FileBase DT3_rLS_rCA1_20150927_298um_288um ElecNo 4 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 0.07 and 0.11 GB. - 8 bytes per element (scalar), 4926650 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.04 and 0.05 GB. - 8 bytes per element (scalar), 2364792 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.01 and 0.01 GB. - 2 bytes per element (data_int), 2364792 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.01 GB. - 1 bytes per element (char), 2364792 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.01 GB. - 1 bytes per element (char), 2364792 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=98533, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.13 and 0.19 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 98533 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 98533 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 7 (377 points): Lose 88.142475 but Gain 1868.448854 Iteration 0F (2.258546 sec): 19 clusters Score: Raw -9558407.871565 + Penalty 33632.079380 = -9524775.792185 nChanged 93001 Deleting Class 11 (210 points): Lose 200.111885 but Gain 1868.448854 Iteration 1F (3.792358 sec): 18 clusters Score: Raw -10043496.232407 + Penalty 31763.630525 = -10011732.601882 nChanged 20357 Deleting Class 16 (174 points): Lose 389.645496 but Gain 1868.448854 Iteration 2F (5.209376 sec): 17 clusters Score: Raw -10079205.858686 + Penalty 29895.181671 = -10049310.677015 nChanged 7854 Deleting Class 18 (207 points): Lose 523.495493 but Gain 1868.448854 Iteration 3F (6.536324 sec): 16 clusters Score: Raw -10093253.337503 + Penalty 28026.732816 = -10065226.604687 nChanged 4344 Deleting Class 15 (58 points): Lose 609.459700 but Gain 1868.448854 Iteration 4Q (7.274796 sec): 15 clusters Score: Raw -10099459.503342 + Penalty 26158.283962 = -10073301.219380 nChanged 3769 Deleting Class 6 (129 points): Lose 639.061694 but Gain 1868.448854 Iteration 5Q (7.967338 sec): 14 clusters Score: Raw -10103413.256065 + Penalty 24289.835107 = -10079123.420958 nChanged 4442 Deleting Class 3 (326 points): Lose 831.335024 but Gain 1868.448854 Iteration 6Q (8.578153 sec): 13 clusters Score: Raw -10109322.620555 + Penalty 22421.386253 = -10086901.234302 nChanged 5982 Deleting Class 10 (517 points): Lose 747.684295 but Gain 1868.448854 Iteration 7F (9.526116 sec): 12 clusters Score: Raw -10123308.999593 + Penalty 20552.937399 = -10102756.062195 nChanged 6786 Deleting Class 9 (273 points): Lose 873.421034 but Gain 1868.448854 Iteration 8F (10.444426 sec): 11 clusters Score: Raw -10147250.771967 + Penalty 18684.488544 = -10128566.283423 nChanged 5182 Deleting Class 17 (824 points): Lose 1093.562117 but Gain 1868.448854 Iteration 9F (11.289115 sec): 10 clusters Score: Raw -10163221.280601 + Penalty 16816.039690 = -10146405.240911 nChanged 3905 Deleting Class 8 (260 points): Lose 1407.173021 but Gain 1868.448854 Iteration 10Q (11.746251 sec): 9 clusters Score: Raw -10166809.653490 + Penalty 14947.590835 = -10151862.062655 nChanged 2851 Iteration 11Q (12.143353 sec): 9 clusters Score: Raw -10169508.276157 + Penalty 14947.590835 = -10154560.685322 nChanged 2304 Iteration 12Q (12.526159 sec): 9 clusters Score: Raw -10171287.931772 + Penalty 14947.590835 = -10156340.340936 nChanged 2056 Iteration 13Q (12.909799 sec): 9 clusters Score: Raw -10172657.253321 + Penalty 14947.590835 = -10157709.662486 nChanged 1812 Iteration 14Q (13.293354 sec): 9 clusters Score: Raw -10173680.973223 + Penalty 14947.590835 = -10158733.382388 nChanged 1576 Iteration 15Q (13.679579 sec): 9 clusters Score: Raw -10174405.784607 + Penalty 14947.590835 = -10159458.193772 nChanged 1263 Iteration 16Q (14.071829 sec): 9 clusters Score: Raw -10174901.926665 + Penalty 14947.590835 = -10159954.335830 nChanged 1081 Iteration 17Q (14.472452 sec): 9 clusters Score: Raw -10175271.569111 + Penalty 14947.590835 = -10160323.978276 nChanged 865 Iteration 18Q (14.864902 sec): 9 clusters Score: Raw -10175522.053414 + Penalty 14947.590835 = -10160574.462579 nChanged 698 Iteration 19Q (15.278115 sec): 9 clusters Score: Raw -10175708.517307 + Penalty 14947.590835 = -10160760.926472 nChanged 554 Writing temp clu file Because OldScore, -10160574.462579, is greater than current (better) Score,-10160760.926472 Compute initial score before splitting: Score: Raw -10175708.517307 + Penalty 14947.590835 = -10160760.926472 Trying to split cluster 1 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.328770 sec): 2 clusters Score: Raw -37767.987825 + Penalty 989.469792 = -36778.518032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.352691 sec): 3 clusters Score: Raw -37757.183917 + Penalty 1978.939585 = -35778.244333 nChanged 105 SP:Iteration 1F (15.382514 sec): 3 clusters Score: Raw -37958.643091 + Penalty 1978.939585 = -35979.703507 nChanged 31 SP:Iteration 2F (15.413625 sec): 3 clusters Score: Raw -38018.999905 + Penalty 1978.939585 = -36040.060320 nChanged 19 SP:Iteration 3Q (15.444744 sec): 3 clusters Score: Raw -38063.707336 + Penalty 1978.939585 = -36084.767751 nChanged 12 SP:Iteration 4Q (15.475524 sec): 3 clusters Score: Raw -38116.084850 + Penalty 1978.939585 = -36137.145265 nChanged 15 SP:Iteration 5Q (15.506598 sec): 3 clusters Score: Raw -38157.129971 + Penalty 1978.939585 = -36178.190387 nChanged 6 SP:Iteration 6Q (15.537775 sec): 3 clusters Score: Raw -38175.503628 + Penalty 1978.939585 = -36196.564044 nChanged 7 SP:Iteration 7Q (15.571207 sec): 3 clusters Score: Raw -38196.383588 + Penalty 1978.939585 = -36217.444003 nChanged 6 SP:Iteration 8Q (15.607277 sec): 3 clusters Score: Raw -38206.615991 + Penalty 1978.939585 = -36227.676407 nChanged 4 SP:Iteration 9Q (15.661467 sec): 3 clusters Score: Raw -38222.185362 + Penalty 1978.939585 = -36243.245777 nChanged 2 SP:Iteration 10Q (15.713227 sec): 3 clusters Score: Raw -38225.718549 + Penalty 1978.939585 = -36246.778964 nChanged 0 SP:Iteration 11F (15.761467 sec): 3 clusters Score: Raw -38225.718549 + Penalty 1978.939585 = -36246.778964 nChanged 0 Trying to split cluster 2 (1048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.788878 sec): 2 clusters Score: Raw -108983.241604 + Penalty 1130.128816 = -107853.112788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.835902 sec): 3 clusters Score: Raw -108644.033013 + Penalty 2260.257631 = -106383.775382 nChanged 310 SP:Iteration 1F (15.895688 sec): 3 clusters Score: Raw -108919.458324 + Penalty 2260.257631 = -106659.200693 nChanged 69 SP:Iteration 2F (15.950510 sec): 3 clusters Score: Raw -108980.916535 + Penalty 2260.257631 = -106720.658904 nChanged 33 SP:Iteration 3Q (15.991008 sec): 3 clusters Score: Raw -109010.131744 + Penalty 2260.257631 = -106749.874113 nChanged 16 SP:Iteration 4Q (16.035576 sec): 3 clusters Score: Raw -109021.537011 + Penalty 2260.257631 = -106761.279380 nChanged 8 SP:Iteration 5Q (16.085453 sec): 3 clusters Score: Raw -109027.100229 + Penalty 2260.257631 = -106766.842598 nChanged 4 SP:Iteration 6Q (16.135361 sec): 3 clusters Score: Raw -109030.223894 + Penalty 2260.257631 = -106769.966263 nChanged 9 SP:Iteration 7Q (16.186276 sec): 3 clusters Score: Raw -109038.586395 + Penalty 2260.257631 = -106778.328764 nChanged 10 SP:Iteration 8Q (16.249332 sec): 3 clusters Score: Raw -109043.977535 + Penalty 2260.257631 = -106783.719904 nChanged 8 SP:Iteration 9Q (16.288924 sec): 3 clusters Score: Raw -109050.280615 + Penalty 2260.257631 = -106790.022984 nChanged 9 SP:Iteration 10Q (16.348906 sec): 3 clusters Score: Raw -109059.821221 + Penalty 2260.257631 = -106799.563590 nChanged 8 SP:Iteration 11Q (16.398817 sec): 3 clusters Score: Raw -109068.524462 + Penalty 2260.257631 = -106808.266831 nChanged 6 SP:Iteration 12Q (16.444753 sec): 3 clusters Score: Raw -109072.195861 + Penalty 2260.257631 = -106811.938230 nChanged 5 SP:Iteration 13Q (16.484598 sec): 3 clusters Score: Raw -109076.892793 + Penalty 2260.257631 = -106816.635162 nChanged 5 SP:Iteration 14Q (16.536518 sec): 3 clusters Score: Raw -109084.864559 + Penalty 2260.257631 = -106824.606928 nChanged 6 SP:Iteration 15Q (16.588622 sec): 3 clusters Score: Raw -109088.351573 + Penalty 2260.257631 = -106828.093942 nChanged 2 SP:Iteration 16Q (16.632163 sec): 3 clusters Score: Raw -109089.111095 + Penalty 2260.257631 = -106828.853464 nChanged 0 SP:Iteration 17F (16.682819 sec): 3 clusters Score: Raw -109089.111095 + Penalty 2260.257631 = -106828.853464 nChanged 0 Trying to split cluster 4 (2193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.711311 sec): 2 clusters Score: Raw -208624.435658 + Penalty 1250.116684 = -207374.318974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.764953 sec): 3 clusters Score: Raw -207710.902843 + Penalty 2500.233368 = -205210.669475 nChanged 787 SP:Iteration 1F (16.818208 sec): 3 clusters Score: Raw -208398.127458 + Penalty 2500.233368 = -205897.894090 nChanged 223 SP:Iteration 2F (16.869766 sec): 3 clusters Score: Raw -208716.601718 + Penalty 2500.233368 = -206216.368349 nChanged 195 SP:Iteration 3F (16.910782 sec): 3 clusters Score: Raw -209165.635322 + Penalty 2500.233368 = -206665.401954 nChanged 206 SP:Iteration 4F (16.974383 sec): 3 clusters Score: Raw -209549.135058 + Penalty 2500.233368 = -207048.901690 nChanged 141 SP:Iteration 5F (17.015905 sec): 3 clusters Score: Raw -209735.103259 + Penalty 2500.233368 = -207234.869891 nChanged 96 SP:Iteration 6Q (17.075019 sec): 3 clusters Score: Raw -209844.345428 + Penalty 2500.233368 = -207344.112060 nChanged 65 SP:Iteration 7Q (17.129381 sec): 3 clusters Score: Raw -209931.581512 + Penalty 2500.233368 = -207431.348144 nChanged 51 SP:Iteration 8Q (17.165672 sec): 3 clusters Score: Raw -209983.905165 + Penalty 2500.233368 = -207483.671797 nChanged 30 SP:Iteration 9Q (17.220331 sec): 3 clusters Score: Raw -210007.055202 + Penalty 2500.233368 = -207506.821834 nChanged 22 SP:Iteration 10Q (17.260197 sec): 3 clusters Score: Raw -210017.830009 + Penalty 2500.233368 = -207517.596641 nChanged 14 SP:Iteration 11Q (17.319039 sec): 3 clusters Score: Raw -210029.253481 + Penalty 2500.233368 = -207529.020112 nChanged 14 SP:Iteration 12Q (17.351375 sec): 3 clusters Score: Raw -210036.041692 + Penalty 2500.233368 = -207535.808324 nChanged 8 SP:Iteration 13Q (17.404871 sec): 3 clusters Score: Raw -210038.463947 + Penalty 2500.233368 = -207538.230578 nChanged 3 SP:Iteration 14Q (17.454664 sec): 3 clusters Score: Raw -210040.092888 + Penalty 2500.233368 = -207539.859520 nChanged 4 SP:Iteration 15Q (17.504203 sec): 3 clusters Score: Raw -210041.426083 + Penalty 2500.233368 = -207541.192715 nChanged 3 SP:Iteration 16Q (17.543681 sec): 3 clusters Score: Raw -210042.149361 + Penalty 2500.233368 = -207541.915993 nChanged 2 SP:Iteration 17Q (17.581217 sec): 3 clusters Score: Raw -210042.645574 + Penalty 2500.233368 = -207542.412206 nChanged 2 SP:Iteration 18Q (17.640997 sec): 3 clusters Score: Raw -210043.360422 + Penalty 2500.233368 = -207543.127054 nChanged 1 SP:Iteration 19Q (17.683274 sec): 3 clusters Score: Raw -210043.582095 + Penalty 2500.233368 = -207543.348727 nChanged 1 SP:Iteration 20F (17.735143 sec): 3 clusters Score: Raw -210043.891165 + Penalty 2500.233368 = -207543.657797 nChanged 1 SP:Iteration 21Q (17.786765 sec): 3 clusters Score: Raw -210044.128595 + Penalty 2500.233368 = -207543.895227 nChanged 0 SP:Iteration 22F (17.839576 sec): 3 clusters Score: Raw -210044.128595 + Penalty 2500.233368 = -207543.895227 nChanged 0 Score: Raw -10177200.391270 + Penalty 16816.039690 = -10160384.351580 Splitting cluster 4 changes total score from -10160760.926472 to -10160384.351580 So it's not getting split. Trying to split cluster 5 (53082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.719732 sec): 2 clusters Score: Raw -5621086.740927 + Penalty 1767.933890 = -5619318.807037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.846716 sec): 3 clusters Score: Raw -5587406.052385 + Penalty 3535.867779 = -5583870.184606 nChanged 25059 SP:Iteration 1F (18.967715 sec): 3 clusters Score: Raw -5602100.817334 + Penalty 3535.867779 = -5598564.949555 nChanged 2914 SP:Iteration 2F (19.091370 sec): 3 clusters Score: Raw -5603732.601888 + Penalty 3535.867779 = -5600196.734109 nChanged 3742 SP:Iteration 3F (19.231825 sec): 3 clusters Score: Raw -5606860.619750 + Penalty 3535.867779 = -5603324.751971 nChanged 4732 SP:Iteration 4F (19.367310 sec): 3 clusters Score: Raw -5612555.493688 + Penalty 3535.867779 = -5609019.625908 nChanged 5330 SP:Iteration 5F (19.500895 sec): 3 clusters Score: Raw -5621407.338255 + Penalty 3535.867779 = -5617871.470475 nChanged 4809 SP:Iteration 6F (19.638289 sec): 3 clusters Score: Raw -5630630.559762 + Penalty 3535.867779 = -5627094.691982 nChanged 3404 SP:Iteration 7F (19.775955 sec): 3 clusters Score: Raw -5637086.879323 + Penalty 3535.867779 = -5633551.011543 nChanged 1807 SP:Iteration 8Q (19.901215 sec): 3 clusters Score: Raw -5639325.075648 + Penalty 3535.867779 = -5635789.207869 nChanged 792 SP:Iteration 9Q (20.024755 sec): 3 clusters Score: Raw -5639802.647960 + Penalty 3535.867779 = -5636266.780180 nChanged 360 SP:Iteration 10Q (20.147271 sec): 3 clusters Score: Raw -5639916.750326 + Penalty 3535.867779 = -5636380.882547 nChanged 159 SP:Iteration 11Q (20.269691 sec): 3 clusters Score: Raw -5639947.451267 + Penalty 3535.867779 = -5636411.583488 nChanged 99 SP:Iteration 12Q (20.388318 sec): 3 clusters Score: Raw -5639960.119112 + Penalty 3535.867779 = -5636424.251333 nChanged 65 SP:Iteration 13Q (20.515524 sec): 3 clusters Score: Raw -5639966.390870 + Penalty 3535.867779 = -5636430.523091 nChanged 49 SP:Iteration 14Q (20.638060 sec): 3 clusters Score: Raw -5639969.512728 + Penalty 3535.867779 = -5636433.644949 nChanged 25 SP:Iteration 15Q (20.758382 sec): 3 clusters Score: Raw -5639970.441347 + Penalty 3535.867779 = -5636434.573567 nChanged 11 SP:Iteration 16Q (20.881091 sec): 3 clusters Score: Raw -5639970.749530 + Penalty 3535.867779 = -5636434.881751 nChanged 10 SP:Iteration 17Q (20.996011 sec): 3 clusters Score: Raw -5639971.192266 + Penalty 3535.867779 = -5636435.324487 nChanged 11 SP:Iteration 18Q (21.110556 sec): 3 clusters Score: Raw -5639971.558905 + Penalty 3535.867779 = -5636435.691126 nChanged 10 SP:Iteration 19Q (21.240063 sec): 3 clusters Score: Raw -5639971.818854 + Penalty 3535.867779 = -5636435.951075 nChanged 3 SP:Iteration 20F (21.358849 sec): 3 clusters Score: Raw -5639971.880135 + Penalty 3535.867779 = -5636436.012356 nChanged 1 SP:Iteration 21Q (21.479257 sec): 3 clusters Score: Raw -5639971.902409 + Penalty 3535.867779 = -5636436.034630 nChanged 2 SP:Iteration 22Q (21.588816 sec): 3 clusters Score: Raw -5639971.949783 + Penalty 3535.867779 = -5636436.082003 nChanged 1 SP:Iteration 23Q (21.702326 sec): 3 clusters Score: Raw -5639971.966413 + Penalty 3535.867779 = -5636436.098634 nChanged 1 SP:Iteration 24Q (21.814882 sec): 3 clusters Score: Raw -5639971.983802 + Penalty 3535.867779 = -5636436.116023 nChanged 0 SP:Iteration 25F (21.940640 sec): 3 clusters Score: Raw -5639971.983802 + Penalty 3535.867779 = -5636436.116023 nChanged 0 Score: Raw -10194665.941208 + Penalty 16816.039690 = -10177849.901518 Splitting cluster 5 changes total score from -10160760.926472 to -10177849.901518 So it's getting split into cluster 3. Trying to split cluster 12 (6025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.727708 sec): 2 clusters Score: Raw -638983.717378 + Penalty 1414.346823 = -637569.370555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.766437 sec): 3 clusters Score: Raw -635824.018142 + Penalty 2828.693646 = -632995.324495 nChanged 2444 SP:Iteration 1F (22.826585 sec): 3 clusters Score: Raw -637140.387547 + Penalty 2828.693646 = -634311.693901 nChanged 420 SP:Iteration 2F (22.893647 sec): 3 clusters Score: Raw -637376.631217 + Penalty 2828.693646 = -634547.937570 nChanged 329 SP:Iteration 3F (22.950714 sec): 3 clusters Score: Raw -637546.642171 + Penalty 2828.693646 = -634717.948525 nChanged 227 SP:Iteration 4Q (23.010131 sec): 3 clusters Score: Raw -637652.193153 + Penalty 2828.693646 = -634823.499506 nChanged 192 SP:Iteration 5Q (23.059903 sec): 3 clusters Score: Raw -637730.415042 + Penalty 2828.693646 = -634901.721395 nChanged 163 SP:Iteration 6Q (23.115364 sec): 3 clusters Score: Raw -637793.756043 + Penalty 2828.693646 = -634965.062397 nChanged 162 SP:Iteration 7Q (23.177713 sec): 3 clusters Score: Raw -637851.968443 + Penalty 2828.693646 = -635023.274797 nChanged 164 SP:Iteration 8Q (23.235682 sec): 3 clusters Score: Raw -637923.332084 + Penalty 2828.693646 = -635094.638438 nChanged 156 SP:Iteration 9Q (23.289310 sec): 3 clusters Score: Raw -637993.949028 + Penalty 2828.693646 = -635165.255382 nChanged 180 SP:Iteration 10Q (23.354806 sec): 3 clusters Score: Raw -638073.003334 + Penalty 2828.693646 = -635244.309688 nChanged 177 SP:Iteration 11Q (23.403808 sec): 3 clusters Score: Raw -638161.033080 + Penalty 2828.693646 = -635332.339434 nChanged 207 SP:Iteration 12Q (23.463033 sec): 3 clusters Score: Raw -638287.395030 + Penalty 2828.693646 = -635458.701384 nChanged 233 SP:Iteration 13Q (23.524424 sec): 3 clusters Score: Raw -638448.992744 + Penalty 2828.693646 = -635620.299098 nChanged 231 SP:Iteration 14Q (23.583881 sec): 3 clusters Score: Raw -638627.802392 + Penalty 2828.693646 = -635799.108746 nChanged 229 SP:Iteration 15Q (23.641520 sec): 3 clusters Score: Raw -638817.506697 + Penalty 2828.693646 = -635988.813051 nChanged 185 SP:Iteration 16Q (23.694529 sec): 3 clusters Score: Raw -638947.669355 + Penalty 2828.693646 = -636118.975709 nChanged 139 SP:Iteration 17Q (23.753641 sec): 3 clusters Score: Raw -639043.364824 + Penalty 2828.693646 = -636214.671178 nChanged 110 SP:Iteration 18Q (23.812642 sec): 3 clusters Score: Raw -639116.238858 + Penalty 2828.693646 = -636287.545211 nChanged 101 SP:Iteration 19Q (23.873311 sec): 3 clusters Score: Raw -639175.602291 + Penalty 2828.693646 = -636346.908645 nChanged 80 SP:Iteration 20F (23.931313 sec): 3 clusters Score: Raw -639217.040320 + Penalty 2828.693646 = -636388.346674 nChanged 55 SP:Iteration 21Q (23.991900 sec): 3 clusters Score: Raw -639239.694170 + Penalty 2828.693646 = -636411.000523 nChanged 42 SP:Iteration 22Q (24.046375 sec): 3 clusters Score: Raw -639262.920331 + Penalty 2828.693646 = -636434.226685 nChanged 33 SP:Iteration 23Q (24.096598 sec): 3 clusters Score: Raw -639276.563325 + Penalty 2828.693646 = -636447.869679 nChanged 