SP:Iteration 34F (5137.152927 sec): 3 clusters Score: Raw -517424.526810 + Penalty 2702.797581 = -514721.729229 nChanged 0 Score: Raw -132256988.650652 + Penalty 94641.308586 = -132162347.342066 Splitting cluster 17 changes total score from -132152804.055191 to -132162347.342066 So it's getting split into cluster 42. Trying to split cluster 18 (12084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5164.656955 sec): 2 clusters Score: Raw -1494358.780130 + Penalty 1527.441101 = -1492831.339029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5164.728504 sec): 3 clusters Score: Raw -1487382.243696 + Penalty 3054.882201 = -1484327.361495 nChanged 5334 SP:Iteration 1F (5164.797787 sec): 3 clusters Score: Raw -1490669.649596 + Penalty 3054.882201 = -1487614.767395 nChanged 950 SP:Iteration 2F (5164.863814 sec): 3 clusters Score: Raw -1491250.767192 + Penalty 3054.882201 = -1488195.884991 nChanged 868 SP:Iteration 3F (5164.914342 sec): 3 clusters Score: Raw -1491785.098175 + Penalty 3054.882201 = -1488730.215974 nChanged 770 SP:Iteration 4F (5164.973955 sec): 3 clusters Score: Raw -1492269.772050 + Penalty 3054.882201 = -1489214.889848 nChanged 712 SP:Iteration 5F (5165.037489 sec): 3 clusters Score: Raw -1492683.101029 + Penalty 3054.882201 = -1489628.218827 nChanged 628 SP:Iteration 6F (5165.104057 sec): 3 clusters Score: Raw -1493028.566788 + Penalty 3054.882201 = -1489973.684587 nChanged 560 SP:Iteration 7Q (5165.182257 sec): 3 clusters Score: Raw -1493324.345828 + Penalty 3054.882201 = -1490269.463627 nChanged 460 SP:Iteration 8Q (5165.247037 sec): 3 clusters Score: Raw -1493550.995963 + Penalty 3054.882201 = -1490496.113762 nChanged 409 SP:Iteration 9Q (5165.318911 sec): 3 clusters Score: Raw -1493750.173586 + Penalty 3054.882201 = -1490695.291385 nChanged 341 SP:Iteration 10Q (5165.389259 sec): 3 clusters Score: Raw -1493904.359586 + Penalty 3054.882201 = -1490849.477384 nChanged 316 SP:Iteration 11Q (5165.456331 sec): 3 clusters Score: Raw -1494052.009358 + Penalty 3054.882201 = -1490997.127157 nChanged 279 SP:Iteration 12Q (5165.526879 sec): 3 clusters Score: Raw -1494184.740812 + Penalty 3054.882201 = -1491129.858611 nChanged 269 SP:Iteration 13Q (5165.586642 sec): 3 clusters Score: Raw -1494305.981322 + Penalty 3054.882201 = -1491251.099120 nChanged 229 SP:Iteration 14Q (5165.656206 sec): 3 clusters Score: Raw -1494401.159452 + Penalty 3054.882201 = -1491346.277251 nChanged 219 SP:Iteration 15Q (5165.730379 sec): 3 clusters Score: Raw -1494488.634819 + Penalty 3054.882201 = -1491433.752618 nChanged 189 SP:Iteration 16Q (5165.800804 sec): 3 clusters Score: Raw -1494562.939662 + Penalty 3054.882201 = -1491508.057461 nChanged 185 SP:Iteration 17Q (5165.860351 sec): 3 clusters Score: Raw -1494640.363633 + Penalty 3054.882201 = -1491585.481432 nChanged 200 SP:Iteration 18Q (5165.928860 sec): 3 clusters Score: Raw -1494740.720310 + Penalty 3054.882201 = -1491685.838108 nChanged 215 SP:Iteration 19Q (5166.006562 sec): 3 clusters Score: Raw -1494849.236523 + Penalty 3054.882201 = -1491794.354322 nChanged 210 SP:Iteration 20F (5166.075069 sec): 3 clusters Score: Raw -1494970.503923 + Penalty 3054.882201 = -1491915.621722 nChanged 205 SP:Iteration 21Q (5166.129379 sec): 3 clusters Score: Raw -1495101.279390 + Penalty 3054.882201 = -1492046.397188 nChanged 215 SP:Iteration 22Q (5166.204447 sec): 3 clusters Score: Raw -1495264.552985 + Penalty 3054.882201 = -1492209.670784 nChanged 207 SP:Iteration 23Q (5166.272669 sec): 3 clusters Score: Raw -1495430.738280 + Penalty 3054.882201 = -1492375.856079 nChanged 158 SP:Iteration 24Q (5166.339347 sec): 3 clusters Score: Raw -1495553.858732 + Penalty 3054.882201 = -1492498.976530 nChanged 142 SP:Iteration 25Q (5166.396110 sec): 3 clusters Score: Raw -1495640.200088 + Penalty 3054.882201 = -1492585.317886 nChanged 103 SP:Iteration 26Q (5166.471362 sec): 3 clusters Score: Raw -1495689.305466 + Penalty 3054.882201 = -1492634.423264 nChanged 80 SP:Iteration 27Q (5166.539417 sec): 3 clusters Score: Raw -1495727.306635 + Penalty 3054.882201 = -1492672.424434 nChanged 64 SP:Iteration 28Q (5166.605539 sec): 3 clusters Score: Raw -1495750.636746 + Penalty 3054.882201 = -1492695.754545 nChanged 59 SP:Iteration 29Q (5166.670758 sec): 3 clusters Score: Raw -1495772.010728 + Penalty 3054.882201 = -1492717.128526 nChanged 40 SP:Iteration 30Q (5166.736818 sec): 3 clusters Score: Raw -1495783.124315 + Penalty 3054.882201 = -1492728.242114 nChanged 19 SP:Iteration 31Q (5166.802806 sec): 3 clusters Score: Raw -1495787.707666 + Penalty 3054.882201 = -1492732.825465 nChanged 13 SP:Iteration 32Q (5166.858665 sec): 3 clusters Score: Raw -1495789.933719 + Penalty 3054.882201 = -1492735.051517 nChanged 7 SP:Iteration 33Q (5166.923171 sec): 3 clusters Score: Raw -1495790.918853 + Penalty 3054.882201 = -1492736.036652 nChanged 2 SP:Iteration 34Q (5166.997949 sec): 3 clusters Score: Raw -1495791.297375 + Penalty 3054.882201 = -1492736.415174 nChanged 1 SP:Iteration 35Q (5167.064284 sec): 3 clusters Score: Raw -1495791.476199 + Penalty 3054.882201 = -1492736.593997 nChanged 0 SP:Iteration 36F (5167.122282 sec): 3 clusters Score: Raw -1495791.476199 + Penalty 3054.882201 = -1492736.593997 nChanged 0 Trying to split cluster 19 (78522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5167.262781 sec): 2 clusters Score: Raw -10269334.326889 + Penalty 1831.559294 = -10267502.767595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5167.441684 sec): 3 clusters Score: Raw -10218628.948502 + Penalty 3663.118589 = -10214965.829913 nChanged 37356 SP:Iteration 1F (5167.613339 sec): 3 clusters Score: Raw -10241059.581319 + Penalty 3663.118589 = -10237396.462731 nChanged 3703 SP:Iteration 2Q (5167.808132 sec): 3 clusters Score: Raw -10242826.410035 + Penalty 3663.118589 = -10239163.291446 nChanged 4484 SP:Iteration 3F (5167.981361 sec): 3 clusters Score: Raw -10245592.431864 + Penalty 3663.118589 = -10241929.313275 nChanged 5460 SP:Iteration 4F (5168.162126 sec): 3 clusters Score: Raw -10249473.613371 + Penalty 3663.118589 = -10245810.494783 nChanged 5899 SP:Iteration 5F (5168.328796 sec): 3 clusters Score: Raw -10254188.088281 + Penalty 3663.118589 = -10250524.969692 nChanged 5749 SP:Iteration 6F (5168.510351 sec): 3 clusters Score: Raw -10259167.949607 + Penalty 3663.118589 = -10255504.831018 nChanged 4682 SP:Iteration 7F (5168.690735 sec): 3 clusters Score: Raw -10263129.671475 + Penalty 3663.118589 = -10259466.552887 nChanged 3280 SP:Iteration 8Q (5168.867575 sec): 3 clusters Score: Raw -10265545.628293 + Penalty 3663.118589 = -10261882.509704 nChanged 2104 SP:Iteration 9Q (5169.045164 sec): 3 clusters Score: Raw -10266803.739684 + Penalty 3663.118589 = -10263140.621096 nChanged 1471 SP:Iteration 10Q (5169.220429 sec): 3 clusters Score: Raw -10267615.851008 + Penalty 3663.118589 = -10263952.732419 nChanged 1220 SP:Iteration 11Q (5169.389906 sec): 3 clusters Score: Raw -10268260.368742 + Penalty 3663.118589 = -10264597.250153 nChanged 1019 SP:Iteration 12Q (5169.552776 sec): 3 clusters Score: Raw -10268749.960823 + Penalty 3663.118589 = -10265086.842234 nChanged 855 SP:Iteration 13Q (5169.718201 sec): 3 clusters Score: Raw -10269117.524477 + Penalty 3663.118589 = -10265454.405888 nChanged 685 SP:Iteration 14Q (5169.874976 sec): 3 clusters Score: Raw -10269356.729000 + Penalty 3663.118589 = -10265693.610411 nChanged 553 SP:Iteration 15Q (5170.040866 sec): 3 clusters Score: Raw -10269537.314183 + Penalty 3663.118589 = -10265874.195594 nChanged 470 SP:Iteration 16Q (5170.198032 sec): 3 clusters Score: Raw -10269689.451010 + Penalty 3663.118589 = -10266026.332422 nChanged 396 SP:Iteration 17Q (5170.358316 sec): 3 clusters Score: Raw -10269819.659019 + Penalty 3663.118589 = -10266156.540430 nChanged 417 SP:Iteration 18Q (5170.525403 sec): 3 clusters Score: Raw -10269955.466811 + Penalty 3663.118589 = -10266292.348222 nChanged 380 SP:Iteration 19Q (5170.685395 sec): 3 clusters Score: Raw -10270077.001840 + Penalty 3663.118589 = -10266413.883251 nChanged 353 SP:Iteration 20F (5170.864027 sec): 3 clusters Score: Raw -10270191.678903 + Penalty 3663.118589 = -10266528.560314 nChanged 332 SP:Iteration 21Q (5171.033723 sec): 3 clusters Score: Raw -10270294.800141 + Penalty 3663.118589 = -10266631.681552 nChanged 260 SP:Iteration 22Q (5171.187306 sec): 3 clusters Score: Raw -10270368.201659 + Penalty 3663.118589 = -10266705.083070 nChanged 225 SP:Iteration 23Q (5171.351652 sec): 3 clusters Score: Raw -10270426.483714 + Penalty 3663.118589 = -10266763.365125 nChanged 204 SP:Iteration 24Q (5171.520010 sec): 3 clusters Score: Raw -10270473.600389 + Penalty 3663.118589 = -10266810.481800 nChanged 162 SP:Iteration 25Q (5171.675585 sec): 3 clusters Score: Raw -10270508.986751 + Penalty 3663.118589 = -10266845.868163 nChanged 145 SP:Iteration 26Q (5171.837748 sec): 3 clusters Score: Raw -10270539.321740 + Penalty 3663.118589 = -10266876.203151 nChanged 121 SP:Iteration 27Q (5171.987446 sec): 3 clusters Score: Raw -10270559.275090 + Penalty 3663.118589 = -10266896.156502 nChanged 94 SP:Iteration 28Q (5172.137164 sec): 3 clusters Score: Raw -10270573.204621 + Penalty 3663.118589 = -10266910.086032 nChanged 83 SP:Iteration 29Q (5172.299450 sec): 3 clusters Score: Raw -10270583.214777 + Penalty 3663.118589 = -10266920.096188 nChanged 74 SP:Iteration 30Q (5172.462525 sec): 3 clusters Score: Raw -10270590.761277 + Penalty 3663.118589 = -10266927.642688 nChanged 56 SP:Iteration 31Q (5172.610186 sec): 3 clusters Score: Raw -10270596.193038 + Penalty 3663.118589 = -10266933.074449 nChanged 47 SP:Iteration 32Q (5172.766825 sec): 3 clusters Score: Raw -10270600.371474 + Penalty 3663.118589 = -10266937.252886 nChanged 47 SP:Iteration 33Q (5172.925756 sec): 3 clusters Score: Raw -10270604.479456 + Penalty 3663.118589 = -10266941.360868 nChanged 47 SP:Iteration 34Q (5173.089776 sec): 3 clusters Score: Raw -10270608.331818 + Penalty 3663.118589 = -10266945.213229 nChanged 48 SP:Iteration 35Q (5173.255310 sec): 3 clusters Score: Raw -10270612.931368 + Penalty 3663.118589 = -10266949.812779 nChanged 38 SP:Iteration 36Q (5173.417657 sec): 3 clusters Score: Raw -10270616.277178 + Penalty 3663.118589 = -10266953.158590 nChanged 28 SP:Iteration 37Q (5173.583643 sec): 3 clusters Score: Raw -10270619.105677 + Penalty 3663.118589 = -10266955.987088 nChanged 31 SP:Iteration 38Q (5173.733325 sec): 3 clusters Score: Raw -10270621.578535 + Penalty 3663.118589 = -10266958.459946 nChanged 25 SP:Iteration 39Q (5173.881372 sec): 3 clusters Score: Raw -10270623.695593 + Penalty 3663.118589 = -10266960.577004 nChanged 28 SP:Iteration 40F (5174.042074 sec): 3 clusters Score: Raw -10270625.579769 + Penalty 3663.118589 = -10266962.461181 nChanged 20 SP:Iteration 41Q (5174.190713 sec): 3 clusters Score: Raw -10270627.281734 + Penalty 3663.118589 = -10266964.163145 nChanged 13 SP:Iteration 42Q (5174.331215 sec): 3 clusters Score: Raw -10270627.944336 + Penalty 3663.118589 = -10266964.825747 nChanged 13 SP:Iteration 43Q (5174.481671 sec): 3 clusters Score: Raw -10270628.868671 + Penalty 3663.118589 = -10266965.750083 nChanged 13 SP:Iteration 44Q (5174.617724 sec): 3 clusters Score: Raw -10270629.581038 + Penalty 3663.118589 = -10266966.462449 nChanged 18 SP:Iteration 45Q (5174.767079 sec): 3 clusters Score: Raw -10270630.635555 + Penalty 3663.118589 = -10266967.516967 nChanged 18 SP:Iteration 46Q (5174.908787 sec): 3 clusters Score: Raw -10270631.507852 + Penalty 3663.118589 = -10266968.389263 nChanged 11 SP:Iteration 47Q (5175.057656 sec): 3 clusters Score: Raw -10270632.054063 + Penalty 3663.118589 = -10266968.935474 nChanged 9 SP:Iteration 48Q (5175.196340 sec): 3 clusters Score: Raw -10270632.733319 + Penalty 3663.118589 = -10266969.614731 nChanged 6 SP:Iteration 49Q (5175.349670 sec): 3 clusters Score: Raw -10270632.989257 + Penalty 3663.118589 = -10266969.870668 nChanged 3 SP:Iteration 50Q (5175.507619 sec): 3 clusters Score: Raw -10270633.080630 + Penalty 3663.118589 = -10266969.962041 nChanged 2 SP:Iteration 51Q (5175.657478 sec): 3 clusters Score: Raw -10270633.184142 + Penalty 3663.118589 = -10266970.065553 nChanged 2 