37 SP:Iteration 24Q (24.163063 sec): 3 clusters Score: Raw -639294.435564 + Penalty 2828.693646 = -636465.741918 nChanged 37 SP:Iteration 25Q (24.203101 sec): 3 clusters Score: Raw -639313.514356 + Penalty 2828.693646 = -636484.820710 nChanged 27 SP:Iteration 26Q (24.257041 sec): 3 clusters Score: Raw -639325.790124 + Penalty 2828.693646 = -636497.096477 nChanged 21 SP:Iteration 27Q (24.304303 sec): 3 clusters Score: Raw -639333.008846 + Penalty 2828.693646 = -636504.315200 nChanged 17 SP:Iteration 28Q (24.342258 sec): 3 clusters Score: Raw -639339.496201 + Penalty 2828.693646 = -636510.802554 nChanged 13 SP:Iteration 29Q (24.388336 sec): 3 clusters Score: Raw -639344.737812 + Penalty 2828.693646 = -636516.044166 nChanged 10 SP:Iteration 30Q (24.437629 sec): 3 clusters Score: Raw -639347.728540 + Penalty 2828.693646 = -636519.034894 nChanged 9 SP:Iteration 31Q (24.473185 sec): 3 clusters Score: Raw -639351.007324 + Penalty 2828.693646 = -636522.313678 nChanged 8 SP:Iteration 32Q (24.525360 sec): 3 clusters Score: Raw -639354.986815 + Penalty 2828.693646 = -636526.293168 nChanged 6 SP:Iteration 33Q (24.566809 sec): 3 clusters Score: Raw -639357.125672 + Penalty 2828.693646 = -636528.432026 nChanged 3 SP:Iteration 34Q (24.608183 sec): 3 clusters Score: Raw -639358.201040 + Penalty 2828.693646 = -636529.507393 nChanged 2 SP:Iteration 35Q (24.647644 sec): 3 clusters Score: Raw -639358.548593 + Penalty 2828.693646 = -636529.854947 nChanged 4 SP:Iteration 36Q (24.691570 sec): 3 clusters Score: Raw -639359.691775 + Penalty 2828.693646 = -636530.998129 nChanged 1 SP:Iteration 37Q (24.738952 sec): 3 clusters Score: Raw -639360.002648 + Penalty 2828.693646 = -636531.309002 nChanged 1 SP:Iteration 38Q (24.780353 sec): 3 clusters Score: Raw -639360.168321 + Penalty 2828.693646 = -636531.474674 nChanged 2 SP:Iteration 39Q (24.814494 sec): 3 clusters Score: Raw -639360.608627 + Penalty 2828.693646 = -636531.914981 nChanged 3 SP:Iteration 40F (24.871851 sec): 3 clusters Score: Raw -639361.770581 + Penalty 2828.693646 = -636533.076935 nChanged 3 SP:Iteration 41Q (24.917362 sec): 3 clusters Score: Raw -639362.507616 + Penalty 2828.693646 = -636533.813970 nChanged 1 SP:Iteration 42Q (24.958560 sec): 3 clusters Score: Raw -639362.765260 + Penalty 2828.693646 = -636534.071614 nChanged 1 SP:Iteration 43Q (25.004564 sec): 3 clusters Score: Raw -639363.594987 + Penalty 2828.693646 = -636534.901340 nChanged 1 SP:Iteration 44Q (25.045693 sec): 3 clusters Score: Raw -639364.011183 + Penalty 2828.693646 = -636535.317537 nChanged 0 SP:Iteration 45F (25.088709 sec): 3 clusters Score: Raw -639364.011183 + Penalty 2828.693646 = -636535.317537 nChanged 0 Trying to split cluster 13 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.106081 sec): 2 clusters Score: Raw -19481.463948 + Penalty 942.352556 = -18539.111391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.128855 sec): 3 clusters Score: Raw -19623.900630 + Penalty 1884.705113 = -17739.195518 nChanged 78 SP:Iteration 1F (25.177233 sec): 3 clusters Score: Raw -19800.565275 + Penalty 1884.705113 = -17915.860162 nChanged 29 SP:Iteration 2F (25.232976 sec): 3 clusters Score: Raw -19880.982282 + Penalty 1884.705113 = -17996.277169 nChanged 25 SP:Iteration 3F (25.280813 sec): 3 clusters Score: Raw -19994.780756 + Penalty 1884.705113 = -18110.075643 nChanged 21 SP:Iteration 4F (25.333256 sec): 3 clusters Score: Raw -20067.826657 + Penalty 1884.705113 = -18183.121544 nChanged 15 SP:Iteration 5Q (25.369426 sec): 3 clusters Score: Raw -20141.720401 + Penalty 1884.705113 = -18257.015289 nChanged 5 SP:Iteration 6Q (25.423067 sec): 3 clusters Score: Raw -20174.551108 + Penalty 1884.705113 = -18289.845996 nChanged 1 SP:Iteration 7Q (25.462909 sec): 3 clusters Score: Raw -20180.563670 + Penalty 1884.705113 = -18295.858557 nChanged 1 SP:Iteration 8Q (25.517849 sec): 3 clusters Score: Raw -20181.063370 + Penalty 1884.705113 = -18296.358257 nChanged 0 SP:Iteration 9F (25.559963 sec): 3 clusters Score: Raw -20181.063370 + Penalty 1884.705113 = -18296.358257 nChanged 0 Trying to split cluster 14 (3495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.594643 sec): 2 clusters Score: Raw -377913.004851 + Penalty 1325.851906 = -376587.152944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.648860 sec): 3 clusters Score: Raw -376211.757175 + Penalty 2651.703813 = -373560.053362 nChanged 1369 SP:Iteration 1F (25.693759 sec): 3 clusters Score: Raw -376931.930980 + Penalty 2651.703813 = -374280.227167 nChanged 217 SP:Iteration 2F (25.738167 sec): 3 clusters Score: Raw -377061.941553 + Penalty 2651.703813 = -374410.237740 nChanged 153 SP:Iteration 3Q (25.794976 sec): 3 clusters Score: Raw -377143.267432 + Penalty 2651.703813 = -374491.563620 nChanged 112 SP:Iteration 4Q (25.837714 sec): 3 clusters Score: Raw -377196.368713 + Penalty 2651.703813 = -374544.664900 nChanged 81 SP:Iteration 5Q (25.881479 sec): 3 clusters Score: Raw -377230.773549 + Penalty 2651.703813 = -374579.069736 nChanged 70 SP:Iteration 6Q (25.933426 sec): 3 clusters Score: Raw -377256.060922 + Penalty 2651.703813 = -374604.357110 nChanged 54 SP:Iteration 7Q (25.984679 sec): 3 clusters Score: Raw -377278.947766 + Penalty 2651.703813 = -374627.243953 nChanged 52 SP:Iteration 8Q (26.034173 sec): 3 clusters Score: Raw -377299.119199 + Penalty 2651.703813 = -374647.415386 nChanged 42 SP:Iteration 9Q (26.088054 sec): 3 clusters Score: Raw -377314.885309 + Penalty 2651.703813 = -374663.181496 nChanged 38 SP:Iteration 10Q (26.152787 sec): 3 clusters Score: Raw -377328.173409 + Penalty 2651.703813 = -374676.469596 nChanged 29 SP:Iteration 11Q (26.203489 sec): 3 clusters Score: Raw -377336.928858 + Penalty 2651.703813 = -374685.225045 nChanged 32 SP:Iteration 12Q (26.261128 sec): 3 clusters Score: Raw -377347.115746 + Penalty 2651.703813 = -374695.411933 nChanged 25 SP:Iteration 13Q (26.300076 sec): 3 clusters Score: Raw -377355.437840 + Penalty 2651.703813 = -374703.734027 nChanged 23 SP:Iteration 14Q (26.352346 sec): 3 clusters Score: Raw -377361.369544 + Penalty 2651.703813 = -374709.665731 nChanged 17 SP:Iteration 15Q (26.396267 sec): 3 clusters Score: Raw -377366.231812 + Penalty 2651.703813 = -374714.527999 nChanged 20 SP:Iteration 16Q (26.448411 sec): 3 clusters Score: Raw -377373.348108 + Penalty 2651.703813 = -374721.644295 nChanged 17 SP:Iteration 17Q (26.508482 sec): 3 clusters Score: Raw -377378.346505 + Penalty 2651.703813 = -374726.642692 nChanged 12 SP:Iteration 18Q (26.562702 sec): 3 clusters Score: Raw -377381.804618 + Penalty 2651.703813 = -374730.100805 nChanged 12 SP:Iteration 19Q (26.617786 sec): 3 clusters Score: Raw -377385.164956 + Penalty 2651.703813 = -374733.461143 nChanged 16 SP:Iteration 20F (26.674375 sec): 3 clusters Score: Raw -377389.147849 + Penalty 2651.703813 = -374737.444036 nChanged 16 SP:Iteration 21Q (26.729126 sec): 3 clusters Score: Raw -377393.908221 + Penalty 2651.703813 = -374742.204409 nChanged 17 SP:Iteration 22Q (26.784067 sec): 3 clusters Score: Raw -377399.251506 + Penalty 2651.703813 = -374747.547693 nChanged 15 SP:Iteration 23Q (26.823998 sec): 3 clusters Score: Raw -377402.875449 + Penalty 2651.703813 = -374751.171636 nChanged 16 SP:Iteration 24Q (26.878619 sec): 3 clusters Score: Raw -377407.312364 + Penalty 2651.703813 = -374755.608551 nChanged 17 SP:Iteration 25Q (26.934909 sec): 3 clusters Score: Raw -377412.477293 + Penalty 2651.703813 = -374760.773480 nChanged 18 SP:Iteration 26Q (26.973584 sec): 3 clusters Score: Raw -377418.671855 + Penalty 2651.703813 = -374766.968043 nChanged 23 SP:Iteration 27Q (27.031662 sec): 3 clusters Score: Raw -377426.480986 + Penalty 2651.703813 = -374774.777174 nChanged 22 SP:Iteration 28Q (27.085992 sec): 3 clusters Score: Raw -377432.136025 + Penalty 2651.703813 = -374780.432213 nChanged 13 SP:Iteration 29Q (27.144971 sec): 3 clusters Score: Raw -377436.827870 + Penalty 2651.703813 = -374785.124057 nChanged 21 SP:Iteration 30Q (27.196185 sec): 3 clusters Score: Raw -377444.906007 + Penalty 2651.703813 = -374793.202194 nChanged 24 SP:Iteration 31Q (27.253806 sec): 3 clusters Score: Raw -377456.016120 + Penalty 2651.703813 = -374804.312308 nChanged 34 SP:Iteration 32Q (27.311306 sec): 3 clusters Score: Raw -377468.898499 + Penalty 2651.703813 = -374817.194687 nChanged 43 SP:Iteration 33Q (27.367970 sec): 3 clusters Score: Raw -377487.378256 + Penalty 2651.703813 = -374835.674443 nChanged 41 SP:Iteration 34Q (27.424783 sec): 3 clusters Score: Raw -377507.676433 + Penalty 2651.703813 = -374855.972621 nChanged 43 SP:Iteration 35Q (27.466054 sec): 3 clusters Score: Raw -377533.231194 + Penalty 2651.703813 = -374881.527381 nChanged 54 SP:Iteration 36Q (27.531981 sec): 3 clusters Score: Raw -377567.024549 + Penalty 2651.703813 = -374915.320736 nChanged 67 SP:Iteration 37Q (27.576436 sec): 3 clusters Score: Raw -377600.034159 + Penalty 2651.703813 = -374948.330346 nChanged 63 SP:Iteration 38Q (27.629469 sec): 3 clusters Score: Raw -377632.691622 + Penalty 2651.703813 = -374980.987809 nChanged 50 SP:Iteration 39Q (27.678930 sec): 3 clusters Score: Raw -377657.517095 + Penalty 2651.703813 = -375005.813282 nChanged 52 SP:Iteration 40F (27.745335 sec): 3 clusters Score: Raw -377688.574239 + Penalty 2651.703813 = -375036.870426 nChanged 46 SP:Iteration 41Q (27.801700 sec): 3 clusters Score: Raw -377713.968313 + Penalty 2651.703813 = -375062.264500 nChanged 54 SP:Iteration 42Q (27.856846 sec): 3 clusters Score: Raw -377750.187836 + Penalty 2651.703813 = -375098.484023 nChanged 52 SP:Iteration 43Q (27.907502 sec): 3 clusters Score: Raw -377782.440125 + Penalty 2651.703813 = -375130.736312 nChanged 50 SP:Iteration 44Q (27.965197 sec): 3 clusters Score: Raw -377811.901597 + Penalty 2651.703813 = -375160.197784 nChanged 47 SP:Iteration 45Q (28.018945 sec): 3 clusters Score: Raw -377841.984857 + Penalty 2651.703813 = -375190.281044 nChanged 35 SP:Iteration 46Q (28.065057 sec): 3 clusters Score: Raw -377862.597190 + Penalty 2651.703813 = -375210.893377 nChanged 32 SP:Iteration 47Q (28.115292 sec): 3 clusters Score: Raw -377877.943333 + Penalty 2651.703813 = -375226.239520 nChanged 28 SP:Iteration 48Q (28.159350 sec): 3 clusters Score: Raw -377892.999750 + Penalty 2651.703813 = -375241.295938 nChanged 25 SP:Iteration 49Q (28.212160 sec): 3 clusters Score: Raw -377909.363926 + Penalty 2651.703813 = -375257.660113 nChanged 18 SP:Iteration 50Q (28.273828 sec): 3 clusters Score: Raw -377923.106656 + Penalty 2651.703813 = -375271.402843 nChanged 21 SP:Iteration 51Q (28.323436 sec): 3 clusters Score: Raw -377935.592740 + Penalty 2651.703813 = -375283.888927 nChanged 16 SP:Iteration 52Q (28.362153 sec): 3 clusters Score: Raw -377946.548623 + Penalty 2651.703813 = -375294.844810 nChanged 26 SP:Iteration 53Q (28.415220 sec): 3 clusters Score: Raw -377964.426273 + Penalty 2651.703813 = -375312.722460 nChanged 22 SP:Iteration 54Q (28.476071 sec): 3 clusters Score: Raw -377979.966252 + Penalty 2651.703813 = -375328.262439 nChanged 18 SP:Iteration 55Q (28.517920 sec): 3 clusters Score: Raw -377993.012183 + Penalty 2651.703813 = -375341.308370 nChanged 13 SP:Iteration 56Q (28.570652 sec): 3 clusters Score: Raw -378005.069665 + Penalty 2651.703813 = -375353.365853 nChanged 21 SP:Iteration 57Q (28.622864 sec): 3 clusters Score: Raw -378023.262176 + Penalty 2651.703813 = -375371.558363 nChanged 12 SP:Iteration 58Q (28.684454 sec): 3 clusters Score: Raw -378030.512614 + Penalty 2651.703813 = -375378.808801 nChanged 6 SP:Iteration 59Q (28.729809 sec): 3 clusters Score: Raw -378037.519581 + Penalty 2651.703813 = -375385.815768 nChanged 8 SP:Iteration 60F (28.785285 sec): 3 clusters Score: Raw -378045.229132 + Penalty 2651.703813 = -375393.525319 nChanged 8 SP:Iteration 61Q (28.851819 sec): 3 clusters Score: Raw -378051.530492 + Penalty 2651.703813 = -375399.826679 nChanged 8 SP:Iteration 62Q (28.893074 sec): 3 clusters Score: Raw -378059.497854 + Penalty 2651.703813 = -375407.794042 nChanged 7 SP:Iteration 63Q (28.956842 sec): 3 clusters Score: Raw -378066.212637 + Penalty 2651.703813 = -375414.508824 nChanged 5 SP:Iteration 64Q (29.008782 sec): 3 clusters Score: Raw -378071.917362 + Penalty 2651.703813 = -375420.213549 nChanged 5 SP:Iteration 65Q (29.063184 sec): 3 clusters Score: Raw -378078.103679 + Penalty 2651.703813 = -375426.399866 nChanged 7 SP:Iteration 66Q (29.115366 sec): 3 clusters Score: Raw -378085.795958 + Penalty 2651.703813 = -375434.092145 nChanged 6 SP:Iteration 67Q (29.166793 sec): 3 clusters Score: Raw -378090.672847 + Penalty 2651.703813 = -375438.969034 nChanged 2 SP:Iteration 68Q (29.211366 sec): 3 clusters Score: Raw -378091.513798 + Penalty 2651.703813 = -375439.809985 nChanged 1 SP:Iteration 69Q (29.265925 sec): 3 clusters Score: Raw -378093.898706 + Penalty 2651.703813 = -375442.194893 nChanged 0 SP:Iteration 70F (29.331438 sec): 3 clusters Score: Raw -378093.898706 + Penalty 2651.703813 = -375442.194893 nChanged 0 Trying to split cluster 19 (31880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.399508 sec): 2 clusters Score: Raw -3277924.573521 + Penalty 1685.081797 = -3276239.491725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.502867 sec): 3 clusters Score: Raw -3258037.688251 + Penalty 3370.163593 = -3254667.524658 nChanged 14653 SP:Iteration 1F (29.595967 sec): 3 clusters Score: Raw -3266512.695690 + Penalty 3370.163593 = -3263142.532097 nChanged 1528 SP:Iteration 2Q (29.699775 sec): 3 clusters Score: Raw -3267085.199120 + Penalty 3370.163593 = -3263715.035527 nChanged 1565 SP:Iteration 3Q (29.796306 sec): 3 clusters Score: Raw -3267789.067998 + Penalty 3370.163593 = -3264418.904405 nChanged 1746 SP:Iteration 4F (29.901461 sec): 3 clusters Score: Raw -3268769.159814 + Penalty 3370.163593 = -3265398.996221 nChanged 2140 SP:Iteration 5F (29.997598 sec): 3 clusters Score: Raw -3270279.936795 + Penalty 3370.163593 = -3266909.773202 nChanged 2454 SP:Iteration 6F (30.103838 sec): 3 clusters Score: Raw -3272300.958281 + Penalty 3370.163593 = -3268930.794688 nChanged 2507 SP:Iteration 7F (30.209524 sec): 3 clusters Score: Raw -3274672.237594 + Penalty 3370.163593 = -3271302.074000 nChanged 1923 SP:Iteration 8F (30.309700 sec): 3 clusters Score: Raw -3276574.737788 + Penalty 3370.163593 = -3273204.574195 nChanged 1025 SP:Iteration 9Q (30.408253 sec): 3 clusters Score: Raw -3277563.349230 + Penalty 3370.163593 = -3274193.185637 nChanged 390 SP:Iteration 10Q (30.504486 sec): 3 clusters Score: Raw -3277925.872365 + Penalty 3370.163593 = -3274555.708772 nChanged 137 SP:Iteration 11Q (30.596336 sec): 3 clusters Score: Raw -3278083.700693 + Penalty 3370.163593 = -3274713.537099 nChanged 72 SP:Iteration 12Q (30.683527 sec): 3 clusters Score: Raw -3278169.398713 + Penalty 3370.163593 = -3274799.235120 nChanged 34 SP:Iteration 13Q (30.760663 sec): 3 clusters Score: Raw -3278199.964751 + Penalty 3370.163593 = -3274829.801158 nChanged 15 SP:Iteration 14Q (30.856803 sec): 3 clusters Score: Raw -3278211.855236 + Penalty 3370.163593 = -3274841.691643 nChanged 7 SP:Iteration 15Q (30.944324 sec): 3 clusters Score: Raw -3278217.554089 + Penalty 3370.163593 = -3274847.390496 nChanged 7 SP:Iteration 16Q (31.035926 sec): 3 clusters Score: Raw -3278223.679342 + Penalty 3370.163593 = -3274853.515749 nChanged 5 SP:Iteration 17Q (31.112672 sec): 3 clusters Score: Raw -3278229.752139 + Penalty 3370.163593 = -3274859.588545 nChanged 5 SP:Iteration 18Q (31.200029 sec): 3 clusters Score: Raw -3278233.086474 + Penalty 3370.163593 = -3274862.922881 nChanged 6 SP:Iteration 19Q (31.283527 sec): 3 clusters Score: Raw -3278239.043400 + Penalty 3370.163593 = -3274868.879807 nChanged 4 SP:Iteration 20F (31.389517 sec): 3 clusters Score: Raw -3278246.815821 + Penalty 3370.163593 = -3274876.652227 nChanged 7 SP:Iteration 21Q (31.475720 sec): 3 clusters Score: Raw -3278254.837588 + Penalty 3370.163593 = -3274884.673995 nChanged 8 SP:Iteration 22Q (31.557785 sec): 3 clusters Score: Raw -3278261.671637 + Penalty 3370.163593 = -3274891.508044 nChanged 5 SP:Iteration 23Q (31.657421 sec): 3 clusters Score: Raw -3278265.357376 + Penalty 3370.163593 = -3274895.193783 nChanged 2 SP:Iteration 24Q (31.736717 sec): 3 clusters Score: Raw -3278266.267956 + Penalty 3370.163593 = -3274896.104363 nChanged 1 SP:Iteration 25Q (31.836830 sec): 3 clusters Score: Raw -3278267.943813 + Penalty 3370.163593 = -3274897.780220 nChanged 2 SP:Iteration 26Q (31.928002 sec): 3 clusters Score: Raw -3278269.165833 + Penalty 3370.163593 = -3274899.002240 nChanged 1 SP:Iteration 27Q (32.015283 sec): 3 clusters Score: Raw -3278269.596371 + Penalty 3370.163593 = -3274899.432778 nChanged 0 SP:Iteration 28F (32.113494 sec): 3 clusters Score: Raw -3278269.596371 + Penalty 3370.163593 = -3274899.432778 nChanged 0 Iteration 20F (32.906868 sec): 10 clusters Score: Raw -10196446.005144 + Penalty 16816.039690 = -10179629.965454 nChanged 2669 Iteration 21Q (33.362555 sec): 10 clusters Score: Raw -10197259.060762 + Penalty 16816.039690 = -10180443.021073 nChanged 1008 Iteration 22Q (33.823719 sec): 10 clusters Score: Raw -10197563.424207 + Penalty 16816.039690 = -10180747.384517 nChanged 689 Iteration 23Q (34.309029 sec): 10 clusters Score: Raw -10197778.274638 + Penalty 16816.039690 = -10180962.234948 nChanged 564 Iteration 24Q (34.797985 sec): 10 clusters Score: Raw -10197940.457729 + Penalty 16816.039690 = -10181124.418039 nChanged 497 Iteration 25Q (35.284440 sec): 10 clusters Score: Raw -10198099.133982 + Penalty 16816.039690 = -10181283.094292 nChanged 483 Iteration 26Q (35.718863 sec): 10 clusters Score: Raw -10198263.276726 + Penalty 16816.039690 = -10181447.237036 nChanged 490 Iteration 27Q (36.185080 sec): 10 clusters Score: Raw -10198413.062413 + Penalty 16816.039690 = -10181597.022723 nChanged 441 Iteration 28Q (36.661775 sec): 10 clusters Score: Raw -10198534.840903 + Penalty 16816.039690 = -10181718.801213 nChanged 432 Iteration 29Q (37.129589 sec): 10 clusters Score: Raw -10198662.028647 + Penalty 16816.039690 = -10181845.988957 nChanged 429 Iteration 30Q (37.610214 sec): 10 clusters Score: Raw -10198781.484760 + Penalty 16816.039690 = -10181965.445070 nChanged 426 Iteration 31Q (38.059068 sec): 10 clusters Score: Raw -10198891.533921 + Penalty 16816.039690 = -10182075.494232 nChanged 374 Iteration 32Q (38.556589 sec): 10 clusters Score: Raw -10198979.997348 + Penalty 16816.039690 = -10182163.957658 nChanged 324 Iteration 33Q (39.003083 sec): 10 clusters Score: Raw -10199044.137191 + Penalty 16816.039690 = -10182228.097501 nChanged 282 Iteration 34Q (39.435390 sec): 10 clusters Score: Raw -10199096.121277 + Penalty 16816.039690 = -10182280.081587 nChanged 282 Iteration 35Q (39.914631 sec): 10 clusters Score: Raw -10199140.144275 + Penalty 16816.039690 = -10182324.104586 nChanged 228 Iteration 36Q (40.348318 sec): 10 clusters Score: Raw -10199174.356947 + Penalty 16816.039690 = -10182358.317257 nChanged 212 Iteration 37Q (40.789975 sec): 10 clusters Score: Raw -10199204.700655 + Penalty 16816.039690 = -10182388.660965 nChanged 195 Iteration 38Q (41.246933 sec): 10 clusters Score: Raw -10199230.943985 + Penalty 16816.039690 = -10182414.904295 nChanged 202 Iteration 39Q (41.734259 sec): 10 clusters Score: Raw -10199258.970816 + Penalty 16816.039690 = -10182442.931126 nChanged 191 Iteration 40F (42.518289 sec): 10 clusters Score: Raw -10199303.411501 + Penalty 16816.039690 = -10182487.371811 nChanged 208 Iteration 41Q (42.997458 sec): 10 clusters Score: Raw -10199369.776814 + Penalty 16816.039690 = -10182553.737124 nChanged 191 Iteration 42Q (43.484704 sec): 10 clusters Score: Raw -10199406.641854 + Penalty 16816.039690 = -10182590.602164 nChanged 173 Iteration 43Q (43.950865 sec): 10 clusters Score: Raw -10199435.527760 + Penalty 16816.039690 = -10182619.488071 nChanged 156 Iteration 44Q (44.401058 sec): 10 clusters Score: Raw -10199481.289988 + Penalty 16816.039690 = -10182665.250298 nChanged 161 Iteration 45Q (44.839818 sec): 10 clusters Score: Raw -10199514.145148 + Penalty 16816.039690 = -10182698.105459 nChanged 141 Iteration 46Q (45.311496 sec): 10 clusters Score: Raw -10199530.843883 + Penalty 16816.039690 = -10182714.804193 nChanged 118 Iteration 47Q (45.789540 sec): 10 clusters Score: Raw -10199543.585051 + Penalty 16816.039690 = -10182727.545361 nChanged 118 Iteration 48Q (46.273245 sec): 10 clusters Score: Raw -10199555.872547 + Penalty 16816.039690 = -10182739.832857 nChanged 94 Iteration 49Q (46.761579 sec): 10 clusters Score: Raw -10199564.846399 + Penalty 16816.039690 = -10182748.806710 nChanged 80 Iteration 50Q (47.240374 sec): 10 clusters Score: Raw -10199571.452757 + Penalty 16816.039690 = -10182755.413067 nChanged 74 Iteration 51Q (47.712526 sec): 10 clusters Score: Raw -10199578.060764 + Penalty 16816.039690 = -10182762.021074 nChanged 81 Iteration 52Q (48.163030 sec): 10 clusters Score: Raw -10199585.174484 + Penalty 16816.039690 = -10182769.134794 nChanged 77 Iteration 53Q (48.624207 sec): 10 clusters Score: Raw -10199591.888794 + Penalty 16816.039690 = -10182775.849104 nChanged 67 Iteration 54Q (49.095393 sec): 10 clusters Score: Raw -10199596.515414 + Penalty 16816.039690 = -10182780.475724 nChanged 50 Iteration 55Q (49.592118 sec): 10 clusters Score: Raw -10199599.840969 + Penalty 16816.039690 = -10182783.801279 nChanged 41 Iteration 56Q (50.038729 sec): 10 clusters Score: Raw -10199602.574470 + Penalty 16816.039690 = -10182786.534781 nChanged 32 Iteration 57Q (50.537852 sec): 10 clusters Score: Raw -10199604.747368 + Penalty 16816.039690 = -10182788.707679 nChanged 30 Iteration 58Q (51.044234 sec): 10 clusters Score: Raw -10199606.555714 + Penalty 16816.039690 = -10182790.516024 nChanged 25 Writing temp clu file Because OldScore, -10182788.707679, is greater than current (better) Score,-10182790.516024 Compute initial score before splitting: Score: Raw -10199606.555714 + Penalty 16816.039690 = -10182790.516024 Trying to split cluster 1 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.100681 sec): 2 clusters Score: Raw -40581.746761 + Penalty 1003.578431 = -39578.168330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.152372 sec): 3 clusters Score: Raw -40569.413319 + Penalty 2007.156863 = -38562.256457 nChanged 126 SP:Iteration 1F (51.199397 sec): 3 clusters Score: Raw -40841.166082 + Penalty 2007.156863 = -38834.009219 nChanged 55 SP:Iteration 2F (51.251490 sec): 3 clusters Score: Raw -41071.287536 + Penalty 2007.156863 = -39064.130673 nChanged 27 SP:Iteration 3F (51.302937 sec): 3 clusters Score: Raw -41146.814043 + Penalty 2007.156863 = -39139.657181 nChanged 12 SP:Iteration 4Q (51.339175 sec): 3 clusters Score: Raw -41193.057616 + Penalty 2007.156863 = -39185.900753 nChanged 9 SP:Iteration 5Q (51.393954 sec): 3 clusters Score: Raw -41230.237296 + Penalty 2007.156863 = -39223.080434 nChanged 2 SP:Iteration 6Q (51.441195 sec): 3 clusters Score: Raw -41244.352010 + Penalty 2007.156863 = -39237.195147 nChanged 4 SP:Iteration 7Q (51.490256 sec): 3 clusters Score: Raw -41272.232853 + Penalty 2007.156863 = -39265.075990 nChanged 2 SP:Iteration 8Q (51.533264 sec): 3 clusters Score: Raw -41278.574731 + Penalty 2007.156863 = -39271.417868 nChanged 0 SP:Iteration 9F (51.592251 sec): 3 clusters Score: Raw -41278.574731 + Penalty 2007.156863 = -39271.417868 nChanged 0 Trying to split cluster 2 (1145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.621203 sec): 2 clusters Score: Raw -118809.519747 + Penalty 1144.513486 = -117665.006261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.673260 sec): 3 clusters Score: Raw -118396.936212 + Penalty 2289.026973 = -116107.909239 nChanged 339 SP:Iteration 1F (51.721779 sec): 3 clusters Score: Raw -118662.728358 + Penalty 2289.026973 = -116373.701386 nChanged 78 SP:Iteration 2F (51.773333 sec): 3 clusters Score: Raw -118730.163324 + Penalty 2289.026973 = -116441.136352 nChanged 42 SP:Iteration 3Q (51.820731 sec): 3 clusters Score: Raw -118773.329158 + Penalty 2289.026973 = -116484.302185 nChanged 33 SP:Iteration 4Q (51.867984 sec): 3 clusters Score: Raw -118805.728741 + Penalty 2289.026973 = -116516.701768 nChanged 29 SP:Iteration 5Q (51.918541 sec): 3 clusters Score: Raw -118838.899981 + Penalty 2289.026973 = -116549.873009 nChanged 20 SP:Iteration 6Q (51.960812 sec): 3 clusters Score: Raw -118859.836652 + Penalty 2289.026973 = -116570.809679 nChanged 18 SP:Iteration 7Q (52.018817 sec): 3 clusters Score: Raw -118880.163017 + Penalty 2289.026973 = -116591.136044 nChanged 12 SP:Iteration 8Q (52.060969 sec): 3 clusters Score: Raw -118891.157143 + Penalty 2289.026973 = -116602.130170 nChanged 12 SP:Iteration 9Q (52.124225 sec): 3 clusters Score: Raw -118902.589593 + Penalty 2289.026973 = -116613.562621 nChanged 9 SP:Iteration 10Q (52.173947 sec): 3 clusters Score: Raw -118910.370198 + Penalty 2289.026973 = -116621.343225 nChanged 12 SP:Iteration 11Q (52.222512 sec): 3 clusters Score: Raw -118919.855794 + Penalty 2289.026973 = -116630.828821 nChanged 12 SP:Iteration 12Q (52.265962 sec): 3 clusters Score: Raw -118929.626761 + Penalty 2289.026973 = -116640.599789 nChanged 8 SP:Iteration 13Q (52.315752 sec): 3 clusters Score: Raw -118936.102219 + Penalty 2289.026973 = -116647.075246 nChanged 8 SP:Iteration 14Q (52.371657 sec): 3 clusters Score: Raw -118941.567269 + Penalty 2289.026973 = -116652.540296 nChanged 5 SP:Iteration 15Q (52.425949 sec): 3 clusters Score: Raw -118944.239962 + Penalty 2289.026973 = -116655.212990 nChanged 5 SP:Iteration 16Q (52.476545 sec): 3 clusters Score: Raw -118947.384233 + Penalty 2289.026973 = -116658.357260 nChanged 7 SP:Iteration 17Q (52.525367 sec): 3 clusters Score: Raw -118954.274459 + Penalty 2289.026973 = -116665.247486 nChanged 11 SP:Iteration 18Q (52.562593 sec): 3 clusters Score: Raw -118962.372322 + Penalty 2289.026973 = -116673.345350 nChanged 7 SP:Iteration 19Q (52.616828 sec): 3 clusters Score: Raw -118965.462079 + Penalty 2289.026973 = -116676.435107 nChanged 3 SP:Iteration 20F (52.663422 sec): 3 clusters Score: Raw -118967.286365 + Penalty 2289.026973 = -116678.259392 nChanged 3 SP:Iteration 21Q (52.717557 sec): 3 clusters Score: Raw -118969.817621 + Penalty 2289.026973 = -116680.790649 nChanged 2 SP:Iteration 22Q (52.775929 sec): 3 clusters Score: Raw -118970.648784 + Penalty 2289.026973 = -116681.621812 nChanged 3 SP:Iteration 23Q (52.814452 sec): 3 clusters Score: Raw -118973.647121 + Penalty 2289.026973 = -116684.620149 nChanged 1 SP:Iteration 24Q (52.860694 sec): 3 clusters Score: Raw -118973.937823 + Penalty 2289.026973 = -116684.910850 nChanged 0 SP:Iteration 25F (52.908415 sec): 3 clusters Score: Raw -118973.937823 + Penalty 2289.026973 = -116684.910850 nChanged 0 Trying to split cluster 3 (29639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.981440 sec): 2 clusters Score: Raw -3179143.526022 + Penalty 1673.237530 = -3177470.288491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.077327 sec): 3 clusters Score: Raw -3160767.314071 + Penalty 3346.475061 = -3157420.839010 nChanged 13755 SP:Iteration 1F (53.172178 sec): 3 clusters Score: Raw -3168484.523156 + Penalty 3346.475061 = -3165138.048095 nChanged 1585 SP:Iteration 2F (53.261841 sec): 3 clusters Score: Raw -3169441.135807 + Penalty 3346.475061 = -3166094.660746 nChanged 1857 SP:Iteration 3F (53.371564 sec): 3 clusters Score: Raw -3170885.687104 + Penalty 3346.475061 = -3167539.212043 nChanged 2112 SP:Iteration 4F (53.454474 sec): 3 clusters Score: Raw -3172667.791877 + Penalty 3346.475061 = -3169321.316816 nChanged 2246 SP:Iteration 5F (53.563590 sec): 3 clusters Score: Raw -3174532.777055 + Penalty 3346.475061 = -3171186.301994 nChanged 2070 SP:Iteration 6F (53.659599 sec): 3 clusters Score: Raw -3176035.485069 + Penalty 3346.475061 = -3172689.010008 nChanged 1742 SP:Iteration 7F (53.755229 sec): 3 clusters Score: Raw -3177138.715115 + Penalty 3346.475061 = -3173792.240054 nChanged 1312 SP:Iteration 8Q (53.852943 sec): 3 clusters Score: Raw -3177910.547351 + Penalty 3346.475061 = -3174564.072290 nChanged 1069 SP:Iteration 9Q (53.949087 sec): 3 clusters Score: Raw -3178553.634744 + Penalty 3346.475061 = -3175207.159684 nChanged 883 SP:Iteration 10Q (54.042661 sec): 3 clusters Score: Raw -3179109.651181 + Penalty 3346.475061 = -3175763.176121 nChanged 779 SP:Iteration 11Q (54.139391 sec): 3 clusters Score: Raw -3179620.707983 + Penalty 3346.475061 = -3176274.232922 nChanged 724 SP:Iteration 12Q (54.231935 sec): 3 clusters Score: Raw -3180121.449759 + Penalty 3346.475061 = -3176774.974698 nChanged 656 SP:Iteration 13Q (54.322366 sec): 3 clusters Score: Raw -3180672.626253 + Penalty 3346.475061 = -3177326.151193 nChanged 583 SP:Iteration 14Q (54.411810 sec): 3 clusters Score: Raw -3181296.139986 + Penalty 3346.475061 = -3177949.664925 nChanged 471 SP:Iteration 15Q (54.502550 sec): 3 clusters Score: Raw -3181698.230111 + Penalty 3346.475061 = -3178351.755050 nChanged 396 SP:Iteration 16Q (54.594582 sec): 3 clusters Score: Raw -3181905.944030 + Penalty 3346.475061 = -3178559.468969 nChanged 310 SP:Iteration 17Q (54.682990 sec): 3 clusters Score: Raw -3182031.164198 + Penalty 3346.475061 = -3178684.689138 nChanged 250 SP:Iteration 18Q (54.776190 sec): 3 clusters Score: Raw -3182123.120024 + Penalty 3346.475061 = -3178776.644964 nChanged 213 SP:Iteration 19Q (54.856637 sec): 3 clusters Score: Raw -3182188.418520 + Penalty 3346.475061 = -3178841.943459 nChanged 148 SP:Iteration 20F (54.957743 sec): 3 clusters Score: Raw -3182221.614808 + Penalty 3346.475061 = -3178875.139747 nChanged 112 SP:Iteration 21Q (55.047783 sec): 3 clusters Score: Raw -3182244.044116 + Penalty 3346.475061 = -3178897.569055 nChanged 80 SP:Iteration 22Q (55.137883 sec): 3 clusters Score: Raw -3182257.074681 + Penalty 3346.475061 = -3178910.599620 nChanged 62 SP:Iteration 23Q (55.228755 sec): 3 clusters Score: Raw -3182267.097015 + Penalty 3346.475061 = -3178920.621954 nChanged 50 SP:Iteration 24Q (55.313549 sec): 3 clusters Score: Raw -3182274.672465 + Penalty 3346.475061 = -3178928.197404 nChanged 43 SP:Iteration 25Q (55.402378 sec): 3 clusters Score: Raw -3182281.635179 + Penalty 3346.475061 = -3178935.160118 nChanged 36 SP:Iteration 26Q (55.491823 sec): 3 clusters Score: Raw -3182287.613748 + Penalty 3346.475061 = -3178941.138687 nChanged 36 SP:Iteration 27Q (55.582581 sec): 3 clusters Score: Raw -3182292.604639 + Penalty 3346.475061 = -3178946.129578 nChanged 28 SP:Iteration 28Q (55.669975 sec): 3 clusters Score: Raw -3182295.223851 + Penalty 3346.475061 = -3178948.748790 nChanged 19 SP:Iteration 29Q (55.762118 sec): 3 clusters Score: Raw -3182297.087718 + Penalty 3346.475061 = -3178950.612658 nChanged 11 SP:Iteration 30Q (55.847552 sec): 3 clusters Score: Raw -3182297.889916 + Penalty 3346.475061 = -3178951.414855 nChanged 6 SP:Iteration 31Q (55.940951 sec): 3 clusters Score: Raw -3182298.433605 + Penalty 3346.475061 = -3178951.958544 nChanged 8 SP:Iteration 32Q (56.028269 sec): 3 clusters Score: Raw -3182299.099630 + Penalty 3346.475061 = -3178952.624570 nChanged 7 SP:Iteration 33Q (56.118845 sec): 3 clusters Score: Raw -3182299.510527 + Penalty 3346.475061 = -3178953.035467 nChanged 3 SP:Iteration 34Q (56.204008 sec): 3 clusters Score: Raw -3182299.824808 + Penalty 3346.475061 = -3178953.349747 nChanged 5 SP:Iteration 35Q (56.291550 sec): 3 clusters Score: Raw -3182300.123433 + Penalty 3346.475061 = -3178953.648372 nChanged 3 SP:Iteration 36Q (56.374181 sec): 3 clusters Score: Raw -3182300.298946 + Penalty 3346.475061 = -3178953.823885 nChanged 5 SP:Iteration 37Q (56.461884 sec): 3 clusters Score: Raw -3182300.537194 + Penalty 3346.475061 = -3178954.062133 nChanged 4 SP:Iteration 38Q (56.554502 sec): 3 clusters Score: Raw -3182300.749160 + Penalty 3346.475061 = -3178954.274100 nChanged 5 SP:Iteration 39Q (56.641156 sec): 3 clusters Score: Raw -3182301.246235 + Penalty 3346.475061 = -3178954.771174 nChanged 4 SP:Iteration 40F (56.740989 sec): 3 clusters Score: Raw -3182301.596699 + Penalty 3346.475061 = -3178955.121638 nChanged 2 SP:Iteration 41Q (56.830306 sec): 3 clusters Score: Raw -3182301.801286 + Penalty 3346.475061 = -3178955.326225 nChanged 5 SP:Iteration 42Q (56.921371 sec): 3 clusters Score: Raw -3182302.256815 + Penalty 3346.475061 = -3178955.781755 nChanged 4 SP:Iteration 43Q (57.010340 sec): 3 clusters Score: Raw -3182302.490177 + Penalty 3346.475061 = -3178956.015116 nChanged 2 SP:Iteration 44Q (57.098903 sec): 3 clusters Score: Raw -3182302.700511 + Penalty 3346.475061 = -3178956.225450 nChanged 2 SP:Iteration 45Q (57.190885 sec): 3 clusters Score: Raw -3182302.796271 + Penalty 3346.475061 = -3178956.321211 nChanged 2 SP:Iteration 46Q (57.280460 sec): 3 clusters Score: Raw -3182303.002264 + Penalty 3346.475061 = -3178956.527204 nChanged 3 SP:Iteration 47Q (57.370505 sec): 3 clusters Score: Raw -3182303.207433 + Penalty 3346.475061 = -3178956.732372 nChanged 0 SP:Iteration 48F (57.466773 sec): 3 clusters Score: Raw -3182303.207433 + Penalty 3346.475061 = -3178956.732372 nChanged 0 Score: Raw -10202767.606591 + Penalty 18684.488544 = -10184083.118047 Splitting cluster 3 changes total score from -10182790.516024 to -10184083.118047 So it's getting split into cluster 6. Trying to split cluster 4 (2239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.342560 sec): 2 clusters Score: Raw -213279.581670 + Penalty 1253.490000 = -212026.091670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.396190 sec): 3 clusters Score: Raw -212346.516283 + Penalty 2506.980000 = -209839.536283 nChanged 782 SP:Iteration 1F (58.446040 sec): 3 clusters Score: Raw -212860.139914 + Penalty 2506.980000 = -210353.159914 nChanged 179 SP:Iteration 2F (58.507333 sec): 3 clusters Score: Raw -212994.219961 + Penalty 2506.980000 = -210487.239961 nChanged 121 SP:Iteration 3F (58.562958 sec): 3 clusters Score: Raw -213093.414308 + Penalty 2506.980000 = -210586.434308 nChanged 101 SP:Iteration 4Q (58.618052 sec): 3 clusters Score: Raw -213162.861608 + Penalty 2506.980000 = -210655.881607 nChanged 71 SP:Iteration 5Q (58.659819 sec): 3 clusters Score: Raw -213217.030213 + Penalty 2506.980000 = -210710.050213 nChanged 51 SP:Iteration 6Q (58.720516 sec): 3 clusters Score: Raw -213252.627107 + Penalty 2506.980000 = -210745.647106 nChanged 44 SP:Iteration 7Q (58.774309 sec): 3 clusters Score: Raw -213281.220994 + Penalty 2506.980000 = -210774.240993 nChanged 49 SP:Iteration 8Q (58.824141 sec): 3 clusters Score: Raw -213328.966520 + Penalty 2506.980000 = -210821.986520 nChanged 60 SP:Iteration 9Q (58.864759 sec): 3 clusters Score: Raw -213399.927114 + Penalty 2506.980000 = -210892.947113 nChanged 60 SP:Iteration 10Q (58.921946 sec): 3 clusters Score: Raw -213483.590075 + Penalty 2506.980000 = -210976.610075 nChanged 73 SP:Iteration 11Q (58.969271 sec): 3 clusters Score: Raw -213566.405282 + Penalty 2506.980000 = -211059.425282 nChanged 62 SP:Iteration 12Q (59.033065 sec): 3 clusters Score: Raw -213633.279234 + Penalty 2506.980000 = -211126.299233 nChanged 41 SP:Iteration 13Q (59.088776 sec): 3 clusters Score: Raw -213680.597330 + Penalty 2506.980000 = -211173.617330 nChanged 41 SP:Iteration 14Q (59.129938 sec): 3 clusters Score: Raw -213705.614228 + Penalty 2506.980000 = -211198.634227 nChanged 23 SP:Iteration 15Q (59.194542 sec): 3 clusters Score: Raw -213721.235286 + Penalty 2506.980000 = -211214.255286 nChanged 24 SP:Iteration 16Q (59.231633 sec): 3 clusters Score: Raw -213731.345308 + Penalty 2506.980000 = -211224.365308 nChanged 10 SP:Iteration 17Q (59.284515 sec): 3 clusters Score: Raw -213735.238913 + Penalty 2506.980000 = -211228.258913 nChanged 8 SP:Iteration 18Q (59.337649 sec): 3 clusters Score: Raw -213738.781391 + Penalty 2506.980000 = -211231.801390 nChanged 7 SP:Iteration 19Q (59.395183 sec): 3 clusters Score: Raw -213741.575504 + Penalty 2506.980000 = -211234.595503 nChanged 7 SP:Iteration 20F (59.451625 sec): 3 clusters Score: Raw -213744.781849 + Penalty 2506.980000 = -211237.801848 nChanged 6 SP:Iteration 21Q (59.504582 sec): 3 clusters Score: Raw -213748.226788 + Penalty 2506.980000 = -211241.246787 nChanged 5 SP:Iteration 22Q (59.556677 sec): 3 clusters Score: Raw -213750.296048 + Penalty 2506.980000 = -211243.316048 nChanged 6 SP:Iteration 23Q (59.611253 sec): 3 clusters Score: Raw -213753.742062 + Penalty 2506.980000 = -211246.762061 nChanged 5 SP:Iteration 24Q (59.658411 sec): 3 clusters Score: Raw -213755.866109 + Penalty 2506.980000 = -211248.886109 nChanged 5 SP:Iteration 25Q (59.705136 sec): 3 clusters Score: Raw -213757.154930 + Penalty 2506.980000 = -211250.174930 nChanged 5 SP:Iteration 26Q (59.757509 sec): 3 clusters Score: Raw -213758.451887 + Penalty 2506.980000 = -211251.471887 nChanged 2 SP:Iteration 27Q (59.797225 sec): 3 clusters Score: Raw -213758.923615 + Penalty 2506.980000 = -211251.943614 nChanged 2 SP:Iteration 28Q (59.850548 sec): 3 clusters Score: Raw -213759.230627 + Penalty 2506.980000 = -211252.250627 nChanged 0 SP:Iteration 29F (59.911830 sec): 3 clusters Score: Raw -213759.230627 + Penalty 2506.980000 = -211252.250627 nChanged 0 Trying to split cluster 5 (19251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.963881 sec): 2 clusters Score: Raw -2059525.744342 + Penalty 1603.114222 = -2057922.630121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.046383 sec): 3 clusters Score: Raw -2048038.518272 + Penalty 3206.228443 = -2044832.289829 nChanged 8555 SP:Iteration 1F (60.127270 sec): 3 clusters Score: Raw -2052811.395765 + Penalty 3206.228443 = -2049605.167321 nChanged 1057 SP:Iteration 2F (60.207405 sec): 3 clusters Score: Raw -2053251.434886 + Penalty 3206.228443 = -2050045.206443 nChanged 989 SP:Iteration 3F (60.275743 sec): 3 clusters Score: Raw -2053677.907720 + Penalty 3206.228443 = -2050471.679277 nChanged 974 SP:Iteration 4F (60.361564 sec): 3 clusters Score: Raw -2054129.127953 + Penalty 3206.228443 = -2050922.899510 nChanged 1032 SP:Iteration 5F (60.436872 sec): 3 clusters Score: Raw -2054657.780182 + Penalty 3206.228443 = -2051451.551739 nChanged 1070 SP:Iteration 6F (60.521862 sec): 3 clusters Score: Raw -2055270.460476 + Penalty 3206.228443 = -2052064.232033 nChanged 1093 SP:Iteration 7F (60.603677 sec): 3 clusters Score: Raw -2055975.699898 + Penalty 3206.228443 = -2052769.471455 nChanged 1023 SP:Iteration 8F (60.687277 sec): 3 clusters Score: Raw -2056738.046366 + Penalty 3206.228443 = -2053531.817923 nChanged 940 SP:Iteration 9Q (60.769841 sec): 3 clusters Score: Raw -2057461.206397 + Penalty 3206.228443 = -2054254.977954 nChanged 709 SP:Iteration 10Q (60.840917 sec): 3 clusters Score: Raw -2057916.139057 + Penalty 3206.228443 = -2054709.910613 nChanged 515 SP:Iteration 11Q (60.925310 sec): 3 clusters Score: Raw -2058193.595274 + Penalty 3206.228443 = -2054987.366831 nChanged 440 SP:Iteration 12Q (61.009064 sec): 3 clusters Score: Raw -2058409.699865 + Penalty 3206.228443 = -2055203.471422 nChanged 396 SP:Iteration 13Q (61.086013 sec): 3 clusters Score: Raw -2058606.641056 + Penalty 3206.228443 = -2055400.412612 nChanged 384 SP:Iteration 14Q (61.152188 sec): 3 clusters Score: Raw -2058800.308734 + Penalty 3206.228443 = -2055594.080291 nChanged 353 SP:Iteration 15Q (61.228837 sec): 3 clusters Score: Raw -2058992.404528 + Penalty 3206.228443 = -2055786.176085 nChanged 328 SP:Iteration 16Q (61.311533 sec): 3 clusters Score: Raw -2059170.942005 + Penalty 3206.228443 = -2055964.713562 nChanged 279 SP:Iteration 17Q (61.382388 sec): 3 clusters Score: Raw -2059317.053598 + Penalty 3206.228443 = -2056110.825155 nChanged 227 SP:Iteration 18Q (61.468549 sec): 3 clusters Score: Raw -2059436.083083 + Penalty 3206.228443 = -2056229.854640 nChanged 204 SP:Iteration 19Q (61.539726 sec): 3 clusters Score: Raw -2059553.463998 + Penalty 3206.228443 = -2056347.235555 nChanged 183 SP:Iteration 20F (61.610113 sec): 3 clusters Score: Raw -2059650.605894 + Penalty 3206.228443 = -2056444.377451 nChanged 139 SP:Iteration 21Q (61.688254 sec): 3 clusters Score: Raw -2059724.375010 + Penalty 3206.228443 = -2056518.146567 nChanged 107 SP:Iteration 22Q (61.752324 sec): 3 clusters Score: Raw -2059769.999742 + Penalty 3206.228443 = -2056563.771299 nChanged 86 SP:Iteration 23Q (61.836258 sec): 3 clusters Score: Raw -2059802.143447 + Penalty 3206.228443 = -2056595.915004 nChanged 66 SP:Iteration 24Q (61.904532 sec): 3 clusters Score: Raw -2059828.648962 + Penalty 3206.228443 = -2056622.420519 nChanged 52 SP:Iteration 25Q (61.979040 sec): 3 clusters Score: Raw -2059848.270029 + Penalty 3206.228443 = -2056642.041586 nChanged 48 SP:Iteration 26Q (62.044188 sec): 3 clusters Score: Raw -2059864.423970 + Penalty 3206.228443 = -2056658.195527 nChanged 40 SP:Iteration 27Q (62.116096 sec): 3 clusters Score: Raw -2059879.389992 + Penalty 3206.228443 = -2056673.161548 nChanged 32 SP:Iteration 28Q (62.197413 sec): 3 clusters Score: Raw -2059891.577061 + Penalty 3206.228443 = -2056685.348618 nChanged 33 SP:Iteration 29Q (62.253934 sec): 3 clusters Score: Raw -2059904.720691 + Penalty 3206.228443 = -2056698.492248 nChanged 29 SP:Iteration 30Q (62.338024 sec): 3 clusters Score: Raw -2059916.167114 + Penalty 3206.228443 = -2056709.938671 nChanged 24 SP:Iteration 31Q (62.412980 sec): 3 clusters Score: Raw -2059925.051938 + Penalty 3206.228443 = -2056718.823495 nChanged 19 SP:Iteration 32Q (62.485993 sec): 3 clusters Score: Raw -2059931.811490 + Penalty 3206.228443 = -2056725.583047 nChanged 23 SP:Iteration 33Q (62.558306 sec): 3 clusters Score: Raw -2059937.036923 + Penalty 3206.228443 = -2056730.808480 nChanged 16 SP:Iteration 34Q (62.637675 sec): 3 clusters Score: Raw -2059941.294109 + Penalty 3206.228443 = -2056735.065666 nChanged 13 SP:Iteration 35Q (62.711515 sec): 3 clusters Score: Raw -2059945.095464 + Penalty 3206.228443 = -2056738.867021 nChanged 4 SP:Iteration 36Q (62.786173 sec): 3 clusters Score: Raw -2059946.518249 + Penalty 3206.228443 = -2056740.289806 nChanged 11 SP:Iteration 37Q (62.859979 sec): 3 clusters Score: Raw -2059949.133922 + Penalty 3206.228443 = -2056742.905479 nChanged 9 SP:Iteration 38Q (62.926592 sec): 3 clusters Score: Raw -2059950.673306 + Penalty 3206.228443 = -2056744.444863 nChanged 7 SP:Iteration 39Q (63.000019 sec): 3 clusters Score: Raw -2059952.931205 + Penalty 3206.228443 = -2056746.702762 nChanged 9 SP:Iteration 40F (63.069587 sec): 3 clusters Score: Raw -2059955.592853 + Penalty 3206.228443 = -2056749.364410 nChanged 4 SP:Iteration 41Q (63.141360 sec): 3 clusters Score: Raw -2059956.409762 + Penalty 3206.228443 = -2056750.181318 nChanged 4 SP:Iteration 42Q (63.224119 sec): 3 clusters Score: Raw -2059958.104589 + Penalty 3206.228443 = -2056751.876146 nChanged 2 SP:Iteration 43Q (63.299226 sec): 3 clusters Score: Raw -2059958.804070 + Penalty 3206.228443 = -2056752.575627 nChanged 2 SP:Iteration 44Q (63.358856 sec): 3 clusters Score: Raw -2059959.346296 + Penalty 3206.228443 = -2056753.117852 nChanged 1 SP:Iteration 45Q (63.426649 sec): 3 clusters Score: Raw -2059959.485353 + Penalty 3206.228443 = -2056753.256910 nChanged 1 SP:Iteration 46Q (63.509277 sec): 3 clusters Score: Raw -2059959.526853 + Penalty 3206.228443 = -2056753.298410 nChanged 1 SP:Iteration 47Q (63.586380 sec): 3 clusters Score: Raw -2059959.652578 + Penalty 3206.228443 = -2056753.424135 nChanged 0 SP:Iteration 48F (63.668219 sec): 3 clusters Score: Raw -2059959.652578 + Penalty 3206.228443 = -2056753.424135 nChanged 0 Trying to split cluster 12 (8756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.705209 sec): 2 clusters Score: Raw -936034.604975 + Penalty 1475.092850 = -934559.512126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.768436 sec): 3 clusters Score: Raw -931173.636982 + Penalty 2950.185699 = -928223.451283 nChanged 3733 SP:Iteration 1F (63.832684 sec): 3 clusters Score: Raw -933138.111247 + Penalty 2950.185699 = -930187.925548 nChanged 581 SP:Iteration 2F (63.886712 sec): 3 clusters Score: Raw -933389.569669 + Penalty 2950.185699 = -930439.383970 nChanged 479 SP:Iteration 3F (63.962325 sec): 3 clusters Score: Raw -933612.650108 + Penalty 2950.185699 = -930662.464409 nChanged 466 SP:Iteration 4F (64.022978 sec): 3 clusters Score: Raw -933845.659252 + Penalty 2950.185699 = -930895.473553 nChanged 429 SP:Iteration 5Q (64.082922 sec): 3 clusters Score: Raw -934078.702157 + Penalty 2950.185699 = -931128.516458 nChanged 439 SP:Iteration 6F (64.147186 sec): 3 clusters Score: Raw -934339.361112 + Penalty 2950.185699 = -931389.175413 nChanged 441 SP:Iteration 7F (64.207634 sec): 3 clusters Score: Raw -934649.353919 + Penalty 2950.185699 = -931699.168220 nChanged 420 SP:Iteration 8Q (64.268239 sec): 3 clusters Score: Raw -934977.629211 + Penalty 2950.185699 = -932027.443512 nChanged 410 SP:Iteration 9Q (64.331670 sec): 3 clusters Score: Raw -935327.563768 + Penalty 2950.185699 = -932377.378069 nChanged 337 SP:Iteration 10Q (64.385094 sec): 3 clusters Score: Raw -935623.960390 + Penalty 2950.185699 = -932673.774691 nChanged 267 SP:Iteration 11Q (64.449055 sec): 3 clusters Score: Raw -935834.058357 + Penalty 2950.185699 = -932883.872658 nChanged 191 SP:Iteration 12Q (64.509655 sec): 3 clusters Score: Raw -935965.770322 + Penalty 2950.185699 = -933015.584623 nChanged 135 SP:Iteration 13Q (64.570916 sec): 3 clusters Score: Raw -936046.153972 + Penalty 2950.185699 = -933095.968273 nChanged 93 SP:Iteration 14Q (64.644615 sec): 3 clusters Score: Raw -936101.501857 + Penalty 2950.185699 = -933151.316158 nChanged 66 SP:Iteration 15Q (64.706156 sec): 3 clusters Score: Raw -936136.756531 + Penalty 2950.185699 = -933186.570832 nChanged 51 SP:Iteration 16Q (64.767626 sec): 3 clusters Score: Raw -936167.508963 + Penalty 2950.185699 = -933217.323264 nChanged 35 SP:Iteration 17Q (64.829352 sec): 3 clusters Score: Raw -936185.378000 + Penalty 2950.185699 = -933235.192301 nChanged 37 SP:Iteration 18Q (64.890364 sec): 3 clusters Score: Raw -936207.371621 + Penalty 2950.185699 = -933257.185922 nChanged 33 SP:Iteration 19Q (64.939625 sec): 3 clusters Score: Raw -936222.165275 + Penalty 2950.185699 = -933271.979576 nChanged 31 SP:Iteration 20F (65.003116 sec): 3 clusters Score: Raw -936236.017906 + Penalty 2950.185699 = -933285.832207 nChanged 34 SP:Iteration 21Q (65.075856 sec): 3 clusters Score: Raw -936253.042367 + Penalty 2950.185699 = -933302.856668 nChanged 31 SP:Iteration 22Q (65.135400 sec): 3 clusters Score: Raw -936268.134068 + Penalty 2950.185699 = -933317.948369 nChanged 19 SP:Iteration 23Q (65.186410 sec): 3 clusters Score: Raw -936276.169448 + Penalty 2950.185699 = -933325.983749 nChanged 20 SP:Iteration 24Q (65.256235 sec): 3 clusters Score: Raw -936283.427552 + Penalty 2950.185699 = -933333.241853 nChanged 8 SP:Iteration 25Q (65.319169 sec): 3 clusters Score: Raw -936287.689659 + Penalty 2950.185699 = -933337.503960 nChanged 9 SP:Iteration 26Q (65.381041 sec): 3 clusters Score: Raw -936292.093156 + Penalty 2950.185699 = -933341.907457 nChanged 9 SP:Iteration 27Q (65.439788 sec): 3 clusters Score: Raw -936298.588093 + Penalty 2950.185699 = -933348.402394 nChanged 13 SP:Iteration 28Q (65.502375 sec): 3 clusters Score: Raw -936307.722561 + Penalty 2950.185699 = -933357.536862 nChanged 9 SP:Iteration 29Q (65.550986 sec): 3 clusters Score: Raw -936311.019139 + Penalty 2950.185699 = -933360.833440 nChanged 2 SP:Iteration 30Q (65.614468 sec): 3 clusters Score: Raw -936311.657123 + Penalty 2950.185699 = -933361.471424 nChanged 2 SP:Iteration 31Q (65.684550 sec): 3 clusters Score: Raw -936313.217121 + Penalty 2950.185699 = -933363.031422 nChanged 3 SP:Iteration 32Q (65.744627 sec): 3 clusters Score: Raw -936315.195504 + Penalty 2950.185699 = -933365.009805 nChanged 6 SP:Iteration 33Q (65.794733 sec): 3 clusters Score: Raw -936318.298583 + Penalty 2950.185699 = -933368.112884 nChanged 6 SP:Iteration 34Q (65.857442 sec): 3 clusters Score: Raw -936320.857452 + Penalty 2950.185699 = -933370.671753 nChanged 4 SP:Iteration 35Q (65.905159 sec): 3 clusters Score: Raw -936323.194648 + Penalty 2950.185699 = -933373.008949 nChanged 6 SP:Iteration 36Q (65.976875 sec): 3 clusters Score: Raw -936325.530883 + Penalty 2950.185699 = -933375.345183 nChanged 3 SP:Iteration 37Q (66.036213 sec): 3 clusters Score: Raw -936326.452579 + Penalty 2950.185699 = -933376.266880 nChanged 3 SP:Iteration 38Q (66.097573 sec): 3 clusters Score: Raw -936327.274627 + Penalty 2950.185699 = -933377.088928 nChanged 2 SP:Iteration 39Q (66.157631 sec): 3 clusters Score: Raw -936327.937843 + Penalty 2950.185699 = -933377.752144 nChanged 1 SP:Iteration 40F (66.222140 sec): 3 clusters Score: Raw -936328.319824 + Penalty 2950.185699 = -933378.134125 nChanged 0 Trying to split cluster 13 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.235714 sec): 2 clusters Score: Raw -17768.853033 + Penalty 932.716348 = -16836.136684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.285811 sec): 3 clusters Score: Raw -17963.247362 + Penalty 1865.432696 = -16097.814666 nChanged 73 SP:Iteration 1F (66.335914 sec): 3 clusters Score: Raw -18131.875420 + Penalty 1865.432696 = -16266.442724 nChanged 26 SP:Iteration 2F (66.392204 sec): 3 clusters Score: Raw -18209.669870 + Penalty 1865.432696 = -16344.237173 nChanged 19 SP:Iteration 3F (66.442452 sec): 3 clusters Score: Raw -18282.718772 + Penalty 1865.432696 = -16417.286076 nChanged 12 SP:Iteration 4Q (66.491833 sec): 3 clusters Score: Raw -18357.807013 + Penalty 1865.432696 = -16492.374317 nChanged 8 SP:Iteration 5Q (66.539178 sec): 3 clusters Score: Raw -18444.958102 + Penalty 1865.432696 = -16579.525406 nChanged 9 SP:Iteration 6Q (66.588337 sec): 3 clusters Score: Raw -18484.270351 + Penalty 1865.432696 = -16618.837654 nChanged 7 SP:Iteration 7Q (66.637820 sec): 3 clusters Score: Raw -18520.597880 + Penalty 1865.432696 = -16655.165183 nChanged 4 SP:Iteration 8Q (66.690594 sec): 3 clusters Score: Raw -18529.564631 + Penalty 1865.432696 = -16664.131935 nChanged 3 SP:Iteration 9Q (66.742044 sec): 3 clusters Score: Raw -18546.178369 + Penalty 1865.432696 = -16680.745673 nChanged 1 SP:Iteration 10Q (66.787576 sec): 3 clusters Score: Raw -18547.148862 + Penalty 1865.432696 = -16681.716165 nChanged 0 SP:Iteration 11F (66.835412 sec): 3 clusters Score: Raw -18547.926087 + Penalty 1865.432696 = -16682.493390 nChanged 1 SP:Iteration 12Q (66.891904 sec): 3 clusters Score: Raw -18571.727203 + Penalty 1865.432696 = -16706.294507 nChanged 1 SP:Iteration 13Q (66.935917 sec): 3 clusters Score: Raw -18609.104706 + Penalty 1865.432696 = -16743.672010 nChanged 4 SP:Iteration 14Q (66.986554 sec): 3 clusters Score: Raw -18642.824420 + Penalty 1865.432696 = -16777.391724 nChanged 5 SP:Iteration 15Q (67.039851 sec): 3 clusters Score: Raw -18651.218814 + Penalty 1865.432696 = -16785.786117 nChanged 1 SP:Iteration 16Q (67.085211 sec): 3 clusters Score: Raw -18652.049821 + Penalty 1865.432696 = -16786.617124 nChanged 0 SP:Iteration 17F (67.137366 sec): 3 clusters Score: Raw -18652.049821 + Penalty 1865.432696 = -16786.617124 nChanged 0 Trying to split cluster 14 (4517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.168328 sec): 2 clusters Score: Raw -486803.033768 + Penalty 1367.535542 = -485435.498226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.227766 sec): 3 clusters Score: Raw -484515.383569 + Penalty 2735.071084 = -481780.312485 nChanged 1806 SP:Iteration 1F (67.277079 sec): 3 clusters Score: Raw -485439.682576 + Penalty 2735.071084 = -482704.611491 nChanged 300 SP:Iteration 2F (67.325428 sec): 3 clusters Score: Raw -485606.893873 + Penalty 2735.071084 = -482871.822788 nChanged 234 SP:Iteration 3F (67.387567 sec): 3 clusters Score: Raw -485709.071640 + Penalty 2735.071084 = -482974.000556 nChanged 158 SP:Iteration 4Q (67.445137 sec): 3 clusters Score: Raw -485776.139577 + Penalty 2735.071084 = -483041.068493 nChanged 118 SP:Iteration 5Q (67.508254 sec): 3 clusters Score: Raw -485820.954568 + Penalty 2735.071084 = -483085.883484 nChanged 95 SP:Iteration 6Q (67.553251 sec): 3 clusters Score: Raw -485853.626550 + Penalty 2735.071084 = -483118.555466 nChanged 76 SP:Iteration 7Q (67.607391 sec): 3 clusters Score: Raw -485875.233565 + Penalty 2735.071084 = -483140.162481 nChanged 48 SP:Iteration 8Q (67.667636 sec): 3 clusters Score: Raw -485892.083121 + Penalty 2735.071084 = -483157.012037 nChanged 56 SP:Iteration 9Q (67.718366 sec): 3 clusters Score: Raw -485908.635209 + Penalty 2735.071084 = -483173.564125 nChanged 57 SP:Iteration 10Q (67.782092 sec): 3 clusters Score: Raw -485923.925151 + Penalty 2735.071084 = -483188.854067 nChanged 52 SP:Iteration 11Q (67.826819 sec): 3 clusters Score: Raw -485944.698474 + Penalty 2735.071084 = -483209.627389 nChanged 58 SP:Iteration 12Q (67.888017 sec): 3 clusters Score: Raw -485966.818050 + Penalty 2735.071084 = -483231.746966 nChanged 65 SP:Iteration 13Q (67.938968 sec): 3 clusters Score: Raw -485994.669898 + Penalty 2735.071084 = -483259.598814 nChanged 62 SP:Iteration 14Q (67.997173 sec): 3 clusters Score: Raw -486011.923309 + Penalty 2735.071084 = -483276.852225 nChanged 58 SP:Iteration 15Q (68.059235 sec): 3 clusters Score: Raw -486031.537800 + Penalty 2735.071084 = -483296.466716 nChanged 62 SP:Iteration 16Q (68.115624 sec): 3 clusters Score: Raw -486051.297194 + Penalty 2735.071084 = -483316.226110 nChanged 52 SP:Iteration 17Q (68.166241 sec): 3 clusters Score: Raw -486065.666659 + Penalty 2735.071084 = -483330.595575 nChanged 47 SP:Iteration 18Q (68.226972 sec): 3 clusters Score: Raw -486083.923494 + Penalty 2735.071084 = -483348.852410 nChanged 58 SP:Iteration 19Q (68.272182 sec): 3 clusters Score: Raw -486109.309749 + Penalty 2735.071084 = -483374.238665 nChanged 61 SP:Iteration 20F (68.330553 sec): 3 clusters Score: Raw -486132.625173 + Penalty 2735.071084 = -483397.554089 nChanged 59 SP:Iteration 21Q (68.395135 sec): 3 clusters Score: Raw -486155.241187 + Penalty 2735.071084 = -483420.170102 nChanged 61 SP:Iteration 22Q (68.442049 sec): 3 clusters Score: Raw -486183.261987 + Penalty 2735.071084 = -483448.190903 nChanged 75 SP:Iteration 23Q (68.509441 sec): 3 clusters Score: Raw -486217.242425 + Penalty 2735.071084 = -483482.171341 nChanged 87 SP:Iteration 24Q (68.551886 sec): 3 clusters Score: Raw -486258.162384 + Penalty 2735.071084 = -483523.091300 nChanged 71 SP:Iteration 25Q (68.613047 sec): 3 clusters Score: Raw -486289.422066 + Penalty 2735.071084 = -483554.350982 nChanged 73 SP:Iteration 26Q (68.668502 sec): 3 clusters Score: Raw -486322.607742 + Penalty 2735.071084 = -483587.536658 nChanged 76 SP:Iteration 27Q (68.726653 sec): 3 clusters Score: Raw -486359.025665 + Penalty 2735.071084 = -483623.954581 nChanged 70 SP:Iteration 28Q (68.770398 sec): 3 clusters Score: Raw -486392.069915 + Penalty 2735.071084 = -483656.998831 nChanged 75 SP:Iteration 29Q (68.833676 sec): 3 clusters Score: Raw -486430.491985 + Penalty 2735.071084 = -483695.420901 nChanged 80 SP:Iteration 30Q (68.890740 sec): 3 clusters Score: Raw -486473.042575 + Penalty 2735.071084 = -483737.971491 nChanged 79 SP:Iteration 31Q (68.945143 sec): 3 clusters Score: Raw -486510.035300 + Penalty 2735.071084 = -483774.964216 nChanged 70 SP:Iteration 32Q (68.993812 sec): 3 clusters Score: Raw -486544.172403 + Penalty 