SP:Iteration 52Q (5175.808443 sec): 3 clusters Score: Raw -10270633.363479 + Penalty 3663.118589 = -10266970.244891 nChanged 4 SP:Iteration 53Q (5175.947674 sec): 3 clusters Score: Raw -10270633.439218 + Penalty 3663.118589 = -10266970.320630 nChanged 1 SP:Iteration 54Q (5176.109102 sec): 3 clusters Score: Raw -10270633.469977 + Penalty 3663.118589 = -10266970.351389 nChanged 1 SP:Iteration 55Q (5176.271761 sec): 3 clusters Score: Raw -10270633.532161 + Penalty 3663.118589 = -10266970.413572 nChanged 2 SP:Iteration 56Q (5176.429779 sec): 3 clusters Score: Raw -10270633.584655 + Penalty 3663.118589 = -10266970.466067 nChanged 1 SP:Iteration 57Q (5176.576793 sec): 3 clusters Score: Raw -10270633.618369 + Penalty 3663.118589 = -10266970.499780 nChanged 2 SP:Iteration 58Q (5176.722497 sec): 3 clusters Score: Raw -10270633.700968 + Penalty 3663.118589 = -10266970.582379 nChanged 1 SP:Iteration 59Q (5176.870069 sec): 3 clusters Score: Raw -10270633.748074 + Penalty 3663.118589 = -10266970.629485 nChanged 0 SP:Iteration 60F (5177.033942 sec): 3 clusters Score: Raw -10270633.748074 + Penalty 3663.118589 = -10266970.629485 nChanged 0 Trying to split cluster 20 (12679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5177.067667 sec): 2 clusters Score: Raw -1685765.281447 + Penalty 1535.251634 = -1684230.029814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5177.130522 sec): 3 clusters Score: Raw -1678382.984071 + Penalty 3070.503267 = -1675312.480804 nChanged 5594 SP:Iteration 1F (5177.198490 sec): 3 clusters Score: Raw -1681384.389390 + Penalty 3070.503267 = -1678313.886123 nChanged 778 SP:Iteration 2F (5177.266546 sec): 3 clusters Score: Raw -1681698.616831 + Penalty 3070.503267 = -1678628.113564 nChanged 690 SP:Iteration 3F (5177.335077 sec): 3 clusters Score: Raw -1682004.107720 + Penalty 3070.503267 = -1678933.604453 nChanged 645 SP:Iteration 4F (5177.412843 sec): 3 clusters Score: Raw -1682306.833708 + Penalty 3070.503267 = -1679236.330441 nChanged 580 SP:Iteration 5Q (5177.480884 sec): 3 clusters Score: Raw -1682591.964936 + Penalty 3070.503267 = -1679521.461669 nChanged 574 SP:Iteration 6Q (5177.530346 sec): 3 clusters Score: Raw -1682913.866782 + Penalty 3070.503267 = -1679843.363514 nChanged 591 SP:Iteration 7Q (5177.598972 sec): 3 clusters Score: Raw -1683260.783266 + Penalty 3070.503267 = -1680190.279999 nChanged 614 SP:Iteration 8Q (5177.667462 sec): 3 clusters Score: Raw -1683656.155058 + Penalty 3070.503267 = -1680585.651791 nChanged 601 SP:Iteration 9Q (5177.736770 sec): 3 clusters Score: Raw -1684092.345704 + Penalty 3070.503267 = -1681021.842436 nChanged 569 SP:Iteration 10Q (5177.805246 sec): 3 clusters Score: Raw -1684541.702054 + Penalty 3070.503267 = -1681471.198787 nChanged 470 SP:Iteration 11Q (5177.884091 sec): 3 clusters Score: Raw -1684942.016326 + Penalty 3070.503267 = -1681871.513059 nChanged 359 SP:Iteration 12Q (5177.929955 sec): 3 clusters Score: Raw -1685236.372025 + Penalty 3070.503267 = -1682165.868758 nChanged 271 SP:Iteration 13Q (5177.995981 sec): 3 clusters Score: Raw -1685449.795009 + Penalty 3070.503267 = -1682379.291742 nChanged 189 SP:Iteration 14Q (5178.062068 sec): 3 clusters Score: Raw -1685605.766352 + Penalty 3070.503267 = -1682535.263085 nChanged 123 SP:Iteration 15Q (5178.128004 sec): 3 clusters Score: Raw -1685695.879004 + Penalty 3070.503267 = -1682625.375737 nChanged 91 SP:Iteration 16Q (5178.193215 sec): 3 clusters Score: Raw -1685758.072843 + Penalty 3070.503267 = -1682687.569575 nChanged 64 SP:Iteration 17Q (5178.255471 sec): 3 clusters Score: Raw -1685810.832183 + Penalty 3070.503267 = -1682740.328916 nChanged 64 SP:Iteration 18Q (5178.321092 sec): 3 clusters Score: Raw -1685862.613982 + Penalty 3070.503267 = -1682792.110714 nChanged 51 SP:Iteration 19Q (5178.383925 sec): 3 clusters Score: Raw -1685898.554801 + Penalty 3070.503267 = -1682828.051534 nChanged 35 SP:Iteration 20F (5178.452454 sec): 3 clusters Score: Raw -1685921.524873 + Penalty 3070.503267 = -1682851.021605 nChanged 26 SP:Iteration 21Q (5178.509987 sec): 3 clusters Score: Raw -1685937.963935 + Penalty 3070.503267 = -1682867.460668 nChanged 24 SP:Iteration 22Q (5178.585007 sec): 3 clusters Score: Raw -1685949.514266 + Penalty 3070.503267 = -1682879.010999 nChanged 15 SP:Iteration 23Q (5178.638060 sec): 3 clusters Score: Raw -1685957.047160 + Penalty 3070.503267 = -1682886.543893 nChanged 14 SP:Iteration 24Q (5178.701853 sec): 3 clusters Score: Raw -1685966.707959 + Penalty 3070.503267 = -1682896.204692 nChanged 17 SP:Iteration 25Q (5178.776681 sec): 3 clusters Score: Raw -1685975.168831 + Penalty 3070.503267 = -1682904.665564 nChanged 11 SP:Iteration 26Q (5178.825128 sec): 3 clusters Score: Raw -1685981.143644 + Penalty 3070.503267 = -1682910.640377 nChanged 7 SP:Iteration 27Q (5178.887669 sec): 3 clusters Score: Raw -1685986.708662 + Penalty 3070.503267 = -1682916.205395 nChanged 6 SP:Iteration 28Q (5178.950311 sec): 3 clusters Score: Raw -1685989.824962 + Penalty 3070.503267 = -1682919.321695 nChanged 10 SP:Iteration 29Q (5179.004915 sec): 3 clusters Score: Raw -1685994.571472 + Penalty 3070.503267 = -1682924.068205 nChanged 7 SP:Iteration 30Q (5179.068728 sec): 3 clusters Score: Raw -1686001.152016 + Penalty 3070.503267 = -1682930.648749 nChanged 6 SP:Iteration 31Q (5179.131938 sec): 3 clusters Score: Raw -1686004.607702 + Penalty 3070.503267 = -1682934.104435 nChanged 6 SP:Iteration 32Q (5179.193357 sec): 3 clusters Score: Raw -1686006.937201 + Penalty 3070.503267 = -1682936.433933 nChanged 1 SP:Iteration 33Q (5179.251651 sec): 3 clusters Score: Raw -1686007.234154 + Penalty 3070.503267 = -1682936.730887 nChanged 1 SP:Iteration 34Q (5179.315410 sec): 3 clusters Score: Raw -1686008.410706 + Penalty 3070.503267 = -1682937.907439 nChanged 5 SP:Iteration 35Q (5179.379332 sec): 3 clusters Score: Raw -1686010.278753 + Penalty 3070.503267 = -1682939.775486 nChanged 3 SP:Iteration 36Q (5179.442832 sec): 3 clusters Score: Raw -1686013.191139 + Penalty 3070.503267 = -1682942.687872 nChanged 3 SP:Iteration 37Q (5179.506174 sec): 3 clusters Score: Raw -1686015.113176 + Penalty 3070.503267 = -1682944.609909 nChanged 3 SP:Iteration 38Q (5179.569824 sec): 3 clusters Score: Raw -1686016.851374 + Penalty 3070.503267 = -1682946.348107 nChanged 5 SP:Iteration 39Q (5179.633320 sec): 3 clusters Score: Raw -1686019.560387 + Penalty 3070.503267 = -1682949.057120 nChanged 4 SP:Iteration 40F (5179.702484 sec): 3 clusters Score: Raw -1686022.071959 + Penalty 3070.503267 = -1682951.568692 nChanged 4 SP:Iteration 41Q (5179.754177 sec): 3 clusters Score: Raw -1686023.259542 + Penalty 3070.503267 = -1682952.756275 nChanged 5 SP:Iteration 42Q (5179.817370 sec): 3 clusters Score: Raw -1686026.342019 + Penalty 3070.503267 = -1682955.838751 nChanged 2 SP:Iteration 43Q (5179.881261 sec): 3 clusters Score: Raw -1686027.750162 + Penalty 3070.503267 = -1682957.246895 nChanged 0 SP:Iteration 44F (5179.959852 sec): 3 clusters Score: Raw -1686027.750162 + Penalty 3070.503267 = -1682957.246895 nChanged 0 Trying to split cluster 21 (11782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5179.976792 sec): 2 clusters Score: Raw -1409545.763906 + Penalty 1523.328336 = -1408022.435570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5180.042706 sec): 3 clusters Score: Raw -1402845.321819 + Penalty 3046.656672 = -1399798.665147 nChanged 5171 SP:Iteration 1F (5180.095346 sec): 3 clusters Score: Raw -1406387.072526 + Penalty 3046.656672 = -1403340.415854 nChanged 1059 SP:Iteration 2F (5180.157079 sec): 3 clusters Score: Raw -1407261.604670 + Penalty 3046.656672 = -1404214.947998 nChanged 943 SP:Iteration 3F (5180.220505 sec): 3 clusters Score: Raw -1408071.437000 + Penalty 3046.656672 = -1405024.780328 nChanged 830 SP:Iteration 4F (5180.286212 sec): 3 clusters Score: Raw -1408743.379909 + Penalty 3046.656672 = -1405696.723237 nChanged 685 SP:Iteration 5F (5180.353093 sec): 3 clusters Score: Raw -1409302.646386 + Penalty 3046.656672 = -1406255.989714 nChanged 588 SP:Iteration 6Q (5180.413323 sec): 3 clusters Score: Raw -1409855.911122 + Penalty 3046.656672 = -1406809.254450 nChanged 508 SP:Iteration 7Q (5180.481294 sec): 3 clusters Score: Raw -1410221.203744 + Penalty 3046.656672 = -1407174.547072 nChanged 385 SP:Iteration 8Q (5180.535540 sec): 3 clusters Score: Raw -1410418.283095 + Penalty 3046.656672 = -1407371.626422 nChanged 287 SP:Iteration 9Q (5180.602269 sec): 3 clusters Score: Raw -1410526.248014 + Penalty 3046.656672 = -1407479.591342 nChanged 205 SP:Iteration 10Q (5180.675975 sec): 3 clusters Score: Raw -1410595.680492 + Penalty 3046.656672 = -1407549.023820 nChanged 177 SP:Iteration 11Q (5180.732118 sec): 3 clusters Score: Raw -1410652.708435 + Penalty 3046.656672 = -1407606.051763 nChanged 169 SP:Iteration 12Q (5180.798454 sec): 3 clusters Score: Raw -1410713.545268 + Penalty 3046.656672 = -1407666.888596 nChanged 158 SP:Iteration 13Q (5180.865229 sec): 3 clusters Score: Raw -1410784.039953 + Penalty 3046.656672 = -1407737.383281 nChanged 163 SP:Iteration 14Q (5180.941920 sec): 3 clusters Score: Raw -1410856.885938 + Penalty 3046.656672 = -1407810.229266 nChanged 161 SP:Iteration 15Q (5180.998000 sec): 3 clusters Score: Raw -1410931.906066 + Penalty 3046.656672 = -1407885.249393 nChanged 141 SP:Iteration 16Q (5181.054484 sec): 3 clusters Score: Raw -1411009.944439 + Penalty 3046.656672 = -1407963.287767 nChanged 174 SP:Iteration 17Q (5181.121396 sec): 3 clusters Score: Raw -1411120.127508 + Penalty 3046.656672 = -1408073.470836 nChanged 204 SP:Iteration 18Q (5181.186806 sec): 3 clusters Score: Raw -1411263.814026 + Penalty 3046.656672 = -1408217.157354 nChanged 234 SP:Iteration 19Q (5181.253589 sec): 3 clusters Score: Raw -1411459.340489 + Penalty 3046.656672 = -1408412.683817 nChanged 235 SP:Iteration 20F (5181.320773 sec): 3 clusters Score: Raw -1411640.394363 + Penalty 3046.656672 = -1408593.737691 nChanged 224 SP:Iteration 21Q (5181.396890 sec): 3 clusters Score: Raw -1411807.452653 + Penalty 3046.656672 = -1408760.795981 nChanged 229 SP:Iteration 22Q (5181.452157 sec): 3 clusters Score: Raw -1411986.429593 + Penalty 3046.656672 = -1408939.772921 nChanged 241 SP:Iteration 23Q (5181.517458 sec): 3 clusters Score: Raw -1412232.393216 + Penalty 3046.656672 = -1409185.736544 nChanged 260 SP:Iteration 24Q (5181.582671 sec): 3 clusters Score: Raw -1412555.202451 + Penalty 3046.656672 = -1409508.545779 nChanged 277 SP:Iteration 25Q (5181.638998 sec): 3 clusters Score: Raw -1412982.618548 + Penalty 3046.656672 = -1409935.961876 nChanged 282 SP:Iteration 26Q (5181.703636 sec): 3 clusters Score: Raw -1413434.295825 + Penalty 3046.656672 = -1410387.639153 nChanged 275 SP:Iteration 27Q (5181.775962 sec): 3 clusters Score: Raw -1413821.552417 + Penalty 3046.656672 = -1410774.895744 nChanged 248 SP:Iteration 28Q (5181.827720 sec): 3 clusters Score: Raw -1414141.782573 + Penalty 3046.656672 = -1411095.125900 nChanged 200 SP:Iteration 29Q (5181.891538 sec): 3 clusters Score: Raw -1414449.836422 + Penalty 3046.656672 = -1411403.179750 nChanged 178 SP:Iteration 30Q (5181.955366 sec): 3 clusters Score: Raw -1414749.993435 + Penalty 3046.656672 = -1411703.336762 nChanged 117 SP:Iteration 31Q (5182.009942 sec): 3 clusters Score: Raw -1414847.176561 + Penalty 3046.656672 = -1411800.519889 nChanged 59 SP:Iteration 32Q (5182.073467 sec): 3 clusters Score: Raw -1414865.500929 + Penalty 3046.656672 = -1411818.844257 nChanged 41 SP:Iteration 33Q (5182.147133 sec): 3 clusters Score: Raw -1414877.497215 + Penalty 3046.656672 = -1411830.840542 nChanged 26 SP:Iteration 34Q (5182.200050 sec): 3 clusters Score: Raw -1414881.705333 + Penalty 3046.656672 = -1411835.048661 nChanged 16 SP:Iteration 35Q (5182.263330 sec): 3 clusters Score: Raw -1414883.710191 + Penalty 3046.656672 = -1411837.053519 nChanged 9 SP:Iteration 36Q (5182.326599 sec): 3 clusters Score: Raw -1414884.840157 + Penalty 3046.656672 = -1411838.183485 nChanged 6 SP:Iteration 37Q (5182.389975 sec): 3 clusters Score: Raw -1414885.558678 + Penalty 3046.656672 = -1411838.902006 nChanged 2 SP:Iteration 38Q (5182.448488 sec): 3 clusters Score: Raw -1414885.683035 + Penalty 3046.656672 = -1411839.026363 nChanged 2 SP:Iteration 39Q (5182.511929 sec): 3 clusters Score: Raw -1414885.828727 + Penalty 3046.656672 = -1411839.172055 nChanged 0 SP:Iteration 40F (5182.577294 sec): 3 clusters Score: Raw -1414885.828727 + Penalty 3046.656672 = -1411839.172055 nChanged 0 Score: Raw -132262328.715473 + Penalty 96894.673076 = -132165434.042397 Splitting cluster 21 changes total score from -132152804.055191 to -132165434.042397 So it's getting split into cluster 43. Trying to split cluster 22 (25520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5210.294780 sec): 2 clusters Score: Raw -3267161.416679 + Penalty 1648.922882 = -3265512.493797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5210.386598 sec): 3 clusters Score: Raw -3251542.023711 + Penalty 3297.845765 = -3248244.177946 nChanged 11707 SP:Iteration 1F (5210.478036 sec): 3 clusters Score: Raw -3257940.768804 + Penalty 3297.845765 = -3254642.923039 nChanged 1580 SP:Iteration 2F (5210.565720 sec): 3 clusters Score: Raw -3258765.385358 + Penalty 3297.845765 = -3255467.539594 nChanged 1714 SP:Iteration 3F (5210.649576 sec): 3 clusters Score: Raw -3259858.647398 + Penalty 3297.845765 = -3256560.801633 nChanged 2015 SP:Iteration 4F (5210.748104 sec): 3 clusters Score: Raw -3261356.552080 + Penalty 3297.845765 = -3258058.706315 nChanged 2113 SP:Iteration 5F (5210.839570 sec): 3 clusters Score: Raw -3262952.565371 + Penalty 3297.845765 = -3259654.719607 nChanged 1825 SP:Iteration 6F (5210.923081 sec): 3 clusters Score: Raw -3264145.496174 + Penalty 3297.845765 = -3260847.650409 nChanged 1435 SP:Iteration 7F (5211.010550 sec): 3 clusters Score: Raw -3264897.189246 + Penalty 3297.845765 = -3261599.343481 nChanged 1003 SP:Iteration 8Q (5211.106382 sec): 3 clusters Score: Raw -3265343.226558 + Penalty 3297.845765 = -3262045.380793 nChanged 762 SP:Iteration 9Q (5211.198174 sec): 3 clusters Score: Raw -3265637.599827 + Penalty 3297.845765 = -3262339.754062 nChanged 605 SP:Iteration 10Q (5211.302740 sec): 3 clusters Score: Raw -3265850.209238 + Penalty 3297.845765 = -3262552.363473 nChanged 513 SP:Iteration 11Q (5211.379861 sec): 3 clusters Score: Raw -3266015.158680 + Penalty 3297.845765 = -3262717.312916 nChanged 427 SP:Iteration 12Q (5211.467814 sec): 3 clusters Score: Raw -3266138.058161 + Penalty 3297.845765 = -3262840.212396 nChanged 382 SP:Iteration 13Q (5211.558106 sec): 3 clusters Score: Raw -3266270.835383 + Penalty 3297.845765 = -3262972.989618 nChanged 419 SP:Iteration 14Q (5211.651336 sec): 3 clusters Score: Raw -3266434.776315 + Penalty 3297.845765 = -3263136.930550 nChanged 411 SP:Iteration 15Q (5211.729869 sec): 3 clusters Score: Raw -3266606.995882 + Penalty 3297.845765 = -3263309.150117 nChanged 406 SP:Iteration 16Q (5211.822592 sec): 3 clusters Score: Raw -3266802.879204 + Penalty 3297.845765 = -3263505.033439 nChanged 422 SP:Iteration 17Q (5211.908422 sec): 3 clusters Score: Raw -3267037.967683 + Penalty 3297.845765 = -3263740.121918 nChanged 424 SP:Iteration 18Q (5211.996545 sec): 3 clusters Score: Raw -3267276.204921 + Penalty 3297.845765 = -3263978.359156 nChanged 378 SP:Iteration 19Q (5212.085971 sec): 3 clusters Score: Raw -3267448.085431 + Penalty 3297.845765 = -3264150.239666 nChanged 292 SP:Iteration 20F (5212.171934 sec): 3 clusters Score: Raw -3267563.449311 + Penalty 3297.845765 = -3264265.603546 nChanged 245 SP:Iteration 21Q (5212.264372 sec): 3 clusters Score: Raw -3267661.263753 + Penalty 3297.845765 = -3264363.417988 nChanged 214 SP:Iteration 22Q (5212.354855 sec): 3 clusters Score: Raw -3267738.488835 + Penalty 3297.845765 = -3264440.643070 nChanged 163 SP:Iteration 23Q (5212.444803 sec): 3 clusters Score: Raw -3267793.739645 + Penalty 3297.845765 = -3264495.893880 nChanged 159 SP:Iteration 24Q (5212.522187 sec): 3 clusters Score: Raw -3267836.580578 + Penalty 3297.845765 = -3264538.734813 nChanged 116 SP:Iteration 25Q (5212.604068 sec): 3 clusters Score: Raw -3267863.463208 + Penalty 3297.845765 = -3264565.617444 nChanged 101 SP:Iteration 26Q (5212.692067 sec): 3 clusters Score: Raw -3267884.894006 + Penalty 3297.845765 = -3264587.048241 nChanged 82 SP:Iteration 27Q (5212.783825 sec): 3 clusters Score: Raw -3267902.273355 + Penalty 3297.845765 = -3264604.427590 nChanged 82 SP:Iteration 28Q (5212.870443 sec): 3 clusters Score: Raw -3267918.951088 + Penalty 3297.845765 = -3264621.105323 nChanged 67 SP:Iteration 29Q (5212.957043 sec): 3 clusters Score: Raw -3267931.344341 + Penalty 3297.845765 = -3264633.498577 nChanged 60 SP:Iteration 30Q (5213.044772 sec): 3 clusters Score: Raw -3267941.970452 + Penalty 3297.845765 = -3264644.124687 nChanged 60 SP:Iteration 31Q (5213.132775 sec): 3 clusters Score: Raw -3267952.074081 + Penalty 3297.845765 = -3264654.228316 nChanged 63 SP:Iteration 32Q (5213.220885 sec): 3 clusters Score: Raw -3267959.389027 + Penalty 3297.845765 = -3264661.543263 nChanged 48 SP:Iteration 33Q (5213.308736 sec): 3 clusters Score: Raw -3267965.629928 + Penalty 3297.845765 = -3264667.784163 nChanged 46 SP:Iteration 34Q (5213.394995 sec): 3 clusters Score: Raw -3267971.737401 + Penalty 3297.845765 = -3264673.891636 nChanged 41 SP:Iteration 35Q (5213.481122 sec): 3 clusters Score: Raw -3267976.284536 + Penalty 3297.845765 = -3264678.438771 nChanged 32 SP:Iteration 36Q (5213.560582 sec): 3 clusters Score: Raw -3267979.642329 + Penalty 3297.845765 = -3264681.796564 nChanged 43 SP:Iteration 37Q (5213.639324 sec): 3 clusters Score: Raw -3267983.360666 + Penalty 3297.845765 = -3264685.514901 nChanged 25 SP:Iteration 38Q (5213.724056 sec): 3 clusters Score: Raw -3267985.861812 + Penalty 3297.845765 = -3264688.016047 nChanged 26 SP:Iteration 39Q (5213.809542 sec): 3 clusters Score: Raw -3267987.881682 + Penalty 3297.845765 = -3264690.035917 nChanged 23 SP:Iteration 40F (5213.901584 sec): 3 clusters Score: Raw -3267990.235406 + Penalty 3297.845765 = -3264692.389641 nChanged 29 SP:Iteration 41Q (5213.984346 sec): 3 clusters Score: Raw -3267992.678222 + Penalty 3297.845765 = -3264694.832457 nChanged 18 SP:Iteration 42Q (5214.030171 sec): 3 clusters Score: Raw -3267993.783328 + Penalty 3297.845765 = -3264695.937563 nChanged 12 SP:Iteration 43Q (5214.117555 sec): 3 clusters Score: Raw -3267994.672944 + Penalty 3297.845765 = -3264696.827179 nChanged 12 SP:Iteration 44Q (5214.202628 sec): 3 clusters Score: Raw -3267995.379503 + Penalty 3297.845765 = -3264697.533738 nChanged 8 SP:Iteration 45Q (5214.287825 sec): 3 clusters Score: Raw -3267995.750213 + Penalty 3297.845765 = -3264697.904449 nChanged 6 SP:Iteration 46Q (5214.372163 sec): 3 clusters Score: Raw -3267996.041589 + Penalty 3297.845765 = -3264698.195825 nChanged 3 SP:Iteration 47Q (5214.457415 sec): 3 clusters Score: Raw -3267996.229161 + Penalty 3297.845765 = -3264698.383396 nChanged 4 SP:Iteration 48Q (5214.542037 sec): 3 clusters Score: Raw -3267996.546649 + Penalty 3297.845765 = -3264698.700885 nChanged 6 SP:Iteration 49Q (5214.627314 sec): 3 clusters Score: Raw -3267996.902842 + Penalty 3297.845765 = -3264699.057077 nChanged 6 SP:Iteration 50Q (5214.711719 sec): 3 clusters Score: Raw -3267997.360256 + Penalty 3297.845765 = -3264699.514491 nChanged 9 SP:Iteration 51Q (5214.796821 sec): 3 clusters Score: Raw -3267997.835890 + Penalty 3297.845765 = -3264699.990125 nChanged 5 SP:Iteration 52Q (5214.872979 sec): 3 clusters Score: Raw -3267998.013355 + Penalty 3297.845765 = -3264700.167591 nChanged 4 SP:Iteration 53Q (5214.957802 sec): 3 clusters Score: Raw -3267998.211401 + Penalty 3297.845765 = -3264700.365637 nChanged 5 SP:Iteration 54Q (5215.032179 sec): 3 clusters Score: Raw -3267998.365573 + Penalty 3297.845765 = -3264700.519809 nChanged 1 SP:Iteration 55Q (5215.117073 sec): 3 clusters Score: Raw -3267998.381774 + Penalty 3297.845765 = -3264700.536009 nChanged 1 SP:Iteration 56Q (5215.189681 sec): 3 clusters Score: Raw -3267998.440838 + Penalty 3297.845765 = -3264700.595074 nChanged 3 SP:Iteration 57Q (5215.279797 sec): 3 clusters Score: Raw -3267998.688986 + Penalty 3297.845765 = -3264700.843221 nChanged 4 SP:Iteration 58Q (5215.354605 sec): 3 clusters Score: Raw -3267999.041729 + Penalty 3297.845765 = -3264701.195964 nChanged 6 SP:Iteration 59Q (5215.445128 sec): 3 clusters Score: Raw -3267999.387571 + Penalty 3297.845765 = -3264701.541806 nChanged 5 SP:Iteration 60F (5215.526634 sec): 3 clusters Score: Raw -3267999.715588 + Penalty 3297.845765 = -3264701.869824 nChanged 6 SP:Iteration 61Q (5215.601305 sec): 3 clusters Score: Raw -3268000.389897 + Penalty 3297.845765 = -3264702.544132 nChanged 12 SP:Iteration 62Q (5215.682786 sec): 3 clusters Score: Raw -3268001.455455 + Penalty 3297.845765 = -3264703.609691 nChanged 11 SP:Iteration 63Q (5215.767727 sec): 3 clusters Score: Raw -3268002.575759 + Penalty 3297.845765 = -3264704.729995 nChanged 16 SP:Iteration 64Q (5215.852033 sec): 3 clusters Score: Raw -3268003.718343 + Penalty 3297.845765 = -3264705.872579 nChanged 15 SP:Iteration 65Q (5215.936278 sec): 3 clusters Score: Raw -3268005.115122 + Penalty 3297.845765 = -3264707.269357 nChanged 14 SP:Iteration 66Q (5216.021037 sec): 3 clusters Score: Raw -3268006.114070 + Penalty 3297.845765 = -3264708.268305 nChanged 9 SP:Iteration 67Q (5216.108954 sec): 3 clusters Score: Raw -3268006.673492 + Penalty 3297.845765 = -3264708.827727 nChanged 2 SP:Iteration 68Q (5216.179121 sec): 3 clusters Score: Raw -3268006.815260 + Penalty 3297.845765 = -3264708.969495 nChanged 1 SP:Iteration 69Q (5216.255768 sec): 3 clusters Score: Raw -3268006.910306 + Penalty 3297.845765 = -3264709.064541 nChanged 2 SP:Iteration 70Q (5216.345401 sec): 3 clusters Score: Raw -3268006.964140 + Penalty 3297.845765 = -3264709.118375 nChanged 0 SP:Iteration 71F (5216.437499 sec): 3 clusters Score: Raw -3268006.964140 + Penalty 3297.845765 = -3264709.118375 nChanged 0 Trying to split cluster 23 (7706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5216.476059 sec): 2 clusters Score: Raw -941980.763424 + Penalty 1454.335110 = -940526.428314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5216.520665 sec): 3 clusters Score: Raw -937842.045388 + Penalty 2908.670221 = -934933.375167 nChanged 3230 SP:Iteration 1F (5216.590027 sec): 3 clusters Score: Raw -939574.495762 + Penalty 2908.670221 = -936665.825541 nChanged 544 SP:Iteration 2F (5216.634380 sec): 3 clusters Score: Raw -939886.660998 + Penalty 2908.670221 = -936977.990777 nChanged 472 SP:Iteration 3F (5216.703659 sec): 3 clusters Score: Raw -940188.385114 + Penalty 2908.670221 = -937279.714893 nChanged 478 SP:Iteration 4F (5216.756183 sec): 3 clusters Score: Raw -940508.013539 + Penalty 2908.670221 = -937599.343319 nChanged 424 SP:Iteration 5F (5216.818183 sec): 3 clusters Score: Raw -940814.663759 + Penalty 2908.670221 = -937905.993539 nChanged 397 SP:Iteration 6F (5216.880954 sec): 3 clusters Score: Raw -941086.823407 + Penalty 2908.670221 = -938178.153186 nChanged 368 SP:Iteration 7Q (5216.942264 sec): 3 clusters Score: Raw -941363.331034 + Penalty 2908.670221 = -938454.660814 nChanged 359 SP:Iteration 8Q (5217.000035 sec): 3 clusters Score: Raw -941658.238394 + Penalty 2908.670221 = -938749.568174 nChanged 333 SP:Iteration 9Q (5217.059827 sec): 3 clusters Score: Raw -941954.508675 + Penalty 2908.670221 = -939045.838454 nChanged 332 SP:Iteration 10Q (5217.121785 sec): 3 clusters Score: Raw -942253.823217 + Penalty 2908.670221 = -939345.152996 nChanged 313 SP:Iteration 11Q (5217.183065 sec): 3 clusters Score: Raw -942512.700072 + Penalty 2908.670221 = -939604.029851 nChanged 251 SP:Iteration 12Q (5217.244325 sec): 3 clusters Score: Raw -942676.441844 + Penalty 2908.670221 = -939767.771624 nChanged 189 SP:Iteration 13Q (5217.305322 sec): 3 clusters Score: Raw -942778.670805 + Penalty 2908.670221 = -939870.000584 nChanged 136 SP:Iteration 14Q (5217.366224 sec): 3 clusters Score: Raw -942832.530720 + Penalty 2908.670221 = -939923.860499 nChanged 88 SP:Iteration 15Q (5217.421812 sec): 3 clusters Score: Raw -942860.527649 + Penalty 2908.670221 = -939951.857428 nChanged 63 SP:Iteration 16Q (5217.485803 sec): 3 clusters Score: Raw -942877.228265 + Penalty 2908.670221 = -939968.558044 nChanged 55 