2735.071084 = -483809.101319 nChanged 73 SP:Iteration 33Q (69.052404 sec): 3 clusters Score: Raw -486575.935777 + Penalty 2735.071084 = -483840.864693 nChanged 62 SP:Iteration 34Q (69.110321 sec): 3 clusters Score: Raw -486599.540496 + Penalty 2735.071084 = -483864.469412 nChanged 41 SP:Iteration 35Q (69.157967 sec): 3 clusters Score: Raw -486617.075949 + Penalty 2735.071084 = -483882.004865 nChanged 38 SP:Iteration 36Q (69.210499 sec): 3 clusters Score: Raw -486630.611032 + Penalty 2735.071084 = -483895.539948 nChanged 34 SP:Iteration 37Q (69.265985 sec): 3 clusters Score: Raw -486638.451926 + Penalty 2735.071084 = -483903.380842 nChanged 17 SP:Iteration 38Q (69.322291 sec): 3 clusters Score: Raw -486643.018861 + Penalty 2735.071084 = -483907.947777 nChanged 22 SP:Iteration 39Q (69.378401 sec): 3 clusters Score: Raw -486649.311449 + Penalty 2735.071084 = -483914.240365 nChanged 19 SP:Iteration 40F (69.436329 sec): 3 clusters Score: Raw -486654.562698 + Penalty 2735.071084 = -483919.491614 nChanged 19 SP:Iteration 41Q (69.493634 sec): 3 clusters Score: Raw -486659.307398 + Penalty 2735.071084 = -483924.236314 nChanged 12 SP:Iteration 42Q (69.540386 sec): 3 clusters Score: Raw -486663.491767 + Penalty 2735.071084 = -483928.420683 nChanged 13 SP:Iteration 43Q (69.605618 sec): 3 clusters Score: Raw -486667.822036 + Penalty 2735.071084 = -483932.750952 nChanged 7 SP:Iteration 44Q (69.655685 sec): 3 clusters Score: Raw -486669.244875 + Penalty 2735.071084 = -483934.173791 nChanged 5 SP:Iteration 45Q (69.717076 sec): 3 clusters Score: Raw -486670.066215 + Penalty 2735.071084 = -483934.995130 nChanged 5 SP:Iteration 46Q (69.769322 sec): 3 clusters Score: Raw -486671.245090 + Penalty 2735.071084 = -483936.174006 nChanged 10 SP:Iteration 47Q (69.823885 sec): 3 clusters Score: Raw -486674.529999 + Penalty 2735.071084 = -483939.458915 nChanged 11 SP:Iteration 48Q (69.870144 sec): 3 clusters Score: Raw -486678.446100 + Penalty 2735.071084 = -483943.375016 nChanged 16 SP:Iteration 49Q (69.927421 sec): 3 clusters Score: Raw -486682.906046 + Penalty 2735.071084 = -483947.834962 nChanged 11 SP:Iteration 50Q (69.984671 sec): 3 clusters Score: Raw -486686.376585 + Penalty 2735.071084 = -483951.305501 nChanged 10 SP:Iteration 51Q (70.041234 sec): 3 clusters Score: Raw -486689.709677 + Penalty 2735.071084 = -483954.638593 nChanged 18 SP:Iteration 52Q (70.106187 sec): 3 clusters Score: Raw -486694.624208 + Penalty 2735.071084 = -483959.553124 nChanged 11 SP:Iteration 53Q (70.160161 sec): 3 clusters Score: Raw -486697.536235 + Penalty 2735.071084 = -483962.465151 nChanged 11 SP:Iteration 54Q (70.207649 sec): 3 clusters Score: Raw -486701.784029 + Penalty 2735.071084 = -483966.712945 nChanged 14 SP:Iteration 55Q (70.264003 sec): 3 clusters Score: Raw -486706.984521 + Penalty 2735.071084 = -483971.913437 nChanged 13 SP:Iteration 56Q (70.319560 sec): 3 clusters Score: Raw -486709.965207 + Penalty 2735.071084 = -483974.894123 nChanged 6 SP:Iteration 57Q (70.380749 sec): 3 clusters Score: Raw -486711.452314 + Penalty 2735.071084 = -483976.381230 nChanged 5 SP:Iteration 58Q (70.430732 sec): 3 clusters Score: Raw -486712.348061 + Penalty 2735.071084 = -483977.276977 nChanged 0 SP:Iteration 59F (70.478351 sec): 3 clusters Score: Raw -486712.348061 + Penalty 2735.071084 = -483977.276977 nChanged 0 Trying to split cluster 19 (32165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.553760 sec): 2 clusters Score: Raw -3303980.271035 + Penalty 1686.528055 = -3302293.742980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.640606 sec): 3 clusters Score: Raw -3283877.253876 + Penalty 3373.056110 = -3280504.197766 nChanged 15072 SP:Iteration 1F (70.751063 sec): 3 clusters Score: Raw -3292379.112189 + Penalty 3373.056110 = -3289006.056079 nChanged 1402 SP:Iteration 2Q (70.850576 sec): 3 clusters Score: Raw -3292883.350717 + Penalty 3373.056110 = -3289510.294608 nChanged 1471 SP:Iteration 3Q (70.938077 sec): 3 clusters Score: Raw -3293488.107911 + Penalty 3373.056110 = -3290115.051801 nChanged 1552 SP:Iteration 4Q (71.037042 sec): 3 clusters Score: Raw -3294217.461886 + Penalty 3373.056110 = -3290844.405777 nChanged 1651 SP:Iteration 5F (71.134581 sec): 3 clusters Score: Raw -3295107.719064 + Penalty 3373.056110 = -3291734.662954 nChanged 1731 SP:Iteration 6F (71.248246 sec): 3 clusters Score: Raw -3296038.634271 + Penalty 3373.056110 = -3292665.578161 nChanged 1702 SP:Iteration 7F (71.339420 sec): 3 clusters Score: Raw -3297003.463530 + Penalty 3373.056110 = -3293630.407420 nChanged 1750 SP:Iteration 8F (71.446247 sec): 3 clusters Score: Raw -3298007.819301 + Penalty 3373.056110 = -3294634.763191 nChanged 1688 SP:Iteration 9F (71.547947 sec): 3 clusters Score: Raw -3298938.126365 + Penalty 3373.056110 = -3295565.070255 nChanged 1492 SP:Iteration 10Q (71.655727 sec): 3 clusters Score: Raw -3299711.947006 + Penalty 3373.056110 = -3296338.890896 nChanged 1293 SP:Iteration 11Q (71.762087 sec): 3 clusters Score: Raw -3300290.941238 + Penalty 3373.056110 = -3296917.885128 nChanged 990 SP:Iteration 12Q (71.860779 sec): 3 clusters Score: Raw -3300633.730451 + Penalty 3373.056110 = -3297260.674341 nChanged 706 SP:Iteration 13Q (71.954029 sec): 3 clusters Score: Raw -3300832.700683 + Penalty 3373.056110 = -3297459.644573 nChanged 522 SP:Iteration 14Q (72.059473 sec): 3 clusters Score: Raw -3300966.461606 + Penalty 3373.056110 = -3297593.405497 nChanged 427 SP:Iteration 15Q (72.165070 sec): 3 clusters Score: Raw -3301064.711816 + Penalty 3373.056110 = -3297691.655706 nChanged 351 SP:Iteration 16Q (72.257202 sec): 3 clusters Score: Raw -3301135.577109 + Penalty 3373.056110 = -3297762.520999 nChanged 302 SP:Iteration 17Q (72.371694 sec): 3 clusters Score: Raw -3301196.460815 + Penalty 3373.056110 = -3297823.404706 nChanged 282 SP:Iteration 18Q (72.477204 sec): 3 clusters Score: Raw -3301251.048933 + Penalty 3373.056110 = -3297877.992823 nChanged 273 SP:Iteration 19Q (72.583548 sec): 3 clusters Score: Raw -3301304.881316 + Penalty 3373.056110 = -3297931.825207 nChanged 313 SP:Iteration 20F (72.683908 sec): 3 clusters Score: Raw -3301372.786396 + Penalty 3373.056110 = -3297999.730286 nChanged 302 SP:Iteration 21Q (72.777258 sec): 3 clusters Score: Raw -3301438.611290 + Penalty 3373.056110 = -3298065.555181 nChanged 307 SP:Iteration 22Q (72.889349 sec): 3 clusters Score: Raw -3301505.191892 + Penalty 3373.056110 = -3298132.135782 nChanged 296 SP:Iteration 23Q (72.991250 sec): 3 clusters Score: Raw -3301576.368169 + Penalty 3373.056110 = -3298203.312059 nChanged 309 SP:Iteration 24Q (73.092509 sec): 3 clusters Score: Raw -3301655.104052 + Penalty 3373.056110 = -3298282.047942 nChanged 330 SP:Iteration 25Q (73.192761 sec): 3 clusters Score: Raw -3301744.845467 + Penalty 3373.056110 = -3298371.789357 nChanged 337 SP:Iteration 26Q (73.294106 sec): 3 clusters Score: Raw -3301840.507180 + Penalty 3373.056110 = -3298467.451070 nChanged 374 SP:Iteration 27Q (73.383630 sec): 3 clusters Score: Raw -3301949.448050 + Penalty 3373.056110 = -3298576.391940 nChanged 347 SP:Iteration 28Q (73.492835 sec): 3 clusters Score: Raw -3302052.338961 + Penalty 3373.056110 = -3298679.282851 nChanged 358 SP:Iteration 29Q (73.595226 sec): 3 clusters Score: Raw -3302165.016031 + Penalty 3373.056110 = -3298791.959921 nChanged 397 SP:Iteration 30Q (73.689012 sec): 3 clusters Score: Raw -3302334.582393 + Penalty 3373.056110 = -3298961.526283 nChanged 423 SP:Iteration 31Q (73.789477 sec): 3 clusters Score: Raw -3302553.073479 + Penalty 3373.056110 = -3299180.017370 nChanged 503 SP:Iteration 32Q (73.884040 sec): 3 clusters Score: Raw -3302821.009177 + Penalty 3373.056110 = -3299447.953067 nChanged 507 SP:Iteration 33Q (73.989131 sec): 3 clusters Score: Raw -3303112.734478 + Penalty 3373.056110 = -3299739.678368 nChanged 466 SP:Iteration 34Q (74.084321 sec): 3 clusters Score: Raw -3303368.731742 + Penalty 3373.056110 = -3299995.675632 nChanged 440 SP:Iteration 35Q (74.184692 sec): 3 clusters Score: Raw -3303600.026901 + Penalty 3373.056110 = -3300226.970792 nChanged 397 SP:Iteration 36Q (74.272941 sec): 3 clusters Score: Raw -3303808.117430 + Penalty 3373.056110 = -3300435.061320 nChanged 345 SP:Iteration 37Q (74.382467 sec): 3 clusters Score: Raw -3303997.224644 + Penalty 3373.056110 = -3300624.168535 nChanged 323 SP:Iteration 38Q (74.477616 sec): 3 clusters Score: Raw -3304219.076689 + Penalty 3373.056110 = -3300846.020579 nChanged 323 SP:Iteration 39Q (74.577213 sec): 3 clusters Score: Raw -3304548.365761 + Penalty 3373.056110 = -3301175.309651 nChanged 348 SP:Iteration 40F (74.677152 sec): 3 clusters Score: Raw -3305114.893472 + Penalty 3373.056110 = -3301741.837363 nChanged 394 SP:Iteration 41Q (74.777855 sec): 3 clusters Score: Raw -3305828.253150 + Penalty 3373.056110 = -3302455.197040 nChanged 452 SP:Iteration 42Q (74.869798 sec): 3 clusters Score: Raw -3306122.804170 + Penalty 3373.056110 = -3302749.748060 nChanged 401 SP:Iteration 43Q (74.960175 sec): 3 clusters Score: Raw -3306247.210870 + Penalty 3373.056110 = -3302874.154760 nChanged 342 SP:Iteration 44Q (75.061113 sec): 3 clusters Score: Raw -3306361.179601 + Penalty 3373.056110 = -3302988.123492 nChanged 318 SP:Iteration 45Q (75.149415 sec): 3 clusters Score: Raw -3306481.812001 + Penalty 3373.056110 = -3303108.755891 nChanged 379 SP:Iteration 46Q (75.254320 sec): 3 clusters Score: Raw -3306642.583749 + Penalty 3373.056110 = -3303269.527639 nChanged 422 SP:Iteration 47Q (75.349888 sec): 3 clusters Score: Raw -3306843.742151 + Penalty 3373.056110 = -3303470.686041 nChanged 494 SP:Iteration 48Q (75.444551 sec): 3 clusters Score: Raw -3307114.492655 + Penalty 3373.056110 = -3303741.436545 nChanged 578 SP:Iteration 49Q (75.541288 sec): 3 clusters Score: Raw -3307478.332205 + Penalty 3373.056110 = -3304105.276095 nChanged 658 SP:Iteration 50Q (75.637082 sec): 3 clusters Score: Raw -3307945.214310 + Penalty 3373.056110 = -3304572.158200 nChanged 719 SP:Iteration 51Q (75.731787 sec): 3 clusters Score: Raw -3308509.472527 + Penalty 3373.056110 = -3305136.416417 nChanged 653 SP:Iteration 52Q (75.827661 sec): 3 clusters Score: Raw -3309028.947171 + Penalty 3373.056110 = -3305655.891061 nChanged 533 SP:Iteration 53Q (75.920374 sec): 3 clusters Score: Raw -3309467.813187 + Penalty 3373.056110 = -3306094.757077 nChanged 482 SP:Iteration 54Q (76.017728 sec): 3 clusters Score: Raw -3309832.395737 + Penalty 3373.056110 = -3306459.339627 nChanged 459 SP:Iteration 55Q (76.112819 sec): 3 clusters Score: Raw -3310241.655563 + Penalty 3373.056110 = -3306868.599453 nChanged 499 SP:Iteration 56Q (76.206970 sec): 3 clusters Score: Raw -3310718.828891 + Penalty 3373.056110 = -3307345.772781 nChanged 483 SP:Iteration 57Q (76.300830 sec): 3 clusters Score: Raw -3311230.807669 + Penalty 3373.056110 = -3307857.751559 nChanged 477 SP:Iteration 58Q (76.393773 sec): 3 clusters Score: Raw -3311820.979499 + Penalty 3373.056110 = -3308447.923389 nChanged 453 SP:Iteration 59Q (76.483526 sec): 3 clusters Score: Raw -3312522.530407 + Penalty 3373.056110 = -3309149.474298 nChanged 473 SP:Iteration 60F (76.584725 sec): 3 clusters Score: Raw -3314368.971407 + Penalty 3373.056110 = -3310995.915298 nChanged 991 SP:Iteration 61Q (76.680127 sec): 3 clusters Score: Raw -3318319.322853 + Penalty 3373.056110 = -3314946.266743 nChanged 740 SP:Iteration 62Q (76.755939 sec): 3 clusters Score: Raw -3321001.897309 + Penalty 3373.056110 = -3317628.841199 nChanged 29 SP:Iteration 63Q (76.850881 sec): 3 clusters Score: Raw -3321008.692148 + Penalty 3373.056110 = -3317635.636038 nChanged 1 SP:Iteration 64Q (76.948168 sec): 3 clusters Score: Raw -3321008.722725 + Penalty 3373.056110 = -3317635.666615 nChanged 0 SP:Iteration 65F (77.050337 sec): 3 clusters Score: Raw -3321008.722725 + Penalty 3373.056110 = -3317635.666615 nChanged 0 Score: Raw -10219796.058281 + Penalty 20552.937399 = -10199243.120882 Splitting cluster 19 changes total score from -10182790.516024 to -10199243.120882 So it's getting split into cluster 7. Iteration 59Q (78.681070 sec): 12 clusters Score: Raw -10222166.341192 + Penalty 20552.937399 = -10201613.403793 nChanged 2265 Iteration 60F (79.562936 sec): 12 clusters Score: Raw -10223883.682759 + Penalty 20552.937399 = -10203330.745361 nChanged 1606 Iteration 61Q (80.100780 sec): 12 clusters Score: Raw -10225047.068656 + Penalty 20552.937399 = -10204494.131257 nChanged 1127 Iteration 62Q (80.652505 sec): 12 clusters Score: Raw -10226041.097044 + Penalty 20552.937399 = -10205488.159645 nChanged 943 Iteration 63Q (81.240418 sec): 12 clusters Score: Raw -10226603.260102 + Penalty 20552.937399 = -10206050.322703 nChanged 766 Iteration 64Q (81.787740 sec): 12 clusters Score: Raw -10226915.542047 + Penalty 20552.937399 = -10206362.604649 nChanged 650 Iteration 65Q (82.361781 sec): 12 clusters Score: Raw -10227148.842829 + Penalty 20552.937399 = -10206595.905431 nChanged 586 Iteration 66Q (82.882405 sec): 12 clusters Score: Raw -10227330.724657 + Penalty 20552.937399 = -10206777.787259 nChanged 485 Iteration 67Q (83.428016 sec): 12 clusters Score: Raw -10227454.693179 + Penalty 20552.937399 = -10206901.755781 nChanged 435 Iteration 68Q (84.005386 sec): 12 clusters Score: Raw -10227550.122624 + Penalty 20552.937399 = -10206997.185225 nChanged 366 Iteration 69Q (84.585590 sec): 12 clusters Score: Raw -10227621.109389 + Penalty 20552.937399 = -10207068.171991 nChanged 307 Iteration 70Q (85.177720 sec): 12 clusters Score: Raw -10227687.772281 + Penalty 20552.937399 = -10207134.834883 nChanged 239 Iteration 71Q (85.723813 sec): 12 clusters Score: Raw -10227732.222908 + Penalty 20552.937399 = -10207179.285510 nChanged 185 Iteration 72Q (86.257463 sec): 12 clusters Score: Raw -10227766.764702 + Penalty 20552.937399 = -10207213.827304 nChanged 185 Iteration 73Q (86.774948 sec): 12 clusters Score: Raw -10227791.331455 + Penalty 20552.937399 = -10207238.394056 nChanged 150 Iteration 74Q (87.348441 sec): 12 clusters Score: Raw -10227812.060113 + Penalty 20552.937399 = -10207259.122714 nChanged 137 Iteration 75Q (87.900504 sec): 12 clusters Score: Raw -10227828.610713 + Penalty 20552.937399 = -10207275.673315 nChanged 132 Iteration 76Q (88.433980 sec): 12 clusters Score: Raw -10227846.852980 + Penalty 20552.937399 = -10207293.915581 nChanged 105 Iteration 77Q (89.004526 sec): 12 clusters Score: Raw -10227859.819146 + Penalty 20552.937399 = -10207306.881748 nChanged 95 Iteration 78Q (89.578092 sec): 12 clusters Score: Raw -10227871.058658 + Penalty 20552.937399 = -10207318.121259 nChanged 91 Iteration 79Q (90.126359 sec): 12 clusters Score: Raw -10227881.466461 + Penalty 20552.937399 = -10207328.529063 nChanged 80 Iteration 80F (91.058847 sec): 12 clusters Score: Raw -10227930.127604 + Penalty 20552.937399 = -10207377.190205 nChanged 105 Iteration 81Q (91.611816 sec): 12 clusters Score: Raw -10227959.030316 + Penalty 20552.937399 = -10207406.092918 nChanged 130 Iteration 82Q (92.205125 sec): 12 clusters Score: Raw -10227989.409528 + Penalty 20552.937399 = -10207436.472130 nChanged 142 Iteration 83Q (92.792328 sec): 12 clusters Score: Raw -10228015.618371 + Penalty 20552.937399 = -10207462.680972 nChanged 131 Iteration 84Q (93.376417 sec): 12 clusters Score: Raw -10228036.841394 + Penalty 20552.937399 = -10207483.903995 nChanged 133 Iteration 85Q (93.903460 sec): 12 clusters Score: Raw -10228055.765568 + Penalty 20552.937399 = -10207502.828169 nChanged 122 Iteration 86Q (94.466935 sec): 12 clusters Score: Raw -10228072.971484 + Penalty 20552.937399 = -10207520.034086 nChanged 120 Iteration 87Q (95.081566 sec): 12 clusters Score: Raw -10228087.102569 + Penalty 20552.937399 = -10207534.165171 nChanged 112 Iteration 88Q (95.680860 sec): 12 clusters Score: Raw -10228100.931740 + Penalty 20552.937399 = -10207547.994341 nChanged 116 Iteration 89Q (96.203237 sec): 12 clusters Score: Raw -10228113.760176 + Penalty 20552.937399 = -10207560.822777 nChanged 102 Iteration 90Q (96.775377 sec): 12 clusters Score: Raw -10228124.989901 + Penalty 20552.937399 = -10207572.052503 nChanged 87 Iteration 91Q (97.340698 sec): 12 clusters Score: Raw -10228133.662971 + Penalty 20552.937399 = -10207580.725572 nChanged 75 Iteration 92Q (97.907792 sec): 12 clusters Score: Raw -10228140.399211 + Penalty 20552.937399 = -10207587.461812 nChanged 67 Iteration 93Q (98.465071 sec): 12 clusters Score: Raw -10228146.411071 + Penalty 20552.937399 = -10207593.473672 nChanged 70 Iteration 94Q (99.014179 sec): 12 clusters Score: Raw -10228152.990560 + Penalty 20552.937399 = -10207600.053161 nChanged 62 Iteration 95Q (99.535441 sec): 12 clusters Score: Raw -10228158.563297 + Penalty 20552.937399 = -10207605.625899 nChanged 50 Iteration 96Q (100.117111 sec): 12 clusters Score: Raw -10228163.442430 + Penalty 20552.937399 = -10207610.505032 nChanged 54 Iteration 97Q (100.685772 sec): 12 clusters Score: Raw -10228168.502993 + Penalty 20552.937399 = -10207615.565595 nChanged 56 Iteration 98Q (101.258615 sec): 12 clusters Score: Raw -10228173.350105 + Penalty 20552.937399 = -10207620.412707 nChanged 56 Writing temp clu file Because OldScore, -10207615.565595, is greater than current (better) Score,-10207620.412707 Compute initial score before splitting: Score: Raw -10228173.350105 + Penalty 20552.937399 = -10207620.412707 Trying to split cluster 1 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.318721 sec): 2 clusters Score: Raw -47758.862347 + Penalty 1030.308387 = -46728.553960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.358407 sec): 3 clusters Score: Raw -47785.274262 + Penalty 2060.616774 = -45724.657488 nChanged 166 SP:Iteration 1F (101.402826 sec): 3 clusters Score: Raw -48211.692828 + Penalty 2060.616774 = -46151.076054 nChanged 51 SP:Iteration 2F (101.459655 sec): 3 clusters Score: Raw -48384.159562 + Penalty 2060.616774 = -46323.542788 nChanged 40 SP:Iteration 3F (101.509142 sec): 3 clusters Score: Raw -48478.700205 + Penalty 2060.616774 = -46418.083431 nChanged 25 SP:Iteration 4Q (101.550053 sec): 3 clusters Score: Raw -48529.335963 + Penalty 2060.616774 = -46468.719190 nChanged 9 SP:Iteration 5Q (101.607621 sec): 3 clusters Score: Raw -48542.556153 + Penalty 2060.616774 = -46481.939379 nChanged 3 SP:Iteration 6Q (101.649584 sec): 3 clusters Score: Raw -48546.691657 + Penalty 2060.616774 = -46486.074884 nChanged 0 SP:Iteration 7F (101.696906 sec): 3 clusters Score: Raw -48546.691657 + Penalty 2060.616774 = -46486.074884 nChanged 0 Trying to split cluster 2 (1405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.721750 sec): 2 clusters Score: Raw -145448.743061 + Penalty 1177.766295 = -144270.976766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.768354 sec): 3 clusters Score: Raw -144885.036378 + Penalty 2355.532589 = -142529.503789 nChanged 470 SP:Iteration 1F (101.811096 sec): 3 clusters Score: Raw -145205.303218 + Penalty 2355.532589 = -142849.770629 nChanged 105 SP:Iteration 2F (101.865099 sec): 3 clusters Score: Raw -145287.939334 + Penalty 2355.532589 = -142932.406745 nChanged 61 SP:Iteration 3Q (101.899785 sec): 3 clusters Score: Raw -145342.263327 + Penalty 2355.532589 = -142986.730738 nChanged 53 SP:Iteration 4Q (101.946630 sec): 3 clusters Score: Raw -145383.834306 + Penalty 2355.532589 = -143028.301717 nChanged 36 SP:Iteration 5Q (101.992334 sec): 3 clusters Score: Raw -145417.541008 + Penalty 2355.532589 = -143062.008419 nChanged 29 SP:Iteration 6Q (102.042490 sec): 3 clusters Score: Raw -145435.884450 + Penalty 2355.532589 = -143080.351861 nChanged 20 SP:Iteration 7Q (102.084017 sec): 3 clusters Score: Raw -145457.276405 + Penalty 2355.532589 = -143101.743816 nChanged 21 SP:Iteration 8Q (102.128881 sec): 3 clusters Score: Raw -145470.241386 + Penalty 2355.532589 = -143114.708797 nChanged 17 SP:Iteration 9Q (102.176738 sec): 3 clusters Score: Raw -145479.052355 + Penalty 2355.532589 = -143123.519765 nChanged 10 SP:Iteration 10Q (102.220929 sec): 3 clusters Score: Raw -145484.528655 + Penalty 2355.532589 = -143128.996066 nChanged 4 SP:Iteration 11Q (102.261961 sec): 3 clusters Score: Raw -145486.501416 + Penalty 2355.532589 = -143130.968827 nChanged 3 SP:Iteration 12Q (102.306454 sec): 3 clusters Score: Raw -145488.734328 + Penalty 2355.532589 = -143133.201739 nChanged 5 SP:Iteration 13Q (102.341711 sec): 3 clusters Score: Raw -145491.921331 + Penalty 2355.532589 = -143136.388742 nChanged 5 SP:Iteration 14Q (102.393968 sec): 3 clusters Score: Raw -145493.831558 + Penalty 2355.532589 = -143138.298969 nChanged 3 SP:Iteration 15Q (102.440553 sec): 3 clusters Score: Raw -145495.979834 + Penalty 2355.532589 = -143140.447245 nChanged 2 SP:Iteration 16Q (102.484967 sec): 3 clusters Score: Raw -145496.710587 + Penalty 2355.532589 = -143141.177997 nChanged 5 SP:Iteration 17Q (102.519621 sec): 3 clusters Score: Raw -145500.603885 + Penalty 2355.532589 = -143145.071296 nChanged 6 SP:Iteration 18Q (102.569416 sec): 3 clusters Score: Raw -145505.585903 + Penalty 2355.532589 = -143150.053314 nChanged 5 SP:Iteration 19Q (102.621567 sec): 3 clusters Score: Raw -145508.018463 + Penalty 2355.532589 = -143152.485874 nChanged 4 SP:Iteration 20F (102.670754 sec): 3 clusters Score: Raw -145509.805345 + Penalty 2355.532589 = -143154.272756 nChanged 3 SP:Iteration 21Q (102.714977 sec): 3 clusters Score: Raw -145510.959932 + Penalty 2355.532589 = -143155.427343 nChanged 1 SP:Iteration 22Q (102.761127 sec): 3 clusters Score: Raw -145512.072434 + Penalty 2355.532589 = -143156.539845 nChanged 1 SP:Iteration 23Q (102.809177 sec): 3 clusters Score: Raw -145512.413290 + Penalty 2355.532589 = -143156.880701 nChanged 0 SP:Iteration 24F (102.859518 sec): 3 clusters Score: Raw -145512.413290 + Penalty 2355.532589 = -143156.880701 nChanged 0 Trying to split cluster 3 (6957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.889757 sec): 2 clusters Score: Raw -745709.387788 + Penalty 1437.719339 = -744271.668449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.953517 sec): 3 clusters Score: Raw -741915.794906 + Penalty 2875.438678 = -739040.356227 nChanged 2930 SP:Iteration 1F (103.007102 sec): 3 clusters Score: Raw -743441.883136 + Penalty 2875.438678 = -740566.444458 nChanged 447 SP:Iteration 2F (103.081137 sec): 3 clusters Score: Raw -743642.977172 + Penalty 2875.438678 = -740767.538494 nChanged 352 SP:Iteration 3F (103.131809 sec): 3 clusters Score: Raw -743788.917490 + Penalty 2875.438678 = -740913.478812 nChanged 308 SP:Iteration 4Q (103.201867 sec): 3 clusters Score: Raw -743901.205811 + Penalty 2875.438678 = -741025.767133 nChanged 230 SP:Iteration 5Q (103.262575 sec): 3 clusters Score: Raw -743988.199767 + Penalty 2875.438678 = -741112.761089 nChanged 201 SP:Iteration 6Q (103.321685 sec): 3 clusters Score: Raw -744068.148301 + Penalty 2875.438678 = -741192.709623 nChanged 200 SP:Iteration 7Q (103.383238 sec): 3 clusters Score: Raw -744141.946953 + Penalty 2875.438678 = -741266.508274 nChanged 190 SP:Iteration 8Q (103.434545 sec): 3 clusters Score: Raw -744218.130331 + Penalty 2875.438678 = -741342.691653 nChanged 190 SP:Iteration 9Q (103.498707 sec): 3 clusters Score: Raw -744300.760018 + Penalty 2875.438678 = -741425.321340 nChanged 211 SP:Iteration 10Q (103.556037 sec): 3 clusters Score: Raw -744403.725604 + Penalty 2875.438678 = -741528.286926 nChanged 225 SP:Iteration 11Q (103.610482 sec): 3 clusters Score: Raw -744519.358670 + Penalty 2875.438678 = -741643.919992 nChanged 240 SP:Iteration 12Q (103.671644 sec): 3 clusters Score: Raw -744648.742363 + Penalty 2875.438678 = -741773.303685 nChanged 228 SP:Iteration 13Q (103.736556 sec): 3 clusters Score: Raw -744781.656681 + Penalty 2875.438678 = -741906.218003 nChanged 230 SP:Iteration 14Q (103.801080 sec): 3 clusters Score: Raw -744926.690814 + Penalty 2875.438678 = -742051.252135 nChanged 228 SP:Iteration 15Q (103.862124 sec): 3 clusters Score: Raw -745075.875055 + Penalty 2875.438678 = -742200.436377 nChanged 217 SP:Iteration 16Q (103.922948 sec): 3 clusters Score: Raw -745234.492642 + Penalty 2875.438678 = -742359.053963 nChanged 193 SP:Iteration 17Q (103.967772 sec): 3 clusters Score: Raw -745372.377349 + Penalty 2875.438678 = -742496.938670 nChanged 180 SP:Iteration 18Q (104.035443 sec): 3 clusters Score: Raw -745500.773487 + Penalty 2875.438678 = -742625.334809 nChanged 150 SP:Iteration 19Q (104.089038 sec): 3 clusters Score: Raw -745601.424426 + Penalty 2875.438678 = -742725.985747 nChanged 108 SP:Iteration 20F (104.152748 sec): 3 clusters Score: Raw -745673.463054 + Penalty 2875.438678 = -742798.024376 nChanged 83 SP:Iteration 21Q (104.206519 sec): 3 clusters Score: Raw -745740.819510 + Penalty 2875.438678 = -742865.380831 nChanged 62 SP:Iteration 22Q (104.267261 sec): 3 clusters Score: Raw -745786.661351 + Penalty 2875.438678 = -742911.222672 nChanged 59 SP:Iteration 23Q (104.313991 sec): 3 clusters Score: Raw -745835.790059 + Penalty 2875.438678 = -742960.351381 nChanged 52 SP:Iteration 24Q (104.369868 sec): 3 clusters Score: Raw -745884.924854 + Penalty 2875.438678 = -743009.486176 nChanged 44 SP:Iteration 25Q (104.432298 sec): 3 clusters Score: Raw -745922.684531 + Penalty 2875.438678 = -743047.245852 nChanged 31 SP:Iteration 26Q (104.492849 sec): 3 clusters Score: Raw -745954.583088 + Penalty 2875.438678 = -743079.144410 nChanged 34 SP:Iteration 27Q (104.548088 sec): 3 clusters Score: Raw -745996.846582 + Penalty 2875.438678 = -743121.407904 nChanged 28 SP:Iteration 28Q (104.610178 sec): 3 clusters Score: Raw -746029.251011 + Penalty 2875.438678 = -743153.812333 nChanged 25 SP:Iteration 29Q (104.668090 sec): 3 clusters Score: Raw -746050.416148 + Penalty 2875.438678 = -743174.977470 nChanged 18 SP:Iteration 30Q (104.730972 sec): 3 clusters Score: Raw -746066.377947 + Penalty 2875.438678 = -743190.939268 nChanged 16 SP:Iteration 31Q (104.786633 sec): 3 clusters Score: Raw -746082.250925 + Penalty 2875.438678 = -743206.812247 nChanged 18 SP:Iteration 32Q (104.838002 sec): 3 clusters Score: Raw -746094.033933 + Penalty 2875.438678 = -743218.595254 nChanged 10 SP:Iteration 33Q (104.901935 sec): 3 clusters Score: Raw -746100.164620 + Penalty 2875.438678 = -743224.725941 nChanged 6 SP:Iteration 34Q (104.959035 sec): 3 clusters Score: Raw -746104.463976 + Penalty 2875.438678 = -743229.025298 nChanged 5 SP:Iteration 35Q (105.009094 sec): 3 clusters Score: Raw -746107.352737 + Penalty 2875.438678 = -743231.914058 nChanged 4 SP:Iteration 36Q (105.062650 sec): 3 clusters Score: Raw -746110.799184 + Penalty 2875.438678 = -743235.360506 nChanged 4 SP:Iteration 37Q (105.119264 sec): 3 clusters Score: Raw -746112.328768 + Penalty 2875.438678 = -743236.890089 nChanged 3 SP:Iteration 38Q (105.172428 sec): 3 clusters Score: Raw -746113.835789 + Penalty 2875.438678 = -743238.397110 nChanged 2 SP:Iteration 39Q (105.241477 sec): 3 clusters Score: Raw -746115.539975 + Penalty 2875.438678 = -743240.101296 nChanged 1 SP:Iteration 40F (105.298381 sec): 3 clusters Score: Raw -746116.100065 + Penalty 2875.438678 = -743240.661387 nChanged 2 SP:Iteration 41Q (105.355640 sec): 3 clusters Score: Raw -746116.617450 + Penalty 2875.438678 = -743241.178772 nChanged 1 SP:Iteration 42Q (105.414574 sec): 3 clusters Score: Raw -746116.841406 + Penalty 2875.438678 = -743241.402727 nChanged 0 SP:Iteration 43F (105.463062 sec): 3 clusters Score: Raw -746116.841406 + Penalty 2875.438678 = -743241.402727 nChanged 0 Trying to split cluster 4 (2760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.488441 sec): 2 clusters Score: Raw -265392.783028 + Penalty 1287.485218 = -264105.297810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.552312 sec): 3 clusters Score: Raw -264094.790047 + Penalty 2574.970437 = -261519.819611 nChanged 1043 SP:Iteration 1F (105.601841 sec): 3 clusters Score: Raw -264783.031413 + Penalty 2574.970437 = -262208.060977 nChanged 217 SP:Iteration 2F (105.650680 sec): 3 clusters Score: Raw -264982.833832 + Penalty 2574.970437 = -262407.863396 nChanged 176 SP:Iteration 3F (105.695460 sec): 3 clusters Score: Raw -265251.976611 + Penalty 2574.970437 = -262677.006174 nChanged 193 SP:Iteration 4F (105.755888 sec): 3 clusters Score: Raw -265498.579668 + Penalty 2574.970437 = -262923.609231 nChanged 186 SP:Iteration 5F (105.792504 sec): 3 clusters Score: Raw -265703.927842 + Penalty 2574.970437 = -263128.957405 nChanged 157 SP:Iteration 6F (105.852021 sec): 3 clusters Score: Raw -265859.370036 + Penalty 2574.970437 = -263284.399599 nChanged 140 SP:Iteration 7F (105.899747 sec): 3 clusters Score: Raw -266001.509259 + Penalty 2574.970437 = -263426.538823 nChanged 142 SP:Iteration 8F (105.946871 sec): 3 clusters Score: Raw -266140.834839 + Penalty 2574.970437 = -263565.864402 nChanged 122 SP:Iteration 9Q (105.997583 sec): 3 clusters Score: Raw -266270.475536 + Penalty 2574.970437 = -263695.505099 nChanged 106 SP:Iteration 10Q (106.047972 sec): 3 clusters Score: Raw -266379.108130 + Penalty 2574.970437 = -263804.137693 nChanged 93 SP:Iteration 11Q (106.089658 sec): 3 clusters Score: Raw -266484.644261 + Penalty 2574.970437 = -263909.673825 nChanged 76 SP:Iteration 12Q (106.153686 sec): 3 clusters Score: Raw -266571.719250 + Penalty 2574.970437 = -263996.748813 nChanged 59 SP:Iteration 13Q (106.206059 sec): 3 clusters Score: Raw -266633.892133 + Penalty 2574.970437 = -264058.921696 nChanged 48 SP:Iteration 14Q (106.242161 sec): 3 clusters Score: Raw -266706.727499 + Penalty 2574.970437 = -264131.757063 nChanged 40 SP:Iteration 15Q (106.304793 sec): 3 clusters Score: Raw -266788.643674 + Penalty 2574.970437 = -264213.673237 nChanged 39 SP:Iteration 16Q (106.348337 sec): 3 clusters Score: Raw -266883.226837 + Penalty 2574.970437 = -264308.256400 nChanged 33 SP:Iteration 17Q (106.401461 sec): 3 clusters Score: Raw -266918.625410 + Penalty 2574.970437 = -264343.654974 nChanged 17 SP:Iteration 18Q (106.454861 sec): 3 clusters Score: Raw -266930.784662 + Penalty 2574.970437 = -264355.814225 nChanged 6 SP:Iteration 19Q (106.499367 sec): 3 clusters Score: Raw -266933.583757 + Penalty 2574.970437 = -264358.613321 nChanged 3 SP:Iteration 20F (106.542917 sec): 3 clusters Score: Raw -266937.404386 + Penalty 2574.970437 = -264362.433950 nChanged 5 SP:Iteration 21Q (106.599574 sec): 3 clusters Score: Raw -266942.312502 + Penalty 2574.970437 = -264367.342066 nChanged 4 SP:Iteration 22Q (106.655414 sec): 3 clusters Score: Raw -266944.460323 + Penalty 2574.970437 = -264369.489886 nChanged 0 SP:Iteration 23F (106.706615 sec): 3 clusters Score: Raw -266944.460323 + Penalty 2574.970437 = -264369.489886 nChanged 0 Score: Raw -10229728.895427 + Penalty 22421.386253 = -10207307.509174 Splitting cluster 4 changes total score from -10207620.412707 to -10207307.509174 So it's not getting split. Trying to split cluster 5 (18620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.762883 sec): 2 clusters Score: Raw -1993975.343582 + Penalty 1597.698627 = -1992377.644955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.846332 sec): 3 clusters Score: Raw -1982914.200879 + Penalty 3195.397254 = -1979718.803625 nChanged 8324 SP:Iteration 1F (107.921523 sec): 3 clusters Score: Raw -1987491.130662 + Penalty 3195.397254 = -1984295.733408 nChanged 985 SP:Iteration 2F (107.999880 sec): 3 clusters Score: Raw -1987892.284671 + Penalty 3195.397254 = -1984696.887417 nChanged 931 SP:Iteration 3Q (108.071973 sec): 3 clusters Score: Raw -1988300.192696 + Penalty 3195.397254 = -1985104.795442 nChanged 885 SP:Iteration 4Q (108.162968 sec): 3 clusters Score: Raw -1988692.479385 + Penalty 3195.397254 = -1985497.082131 nChanged 888 SP:Iteration 5Q (108.244111 sec): 3 clusters Score: Raw -1989111.500013 + Penalty 3195.397254 = -1985916.102759 nChanged 885 SP:Iteration 6Q (108.327953 sec): 3 clusters Score: Raw -1989606.307279 + Penalty 3195.397254 = -1986410.910025 nChanged 904 SP:Iteration 7Q (108.402130 sec): 3 clusters Score: Raw -1990133.667976 + Penalty 3195.397254 = -1986938.270722 nChanged 865 SP:Iteration 8Q (108.485998 sec): 3 clusters Score: Raw -1990668.622043 + Penalty 3195.397254 = -1987473.224789 nChanged 791 SP:Iteration 9Q (108.567946 sec): 3 clusters Score: Raw -1991113.206630 + Penalty 3195.397254 = -1987917.809376 nChanged 699 SP:Iteration 10Q (108.647992 sec): 3 clusters Score: Raw -1991430.928540 + Penalty 3195.397254 = -1988235.531286 nChanged 540 SP:Iteration 11Q (108.730434 sec): 3 clusters Score: Raw -1991627.085696 + Penalty 3195.397254 = -1988431.688442 nChanged 395 SP:Iteration 12Q (108.806051 sec): 3 clusters Score: Raw -1991759.888206 + Penalty 3195.397254 = -1988564.490952 nChanged 342 SP:Iteration 13Q (108.896553 sec): 3 clusters Score: Raw -1991891.864850 + Penalty 3195.397254 = -1988696.467596 nChanged 321 SP:Iteration 14Q (108.977293 sec): 3 clusters Score: Raw -1992011.346499 + Penalty 3195.397254 = -1988815.949245 nChanged 279 SP:Iteration 15Q (109.047001 sec): 3 clusters Score: Raw -1992114.469281 + Penalty 3195.397254 = -1988919.072027 nChanged 271 SP:Iteration 16Q (109.137085 sec): 3 clusters Score: Raw -1992212.475997 + Penalty 3195.397254 = -1989017.078743 nChanged 241 SP:Iteration 17Q (109.214440 sec): 3 clusters Score: Raw -1992292.983587 + Penalty 3195.397254 = -1989097.586333 nChanged 232 SP:Iteration 18Q (109.293122 sec): 3 clusters Score: Raw -1992369.027104 + Penalty 3195.397254 = -1989173.629850 nChanged 245 SP:Iteration 19Q (109.368784 sec): 3 clusters Score: Raw -1992457.326075 + Penalty 3195.397254 = -1989261.928821 nChanged 235 SP:Iteration 20F (109.453764 sec): 3 clusters Score: Raw -1992536.213683 + Penalty 3195.397254 = -1989340.816429 nChanged 224 SP:Iteration 21Q (109.533191 sec): 3 clusters Score: Raw -1992611.634967 + Penalty 3195.397254 = -1989416.237713 nChanged 238 SP:Iteration 22Q (109.600987 sec): 3 clusters Score: Raw -1992699.670646 + Penalty 3195.397254 = -1989504.273392 nChanged 218 SP:Iteration 23Q (109.682416 sec): 3 clusters Score: Raw -1992791.123958 + Penalty 3195.397254 = -1989595.726704 nChanged 238 SP:Iteration 24Q (109.749692 sec): 3 clusters Score: Raw -1992906.667077 + Penalty 3195.397254 = -1989711.269823 nChanged 253 SP:Iteration 25Q (109.835036 sec): 3 clusters Score: Raw -1993023.550027 + Penalty 3195.397254 = -1989828.152773 nChanged 237 SP:Iteration 26Q (109.910459 sec): 3 clusters Score: Raw -1993125.727267 + Penalty 3195.397254 = -1989930.330013 nChanged 207 SP:Iteration 27Q (109.989805 sec): 3 clusters Score: Raw -1993217.165215 + Penalty 3195.397254 = -1990021.767961 nChanged 204 SP:Iteration 28Q (110.066413 sec): 3 clusters Score: Raw -1993314.666624 + Penalty 3195.397254 = -1990119.269370 nChanged 202 SP:Iteration 29Q (110.144462 sec): 3 clusters Score: Raw -1993410.195901 + Penalty 3195.397254 = -1990214.798647 nChanged 196 SP:Iteration 30Q (110.221850 sec): 3 clusters Score: Raw -1993507.643350 + Penalty 3195.397254 = -1990312.246096 nChanged 194 SP:Iteration 31Q (110.295725 sec): 3 clusters Score: Raw -1993603.851100 + Penalty 3195.397254 = -1990408.453846 nChanged 175 SP:Iteration 32Q (110.367136 sec): 3 clusters Score: Raw -1993688.948773 + Penalty 3195.397254 = -1990493.551519 nChanged 143 SP:Iteration 33Q (110.448836 sec): 3 clusters Score: Raw -1993754.960669 + Penalty 3195.397254 = -1990559.563415 nChanged 128 SP:Iteration 34Q (110.520308 sec): 3 clusters Score: Raw -1993804.446729 + Penalty 3195.397254 = -1990609.049475 nChanged 123 SP:Iteration 35Q (110.593593 sec): 3 clusters Score: Raw -1993853.828219 + Penalty 3195.397254 = -1990658.430965 nChanged 119 SP:Iteration 36Q (110.669533 sec): 3 clusters Score: Raw -1993909.655832 + Penalty 3195.397254 = -1990714.258578 nChanged 115 SP:Iteration 37Q (110.743115 sec): 3 clusters Score: Raw -1993964.828809 + Penalty 3195.397254 = -1990769.431555 nChanged 106 SP:Iteration 38Q (110.818070 sec): 3 clusters Score: Raw -1994012.033393 + Penalty 3195.397254 = -1990816.636139 nChanged 97 SP:Iteration 39Q (110.892671 sec): 3 clusters Score: Raw -1994047.725289 + Penalty 3195.397254 = -1990852.328035 nChanged 72 SP:Iteration 40F (110.971637 sec): 3 clusters Score: Raw -1994073.762109 + Penalty 3195.397254 = -1990878.364855 nChanged 56 SP:Iteration 41Q (111.039720 sec): 3 clusters Score: Raw -1994092.339399 + Penalty 3195.397254 = -1990896.942145 nChanged 54 SP:Iteration 42Q (111.118569 sec): 3 clusters Score: Raw -1994109.047962 + Penalty 3195.397254 = -1990913.650708 nChanged 45 SP:Iteration 43Q (111.192537 sec): 3 clusters Score: Raw -1994121.710718 + Penalty 3195.397254 = -1990926.313464 nChanged 34 SP:Iteration 44Q (111.266544 sec): 3 clusters Score: Raw -1994131.320224 + Penalty 3195.397254 = -1990935.922970 nChanged 24 SP:Iteration 45Q (111.340462 sec): 3 clusters Score: Raw -1994136.787916 + Penalty 3195.397254 = -1990941.390662 nChanged 24 SP:Iteration 46Q (111.412475 