SP:Iteration 17Q (5217.548881 sec): 3 clusters Score: Raw -942892.742731 + Penalty 2908.670221 = -939984.072510 nChanged 51 SP:Iteration 18Q (5217.603667 sec): 3 clusters Score: Raw -942906.531537 + Penalty 2908.670221 = -939997.861316 nChanged 35 SP:Iteration 19Q (5217.666426 sec): 3 clusters Score: Raw -942913.496095 + Penalty 2908.670221 = -940004.825875 nChanged 29 SP:Iteration 20F (5217.729646 sec): 3 clusters Score: Raw -942919.068994 + Penalty 2908.670221 = -940010.398774 nChanged 19 SP:Iteration 21Q (5217.792387 sec): 3 clusters Score: Raw -942922.853359 + Penalty 2908.670221 = -940014.183138 nChanged 25 SP:Iteration 22Q (5217.855063 sec): 3 clusters Score: Raw -942928.124628 + Penalty 2908.670221 = -940019.454408 nChanged 20 SP:Iteration 23Q (5217.906467 sec): 3 clusters Score: Raw -942932.403688 + Penalty 2908.670221 = -940023.733467 nChanged 25 SP:Iteration 24Q (5217.960086 sec): 3 clusters Score: Raw -942937.715486 + Penalty 2908.670221 = -940029.045265 nChanged 21 SP:Iteration 25Q (5218.014455 sec): 3 clusters Score: Raw -942941.884111 + Penalty 2908.670221 = -940033.213890 nChanged 18 SP:Iteration 26Q (5218.063772 sec): 3 clusters Score: Raw -942944.981054 + Penalty 2908.670221 = -940036.310834 nChanged 14 SP:Iteration 27Q (5218.127108 sec): 3 clusters Score: Raw -942947.286608 + Penalty 2908.670221 = -940038.616387 nChanged 14 SP:Iteration 28Q (5218.190734 sec): 3 clusters Score: Raw -942949.712515 + Penalty 2908.670221 = -940041.042295 nChanged 13 SP:Iteration 29Q (5218.249920 sec): 3 clusters Score: Raw -942952.125449 + Penalty 2908.670221 = -940043.455228 nChanged 15 SP:Iteration 30Q (5218.303901 sec): 3 clusters Score: Raw -942954.222452 + Penalty 2908.670221 = -940045.552231 nChanged 7 SP:Iteration 31Q (5218.362639 sec): 3 clusters Score: Raw -942955.269013 + Penalty 2908.670221 = -940046.598792 nChanged 5 SP:Iteration 32Q (5218.422745 sec): 3 clusters Score: Raw -942955.835361 + Penalty 2908.670221 = -940047.165140 nChanged 5 SP:Iteration 33Q (5218.481482 sec): 3 clusters Score: Raw -942956.814234 + Penalty 2908.670221 = -940048.144013 nChanged 6 SP:Iteration 34Q (5218.541924 sec): 3 clusters Score: Raw -942958.184859 + Penalty 2908.670221 = -940049.514638 nChanged 5 SP:Iteration 35Q (5218.602318 sec): 3 clusters Score: Raw -942959.085399 + Penalty 2908.670221 = -940050.415179 nChanged 8 SP:Iteration 36Q (5218.662719 sec): 3 clusters Score: Raw -942960.081157 + Penalty 2908.670221 = -940051.410936 nChanged 5 SP:Iteration 37Q (5218.722110 sec): 3 clusters Score: Raw -942960.701415 + Penalty 2908.670221 = -940052.031194 nChanged 7 SP:Iteration 38Q (5218.782540 sec): 3 clusters Score: Raw -942961.503141 + Penalty 2908.670221 = -940052.832920 nChanged 7 SP:Iteration 39Q (5218.841954 sec): 3 clusters Score: Raw -942962.410636 + Penalty 2908.670221 = -940053.740415 nChanged 4 SP:Iteration 40F (5218.903320 sec): 3 clusters Score: Raw -942963.041507 + Penalty 2908.670221 = -940054.371287 nChanged 6 SP:Iteration 41Q (5218.963664 sec): 3 clusters Score: Raw -942963.704215 + Penalty 2908.670221 = -940055.033994 nChanged 4 SP:Iteration 42Q (5219.022432 sec): 3 clusters Score: Raw -942963.975748 + Penalty 2908.670221 = -940055.305528 nChanged 2 SP:Iteration 43Q (5219.080787 sec): 3 clusters Score: Raw -942964.207861 + Penalty 2908.670221 = -940055.537640 nChanged 2 SP:Iteration 44Q (5219.140872 sec): 3 clusters Score: Raw -942964.572863 + Penalty 2908.670221 = -940055.902642 nChanged 5 SP:Iteration 45Q (5219.197976 sec): 3 clusters Score: Raw -942965.579624 + Penalty 2908.670221 = -940056.909403 nChanged 3 SP:Iteration 46Q (5219.258307 sec): 3 clusters Score: Raw -942966.086305 + Penalty 2908.670221 = -940057.416084 nChanged 5 SP:Iteration 47Q (5219.318659 sec): 3 clusters Score: Raw -942966.949454 + Penalty 2908.670221 = -940058.279233 nChanged 6 SP:Iteration 48Q (5219.377985 sec): 3 clusters Score: Raw -942967.674764 + Penalty 2908.670221 = -940059.004543 nChanged 2 SP:Iteration 49Q (5219.435923 sec): 3 clusters Score: Raw -942967.860448 + Penalty 2908.670221 = -940059.190227 nChanged 1 SP:Iteration 50Q (5219.495923 sec): 3 clusters Score: Raw -942967.915204 + Penalty 2908.670221 = -940059.244983 nChanged 1 SP:Iteration 51Q (5219.553514 sec): 3 clusters Score: Raw -942968.033140 + Penalty 2908.670221 = -940059.362919 nChanged 2 SP:Iteration 52Q (5219.613630 sec): 3 clusters Score: Raw -942968.364221 + Penalty 2908.670221 = -940059.694001 nChanged 5 SP:Iteration 53Q (5219.674072 sec): 3 clusters Score: Raw -942969.030882 + Penalty 2908.670221 = -940060.360661 nChanged 3 SP:Iteration 54Q (5219.734173 sec): 3 clusters Score: Raw -942969.355057 + Penalty 2908.670221 = -940060.684836 nChanged 0 SP:Iteration 55F (5219.792583 sec): 3 clusters Score: Raw -942969.355057 + Penalty 2908.670221 = -940060.684836 nChanged 0 Trying to split cluster 24 (34740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5219.867535 sec): 2 clusters Score: Raw -4164906.571748 + Penalty 1699.042644 = -4163207.529104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5219.980271 sec): 3 clusters Score: Raw -4143526.330292 + Penalty 3398.085288 = -4140128.245004 nChanged 16102 SP:Iteration 1F (5220.085802 sec): 3 clusters Score: Raw -4153471.136301 + Penalty 3398.085288 = -4150073.051013 nChanged 2789 SP:Iteration 2F (5220.192842 sec): 3 clusters Score: Raw -4156434.104634 + Penalty 3398.085288 = -4153036.019346 nChanged 3717 SP:Iteration 3F (5220.300122 sec): 3 clusters Score: Raw -4162018.408015 + Penalty 3398.085288 = -4158620.322727 nChanged 3909 SP:Iteration 4F (5220.397881 sec): 3 clusters Score: Raw -4168233.543898 + Penalty 3398.085288 = -4164835.458610 nChanged 3138 SP:Iteration 5F (5220.505467 sec): 3 clusters Score: Raw -4171958.348668 + Penalty 3398.085288 = -4168560.263380 nChanged 2184 SP:Iteration 6F (5220.603982 sec): 3 clusters Score: Raw -4173718.520004 + Penalty 3398.085288 = -4170320.434717 nChanged 1356 SP:Iteration 7Q (5220.697702 sec): 3 clusters Score: Raw -4174401.713550 + Penalty 3398.085288 = -4171003.628262 nChanged 833 SP:Iteration 8Q (5220.801905 sec): 3 clusters Score: Raw -4174663.060960 + Penalty 3398.085288 = -4171264.975672 nChanged 531 SP:Iteration 9Q (5220.906536 sec): 3 clusters Score: Raw -4174781.499970 + Penalty 3398.085288 = -4171383.414682 nChanged 363 SP:Iteration 10Q (5221.008557 sec): 3 clusters Score: Raw -4174840.475095 + Penalty 3398.085288 = -4171442.389808 nChanged 209 SP:Iteration 11Q (5221.107877 sec): 3 clusters Score: Raw -4174864.493639 + Penalty 3398.085288 = -4171466.408351 nChanged 141 SP:Iteration 12Q (5221.211590 sec): 3 clusters Score: Raw -4174879.377276 + Penalty 3398.085288 = -4171481.291988 nChanged 126 SP:Iteration 13Q (5221.312971 sec): 3 clusters Score: Raw -4174891.673857 + Penalty 3398.085288 = -4171493.588569 nChanged 91 SP:Iteration 14Q (5221.406525 sec): 3 clusters Score: Raw -4174899.350813 + Penalty 3398.085288 = -4171501.265525 nChanged 83 SP:Iteration 15Q (5221.509764 sec): 3 clusters Score: Raw -4174906.720266 + Penalty 3398.085288 = -4171508.634978 nChanged 85 SP:Iteration 16Q (5221.605201 sec): 3 clusters Score: Raw -4174913.212037 + Penalty 3398.085288 = -4171515.126749 nChanged 61 SP:Iteration 17Q (5221.697984 sec): 3 clusters Score: Raw -4174916.858614 + Penalty 3398.085288 = -4171518.773326 nChanged 59 SP:Iteration 18Q (5221.792226 sec): 3 clusters Score: Raw -4174920.336794 + Penalty 3398.085288 = -4171522.251506 nChanged 51 SP:Iteration 19Q (5221.888183 sec): 3 clusters Score: Raw -4174922.654392 + Penalty 3398.085288 = -4171524.569104 nChanged 33 SP:Iteration 20F (5221.995153 sec): 3 clusters Score: Raw -4174923.842444 + Penalty 3398.085288 = -4171525.757156 nChanged 23 SP:Iteration 21Q (5222.098563 sec): 3 clusters Score: Raw -4174924.773904 + Penalty 3398.085288 = -4171526.688616 nChanged 18 SP:Iteration 22Q (5222.195602 sec): 3 clusters Score: Raw -4174925.672099 + Penalty 3398.085288 = -4171527.586811 nChanged 21 SP:Iteration 23Q (5222.299412 sec): 3 clusters Score: Raw -4174926.539722 + Penalty 3398.085288 = -4171528.454434 nChanged 17 SP:Iteration 24Q (5222.403931 sec): 3 clusters Score: Raw -4174927.083567 + Penalty 3398.085288 = -4171528.998279 nChanged 7 SP:Iteration 25Q (5222.508458 sec): 3 clusters Score: Raw -4174927.455316 + Penalty 3398.085288 = -4171529.370028 nChanged 9 SP:Iteration 26Q (5222.612676 sec): 3 clusters Score: Raw -4174927.766092 + Penalty 3398.085288 = -4171529.680805 nChanged 5 SP:Iteration 27Q (5222.717217 sec): 3 clusters Score: Raw -4174927.925360 + Penalty 3398.085288 = -4171529.840072 nChanged 7 SP:Iteration 28Q (5222.815231 sec): 3 clusters Score: Raw -4174928.084341 + Penalty 3398.085288 = -4171529.999053 nChanged 5 SP:Iteration 29Q (5222.909072 sec): 3 clusters Score: Raw -4174928.275664 + Penalty 3398.085288 = -4171530.190376 nChanged 1 SP:Iteration 30Q (5223.013213 sec): 3 clusters Score: Raw -4174928.289733 + Penalty 3398.085288 = -4171530.204445 nChanged 0 SP:Iteration 31F (5223.116538 sec): 3 clusters Score: Raw -4174928.289733 + Penalty 3398.085288 = -4171530.204445 nChanged 0 Score: Raw -132272350.433458 + Penalty 99148.037566 = -132173202.395892 Splitting cluster 24 changes total score from -132152804.055191 to -132173202.395892 So it's getting split into cluster 44. Trying to split cluster 25 (1607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5251.838913 sec): 2 clusters Score: Raw -192690.936096 + Penalty 1199.595209 = -191491.340887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5251.890201 sec): 3 clusters Score: Raw -192084.137686 + Penalty 2399.190419 = -189684.947267 nChanged 551 SP:Iteration 1F (5251.934752 sec): 3 clusters Score: Raw -192776.455311 + Penalty 2399.190419 = -190377.264892 nChanged 189 SP:Iteration 2F (5251.982669 sec): 3 clusters Score: Raw -193172.637578 + Penalty 2399.190419 = -190773.447159 nChanged 154 SP:Iteration 3F (5252.020437 sec): 3 clusters Score: Raw -193608.682159 + Penalty 2399.190419 = -191209.491740 nChanged 115 SP:Iteration 4F (5252.070337 sec): 3 clusters Score: Raw -193883.473086 + Penalty 2399.190419 = -191484.282667 nChanged 88 SP:Iteration 5F (5252.130743 sec): 3 clusters Score: Raw -194009.660046 + Penalty 2399.190419 = -191610.469627 nChanged 55 SP:Iteration 6Q (5252.179111 sec): 3 clusters Score: Raw -194104.656336 + Penalty 2399.190419 = -191705.465917 nChanged 49 SP:Iteration 7Q (5252.227779 sec): 3 clusters Score: Raw -194203.733848 + Penalty 2399.190419 = -191804.543429 nChanged 39 SP:Iteration 8Q (5252.265295 sec): 3 clusters Score: Raw -194264.026891 + Penalty 2399.190419 = -191864.836472 nChanged 32 SP:Iteration 9Q (5252.312774 sec): 3 clusters Score: Raw -194302.335848 + Penalty 2399.190419 = -191903.145429 nChanged 18 SP:Iteration 10Q (5252.362748 sec): 3 clusters Score: Raw -194322.636244 + Penalty 2399.190419 = -191923.445825 nChanged 22 SP:Iteration 11Q (5252.411842 sec): 3 clusters Score: Raw -194350.553502 + Penalty 2399.190419 = -191951.363084 nChanged 19 SP:Iteration 12Q (5252.455552 sec): 3 clusters Score: Raw -194375.713578 + Penalty 2399.190419 = -191976.523159 nChanged 20 SP:Iteration 13Q (5252.496780 sec): 3 clusters Score: Raw -194405.629463 + Penalty 2399.190419 = -192006.439044 nChanged 14 SP:Iteration 14Q (5252.544708 sec): 3 clusters Score: Raw -194425.142898 + Penalty 2399.190419 = -192025.952479 nChanged 10 SP:Iteration 15Q (5252.591787 sec): 3 clusters Score: Raw -194436.543692 + Penalty 2399.190419 = -192037.353273 nChanged 7 SP:Iteration 16Q (5252.645434 sec): 3 clusters Score: Raw -194440.151300 + Penalty 2399.190419 = -192040.960881 nChanged 3 SP:Iteration 17Q (5252.681730 sec): 3 clusters Score: Raw -194442.230786 + Penalty 2399.190419 = -192043.040367 nChanged 1 SP:Iteration 18Q (5252.704735 sec): 3 clusters Score: Raw -194443.078686 + Penalty 2399.190419 = -192043.888267 nChanged 2 SP:Iteration 19Q (5252.712322 sec): 3 clusters Score: Raw -194446.930319 + Penalty 2399.190419 = -192047.739900 nChanged 7 SP:Iteration 20F (5252.760338 sec): 3 clusters Score: Raw -194454.950314 + Penalty 2399.190419 = -192055.759896 nChanged 6 SP:Iteration 21Q (5252.799335 sec): 3 clusters Score: Raw -194465.693960 + Penalty 2399.190419 = -192066.503541 nChanged 8 SP:Iteration 22Q (5252.853556 sec): 3 clusters Score: Raw -194476.249195 + Penalty 2399.190419 = -192077.058776 nChanged 6 SP:Iteration 23Q (5252.897894 sec): 3 clusters Score: Raw -194480.970202 + Penalty 2399.190419 = -192081.779783 nChanged 2 SP:Iteration 24Q (5252.937343 sec): 3 clusters Score: Raw -194482.702862 + Penalty 2399.190419 = -192083.512443 nChanged 2 SP:Iteration 25Q (5252.991460 sec): 3 clusters Score: Raw -194484.265135 + Penalty 2399.190419 = -192085.074716 nChanged 1 SP:Iteration 26Q (5253.036771 sec): 3 clusters Score: Raw -194485.250145 + Penalty 2399.190419 = -192086.059726 nChanged 2 SP:Iteration 27Q (5253.086528 sec): 3 clusters Score: Raw -194487.674396 + Penalty 2399.190419 = -192088.483978 nChanged 3 SP:Iteration 28Q (5253.129563 sec): 3 clusters Score: Raw -194490.947676 + Penalty 2399.190419 = -192091.757257 nChanged 5 SP:Iteration 29Q (5253.180243 sec): 3 clusters Score: Raw -194493.529424 + Penalty 2399.190419 = -192094.339005 nChanged 3 SP:Iteration 30Q (5253.223408 sec): 3 clusters Score: Raw -194495.289304 + Penalty 2399.190419 = -192096.098885 nChanged 1 SP:Iteration 31Q (5253.281629 sec): 3 clusters Score: Raw -194496.214897 + Penalty 2399.190419 = -192097.024478 nChanged 2 SP:Iteration 32Q (5253.333742 sec): 3 clusters Score: Raw -194500.838995 + Penalty 2399.190419 = -192101.648576 nChanged 0 SP:Iteration 33F (5253.375031 sec): 3 clusters Score: Raw -194500.838995 + Penalty 2399.190419 = -192101.648576 nChanged 0 Score: Raw -132274160.336357 + Penalty 101401.402056 = -132172758.934301 Splitting cluster 25 changes total score from -132152804.055191 to -132172758.934301 So it's getting split into cluster 45. Trying to split cluster 26 (2099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5283.353968 sec): 2 clusters Score: Raw -227509.405907 + Penalty 1242.997652 = -226266.408255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5283.403680 sec): 3 clusters Score: Raw -226686.355011 + Penalty 2485.995304 = -224200.359707 nChanged 749 SP:Iteration 1F (5283.445034 sec): 3 clusters Score: Raw -227649.903618 + Penalty 2485.995304 = -225163.908314 nChanged 257 SP:Iteration 2F (5283.494161 sec): 3 clusters Score: Raw -228086.679028 + Penalty 2485.995304 = -225600.683724 nChanged 160 SP:Iteration 3F (5283.544172 sec): 3 clusters Score: Raw -228395.229313 + Penalty 2485.995304 = -225909.234009 nChanged 136 SP:Iteration 4F (5283.593369 sec): 3 clusters Score: Raw -228682.662155 + Penalty 2485.995304 = -226196.666851 nChanged 123 SP:Iteration 5F (5283.653247 sec): 3 clusters Score: Raw -229048.709784 + Penalty 2485.995304 = -226562.714480 nChanged 122 SP:Iteration 6F (5283.700969 sec): 3 clusters Score: Raw -229340.352757 + Penalty 2485.995304 = -226854.357453 nChanged 80 SP:Iteration 7Q (5283.752713 sec): 3 clusters Score: Raw -229441.882530 + Penalty 2485.995304 = -226955.887226 nChanged 46 SP:Iteration 8Q (5283.791924 sec): 3 clusters Score: Raw -229502.375589 + Penalty 2485.995304 = -227016.380285 nChanged 49 SP:Iteration 9Q (5283.838455 sec): 3 clusters Score: Raw -229566.557122 + Penalty 2485.995304 = -227080.561818 nChanged 52 SP:Iteration 10Q (5283.899940 sec): 3 clusters Score: Raw -229644.403810 + Penalty 2485.995304 = -227158.408506 nChanged 39 SP:Iteration 11Q (5283.948107 sec): 3 clusters Score: Raw -229713.216460 + Penalty 2485.995304 = -227227.221157 nChanged 39 SP:Iteration 12Q (5283.998524 sec): 3 clusters Score: Raw -229762.457939 + Penalty 2485.995304 = -227276.462635 nChanged 24 SP:Iteration 13Q (5284.045728 sec): 3 clusters Score: Raw -229782.120509 + Penalty 2485.995304 = -227296.125205 nChanged 16 SP:Iteration 14Q (5284.094614 sec): 3 clusters Score: Raw -229792.416416 + Penalty 2485.995304 = -227306.421112 nChanged 10 SP:Iteration 15Q (5284.137552 sec): 3 clusters Score: Raw -229799.055553 + Penalty 2485.995304 = -227313.060249 nChanged 5 SP:Iteration 16Q (5284.195285 sec): 3 clusters Score: Raw -229801.222544 + Penalty 2485.995304 = -227315.227240 nChanged 3 SP:Iteration 17Q (5284.235342 sec): 3 clusters Score: Raw -229804.260374 + Penalty 2485.995304 = -227318.265071 nChanged 0 SP:Iteration 18F (5284.284388 sec): 3 clusters Score: Raw -229805.954324 + Penalty 2485.995304 = -227319.959020 nChanged 2 SP:Iteration 19Q (5284.323939 sec): 3 clusters Score: Raw -229811.671528 + Penalty 2485.995304 = -227325.676224 nChanged 3 SP:Iteration 20F (5284.372406 sec): 3 clusters Score: Raw -229814.881213 + Penalty 2485.995304 = -227328.885909 nChanged 5 SP:Iteration 21Q (5284.411847 sec): 3 clusters Score: Raw -229819.627739 + Penalty 2485.995304 = -227333.632435 nChanged 7 SP:Iteration 22Q (5284.460502 sec): 3 clusters Score: Raw -229822.864444 + Penalty 2485.995304 = -227336.869140 nChanged 3 SP:Iteration 23Q (5284.507650 sec): 3 clusters Score: Raw -229823.606736 + Penalty 2485.995304 = -227337.611432 nChanged 0 SP:Iteration 24F (5284.548321 sec): 3 clusters Score: Raw -229823.606736 + Penalty 2485.995304 = -227337.611432 nChanged 0 Score: Raw -132276474.537186 + Penalty 103654.766546 = -132172819.770639 Splitting cluster 26 changes total score from -132152804.055191 to -132172819.770639 So it's getting split into cluster 46. Trying to split cluster 27 (6258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5314.931836 sec): 2 clusters Score: Raw -792030.549431 + Penalty 1420.512588 = -790610.036843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5314.990650 sec): 3 clusters Score: Raw -788687.239849 + Penalty 2841.025175 = -785846.214674 nChanged 2587 SP:Iteration 1F (5315.048761 sec): 3 clusters Score: Raw -790076.853627 + Penalty 2841.025175 = -787235.828452 nChanged 468 SP:Iteration 2F (5315.106926 sec): 3 clusters Score: Raw -790301.002910 + Penalty 2841.025175 = -787459.977734 nChanged 342 SP:Iteration 3F (5315.165929 sec): 3 clusters Score: Raw -790473.791579 + Penalty 2841.025175 = -787632.766404 nChanged 296 SP:Iteration 4Q (5315.223544 sec): 3 clusters Score: Raw -790604.062650 + Penalty 2841.025175 = -787763.037475 nChanged 263 SP:Iteration 5Q (5315.293053 sec): 3 clusters Score: Raw -790733.768196 + Penalty 2841.025175 = -787892.743021 nChanged 251 SP:Iteration 6Q (5315.340506 sec): 3 clusters Score: Raw -790903.057944 + Penalty 2841.025175 = -788062.032768 nChanged 312 SP:Iteration 7Q (5315.398910 sec): 3 clusters Score: Raw -791178.628890 + Penalty 2841.025175 = -788337.603714 nChanged 390 SP:Iteration 8F (5315.452267 sec): 3 clusters Score: Raw -791533.808721 + Penalty 2841.025175 = -788692.783546 nChanged 424 SP:Iteration 9F (5315.510729 sec): 3 clusters Score: Raw -792024.473927 + Penalty 2841.025175 = -789183.448751 nChanged 424 SP:Iteration 10F (5315.567262 sec): 3 clusters Score: Raw -792579.701431 + Penalty 2841.025175 = -789738.676255 nChanged 408 SP:Iteration 11F (5315.625389 sec): 3 clusters Score: Raw -793264.841379 + Penalty 2841.025175 = -790423.816204 nChanged 331 SP:Iteration 12F (5315.683215 sec): 3 clusters Score: Raw -793665.568973 + Penalty 2841.025175 = -790824.543797 nChanged 221 SP:Iteration 13Q (5315.741805 sec): 3 clusters Score: Raw -793899.090302 + Penalty 2841.025175 = -791058.065126 nChanged 136 SP:Iteration 14Q (5315.796983 sec): 3 clusters Score: Raw -794033.860712 + Penalty 2841.025175 = -791192.835537 nChanged 76 SP:Iteration 15Q (5315.866494 sec): 3 clusters Score: Raw -794085.348988 + Penalty 2841.025175 = -791244.323813 nChanged 38 SP:Iteration 16Q (5315.907267 sec): 3 clusters Score: Raw -794102.460173 + Penalty 2841.025175 = -791261.434997 nChanged 32 SP:Iteration 17Q (5315.964255 sec): 3 clusters Score: Raw -794113.652947 + Penalty 2841.025175 = -791272.627771 nChanged 23 SP:Iteration 18Q (5316.021525 sec): 3 clusters Score: Raw -794122.713467 + Penalty 2841.025175 = -791281.688291 nChanged 13 SP:Iteration 19Q (5316.074153 sec): 3 clusters Score: Raw -794126.209396 + Penalty 2841.025175 = -791285.184220 nChanged 5 SP:Iteration 20F (5316.130556 sec): 3 clusters Score: Raw -794127.425638 + Penalty 2841.025175 = -791286.400462 nChanged 2 SP:Iteration 21Q (5316.186965 sec): 3 clusters Score: Raw -794128.076633 + Penalty 2841.025175 = -791287.051457 nChanged 7 SP:Iteration 22Q (5316.243313 sec): 3 clusters Score: Raw -794129.258147 + Penalty 2841.025175 = -791288.232972 nChanged 4 SP:Iteration 23Q (5316.300034 sec): 3 clusters Score: Raw -794129.995262 + Penalty 2841.025175 = -791288.970087 nChanged 3 SP:Iteration 24Q (5316.356885 sec): 3 clusters Score: Raw -794130.695999 + Penalty 2841.025175 = -791289.670823 nChanged 1 SP:Iteration 25Q (5316.413610 sec): 3 clusters Score: Raw -794130.886226 + Penalty 2841.025175 = -791289.861050 nChanged 2 SP:Iteration 26Q (5316.464534 sec): 3 clusters Score: Raw -794131.433611 + Penalty 2841.025175 = -791290.408436 nChanged 0 SP:Iteration 27F (5316.523461 sec): 3 clusters Score: Raw -794131.433611 + Penalty 2841.025175 = -791290.408436 nChanged 0 Score: Raw -132278575.421366 + Penalty 105908.131037 = -132172667.290330 Splitting cluster 27 changes total score from -132152804.055191 to -132172667.290330 So it's getting split into cluster 47. Trying to split cluster 28 (22413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5347.045910 sec): 2 clusters Score: Raw -2922443.537459 + Penalty 1627.826919 = -2920815.710540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5347.131040 sec): 3 clusters Score: Raw -2908781.788605 + Penalty 3255.653839 = -2905526.134767 nChanged 10173 SP:Iteration 1F (5347.214623 sec): 3 clusters Score: Raw -2914505.955266 + Penalty 3255.653839 = -2911250.301427 nChanged 976 SP:Iteration 2Q (5347.298630 sec): 3 clusters Score: Raw -2914788.336189 + Penalty 3255.653839 = -2911532.682350 nChanged 809 SP:Iteration 3Q (5347.377176 sec): 3 clusters Score: Raw -2915008.098190 + Penalty 3255.653839 = -2911752.444351 nChanged 752 SP:Iteration 4Q (5347.465484 sec): 3 clusters Score: Raw -2915210.685039 + Penalty 3255.653839 = -2911955.031200 nChanged 700 SP:Iteration 5Q (5347.553920 sec): 3 clusters Score: Raw -2915394.223120 + Penalty 3255.653839 = -2912138.569281 nChanged 661 SP:Iteration 6Q (5347.636196 sec): 3 clusters Score: Raw -2915596.265715 + Penalty 3255.653839 = -2912340.611876 nChanged 712 SP:Iteration 7Q (5347.724433 sec): 3 clusters Score: Raw -2915860.000773 + Penalty 3255.653839 = -2912604.346935 nChanged 836 SP:Iteration 8Q (5347.815121 sec): 3 clusters Score: Raw -2916240.398586 + Penalty 3255.653839 = -2912984.744747 nChanged 1028 SP:Iteration 9Q (5347.906806 sec): 3 clusters Score: Raw -2916857.430936 + Penalty 3255.653839 = -2913601.777097 nChanged 1228 SP:Iteration 10F (5347.984328 sec): 3 clusters Score: Raw -2917700.979315 + Penalty 3255.653839 = -2914445.325476 nChanged 1310 SP:Iteration 11F (5348.073221 sec): 3 clusters Score: Raw -2918719.550622 + Penalty 3255.653839 = -2915463.896783 nChanged 1223 SP:Iteration 12F (5348.161954 sec): 3 clusters Score: Raw -2919746.418387 + Penalty 3255.653839 = -2916490.764548 nChanged 1004 SP:Iteration 13Q (5348.245389 sec): 3 clusters Score: Raw -2920626.151431 + Penalty 3255.653839 = -2917370.497593 nChanged 735 SP:Iteration 14Q (5348.327681 sec): 3 clusters Score: Raw -2921256.810951 + Penalty 3255.653839 = -2918001.157112 nChanged 513 SP:Iteration 15Q (5348.408739 sec): 3 clusters Score: Raw -2921666.889529 + Penalty 3255.653839 = -2918411.235691 nChanged 360 SP:Iteration 16Q (5348.488079 sec): 3 clusters Score: Raw -2921946.551231 + Penalty 3255.653839 = -2918690.897393 nChanged 258 SP:Iteration 17Q (5348.568188 sec): 3 clusters Score: Raw -2922162.573061 + Penalty 3255.653839 = -2918906.919223 nChanged 188 SP:Iteration 18Q (5348.635116 sec): 3 clusters Score: Raw -2922322.380175 + Penalty 3255.653839 = -2919066.726337 nChanged 117 SP:Iteration 19Q (5348.703526 sec): 3 clusters Score: Raw -2922420.475755 + Penalty 3255.653839 = -2919164.821917 nChanged 84 SP:Iteration 20F (5348.780809 sec): 3 clusters Score: Raw -2922499.425384 + Penalty 3255.653839 = -2919243.771545 nChanged 54 SP:Iteration 21Q (5348.854621 sec): 3 clusters Score: Raw -2922568.767871 + Penalty 3255.653839 = -2919313.114032 nChanged 34 SP:Iteration 22Q (5348.941014 sec): 3 clusters Score: Raw -2922603.459439 + Penalty 3255.653839 = -2919347.805600 nChanged 23 SP:Iteration 23Q (5349.008579 sec): 3 clusters Score: Raw -2922627.645712 + Penalty 3255.653839 = -2919371.991873 nChanged 13 SP:Iteration 24Q (5349.079415 sec): 3 clusters Score: Raw -2922637.559854 + Penalty 3255.653839 = -2919381.906015 nChanged 8 SP:Iteration 25Q (5349.154781 sec): 3 clusters Score: Raw -2922644.045333 + Penalty 3255.653839 = -2919388.391495 nChanged 3 SP:Iteration 26Q (5349.227570 sec): 3 clusters Score: Raw -2922645.772565 + Penalty 3255.653839 = -2919390.118726 nChanged 1 SP:Iteration 27Q (5349.298147 sec): 3 clusters Score: Raw -2922647.023604 + Penalty 3255.653839 = -2919391.369766 nChanged 1 SP:Iteration 28Q (5349.373263 sec): 3 clusters Score: Raw -2922647.762098 + Penalty 3255.653839 = -2919392.108259 nChanged 0 SP:Iteration 29F (5349.458214 sec): 3 clusters Score: Raw -2922647.762098 + Penalty 3255.653839 = -2919392.108259 nChanged 0 Trying to split cluster 29 (151928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5349.671546 sec): 2 clusters Score: Raw -19613684.207165 + Penalty 1938.813826 = -19611745.393339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5349.974597 sec): 3 clusters Score: Raw -19514039.586203 + Penalty 3877.627651 = -19510161.958552 nChanged 73089 SP:Iteration 1F (5350.271620 sec): 3 clusters Score: Raw -19558660.028850 + Penalty 3877.627651 = -19554782.401199 nChanged 8629 SP:Iteration 2F (5350.559746 sec): 3 clusters Score: Raw -19563977.735181 + Penalty 3877.627651 = -19560100.107530 nChanged 12012 SP:Iteration 3F (5350.854928 sec): 3 clusters Score: Raw -19575294.082719 + Penalty 3877.627651 = -19571416.455068 nChanged 15006 SP:Iteration 4F (5351.150229 sec): 3 clusters Score: Raw -19591442.095257 + Penalty 3877.627651 = -19587564.467606 nChanged 14624 SP:Iteration 5F (5351.445854 sec): 3 clusters Score: Raw -19605140.073148 + Penalty 3877.627651 = -19601262.445497 nChanged 10657 SP:Iteration 6F (5351.743094 sec): 3 clusters Score: Raw -19613536.533465 + Penalty 3877.627651 = -19609658.905814 nChanged 6701 SP:Iteration 7Q (5352.042456 sec): 3 clusters Score: Raw -19618829.728920 + Penalty 3877.627651 = -19614952.101269 nChanged 4323 SP:Iteration 8Q (5352.360181 sec): 3 clusters Score: Raw -19622506.075773 + Penalty 3877.627651 = -19618628.448121 nChanged 2756 SP:Iteration 9Q (5352.660157 sec): 3 clusters Score: Raw -19624388.016926 + Penalty 3877.627651 = -19620510.389275 nChanged 1811 SP:Iteration 10Q (5352.963433 sec): 3 clusters Score: Raw -19625256.906560 + Penalty 3877.627651 = -19621379.278909 nChanged 1306 SP:Iteration 11Q (5353.267698 sec): 3 clusters Score: Raw -19625692.919697 + Penalty 3877.627651 = -19621815.292046 nChanged 940 SP:Iteration 12Q (5353.536431 sec): 3 clusters Score: Raw -19625929.573835 + Penalty 3877.627651 = -19622051.946184 nChanged 797 SP:Iteration 13Q (5353.800107 sec): 3 clusters Score: Raw -19626092.869105 + Penalty 3877.627651 = -19622215.241454 nChanged 638 SP:Iteration 14Q (5354.070733 sec): 3 clusters Score: Raw -19626201.560190 + Penalty 3877.627651 = -19622323.932539 nChanged 554 SP:Iteration 15Q (5354.328081 sec): 3 clusters Score: Raw -19626281.287431 + Penalty 3877.627651 = -19622403.659780 nChanged 474 SP:Iteration 16Q (5354.586309 sec): 3 clusters Score: Raw -19626339.985650 + Penalty 3877.627651 = -19622462.357999 nChanged 414 SP:Iteration 17Q (5354.852585 sec): 3 clusters Score: Raw -19626383.082457 + Penalty 3877.627651 = -19622505.454806 nChanged 333 SP:Iteration 18Q (5355.105170 sec): 3 clusters Score: Raw -19626411.963335 + Penalty 3877.627651 = -19622534.335684 nChanged 286 SP:Iteration 19Q (5355.360575 sec): 3 clusters Score: Raw -19626434.106739 + Penalty 3877.627651 = -19622556.479088 nChanged 255 SP:Iteration 20F (5355.653756 sec): 3 clusters Score: Raw -19626451.189456 + Penalty 3877.627651 = -19622573.561805 nChanged 182 SP:Iteration 21Q (5355.916241 sec): 3 clusters Score: Raw -19626461.269919 + Penalty 3877.627651 = -19622583.642268 nChanged 166 SP:Iteration 22Q (5356.165142 sec): 3 clusters Score: Raw -19626469.610592 + Penalty 3877.627651 = -19622591.982940 nChanged 146 SP:Iteration 23Q (5356.426555 sec): 3 clusters Score: Raw -19626476.336648 + Penalty 3877.627651 = -19622598.708997 nChanged 122 SP:Iteration 24Q (5356.678488 sec): 3 clusters Score: Raw -19626480.972254 + Penalty 3877.627651 = -19622603.344603 nChanged 83 SP:Iteration 25Q (5356.926344 sec): 3 clusters Score: Raw -19626483.698701 + Penalty 3877.627651 = -19622606.071049 nChanged 68 SP:Iteration 26Q (5357.189002 sec): 3 clusters Score: Raw -19626486.105331 + Penalty 3877.627651 = -19622608.477680 nChanged 60 SP:Iteration 27Q (5357.439535 sec): 3 clusters Score: Raw -19626488.234557 + Penalty 3877.627651 = -19622610.606906 nChanged 55 SP:Iteration 28Q (5357.691777 sec): 3 clusters Score: Raw -19626489.793679 + Penalty 3877.627651 = -19622612.166028 nChanged 42 SP:Iteration 29Q (5357.973397 sec): 3 clusters Score: Raw -19626490.836574 + Penalty 3877.627651 = -19622613.208923 nChanged 38 SP:Iteration 30Q (5358.241515 sec): 3 clusters Score: Raw -19626491.895697 + Penalty 3877.627651 = -19622614.268046 nChanged 37 SP:Iteration 31Q (5358.532966 sec): 3 clusters Score: Raw -19626492.717406 + Penalty 3877.627651 = -19622615.089755 nChanged 28 SP:Iteration 32Q (5358.808169 sec): 3 clusters Score: Raw -19626493.353347 + Penalty 3877.627651 = -19622615.725696 nChanged 28 SP:Iteration 33Q (5359.089826 sec): 3 clusters Score: Raw -19626493.994534 + Penalty 3877.627651 = -19622616.366883 nChanged 25 SP:Iteration 34Q (5359.366200 sec): 3 clusters Score: Raw -19626494.589989 + Penalty 3877.627651 = -19622616.962338 nChanged 21 SP:Iteration 35Q (5359.644069 sec): 3 clusters Score: Raw -19626495.024081 + Penalty 3877.627651 = -19622617.396430 nChanged 24 SP:Iteration 36Q (5359.921611 sec): 3 clusters Score: Raw -19626495.551080 + Penalty 3877.627651 = -19622617.923429 nChanged 20 SP:Iteration 37Q (5360.196650 sec): 3 clusters Score: Raw -19626495.934355 + Penalty 3877.627651 = -19622618.306704 nChanged 12 SP:Iteration 38Q (5360.480304 sec): 3 clusters Score: Raw -19626496.237644 + Penalty 3877.627651 = -19622618.609993 nChanged 11 SP:Iteration 39Q (5360.742980 sec): 3 clusters Score: Raw -19626496.518647 + Penalty 3877.627651 = -19622618.890996 nChanged 12 SP:Iteration 40F (5361.068739 sec): 3 clusters Score: Raw -19626496.786410 + Penalty 3877.627651 = -19622619.158759 nChanged 10 SP:Iteration 41Q (5361.335192 sec): 3 clusters Score: Raw -19626496.913255 + Penalty 3877.627651 = -19622619.285604 nChanged 5 SP:Iteration 42Q (5361.619493 sec): 3 clusters Score: Raw -19626496.963205 + Penalty 3877.627651 = -19622619.335554 nChanged 4 SP:Iteration 43Q (5361.897948 sec): 3 clusters Score: Raw -19626497.041646 + Penalty 3877.627651 = -19622619.413994 nChanged 6 SP:Iteration 44Q (5362.166603 sec): 3 clusters Score: Raw -19626497.117005 + Penalty 3877.627651 = -19622619.489354 nChanged 4 SP:Iteration 45Q (5362.441625 sec): 3 clusters Score: Raw -19626497.181105 + Penalty 3877.627651 = -19622619.553454 nChanged 3 SP:Iteration 46Q (5362.728455 sec): 3 clusters Score: Raw -19626497.223711 + Penalty 3877.627651 = -19622619.596059 nChanged 4 SP:Iteration 47Q (5363.005161 sec): 3 clusters Score: Raw -19626497.252089 + Penalty 3877.627651 = -19622619.624438 nChanged 2 SP:Iteration 48Q (5363.278938 sec): 3 clusters Score: Raw -19626497.292177 + Penalty 3877.627651 = -19622619.664526 nChanged 2 SP:Iteration 49Q (5363.548232 sec): 3 clusters Score: Raw -19626497.301257 + Penalty 3877.627651 = -19622619.673606 nChanged 2 SP:Iteration 50Q (5363.831042 sec): 3 clusters Score: Raw -19626497.315180 + Penalty 3877.627651 = -19622619.687529 nChanged 3 SP:Iteration 51Q (5364.104923 sec): 3 clusters Score: Raw -19626497.339173 + Penalty 3877.627651 = -19622619.711522 nChanged 2 SP:Iteration 52Q (5364.382331 sec): 3 clusters Score: Raw -19626497.360254 + Penalty 3877.627651 = -19622619.732603 nChanged 1 SP:Iteration 53Q (5364.653419 sec): 3 clusters Score: Raw -19626497.382630 + Penalty 3877.627651 = -19622619.754978 nChanged 2 SP:Iteration 54Q (5364.929345 sec): 3 clusters Score: Raw -19626497.408238 + Penalty 3877.627651 = -19622619.780587 nChanged 2 SP:Iteration 55Q (5365.204824 sec): 3 clusters Score: Raw -19626497.423143 + Penalty 3877.627651 = -19622619.795492 nChanged 1 SP:Iteration 56Q (5365.478956 sec): 3 clusters Score: Raw -19626497.433580 + Penalty 3877.627651 = -19622619.805929 nChanged 2 SP:Iteration 57Q (5365.760829 sec): 3 clusters Score: Raw -19626497.442797 + Penalty 3877.627651 = -19622619.815146 nChanged 0 SP:Iteration 58F (5366.063676 sec): 3 clusters Score: Raw -19626497.442797 + Penalty 3877.627651 = -19622619.815146 nChanged 0 Score: Raw -132291388.657004 + Penalty 108161.495527 = -132183227.161477 Splitting cluster 29 changes total score from -132152804.055191 to -132183227.161477 So it's getting split into cluster 48. Trying to split cluster 30 (4028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5399.610768 sec): 2 clusters Score: Raw -478853.728267 + Penalty 1348.916604 = -477504.811663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5399.662796 sec): 3 clusters Score: Raw -476889.879327 + Penalty 2697.833207 = -474192.046120 nChanged 1634 SP:Iteration 1F (5399.715238 sec): 3 clusters Score: Raw -478606.560518 + Penalty 2697.833207 = -475908.727311 nChanged 532 SP:Iteration 2F (5399.755292 sec): 3 clusters Score: Raw -479823.519637 + Penalty 2697.833207 = -477125.686430 nChanged 486 SP:Iteration 3F (5399.807238 sec): 3 clusters Score: Raw -480780.297710 + Penalty 2697.833207 = -478082.464502 nChanged 300 SP:Iteration 4F (5399.854350 sec): 3 clusters Score: Raw -481174.887341 + Penalty 2697.833207 = -478477.054134 nChanged 154 SP:Iteration 5Q (5399.912667 sec): 3 clusters Score: Raw -481298.013683 + Penalty 2697.833207 = -478600.180475 nChanged 83 SP:Iteration 6Q (5399.960432 sec): 3 clusters Score: Raw -481347.508384 + Penalty 2697.833207 = -478649.675176 nChanged 54 SP:Iteration 7Q (5400.009637 sec): 3 clusters Score: Raw -481379.278962 + Penalty 2697.833207 = -478681.445755 nChanged 38 SP:Iteration 8Q (5400.053635 sec): 3 clusters Score: Raw -481391.664969 + Penalty 2697.833207 = -478693.831761 nChanged 21 SP:Iteration 9Q (5400.115648 sec): 3 clusters Score: Raw -481397.875391 + Penalty 2697.833207 = -478700.042183 nChanged 15 SP:Iteration 10Q (5400.170484 sec): 3 clusters Score: Raw -481402.442316 + Penalty 2697.833207 = -478704.609108 nChanged 11 SP:Iteration 11Q (5400.223084 sec): 3 clusters Score: Raw -481404.721268 + Penalty 2697.833207 = -478706.888061 nChanged 6 SP:Iteration 12Q (5400.275223 sec): 3 clusters Score: Raw -481406.119851 + Penalty 2697.833207 = -478708.286643 nChanged 3 SP:Iteration 13Q (5400.325388 sec): 3 clusters Score: Raw -481407.233951 + Penalty 2697.833207 = -478709.400744 nChanged 3 SP:Iteration 14Q (5400.376217 sec): 3 clusters Score: Raw -481407.774810 + Penalty 2697.833207 = -478709.941602 nChanged 1 SP:Iteration 15Q (5400.420898 sec): 3 clusters Score: Raw -481407.983443 + Penalty 2697.833207 = -478710.150235 nChanged 0 SP:Iteration 16F (5400.472755 sec): 3 clusters Score: Raw -481407.983443 + Penalty 2697.833207 = -478710.150235 nChanged 0 Score: Raw -132293942.912179 + Penalty 110414.860017 = -132183528.052162 Splitting cluster 30 changes total score from -132152804.055191 to -132183528.052162 So it's getting split into cluster 49. No free clusters, abandoning splitIteration 59Q (5449.780377 sec): 50 clusters Score: Raw -132306086.381932 + Penalty 110414.860017 = -132195671.521915 nChanged 17048 Iteration 60F (5482.247743 sec): 50 clusters Score: Raw -132315430.144140 + Penalty 110414.860017 = -132205015.284123 nChanged 12435 Iteration 61Q (5493.803720 sec): 50 clusters Score: Raw -132319564.029722 + Penalty 110414.860017 = -132209149.169705 nChanged 7455 Iteration 62Q (5504.768945 sec): 50 clusters Score: Raw -132321750.758800 + Penalty 110414.860017 = -132211335.898783 nChanged 5646 Iteration 63Q (5515.812228 sec): 50 clusters Score: Raw -132323216.597207 + Penalty 110414.860017 = -132212801.737190 nChanged 4761 Iteration 64Q (5526.979567 sec): 50 clusters Score: Raw -132324370.534761 + Penalty 110414.860017 = -132213955.674744 nChanged 4183 Iteration 65Q (5539.338086 sec): 50 clusters Score: Raw -132325270.109460 + Penalty 110414.860017 = -132214855.249443 nChanged 3811 Iteration 66Q (5551.295077 sec): 50 clusters Score: Raw -132325937.457044 + Penalty 110414.860017 = -132215522.597027 nChanged 3373 Iteration 67Q (5563.024703 sec): 50 clusters Score: Raw -132326496.442069 + Penalty 110414.860017 = -132216081.582052 nChanged 3012 Iteration 68Q (5574.658696 sec): 50 clusters Score: Raw -132326985.660675 + Penalty 110414.860017 = -132216570.800658 nChanged 2783 Iteration 69Q (5587.385155 sec): 50 clusters Score: Raw -132327448.298971 + Penalty 110414.860017 = -132217033.438954 nChanged 2645 Iteration 70Q (5598.726408 sec): 50 clusters Score: Raw -132327906.071354 + Penalty 110414.860017 = -132217491.211337 nChanged 2539 Iteration 71Q (5610.478192 sec): 50 clusters Score: Raw -132328367.132441 + Penalty 110414.860017 = -132217952.272424 nChanged 2482 Iteration 72Q (5623.333297 sec): 50 clusters Score: Raw -132328868.081435 + Penalty 110414.860017 = -132218453.221418 nChanged 2383 Iteration 73Q (5634.790627 sec): 50 clusters Score: Raw -132329333.443356 + Penalty 110414.860017 = -132218918.583339 nChanged 2325 Iteration 74Q (5646.321635 sec): 50 clusters Score: Raw -132329771.794959 + Penalty 110414.860017 = -132219356.934942 nChanged 2186 Iteration 75Q (5659.064735 sec): 50 clusters Score: Raw -132330198.115618 + Penalty 110414.860017 = -132219783.255601 nChanged 2020 Iteration 76Q (5670.799414 sec): 50 clusters Score: Raw -132330604.410642 + Penalty 110414.860017 = -132220189.550625 nChanged 1964 Iteration 77Q (5682.356402 sec): 50 clusters Score: Raw -132330994.660195 + Penalty 110414.860017 = -132220579.800179 nChanged 1875 Iteration 78Q (5694.309320 sec): 50 clusters Score: Raw -132331343.818579 + Penalty 110414.860017 = -132220928.958562 nChanged 1776 Iteration 79Q (5706.526962 sec): 50 clusters Score: Raw -132331643.871943 + Penalty 110414.860017 = -132221229.011926 nChanged 1681 Iteration 80F (5738.432517 sec): 50 clusters Score: Raw -132332108.084317 + Penalty 110414.860017 = -132221693.224300 nChanged 1668 Iteration 81Q (5750.944515 sec): 50 clusters Score: Raw -132332520.484455 + Penalty 110414.860017 = -132222105.624438 nChanged 1587 Iteration 82Q (5762.505909 sec): 50 clusters Score: Raw -132332827.658399 + Penalty 110414.860017 = -132222412.798382 nChanged 1542 Iteration 83Q (5774.298723 sec): 50 clusters Score: Raw -132333076.512129 + Penalty 110414.860017 = -132222661.652112 nChanged 1421 Iteration 84Q (5786.836856 sec): 50 clusters Score: Raw -132333285.113522 + Penalty 110414.860017 = -132222870.253505 nChanged 1306 Iteration 85Q (5798.434784 sec): 50 clusters Score: Raw -132333466.971843 + Penalty 110414.860017 = -132223052.111826 nChanged 1207 Iteration 86Q (5810.018761 sec): 50 clusters Score: Raw -132333630.290070 + Penalty 110414.860017 = -132223215.430053 nChanged 1215 Iteration 87Q (5822.852069 sec): 50 clusters Score: Raw -132333820.357717 + Penalty 110414.860017 = -132223405.497701 nChanged 1168 Iteration 88Q (5834.222023 sec): 50 clusters Score: Raw -132333977.963638 + Penalty 110414.860017 = -132223563.103621 nChanged 1095 Iteration 89Q (5845.708030 sec): 50 clusters Score: Raw -132334129.724924 + Penalty 110414.860017 = -132223714.864907 nChanged 1073 Iteration 90Q (5858.584990 sec): 50 clusters Score: Raw -132334268.676638 + Penalty 110414.860017 = -132223853.816621 nChanged 1012 Iteration 91Q (5870.014395 sec): 50 clusters Score: Raw -132334399.497039 + Penalty 110414.860017 = -132223984.637022 nChanged 964 Iteration 92Q (5881.720774 sec): 50 clusters Score: Raw -132334536.049404 + Penalty 110414.860017 = -132224121.189388 nChanged 961 Iteration 93Q (5894.573026 sec): 50 clusters Score: Raw -132334666.243877 + Penalty 110414.860017 = -132224251.383860 nChanged 935 Iteration 94Q (5906.317536 sec): 50 clusters Score: Raw -132334797.764151 + Penalty 110414.860017 = -132224382.904134 nChanged 939 Iteration 95Q (5917.983593 sec): 50 clusters Score: Raw -132334935.577696 + Penalty 110414.860017 = -132224520.717679 nChanged 931 Iteration 96Q (5930.601738 sec): 50 clusters Score: Raw -132335063.475667 + Penalty 110414.860017 = -132224648.615650 nChanged 935 Iteration 97Q (5942.558170 sec): 50 clusters Score: Raw -132335187.858024 + Penalty 110414.860017 = -132224772.998007 nChanged 855 Iteration 98Q (5953.751609 sec): 50 clusters Score: Raw -132335301.602751 + Penalty 110414.860017 = -132224886.742734 nChanged 817 Writing temp clu file Because OldScore, -132224772.998007, is greater than current (better) Score,-132224886.742734 Won't try splitting - already at maximum number of clusters Iteration 99Q (5966.573119 sec): 50 clusters Score: Raw -132335403.659265 + Penalty 110414.860017 = -132224988.799248 nChanged 785 Iteration 100F (5998.301785 sec): 50 clusters Score: Raw -132335593.054103 + Penalty 110414.860017 = -132225178.194086 nChanged 819 Iteration 101Q (6011.093301 sec): 50 clusters Score: Raw -132335837.114873 + Penalty 110414.860017 = -132225422.254856 nChanged 869 Iteration 102Q (6022.893730 sec): 50 clusters Score: Raw -132336062.398953 + Penalty 110414.860017 = -132225647.538936 nChanged 838 Iteration 103Q (6034.346064 sec): 50 clusters Score: Raw -132336220.874392 + Penalty 110414.860017 = -132225806.014375 nChanged 818 Iteration 104Q (6046.932702 sec): 50 clusters Score: Raw -132336347.271344 + Penalty 110414.860017 = -132225932.411327 nChanged 840 Iteration 105Q (6058.647048 sec): 50 clusters Score: Raw -132336457.719536 + Penalty 110414.860017 = -132226042.859519 nChanged 792 Iteration 106Q (6070.005162 sec): 50 clusters Score: Raw -132336554.191085 + Penalty 110414.860017 = -132226139.331068 nChanged 754 Iteration 107Q (6082.496299 sec): 50 clusters Score: Raw -132336650.642652 + Penalty 110414.860017 = -132226235.782636 nChanged 764 Iteration 108Q (6094.382991 sec): 50 clusters Score: Raw -132336753.614091 + Penalty 110414.860017 = -132226338.754074 nChanged 739 Iteration 109Q (6105.923082 sec): 50 clusters Score: Raw -132336874.518849 + Penalty 110414.860017 = -132226459.658832 nChanged 766 Iteration 110Q (6118.650926 sec): 50 clusters Score: Raw -132337019.021296 + Penalty 110414.860017 = -132226604.161279 nChanged 682 Iteration 111Q (6129.786516 sec): 50 clusters Score: Raw -132337109.442495 + Penalty 110414.860017 = -132226694.582478 nChanged 658 Iteration 112Q (6141.061677 sec): 50 clusters Score: Raw -132337185.963931 + Penalty 110414.860017 = -132226771.103914 nChanged 626 Iteration 113Q (6154.200503 sec): 50 clusters Score: Raw -132337254.015825 + Penalty 110414.860017 = -132226839.155808 nChanged 623 Iteration 114Q (6165.800876 sec): 50 clusters Score: Raw -132337322.067523 + Penalty 110414.860017 = -132226907.207506 nChanged 601 Iteration 115Q (6177.392115 sec): 50 clusters Score: Raw -132337386.902339 + Penalty 110414.860017 = -132226972.042322 nChanged 600 Iteration 116Q (6190.415945 sec): 50 clusters Score: Raw -132337460.850041 + Penalty 110414.860017 = -132227045.990024 nChanged 598 Iteration 117Q (6202.227961 sec): 50 clusters Score: Raw -132337542.244815 + Penalty 110414.860017 = -132227127.384798 nChanged 608 Iteration 118Q (6213.779835 sec): 50 clusters Score: Raw -132337634.849270 + Penalty 110414.860017 = -132227219.989254 nChanged 632 Iteration 119Q (6227.269252 sec): 50 clusters Score: Raw -132337742.003245 + Penalty 110414.860017 = -132227327.143229 nChanged 676 Iteration 120F (6259.589173 sec): 50 clusters Score: Raw -132337863.156077 + Penalty 110414.860017 = -132227448.296060 nChanged 680 Iteration 121Q (6270.705912 sec): 50 clusters Score: Raw -132337982.263370 + Penalty 110414.860017 = -132227567.403353 nChanged 662 Iteration 122Q (6281.867172 sec): 50 clusters Score: Raw -132338105.869250 + Penalty 110414.860017 = -132227691.009233 nChanged 652 Iteration 123Q (6293.119305 sec): 50 clusters Score: Raw -132338236.770224 + Penalty 110414.860017 = -132227821.910207 nChanged 684 Iteration 124Q (6304.614505 sec): 50 clusters Score: Raw -132338398.772014 + Penalty 110414.860017 = -132227983.911997 nChanged 753 Iteration 125Q (6315.815887 sec): 50 clusters Score: Raw -132338595.387250 + Penalty 110414.860017 = -132228180.527233 nChanged 806 Iteration 126Q (6328.320316 sec): 50 clusters Score: Raw -132338777.851210 + Penalty 110414.860017 = -132228362.991193 nChanged 831 Iteration 127Q (6339.684951 sec): 50 clusters Score: Raw -132338956.936406 + Penalty 110414.860017 = -132228542.076390 nChanged 779 Iteration 128Q (6350.885410 sec): 50 clusters Score: Raw -132339129.172200 + Penalty 110414.860017 = -132228714.312183 nChanged 768 Iteration 129Q (6362.266004 sec): 50 clusters Score: Raw -132339294.625896 + Penalty 110414.860017 = -132228879.765879 nChanged 758 Iteration 130Q (6373.578610 sec): 50 clusters Score: Raw -132339439.964394 + Penalty 110414.860017 = -132229025.104378 nChanged 732 Iteration 131Q (6384.854938 sec): 50 clusters Score: Raw -132339558.073100 + Penalty 110414.860017 = -132229143.213083 nChanged 745 Iteration 132Q (6396.251062 sec): 50 clusters Score: Raw -132339665.434477 + Penalty 110414.860017 = -132229250.574460 nChanged 725 Iteration 133Q (6408.445170 sec): 50 clusters Score: Raw -132339761.495028 + Penalty 110414.860017 = -132229346.635011 nChanged 710 Iteration 134Q (6420.563067 sec): 50 clusters Score: Raw -132339848.348552 + Penalty 110414.860017 = -132229433.488535 nChanged 676 Iteration 135Q (6432.279903 sec): 50 clusters Score: Raw -132339923.805929 + Penalty 110414.860017 = -132229508.945912 nChanged 622 Iteration 136Q (6444.902572 sec): 50 clusters Score: Raw -132339991.545545 + Penalty 110414.860017 = -132229576.685528 nChanged 603 Iteration 137Q (6457.470535 sec): 50 clusters Score: Raw -132340048.852705 + Penalty 110414.860017 = -132229633.992688 nChanged 599 Iteration 138Q (6469.973204 sec): 50 clusters Score: Raw -132340107.003440 + Penalty 110414.860017 = -132229692.143423 nChanged 541 Writing temp clu file Because OldScore, -132229633.992688, is greater than current (better) Score,-132229692.143423 Won't try splitting - already at maximum number of clusters Iteration 139Q (6482.484570 sec): 50 clusters Score: Raw -132340158.895672 + Penalty 110414.860017 = -132229744.035655 nChanged 504 Iteration 140F (6514.628730 sec): 50 clusters Score: Raw -132340203.971818 + Penalty 110414.860017 = -132229789.111801 nChanged 487 Iteration 141Q (6526.316886 sec): 50 clusters Score: Raw -132340245.571679 + Penalty 110414.860017 = -132229830.711662 nChanged 462 Iteration 142Q (6538.070308 sec): 50 clusters Score: Raw -132340284.384483 + Penalty 110414.860017 = -132229869.524466 nChanged 450 Iteration 143Q (6550.023815 sec): 50 clusters Score: Raw -132340323.362694 + Penalty 110414.860017 = -132229908.502677 nChanged 438 Iteration 144Q (6561.519699 sec): 50 clusters Score: Raw -132340359.945969 + Penalty 110414.860017 = -132229945.085952 nChanged 416 Iteration 145Q (6574.132551 sec): 50 clusters Score: Raw -132340389.931792 + Penalty 110414.860017 = -132229975.071775 nChanged 365 Iteration 146Q (6586.469958 sec): 50 clusters Score: Raw -132340417.771698 + Penalty 110414.860017 = -132230002.911681 nChanged 376 Iteration 147Q (6598.976228 sec): 50 clusters Score: Raw -132340445.936687 + Penalty 110414.860017 = -132230031.076671 nChanged 358 Iteration 148Q (6611.449132 sec): 50 clusters Score: Raw -132340467.615355 + Penalty 110414.860017 = -132230052.755338 nChanged 304 Iteration 149Q (6623.947497 sec): 50 clusters Score: Raw -132340485.113552 + Penalty 110414.860017 = -132230070.253536 nChanged 281 Iteration 150Q (6636.438693 sec): 50 clusters Score: Raw -132340502.493588 + Penalty 110414.860017 = -132230087.633571 nChanged 248 Iteration 151Q (6649.055904 sec): 50 clusters Score: Raw -132340518.707780 + Penalty 110414.860017 = -132230103.847763 nChanged 257 Iteration 152Q (6661.538897 sec): 50 clusters Score: Raw -132340534.002250 + Penalty 110414.860017 = -132230119.142233 nChanged 266 Iteration 153Q (6673.660843 sec): 50 clusters Score: Raw -132340549.931174 + Penalty 110414.860017 = -132230135.071157 nChanged 273 Iteration 154Q (6685.732737 sec): 50 clusters Score: Raw -132340566.214336 + Penalty 110414.860017 = -132230151.354319 nChanged 268 Iteration 155Q (6697.610570 sec): 50 clusters Score: Raw -132340582.136170 + Penalty 110414.860017 = -132230167.276153 nChanged 265 Iteration 156Q (6709.400857 sec): 50 clusters Score: Raw -132340596.521677 + Penalty 110414.860017 = -132230181.661660 nChanged 226 Iteration 157Q (6721.527664 sec): 50 clusters Score: Raw -132340607.561982 + Penalty 110414.860017 = -132230192.701965 nChanged 198 Iteration 158Q (6733.460813 sec): 50 clusters Score: Raw -132340617.568785 + Penalty 110414.860017 = -132230202.708768 nChanged 170 Iteration 159Q (6745.384369 sec): 50 clusters Score: Raw -132340625.552986 + Penalty 110414.860017 = -132230210.692969 nChanged 140 Iteration 160F (6777.314788 sec): 50 clusters Score: Raw -132340633.462605 + Penalty 110414.860017 = -132230218.602588 nChanged 145 Iteration 161Q (6789.482559 sec): 50 clusters Score: Raw -132340640.842969 + Penalty 110414.860017 = -132230225.982952 nChanged 136 Iteration 162Q (6801.919995 sec): 50 clusters Score: Raw -132340648.713364 + Penalty 110414.860017 = -132230233.853347 nChanged 148 Iteration 163Q (6813.914275 sec): 50 clusters Score: Raw -132340655.947248 + Penalty 110414.860017 = -132230241.087231 nChanged 139 Iteration 164Q (6825.998692 sec): 50 clusters Score: Raw -132340661.245156 + Penalty 110414.860017 = -132230246.385139 nChanged 134 Iteration 165Q (6838.287163 sec): 50 clusters Score: Raw -132340667.063659 + Penalty 110414.860017 = -132230252.203642 nChanged 139 Iteration 166Q (6850.344104 sec): 50 clusters Score: Raw -132340673.290824 + Penalty 110414.860017 = -132230258.430807 nChanged 124 Iteration 167Q (6862.312492 sec): 50 clusters Score: Raw -132340678.492441 + Penalty 110414.860017 = -132230263.632424 nChanged 138 Iteration 168Q (6874.937596 sec): 50 clusters Score: Raw -132340684.691303 + Penalty 110414.860017 = -132230269.831286 nChanged 128 Iteration 169Q (6887.340203 sec): 50 clusters Score: Raw -132340690.735840 + Penalty 110414.860017 = -132230275.875823 nChanged 127 Iteration 170Q (6899.882275 sec): 50 clusters Score: Raw -132340696.958098 + Penalty 110414.860017 = -132230282.098081 nChanged 120 Iteration 171Q (6912.361500 sec): 50 clusters Score: Raw -132340703.185031 + Penalty 110414.860017 = -132230288.325014 nChanged 123 Iteration 172Q (6924.835924 sec): 50 clusters Score: Raw -132340709.624568 + Penalty 110414.860017 = -132230294.764551 nChanged 114 Iteration 173Q (6937.000882 sec): 50 clusters Score: Raw -132340716.128986 + Penalty 110414.860017 = -132230301.268969 nChanged 130 Iteration 174Q (6948.412406 sec): 50 clusters Score: Raw -132340722.279556 + Penalty 110414.860017 = -132230307.419539 nChanged 123 Iteration 175Q (6959.997514 sec): 50 clusters Score: Raw -132340727.645992 + Penalty 110414.860017 = -132230312.785976 nChanged 120 Iteration 176Q (6972.642663 sec): 50 clusters Score: Raw -132340732.243145 + Penalty 110414.860017 = -132230317.383128 nChanged 125 Iteration 177Q (6984.938760 sec): 50 clusters Score: Raw -132340737.445619 + Penalty 110414.860017 = -132230322.585602 nChanged 110 Iteration 178Q (6997.431489 sec): 50 clusters Score: Raw -132340742.109517 + Penalty 110414.860017 = -132230327.249500 nChanged 102 Writing temp clu file Because OldScore, -132230322.585602, is greater than current (better) Score,-132230327.249500 Won't try splitting - already at maximum number of clusters Iteration 179Q (7009.936208 sec): 50 clusters Score: Raw -132340745.569818 + Penalty 110414.860017 = -132230330.709801 nChanged 86 Iteration 180F (7042.178311 sec): 50 clusters Score: Raw -132340749.277053 + Penalty 110414.860017 = -132230334.417036 nChanged 97 Iteration 181Q (7054.586712 sec): 50 clusters Score: Raw -132340753.637522 + Penalty 110414.860017 = -132230338.777505 nChanged 87 Iteration 182Q (7067.238146 sec): 50 clusters Score: Raw -132340757.799518 + Penalty 110414.860017 = -132230342.939502 nChanged 98 Iteration 183Q (7079.786313 sec): 50 clusters Score: Raw -132340767.315094 + Penalty 110414.860017 = -132230352.455077 nChanged 116 Iteration 184Q (7092.181543 sec): 50 clusters Score: Raw -132340775.156785 + Penalty 110414.860017 = -132230360.296768 nChanged 113 Iteration 185Q (7104.760756 sec): 50 clusters Score: Raw -132340779.925658 + Penalty 110414.860017 = -132230365.065641 nChanged 92 Iteration 186Q (7117.435350 sec): 50 clusters Score: Raw -132340784.416336 + Penalty 110414.860017 = -132230369.556319 nChanged 108 Iteration 187Q (7128.913367 sec): 50 clusters Score: Raw -132340789.568298 + Penalty 110414.860017 = -132230374.708281 nChanged 95 Iteration 188Q (7140.382700 sec): 50 clusters Score: Raw -132340793.368965 + Penalty 110414.860017 = -132230378.508948 nChanged 87 Iteration 189Q (7153.235767 sec): 50 clusters Score: Raw -132340796.820260 + Penalty 110414.860017 = -132230381.960243 nChanged 86 Iteration 190Q (7164.136399 sec): 50 clusters Score: Raw -132340799.836555 + Penalty 110414.860017 = -132230384.976538 nChanged 79 Iteration 191Q (7175.360395 sec): 50 clusters Score: Raw -132340802.190615 + Penalty 110414.860017 = -132230387.330598 nChanged 71 Iteration 192Q (7186.203556 sec): 50 clusters Score: Raw -132340804.400951 + Penalty 110414.860017 = -132230389.540934 nChanged 77 Iteration 193Q (7197.305892 sec): 50 clusters Score: Raw -132340806.846642 + Penalty 110414.860017 = -132230391.986625 nChanged 76 Iteration 194Q (7208.356717 sec): 50 clusters Score: Raw -132340809.606850 + Penalty 110414.860017 = -132230394.746833 nChanged 70 Iteration 195Q (7221.231232 sec): 50 clusters Score: Raw -132340812.072145 + Penalty 110414.860017 = -132230397.212128 nChanged 68 Iteration 196Q (7232.272344 sec): 50 clusters Score: Raw -132340814.906798 + Penalty 110414.860017 = -132230400.046781 nChanged 87 Iteration 197Q (7243.738399 sec): 50 clusters Score: Raw -132340818.368449 + Penalty 110414.860017 = -132230403.508432 nChanged 82 Iteration 198Q (7256.478320 sec): 50 clusters Score: Raw -132340821.335356 + Penalty 110414.860017 = -132230406.475339 nChanged 73 Iteration 199Q (7267.929151 sec): 50 clusters Score: Raw -132340823.644838 + Penalty 110414.860017 = -132230408.784821 nChanged 60 Iteration 200F (7300.146173 sec): 50 clusters Score: Raw -132340825.386537 + Penalty 110414.860017 = -132230410.526521 nChanged 55 Iteration 201Q (7311.632236 sec): 50 clusters Score: Raw -132340827.167600 + Penalty 110414.860017 = -132230412.307583 nChanged 55 Iteration 202Q (7323.120039 sec): 50 clusters Score: Raw -132340828.933826 + Penalty 110414.860017 = -132230414.073809 nChanged 64 Iteration 203Q (7336.142146 sec): 50 clusters Score: Raw -132340830.866055 + Penalty 110414.860017 = -132230416.006038 nChanged 60 Iteration 204Q (7347.401727 sec): 50 clusters Score: Raw -132340832.668075 + Penalty 110414.860017 = -132230417.808058 nChanged 75 Iteration 205Q (7358.812718 sec): 50 clusters Score: Raw -132340834.693200 + Penalty 110414.860017 = -132230419.833184 nChanged 67 Iteration 206Q (7371.706488 sec): 50 clusters Score: Raw -132340836.959190 + Penalty 110414.860017 = -132230422.099173 nChanged 57 Iteration 207Q (7383.281839 sec): 50 clusters Score: Raw -132340838.559768 + Penalty 110414.860017 = -132230423.699751 nChanged 57 Iteration 208Q (7394.922361 sec): 50 clusters Score: Raw -132340840.453071 + Penalty 110414.860017 = -132230425.593054 nChanged 63 Iteration 209Q (7407.873741 sec): 50 clusters Score: Raw -132340842.184752 + Penalty 110414.860017 = -132230427.324735 nChanged 55 Iteration 210Q (7419.415763 sec): 50 clusters Score: Raw -132340843.859780 + Penalty 110414.860017 = -132230428.999763 nChanged 49 Iteration 211Q (7430.985509 sec): 50 clusters Score: Raw -132340845.487644 + Penalty 110414.860017 = -132230430.627627 nChanged 42 Iteration 212Q (7443.950480 sec): 50 clusters Score: Raw -132340846.870771 + Penalty 110414.860017 = -132230432.010755 nChanged 34 Iteration 213Q (7455.648290 sec): 50 clusters Score: Raw -132340847.844899 + Penalty 110414.860017 = -132230432.984882 nChanged 35 Iteration 214Q (7467.218846 sec): 50 clusters Score: Raw -132340848.774397 + Penalty 110414.860017 = -132230433.914380 nChanged 41 Iteration 215Q (7480.207871 sec): 50 clusters Score: Raw -132340850.128281 + Penalty 110414.860017 = -132230435.268264 nChanged 40 Iteration 216Q (7492.116259 sec): 50 clusters Score: Raw -132340851.274710 + Penalty 110414.860017 = -132230436.414694 nChanged 37 Iteration 217Q (7503.665478 sec): 50 clusters Score: Raw -132340852.294867 + Penalty 110414.860017 = -132230437.434850 nChanged 34 Iteration 218Q (7516.069730 sec): 50 clusters Score: Raw -132340853.137792 + Penalty 110414.860017 = -132230438.277775 nChanged 28 Writing temp clu file Because OldScore, -132230437.434850, is greater than current (better) Score,-132230438.277775 Won't try splitting - already at maximum number of clusters Iteration 219Q (7528.210399 sec): 50 clusters Score: Raw -132340853.747821 + Penalty 110414.860017 = -132230438.887804 nChanged 27 Iteration 220F (7560.165135 sec): 50 clusters Score: Raw -132340854.731197 + Penalty 110414.860017 = -132230439.871180 nChanged 39 Iteration 221Q (7572.132369 sec): 50 clusters Score: Raw -132340856.013577 + Penalty 110414.860017 = -132230441.153560 nChanged 47 Iteration 222Q (7584.003520 sec): 50 clusters Score: Raw -132340857.429001 + Penalty 110414.860017 = -132230442.568984 nChanged 42 Iteration 223Q (7596.351859 sec): 50 clusters Score: Raw -132340858.697216 + Penalty 110414.860017 = -132230443.837199 nChanged 41 Iteration 224Q (7608.683912 sec): 50 clusters Score: Raw -132340860.045274 + Penalty 110414.860017 = -132230445.185258 nChanged 42 Iteration 225Q (7620.166299 sec): 50 clusters Score: Raw -132340861.449505 + Penalty 110414.860017 = -132230446.589488 nChanged 41 Iteration 226Q (7632.015364 sec): 50 clusters Score: Raw -132340863.232799 + Penalty 110414.860017 = -132230448.372782 nChanged 47 Iteration 227Q (7644.269476 sec): 50 clusters Score: Raw -132340864.904273 + Penalty 110414.860017 = -132230450.044256 nChanged 43 Iteration 228Q (7655.729944 sec): 50 clusters Score: Raw -132340866.474978 + Penalty 110414.860017 = -132230451.614962 nChanged 41 Iteration 229Q (7667.469786 sec): 50 clusters Score: Raw -132340867.968493 + Penalty 110414.860017 = -132230453.108476 nChanged 38 Iteration 230Q (7680.175398 sec): 50 clusters Score: Raw -132340868.872052 + Penalty 110414.860017 = -132230454.012035 nChanged 30 Iteration 231Q (7691.637341 sec): 50 clusters Score: Raw -132340869.564112 + Penalty 110414.860017 = -132230454.704095 nChanged 31 Iteration 232Q (7703.074718 sec): 50 clusters Score: Raw -132340870.240652 + Penalty 110414.860017 = -132230455.380635 nChanged 21 Iteration 233Q (7715.922445 sec): 50 clusters Score: Raw -132340870.597016 + Penalty 110414.860017 = -132230455.737000 nChanged 7 Iteration 234Q (7727.522107 sec): 50 clusters Score: Raw -132340870.678546 + Penalty 110414.860017 = -132230455.818529 nChanged 3 Iteration 235Q (7739.230074 sec): 50 clusters Score: Raw -132340870.715203 + Penalty 110414.860017 = -132230455.855186 nChanged 2 Iteration 236Q (7752.305984 sec): 50 clusters Score: Raw -132340870.731289 + Penalty 110414.860017 = -132230455.871272 nChanged 0 Iteration 237F (7784.122019 sec): 50 clusters Score: Raw -132340870.731289 + Penalty 110414.860017 = -132230455.871272 nChanged 0 Won't try splitting - already at maximum number of clusters Time taken for this iteration:3932.773114 seconds. 21->50 Clusters: Score -132230455.871272, best is -132228129.216071 THE BEST YET! Main iterations: 455 (time per iteration =4681.439721 ms) Total iterations: 6641 (time per iteration =320.743122 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 476151338880.000000 (time per metric unit =4.473483ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 11427632133120.000000 (time per metric unit=186.395138ps) That took 2130.055073 seconds.