sec): 3 clusters Score: Raw -1994144.337434 + Penalty 3195.397254 = -1990948.940180 nChanged 29 SP:Iteration 47Q (111.483917 sec): 3 clusters Score: Raw -1994153.927797 + Penalty 3195.397254 = -1990958.530543 nChanged 25 SP:Iteration 48Q (111.557331 sec): 3 clusters Score: Raw -1994161.983121 + Penalty 3195.397254 = -1990966.585866 nChanged 28 SP:Iteration 49Q (111.632594 sec): 3 clusters Score: Raw -1994170.490164 + Penalty 3195.397254 = -1990975.092910 nChanged 24 SP:Iteration 50Q (111.699217 sec): 3 clusters Score: Raw -1994176.930363 + Penalty 3195.397254 = -1990981.533109 nChanged 22 SP:Iteration 51Q (111.772235 sec): 3 clusters Score: Raw -1994183.589164 + Penalty 3195.397254 = -1990988.191910 nChanged 15 SP:Iteration 52Q (111.845426 sec): 3 clusters Score: Raw -1994188.050210 + Penalty 3195.397254 = -1990992.652956 nChanged 15 SP:Iteration 53Q (111.919010 sec): 3 clusters Score: Raw -1994193.059743 + Penalty 3195.397254 = -1990997.662489 nChanged 16 SP:Iteration 54Q (111.991762 sec): 3 clusters Score: Raw -1994198.679093 + Penalty 3195.397254 = -1991003.281839 nChanged 16 SP:Iteration 55Q (112.057639 sec): 3 clusters Score: Raw -1994202.458462 + Penalty 3195.397254 = -1991007.061208 nChanged 13 SP:Iteration 56Q (112.126434 sec): 3 clusters Score: Raw -1994206.391878 + Penalty 3195.397254 = -1991010.994624 nChanged 12 SP:Iteration 57Q (112.192896 sec): 3 clusters Score: Raw -1994210.493804 + Penalty 3195.397254 = -1991015.096550 nChanged 12 SP:Iteration 58Q (112.278642 sec): 3 clusters Score: Raw -1994214.130526 + Penalty 3195.397254 = -1991018.733272 nChanged 7 SP:Iteration 59Q (112.347599 sec): 3 clusters Score: Raw -1994215.846895 + Penalty 3195.397254 = -1991020.449641 nChanged 3 SP:Iteration 60F (112.420567 sec): 3 clusters Score: Raw -1994216.325947 + Penalty 3195.397254 = -1991020.928693 nChanged 4 SP:Iteration 61Q (112.488048 sec): 3 clusters Score: Raw -1994217.200150 + Penalty 3195.397254 = -1991021.802896 nChanged 2 SP:Iteration 62Q (112.568737 sec): 3 clusters Score: Raw -1994217.581539 + Penalty 3195.397254 = -1991022.184285 nChanged 1 SP:Iteration 63Q (112.646312 sec): 3 clusters Score: Raw -1994217.816507 + Penalty 3195.397254 = -1991022.419253 nChanged 0 SP:Iteration 64F (112.718200 sec): 3 clusters Score: Raw -1994217.816507 + Penalty 3195.397254 = -1991022.419253 nChanged 0 Trying to split cluster 6 (25223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.776155 sec): 2 clusters Score: Raw -2719696.674343 + Penalty 1647.020628 = -2718049.653715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.866186 sec): 3 clusters Score: Raw -2704232.992763 + Penalty 3294.041256 = -2700938.951508 nChanged 11499 SP:Iteration 1F (112.943404 sec): 3 clusters Score: Raw -2710520.699886 + Penalty 3294.041256 = -2707226.658631 nChanged 1209 SP:Iteration 2Q (113.042708 sec): 3 clusters Score: Raw -2710974.077138 + Penalty 3294.041256 = -2707680.035882 nChanged 1282 SP:Iteration 3F (113.128078 sec): 3 clusters Score: Raw -2711541.029221 + Penalty 3294.041256 = -2708246.987966 nChanged 1472 SP:Iteration 4F (113.214241 sec): 3 clusters Score: Raw -2712368.407612 + Penalty 3294.041256 = -2709074.366356 nChanged 1672 SP:Iteration 5F (113.306362 sec): 3 clusters Score: Raw -2713509.517158 + Penalty 3294.041256 = -2710215.475902 nChanged 1762 SP:Iteration 6F (113.391973 sec): 3 clusters Score: Raw -2714861.166186 + Penalty 3294.041256 = -2711567.124931 nChanged 1740 SP:Iteration 7F (113.483824 sec): 3 clusters Score: Raw -2716336.136230 + Penalty 3294.041256 = -2713042.094975 nChanged 1465 SP:Iteration 8F (113.571212 sec): 3 clusters Score: Raw -2717664.626552 + Penalty 3294.041256 = -2714370.585296 nChanged 1016 SP:Iteration 9Q (113.653352 sec): 3 clusters Score: Raw -2718602.626214 + Penalty 3294.041256 = -2715308.584958 nChanged 615 SP:Iteration 10Q (113.726854 sec): 3 clusters Score: Raw -2719167.978518 + Penalty 3294.041256 = -2715873.937262 nChanged 330 SP:Iteration 11Q (113.820578 sec): 3 clusters Score: Raw -2719513.606276 + Penalty 3294.041256 = -2716219.565020 nChanged 172 SP:Iteration 12Q (113.904164 sec): 3 clusters Score: Raw -2719713.361752 + Penalty 3294.041256 = -2716419.320496 nChanged 110 SP:Iteration 13Q (113.981278 sec): 3 clusters Score: Raw -2719838.798708 + Penalty 3294.041256 = -2716544.757452 nChanged 78 SP:Iteration 14Q (114.065822 sec): 3 clusters Score: Raw -2719926.341362 + Penalty 3294.041256 = -2716632.300106 nChanged 49 SP:Iteration 15Q (114.145206 sec): 3 clusters Score: Raw -2719964.075408 + Penalty 3294.041256 = -2716670.034153 nChanged 36 SP:Iteration 16Q (114.221245 sec): 3 clusters Score: Raw -2719984.866237 + Penalty 3294.041256 = -2716690.824982 nChanged 26 SP:Iteration 17Q (114.303597 sec): 3 clusters Score: Raw -2720000.123308 + Penalty 3294.041256 = -2716706.082052 nChanged 21 SP:Iteration 18Q (114.385211 sec): 3 clusters Score: Raw -2720011.016207 + Penalty 3294.041256 = -2716716.974951 nChanged 19 SP:Iteration 19Q (114.464696 sec): 3 clusters Score: Raw -2720018.917703 + Penalty 3294.041256 = -2716724.876447 nChanged 11 SP:Iteration 20F (114.551974 sec): 3 clusters Score: Raw -2720024.205169 + Penalty 3294.041256 = -2716730.163914 nChanged 10 SP:Iteration 21Q (114.632713 sec): 3 clusters Score: Raw -2720028.172066 + Penalty 3294.041256 = -2716734.130810 nChanged 7 SP:Iteration 22Q (114.712984 sec): 3 clusters Score: Raw -2720031.874472 + Penalty 3294.041256 = -2716737.833216 nChanged 8 SP:Iteration 23Q (114.788729 sec): 3 clusters Score: Raw -2720036.598837 + Penalty 3294.041256 = -2716742.557581 nChanged 4 SP:Iteration 24Q (114.859341 sec): 3 clusters Score: Raw -2720038.216018 + Penalty 3294.041256 = -2716744.174762 nChanged 3 SP:Iteration 25Q (114.928713 sec): 3 clusters Score: Raw -2720039.160323 + Penalty 3294.041256 = -2716745.119068 nChanged 1 SP:Iteration 26Q (115.011024 sec): 3 clusters Score: Raw -2720039.414060 + Penalty 3294.041256 = -2716745.372805 nChanged 0 SP:Iteration 27F (115.089516 sec): 3 clusters Score: Raw -2720039.414060 + Penalty 3294.041256 = -2716745.372805 nChanged 0 Trying to split cluster 7 (14799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.142771 sec): 2 clusters Score: Raw -1545111.173112 + Penalty 1560.376170 = -1543550.796942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.198870 sec): 3 clusters Score: Raw -1536359.047871 + Penalty 3120.752339 = -1533238.295532 nChanged 6641 SP:Iteration 1F (115.280027 sec): 3 clusters Score: Raw -1540335.749868 + Penalty 3120.752339 = -1537214.997528 nChanged 1203 SP:Iteration 2F (115.344034 sec): 3 clusters Score: Raw -1541323.644511 + Penalty 3120.752339 = -1538202.892172 nChanged 1412 SP:Iteration 3F (115.402118 sec): 3 clusters Score: Raw -1542795.873855 + Penalty 3120.752339 = -1539675.121515 nChanged 1400 SP:Iteration 4F (115.480047 sec): 3 clusters Score: Raw -1544251.427605 + Penalty 3120.752339 = -1541130.675266 nChanged 1040 SP:Iteration 5F (115.540482 sec): 3 clusters Score: Raw -1545111.677252 + Penalty 3120.752339 = -1541990.924912 nChanged 644 SP:Iteration 6Q (115.615312 sec): 3 clusters Score: Raw -1545487.852474 + Penalty 3120.752339 = -1542367.100134 nChanged 396 SP:Iteration 7Q (115.678207 sec): 3 clusters Score: Raw -1545649.780370 + Penalty 3120.752339 = -1542529.028031 nChanged 245 SP:Iteration 8Q (115.747680 sec): 3 clusters Score: Raw -1545731.845609 + Penalty 3120.752339 = -1542611.093270 nChanged 150 SP:Iteration 9Q (115.826790 sec): 3 clusters Score: Raw -1545775.579892 + Penalty 3120.752339 = -1542654.827553 nChanged 120 SP:Iteration 10Q (115.895915 sec): 3 clusters Score: Raw -1545812.665023 + Penalty 3120.752339 = -1542691.912684 nChanged 97 SP:Iteration 11Q (115.956894 sec): 3 clusters Score: Raw -1545841.628024 + Penalty 3120.752339 = -1542720.875685 nChanged 82 SP:Iteration 12Q (116.024493 sec): 3 clusters Score: Raw -1545867.146463 + Penalty 3120.752339 = -1542746.394123 nChanged 78 SP:Iteration 13Q (116.100034 sec): 3 clusters Score: Raw -1545888.599995 + Penalty 3120.752339 = -1542767.847656 nChanged 77 SP:Iteration 14Q (116.164338 sec): 3 clusters Score: Raw -1545910.113968 + Penalty 3120.752339 = -1542789.361629 nChanged 59 SP:Iteration 15Q (116.232651 sec): 3 clusters Score: Raw -1545929.657679 + Penalty 3120.752339 = -1542808.905340 nChanged 73 SP:Iteration 16Q (116.302368 sec): 3 clusters Score: Raw -1545954.102983 + Penalty 3120.752339 = -1542833.350644 nChanged 68 SP:Iteration 17Q (116.376927 sec): 3 clusters Score: Raw -1545986.888457 + Penalty 3120.752339 = -1542866.136117 nChanged 88 SP:Iteration 18Q (116.448778 sec): 3 clusters Score: Raw -1546035.555326 + Penalty 3120.752339 = -1542914.802986 nChanged 99 SP:Iteration 19Q (116.524587 sec): 3 clusters Score: Raw -1546102.688197 + Penalty 3120.752339 = -1542981.935858 nChanged 104 SP:Iteration 20F (116.597346 sec): 3 clusters Score: Raw -1546174.066003 + Penalty 3120.752339 = -1543053.313664 nChanged 120 SP:Iteration 21Q (116.664125 sec): 3 clusters Score: Raw -1546243.044558 + Penalty 3120.752339 = -1543122.292218 nChanged 91 SP:Iteration 22Q (116.732340 sec): 3 clusters Score: Raw -1546278.765722 + Penalty 3120.752339 = -1543158.013383 nChanged 64 SP:Iteration 23Q (116.790610 sec): 3 clusters Score: Raw -1546295.695886 + Penalty 3120.752339 = -1543174.943547 nChanged 42 SP:Iteration 24Q (116.872362 sec): 3 clusters Score: Raw -1546306.662146 + Penalty 3120.752339 = -1543185.909807 nChanged 43 SP:Iteration 25Q (116.941943 sec): 3 clusters Score: Raw -1546317.575849 + Penalty 3120.752339 = -1543196.823509 nChanged 32 SP:Iteration 26Q (117.012937 sec): 3 clusters Score: Raw -1546324.440245 + Penalty 3120.752339 = -1543203.687905 nChanged 26 SP:Iteration 27Q (117.080372 sec): 3 clusters Score: Raw -1546329.889933 + Penalty 3120.752339 = -1543209.137594 nChanged 24 SP:Iteration 28Q (117.150436 sec): 3 clusters Score: Raw -1546334.671617 + Penalty 3120.752339 = -1543213.919278 nChanged 24 SP:Iteration 29Q (117.221761 sec): 3 clusters Score: Raw -1546338.956628 + Penalty 3120.752339 = -1543218.204289 nChanged 14 SP:Iteration 30Q (117.285561 sec): 3 clusters Score: Raw -1546341.097284 + Penalty 3120.752339 = -1543220.344945 nChanged 14 SP:Iteration 31Q (117.355451 sec): 3 clusters Score: Raw -1546343.352992 + Penalty 3120.752339 = -1543222.600653 nChanged 9 SP:Iteration 32Q (117.423824 sec): 3 clusters Score: Raw -1546344.365979 + Penalty 3120.752339 = -1543223.613640 nChanged 4 SP:Iteration 33Q (117.489437 sec): 3 clusters Score: Raw -1546344.675925 + Penalty 3120.752339 = -1543223.923585 nChanged 3 SP:Iteration 34Q (117.558774 sec): 3 clusters Score: Raw -1546345.013592 + Penalty 3120.752339 = -1543224.261253 nChanged 6 SP:Iteration 35Q (117.627153 sec): 3 clusters Score: Raw -1546345.861809 + Penalty 3120.752339 = -1543225.109469 nChanged 2 SP:Iteration 36Q (117.687916 sec): 3 clusters Score: Raw -1546346.074281 + Penalty 3120.752339 = -1543225.321942 nChanged 4 SP:Iteration 37Q (117.769967 sec): 3 clusters Score: Raw -1546347.012180 + Penalty 3120.752339 = -1543226.259841 nChanged 7 SP:Iteration 38Q (117.832031 sec): 3 clusters Score: Raw -1546347.797146 + Penalty 3120.752339 = -1543227.044807 nChanged 6 SP:Iteration 39Q (117.908703 sec): 3 clusters Score: Raw -1546348.495892 + Penalty 3120.752339 = -1543227.743553 nChanged 7 SP:Iteration 40F (117.982431 sec): 3 clusters Score: Raw -1546349.253102 + Penalty 3120.752339 = -1543228.500763 nChanged 3 SP:Iteration 41Q (118.053754 sec): 3 clusters Score: Raw -1546349.761762 + Penalty 3120.752339 = -1543229.009423 nChanged 2 SP:Iteration 42Q (118.122334 sec): 3 clusters Score: Raw -1546350.023072 + Penalty 3120.752339 = -1543229.270733 nChanged 3 SP:Iteration 43Q (118.192005 sec): 3 clusters Score: Raw -1546350.486920 + Penalty 3120.752339 = -1543229.734581 nChanged 3 SP:Iteration 44Q (118.247573 sec): 3 clusters Score: Raw -1546350.791229 + Penalty 3120.752339 = -1543230.038890 nChanged 1 SP:Iteration 45Q (118.326150 sec): 3 clusters Score: Raw -1546350.928394 + Penalty 3120.752339 = -1543230.176055 nChanged 0 SP:Iteration 46F (118.389670 sec): 3 clusters Score: Raw -1546350.928394 + Penalty 3120.752339 = -1543230.176055 nChanged 0 Trying to split cluster 12 (8304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.428426 sec): 2 clusters Score: Raw -888185.322227 + Penalty 1466.480048 = -886718.842179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.475000 sec): 3 clusters Score: Raw -883536.594016 + Penalty 2932.960097 = -880603.633919 nChanged 3552 SP:Iteration 1F (118.514705 sec): 3 clusters Score: Raw -885442.147713 + Penalty 2932.960097 = -882509.187617 nChanged 565 SP:Iteration 2F (118.583022 sec): 3 clusters Score: Raw -885750.707474 + Penalty 2932.960097 = -882817.747377 nChanged 489 SP:Iteration 3F (118.641402 sec): 3 clusters Score: Raw -886037.665245 + Penalty 2932.960097 = -883104.705149 nChanged 486 SP:Iteration 4F (118.693893 sec): 3 clusters Score: Raw -886319.727135 + Penalty 2932.960097 = -883386.767038 nChanged 486 SP:Iteration 5F (118.749091 sec): 3 clusters Score: Raw -886633.256115 + Penalty 2932.960097 = -883700.296019 nChanged 449 SP:Iteration 6F (118.799356 sec): 3 clusters Score: Raw -886929.805775 + Penalty 2932.960097 = -883996.845678 nChanged 401 SP:Iteration 7Q (118.853995 sec): 3 clusters Score: Raw -887208.746856 + Penalty 2932.960097 = -884275.786759 nChanged 343 SP:Iteration 8Q (118.908455 sec): 3 clusters Score: Raw -887457.437120 + Penalty 2932.960097 = -884524.477023 nChanged 293 SP:Iteration 9Q (118.971883 sec): 3 clusters Score: Raw -887673.291076 + Penalty 2932.960097 = -884740.330979 nChanged 255 SP:Iteration 10Q (119.019637 sec): 3 clusters Score: Raw -887871.373793 + Penalty 2932.960097 = -884938.413696 nChanged 219 SP:Iteration 11Q (119.079224 sec): 3 clusters Score: Raw -888021.747529 + Penalty 2932.960097 = -885088.787432 nChanged 148 SP:Iteration 12Q (119.125311 sec): 3 clusters Score: Raw -888110.781250 + Penalty 2932.960097 = -885177.821154 nChanged 123 SP:Iteration 13Q (119.196057 sec): 3 clusters Score: Raw -888181.066303 + Penalty 2932.960097 = -885248.106207 nChanged 87 SP:Iteration 14Q (119.252667 sec): 3 clusters Score: Raw -888231.663101 + Penalty 2932.960097 = -885298.703004 nChanged 71 SP:Iteration 15Q (119.314181 sec): 3 clusters Score: Raw -888268.366378 + Penalty 2932.960097 = -885335.406281 nChanged 51 SP:Iteration 16Q (119.363900 sec): 3 clusters Score: Raw -888293.963178 + Penalty 2932.960097 = -885361.003081 nChanged 48 SP:Iteration 17Q (119.436360 sec): 3 clusters Score: Raw -888317.738633 + Penalty 2932.960097 = -885384.778536 nChanged 34 SP:Iteration 18Q (119.489366 sec): 3 clusters Score: Raw -888330.542671 + Penalty 2932.960097 = -885397.582574 nChanged 28 SP:Iteration 19Q (119.553378 sec): 3 clusters Score: Raw -888340.292970 + Penalty 2932.960097 = -885407.332874 nChanged 19 SP:Iteration 20F (119.602121 sec): 3 clusters Score: Raw -888345.501156 + Penalty 2932.960097 = -885412.541059 nChanged 13 SP:Iteration 21Q (119.670558 sec): 3 clusters Score: Raw -888348.996844 + Penalty 2932.960097 = -885416.036747 nChanged 12 SP:Iteration 22Q (119.724801 sec): 3 clusters Score: Raw -888352.519376 + Penalty 2932.960097 = -885419.559279 nChanged 15 SP:Iteration 23Q (119.792908 sec): 3 clusters Score: Raw -888356.891166 + Penalty 2932.960097 = -885423.931070 nChanged 17 SP:Iteration 24Q (119.845457 sec): 3 clusters Score: Raw -888364.851901 + Penalty 2932.960097 = -885431.891804 nChanged 21 SP:Iteration 25Q (119.913765 sec): 3 clusters Score: Raw -888373.263408 + Penalty 2932.960097 = -885440.303311 nChanged 23 SP:Iteration 26Q (119.960369 sec): 3 clusters Score: Raw -888380.251595 + Penalty 2932.960097 = -885447.291499 nChanged 24 SP:Iteration 27Q (120.020222 sec): 3 clusters Score: Raw -888389.645035 + Penalty 2932.960097 = -885456.684938 nChanged 33 SP:Iteration 28Q (120.085250 sec): 3 clusters Score: Raw -888402.047885 + Penalty 2932.960097 = -885469.087788 nChanged 24 SP:Iteration 29Q (120.142106 sec): 3 clusters Score: Raw -888410.966363 + Penalty 2932.960097 = -885478.006266 nChanged 22 SP:Iteration 30Q (120.206621 sec): 3 clusters Score: Raw -888418.020272 + Penalty 2932.960097 = -885485.060175 nChanged 20 SP:Iteration 31Q (120.263998 sec): 3 clusters Score: Raw -888426.686063 + Penalty 2932.960097 = -885493.725966 nChanged 21 SP:Iteration 32Q (120.315655 sec): 3 clusters Score: Raw -888435.847558 + Penalty 2932.960097 = -885502.887461 nChanged 21 SP:Iteration 33Q (120.370811 sec): 3 clusters Score: Raw -888445.153013 + Penalty 2932.960097 = -885512.192916 nChanged 23 SP:Iteration 34Q (120.435009 sec): 3 clusters Score: Raw -888453.254103 + Penalty 2932.960097 = -885520.294007 nChanged 18 SP:Iteration 35Q (120.496616 sec): 3 clusters Score: Raw -888460.346874 + Penalty 2932.960097 = -885527.386777 nChanged 16 SP:Iteration 36Q (120.556222 sec): 3 clusters Score: Raw -888467.025925 + Penalty 2932.960097 = -885534.065829 nChanged 14 SP:Iteration 37Q (120.597835 sec): 3 clusters Score: Raw -888471.749302 + Penalty 2932.960097 = -885538.789205 nChanged 11 SP:Iteration 38Q (120.656621 sec): 3 clusters Score: Raw -888474.763163 + Penalty 2932.960097 = -885541.803066 nChanged 11 SP:Iteration 39Q (120.713686 sec): 3 clusters Score: Raw -888477.444604 + Penalty 2932.960097 = -885544.484507 nChanged 6 SP:Iteration 40F (120.782993 sec): 3 clusters Score: Raw -888479.560204 + Penalty 2932.960097 = -885546.600107 nChanged 7 SP:Iteration 41Q (120.842256 sec): 3 clusters Score: Raw -888481.238459 + Penalty 2932.960097 = -885548.278363 nChanged 4 SP:Iteration 42Q (120.902469 sec): 3 clusters Score: Raw -888483.656685 + Penalty 2932.960097 = -885550.696588 nChanged 10 SP:Iteration 43Q (120.952249 sec): 3 clusters Score: Raw -888486.958917 + Penalty 2932.960097 = -885553.998820 nChanged 7 SP:Iteration 44Q (121.024831 sec): 3 clusters Score: Raw -888488.821347 + Penalty 2932.960097 = -885555.861250 nChanged 5 SP:Iteration 45Q (121.085007 sec): 3 clusters Score: Raw -888490.658385 + Penalty 2932.960097 = -885557.698288 nChanged 3 SP:Iteration 46Q (121.133461 sec): 3 clusters Score: Raw -888491.621051 + Penalty 2932.960097 = -885558.660954 nChanged 1 SP:Iteration 47Q (121.203774 sec): 3 clusters Score: Raw -888492.207342 + Penalty 2932.960097 = -885559.247246 nChanged 2 SP:Iteration 48Q (121.262551 sec): 3 clusters Score: Raw -888492.415379 + Penalty 2932.960097 = -885559.455282 nChanged 1 SP:Iteration 49Q (121.311043 sec): 3 clusters Score: Raw -888492.526365 + Penalty 2932.960097 = -885559.566268 nChanged 0 SP:Iteration 50F (121.374017 sec): 3 clusters Score: Raw -888492.526365 + Penalty 2932.960097 = -885559.566268 nChanged 0 Trying to split cluster 13 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.400009 sec): 2 clusters Score: Raw -16896.121663 + Penalty 926.322081 = -15969.799582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.460428 sec): 3 clusters Score: Raw -17099.637901 + Penalty 1852.644161 = -15246.993740 nChanged 73 SP:Iteration 1F (121.508948 sec): 3 clusters Score: Raw -17333.478139 + Penalty 1852.644161 = -15480.833978 nChanged 27 SP:Iteration 2F (121.558288 sec): 3 clusters Score: Raw -17450.319979 + Penalty 1852.644161 = -15597.675817 nChanged 17 SP:Iteration 3F (121.596266 sec): 3 clusters Score: Raw -17629.134358 + Penalty 1852.644161 = -15776.490196 nChanged 8 SP:Iteration 4Q (121.645877 sec): 3 clusters Score: Raw -17654.945503 + Penalty 1852.644161 = -15802.301341 nChanged 6 SP:Iteration 5Q (121.694744 sec): 3 clusters Score: Raw -17668.309455 + Penalty 1852.644161 = -15815.665294 nChanged 4 SP:Iteration 6Q (121.746026 sec): 3 clusters Score: Raw -17673.767333 + Penalty 1852.644161 = -15821.123171 nChanged 0 SP:Iteration 7F (121.789688 sec): 3 clusters Score: Raw -17673.767333 + Penalty 1852.644161 = -15821.123171 nChanged 0 Trying to split cluster 14 (3988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.819291 sec): 2 clusters Score: Raw -429505.883157 + Penalty 1347.294834 = -428158.588323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.874204 sec): 3 clusters Score: Raw -427511.382030 + Penalty 2694.589668 = -424816.792362 nChanged 1607 SP:Iteration 1F (121.929291 sec): 3 clusters Score: Raw -428401.583481 + Penalty 2694.589668 = -425706.993814 nChanged 291 SP:Iteration 2F (121.985970 sec): 3 clusters Score: Raw -428570.596636 + Penalty 2694.589668 = -425876.006968 nChanged 210 SP:Iteration 3F (122.041028 sec): 3 clusters Score: Raw -428686.394728 + Penalty 2694.589668 = -425991.805060 nChanged 164 SP:Iteration 4Q (122.101501 sec): 3 clusters Score: Raw -428766.334752 + Penalty 2694.589668 = -426071.745084 nChanged 131 SP:Iteration 5Q (122.155113 sec): 3 clusters Score: Raw -428837.424128 + Penalty 2694.589668 = -426142.834461 nChanged 120 SP:Iteration 6Q (122.212965 sec): 3 clusters Score: Raw -428899.420235 + Penalty 2694.589668 = -426204.830568 nChanged 100 SP:Iteration 7Q (122.267262 sec): 3 clusters Score: Raw -428956.069032 + Penalty 2694.589668 = -426261.479365 nChanged 81 SP:Iteration 8Q (122.320539 sec): 3 clusters Score: Raw -428986.482169 + Penalty 2694.589668 = -426291.892502 nChanged 66 SP:Iteration 9Q (122.371378 sec): 3 clusters Score: Raw -429013.933374 + Penalty 2694.589668 = -426319.343707 nChanged 55 SP:Iteration 10Q (122.412948 sec): 3 clusters Score: Raw -429033.238133 + Penalty 2694.589668 = -426338.648465 nChanged 50 SP:Iteration 11Q (122.464763 sec): 3 clusters Score: Raw -429055.664822 + Penalty 2694.589668 = -426361.075154 nChanged 44 SP:Iteration 12Q (122.526545 sec): 3 clusters Score: Raw -429068.651086 + Penalty 2694.589668 = -426374.061418 nChanged 26 SP:Iteration 13Q (122.577237 sec): 3 clusters Score: Raw -429077.603066 + Penalty 2694.589668 = -426383.013399 nChanged 27 SP:Iteration 14Q (122.631093 sec): 3 clusters Score: Raw -429088.401931 + Penalty 2694.589668 = -426393.812263 nChanged 27 SP:Iteration 15Q (122.687026 sec): 3 clusters Score: Raw -429097.133693 + Penalty 2694.589668 = -426402.544025 nChanged 25 SP:Iteration 16Q (122.731281 sec): 3 clusters Score: Raw -429103.471288 + Penalty 2694.589668 = -426408.881620 nChanged 22 SP:Iteration 17Q (122.789725 sec): 3 clusters Score: Raw -429111.707378 + Penalty 2694.589668 = -426417.117711 nChanged 19 SP:Iteration 18Q (122.840558 sec): 3 clusters Score: Raw -429117.992261 + Penalty 2694.589668 = -426423.402593 nChanged 28 SP:Iteration 19Q (122.896456 sec): 3 clusters Score: Raw -429130.375765 + Penalty 2694.589668 = -426435.786097 nChanged 38 SP:Iteration 20F (122.960809 sec): 3 clusters Score: Raw -429142.658191 + Penalty 2694.589668 = -426448.068524 nChanged 31 SP:Iteration 21Q (123.010349 sec): 3 clusters Score: Raw -429154.246083 + Penalty 2694.589668 = -426459.656416 nChanged 29 SP:Iteration 22Q (123.066455 sec): 3 clusters Score: Raw -429165.108714 + Penalty 2694.589668 = -426470.519046 nChanged 28 SP:Iteration 23Q (123.110906 sec): 3 clusters Score: Raw -429175.336943 + Penalty 2694.589668 = -426480.747276 nChanged 22 SP:Iteration 24Q (123.172283 sec): 3 clusters Score: Raw -429181.903697 + Penalty 2694.589668 = -426487.314029 nChanged 23 SP:Iteration 25Q (123.223712 sec): 3 clusters Score: Raw -429191.806061 + Penalty 2694.589668 = -426497.216394 nChanged 28 SP:Iteration 26Q (123.269800 sec): 3 clusters Score: Raw -429202.304681 + Penalty 2694.589668 = -426507.715014 nChanged 29 SP:Iteration 27Q (123.321708 sec): 3 clusters Score: Raw -429212.682626 + Penalty 2694.589668 = -426518.092958 nChanged 25 SP:Iteration 28Q (123.387777 sec): 3 clusters Score: Raw -429222.512947 + Penalty 2694.589668 = -426527.923279 nChanged 36 SP:Iteration 29Q (123.443351 sec): 3 clusters Score: Raw -429237.497316 + Penalty 2694.589668 = -426542.907648 nChanged 28 SP:Iteration 30Q (123.496609 sec): 3 clusters Score: Raw -429248.779625 + Penalty 2694.589668 = -426554.189957 nChanged 20 SP:Iteration 31Q (123.553690 sec): 3 clusters Score: Raw -429256.964431 + Penalty 2694.589668 = -426562.374764 nChanged 28 SP:Iteration 32Q (123.608260 sec): 3 clusters Score: Raw -429268.132030 + Penalty 2694.589668 = -426573.542362 nChanged 26 SP:Iteration 33Q (123.652356 sec): 3 clusters Score: Raw -429281.631882 + Penalty 2694.589668 = -426587.042214 nChanged 27 SP:Iteration 34Q (123.706076 sec): 3 clusters Score: Raw -429292.822943 + Penalty 2694.589668 = -426598.233276 nChanged 26 SP:Iteration 35Q (123.757646 sec): 3 clusters Score: Raw -429303.085139 + Penalty 2694.589668 = -426608.495471 nChanged 23 SP:Iteration 36Q (123.818005 sec): 3 clusters Score: Raw -429311.462626 + Penalty 2694.589668 = -426616.872958 nChanged 19 SP:Iteration 37Q (123.862743 sec): 3 clusters Score: Raw -429317.252685 + Penalty 2694.589668 = -426622.663017 nChanged 12 SP:Iteration 38Q (123.916741 sec): 3 clusters Score: Raw -429320.770285 + Penalty 2694.589668 = -426626.180617 nChanged 9 SP:Iteration 39Q (123.969331 sec): 3 clusters Score: Raw -429323.003231 + Penalty 2694.589668 = -426628.413563 nChanged 8 SP:Iteration 40F (124.011551 sec): 3 clusters Score: Raw -429324.997694 + Penalty 2694.589668 = -426630.408026 nChanged 9 SP:Iteration 41Q (124.062285 sec): 3 clusters Score: Raw -429327.533681 + Penalty 2694.589668 = -426632.944014 nChanged 13 SP:Iteration 42Q (124.120589 sec): 3 clusters Score: Raw -429332.580220 + Penalty 2694.589668 = -426637.990553 nChanged 13 SP:Iteration 43Q (124.177040 sec): 3 clusters Score: Raw -429337.913880 + Penalty 2694.589668 = -426643.324212 nChanged 16 SP:Iteration 44Q (124.233696 sec): 3 clusters Score: Raw -429345.489472 + Penalty 2694.589668 = -426650.899805 nChanged 17 SP:Iteration 45Q (124.275193 sec): 3 clusters Score: Raw -429350.860645 + Penalty 2694.589668 = -426656.270977 nChanged 12 SP:Iteration 46Q (124.324164 sec): 3 clusters Score: Raw -429354.970741 + Penalty 2694.589668 = -426660.381073 nChanged 10 SP:Iteration 47Q (124.386461 sec): 3 clusters Score: Raw -429357.256066 + Penalty 2694.589668 = -426662.666399 nChanged 10 SP:Iteration 48Q (124.442887 sec): 3 clusters Score: Raw -429361.660744 + Penalty 2694.589668 = -426667.071076 nChanged 13 SP:Iteration 49Q (124.487486 sec): 3 clusters Score: Raw -429366.651539 + Penalty 2694.589668 = -426672.061872 nChanged 18 SP:Iteration 50Q (124.541792 sec): 3 clusters Score: Raw -429373.699653 + Penalty 2694.589668 = -426679.109986 nChanged 10 SP:Iteration 51Q (124.596698 sec): 3 clusters Score: Raw -429377.059139 + Penalty 2694.589668 = -426682.469471 nChanged 10 SP:Iteration 52Q (124.655725 sec): 3 clusters Score: Raw -429379.797108 + Penalty 2694.589668 = -426685.207441 nChanged 8 SP:Iteration 53Q (124.706806 sec): 3 clusters Score: Raw -429381.893859 + Penalty 2694.589668 = -426687.304191 nChanged 6 SP:Iteration 54Q (124.759130 sec): 3 clusters Score: Raw -429383.768279 + Penalty 2694.589668 = -426689.178612 nChanged 4 SP:Iteration 55Q (124.813444 sec): 3 clusters Score: Raw -429385.038077 + Penalty 2694.589668 = -426690.448409 nChanged 4 SP:Iteration 56Q (124.858827 sec): 3 clusters Score: Raw -429386.532666 + Penalty 2694.589668 = -426691.942999 nChanged 3 SP:Iteration 57Q (124.918874 sec): 3 clusters Score: Raw -429387.136152 + Penalty 2694.589668 = -426692.546485 nChanged 3 SP:Iteration 58Q (124.975955 sec): 3 clusters Score: Raw -429388.015988 + Penalty 2694.589668 = -426693.426321 nChanged 4 SP:Iteration 59Q (125.016265 sec): 3 clusters Score: Raw -429389.466758 + Penalty 2694.589668 = -426694.877090 nChanged 5 SP:Iteration 60F (125.076876 sec): 3 clusters Score: Raw -429390.395698 + Penalty 2694.589668 = -426695.806030 nChanged 4 SP:Iteration 61Q (125.127117 sec): 3 clusters Score: Raw -429391.961226 + Penalty 2694.589668 = -426697.371559 nChanged 2 SP:Iteration 62Q (125.183240 sec): 3 clusters Score: Raw -429392.542542 + Penalty 2694.589668 = -426697.952874 nChanged 2 SP:Iteration 63Q (125.229982 sec): 3 clusters Score: Raw -429393.470164 + Penalty 2694.589668 = -426698.880497 nChanged 3 SP:Iteration 64Q (125.276479 sec): 3 clusters Score: Raw -429394.348673 + Penalty 2694.589668 = -426699.759005 nChanged 5 SP:Iteration 65Q (125.333607 sec): 3 clusters Score: Raw -429395.952730 + Penalty 2694.589668 = -426701.363063 nChanged 5 SP:Iteration 66Q (125.400532 sec): 3 clusters Score: Raw -429399.176281 + Penalty 2694.589668 = -426704.586614 nChanged 6 SP:Iteration 67Q (125.447631 sec): 3 clusters Score: Raw -429401.208313 + Penalty 2694.589668 = -426706.618646 nChanged 10 SP:Iteration 68Q (125.497529 sec): 3 clusters Score: Raw -429403.756817 + Penalty 2694.589668 = -426709.167149 nChanged 7 SP:Iteration 69Q (125.548090 sec): 3 clusters Score: Raw -429406.344233 + Penalty 2694.589668 = -426711.754565 nChanged 12 SP:Iteration 70Q (125.590525 sec): 3 clusters Score: Raw -429411.852342 + Penalty 2694.589668 = -426717.262674 nChanged 13 SP:Iteration 71Q (125.647427 sec): 3 clusters Score: Raw -429416.412625 + Penalty 2694.589668 = -426721.822957 nChanged 14 SP:Iteration 72Q (125.700613 sec): 3 clusters Score: Raw -429421.836939 + Penalty 2694.589668 = -426727.247271 nChanged 14 SP:Iteration 73Q (125.745450 sec): 3 clusters Score: Raw -429426.793155 + Penalty 2694.589668 = -426732.203488 nChanged 15 SP:Iteration 74Q (125.796324 sec): 3 clusters Score: Raw -429433.360675 + Penalty 2694.589668 = -426738.771007 nChanged 17 SP:Iteration 75Q (125.859065 sec): 3 clusters Score: Raw -429440.835895 + Penalty 2694.589668 = -426746.246227 nChanged 19 SP:Iteration 76Q (125.902654 sec): 3 clusters Score: Raw -429447.407760 + Penalty 2694.589668 = -426752.818092 nChanged 16 SP:Iteration 77Q (125.952874 sec): 3 clusters Score: Raw -429455.002847 + Penalty 2694.589668 = -426760.413180 nChanged 20 SP:Iteration 78Q (126.006748 sec): 3 clusters Score: Raw -429467.268898 + Penalty 2694.589668 = -426772.679230 nChanged 17 SP:Iteration 79Q (126.065454 sec): 3 clusters Score: Raw -429475.456997 + Penalty 2694.589668 = -426780.867329 nChanged 17 SP:Iteration 80F (126.115866 sec): 3 clusters Score: Raw -429485.293163 + Penalty 2694.589668 = -426790.703496 nChanged 24 SP:Iteration 81Q (126.163018 sec): 3 clusters Score: Raw -429497.957350 + Penalty 2694.589668 = -426803.367683 nChanged 20 SP:Iteration 82Q (126.222598 sec): 3 clusters Score: Raw -429509.041275 + Penalty 2694.589668 = -426814.451608 nChanged 30 SP:Iteration 83Q (126.271240 sec): 3 clusters Score: Raw -429526.625506 + Penalty 2694.589668 = -426832.035838 nChanged 32 SP:Iteration 84Q (126.333572 sec): 3 clusters Score: Raw -429547.262313 + Penalty 2694.589668 = -426852.672645 nChanged 23 SP:Iteration 85Q (126.376698 sec): 3 clusters Score: Raw -429564.029305 + Penalty 2694.589668 = -426869.439637 nChanged 22 SP:Iteration 86Q (126.424732 sec): 3 clusters Score: Raw -429578.911345 + Penalty 2694.589668 = -426884.321678 nChanged 19 SP:Iteration 87Q (126.480785 sec): 3 clusters Score: Raw -429591.864550 + Penalty 2694.589668 = -426897.274882 nChanged 22 SP:Iteration 88Q (126.527799 sec): 3 clusters Score: Raw -429603.176484 + Penalty 2694.589668 = -426908.586816 nChanged 15 SP:Iteration 89Q (126.572563 sec): 3 clusters Score: Raw -429612.908760 + Penalty 2694.589668 = -426918.319092 nChanged 14 SP:Iteration 90Q (126.623208 sec): 3 clusters Score: Raw -429620.260933 + Penalty 2694.589668 = -426925.671266 nChanged 17 SP:Iteration 91Q (126.678657 sec): 3 clusters Score: Raw -429627.427741 + Penalty 2694.589668 = -426932.838074 nChanged 11 SP:Iteration 92Q (126.739487 sec): 3 clusters Score: Raw -429634.886626 + Penalty 2694.589668 = -426940.296958 nChanged 8 SP:Iteration 93Q (126.789640 sec): 3 clusters Score: Raw -429639.487552 + Penalty 2694.589668 = -426944.897884 nChanged 7 SP:Iteration 94Q (126.845080 sec): 3 clusters Score: Raw -429643.227194 + Penalty 2694.589668 = -426948.637526 nChanged 7 SP:Iteration 95Q (126.907046 sec): 3 clusters Score: Raw -429647.175795 + Penalty 2694.589668 = -426952.586127 nChanged 3 SP:Iteration 96Q (126.960716 sec): 3 clusters Score: Raw -429649.446769 + Penalty 2694.589668 = -426954.857102 nChanged 7 SP:Iteration 97Q (127.017735 sec): 3 clusters Score: Raw -429652.485916 + Penalty 2694.589668 = -426957.896248 nChanged 9 SP:Iteration 98Q (127.062417 sec): 3 clusters Score: Raw -429659.060152 + Penalty 2694.589668 = -426964.470484 nChanged 8 SP:Iteration 99Q (127.117049 sec): 3 clusters Score: Raw -429664.349337 + Penalty 2694.589668 = -426969.759670 nChanged 3 SP:Iteration 100F (127.173524 sec): 3 clusters Score: Raw -429665.564542 + Penalty 2694.589668 = -426970.974875 nChanged 3 SP:Iteration 101Q (127.235474 sec): 3 clusters Score: Raw -429667.166095 + Penalty 2694.589668 = -426972.576428 nChanged 4 SP:Iteration 102Q (127.281495 sec): 3 clusters Score: Raw -429669.057075 + Penalty 2694.589668 = -426974.467407 nChanged 3 SP:Iteration 103Q (127.336486 sec): 3 clusters Score: Raw -429670.360124 + Penalty 2694.589668 = -426975.770456 nChanged 2 SP:Iteration 104Q (127.390661 sec): 3 clusters Score: Raw -429671.282095 + Penalty 2694.589668 = -426976.692427 nChanged 2 SP:Iteration 105Q (127.441679 sec): 3 clusters Score: Raw -429672.168235 + Penalty 2694.589668 = -426977.578568 nChanged 4 SP:Iteration 106Q (127.504251 sec): 3 clusters Score: Raw -429674.352694 + Penalty 2694.589668 = -426979.763026 nChanged 6 SP:Iteration 107Q (127.547065 sec): 3 clusters Score: Raw -429678.145557 + Penalty 2694.589668 = -426983.555889 nChanged 2 SP:Iteration 108Q (127.607588 sec): 3 clusters Score: Raw -429679.362406 + Penalty 2694.589668 = -426984.772739 nChanged 2 SP:Iteration 109Q (127.662944 sec): 3 clusters Score: Raw -429680.666990 + Penalty 2694.589668 = -426986.077322 nChanged 3 SP:Iteration 110Q (127.706954 sec): 3 clusters Score: Raw -429682.907046 + Penalty 2694.589668 = -426988.317379 nChanged 2 SP:Iteration 111Q (127.760938 sec): 3 clusters Score: Raw -429683.937635 + Penalty 2694.589668 = -426989.347968 nChanged 1 SP:Iteration 112Q (127.812246 sec): 3 clusters Score: Raw -429684.448152 + Penalty 2694.589668 = -426989.858484 nChanged 0 SP:Iteration 113F (127.882126 sec): 3 clusters Score: Raw -429684.448152 + Penalty 2694.589668 = -426989.858484 nChanged 0 Trying to split cluster 19 (15584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.928740 sec): 2 clusters Score: Raw -1625165.407470 + Penalty 1568.775004 = -1623596.632466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.998625 sec): 3 clusters Score: Raw -1616032.334648 + Penalty 3137.550008 = -1612894.784640 nChanged 6927 SP:Iteration 1F (128.067867 sec): 3 clusters Score: Raw -1620247.050014 + Penalty 3137.550008 = -1617109.500006 nChanged 1149 SP:Iteration 2F (128.139531 sec): 3 clusters Score: Raw -1621345.452344 + Penalty 3137.550008 = -1618207.902336 nChanged 1302 SP:Iteration 3F (128.207588 sec): 3 clusters Score: Raw -1623142.515577 + Penalty 3137.550008 = -1620004.965569 nChanged 1437 SP:Iteration 4F (128.281228 sec): 3 clusters Score: Raw -1625067.734629 + Penalty 3137.550008 = -1621930.184620 nChanged 1273 SP:Iteration 5F (128.365763 sec): 3 clusters Score: Raw -1626349.355709 + Penalty 3137.550008 = -1623211.805701 nChanged 992 SP:Iteration 6F (128.425179 sec): 3 clusters Score: Raw -1627250.542139 + Penalty 3137.550008 = -1624112.992130 nChanged 760 SP:Iteration 7Q (128.498825 sec): 3 clusters Score: Raw -1627986.507731 + Penalty 3137.550008 = -1624848.957723 nChanged 577 SP:Iteration 8Q (128.580943 sec): 3 clusters Score: Raw -1628583.280396 + Penalty 3137.550008 = -1625445.730388 nChanged 453 SP:Iteration 9Q (128.643935 sec): 3 clusters Score: Raw -1629019.445808 + Penalty 3137.550008 = -1625881.895800 nChanged 337 SP:Iteration 10Q (128.727119 sec): 3 clusters Score: Raw -1629270.808357 + Penalty 3137.550008 = -1626133.258349 nChanged 230 SP:Iteration 11Q (128.784933 sec): 3 clusters Score: Raw -1629411.846931 + Penalty 3137.550008 = -1626274.296922 nChanged 173 SP:Iteration 12Q (128.855622 sec): 3 clusters Score: Raw -1629496.849495 + Penalty 3137.550008 = -1626359.299487 nChanged 129 SP:Iteration 13Q (128.924483 sec): 3 clusters Score: Raw -1629535.571651 + Penalty 3137.550008 = -1626398.021643 nChanged 80 SP:Iteration 14Q (128.989589 sec): 3 clusters Score: Raw -1629559.025036 + Penalty 3137.550008 = -1626421.475028 nChanged 73 SP:Iteration 15Q (129.069093 sec): 3 clusters Score: Raw -1629577.264181 + Penalty 3137.550008 = -1626439.714173 nChanged 55 SP:Iteration 16Q (129.139230 sec): 3 clusters Score: Raw -1629590.138481 + Penalty 3137.550008 = -1626452.588472 nChanged 56 SP:Iteration 17Q (129.208863 sec): 3 clusters Score: Raw -1629601.825175 + Penalty 3137.550008 = -1626464.275167 nChanged 41 SP:Iteration 18Q (129.274312 sec): 3 clusters Score: Raw -1629609.476120 + Penalty 3137.550008 = -1626471.926112 nChanged 34 SP:Iteration 19Q (129.341864 sec): 3 clusters Score: Raw -1629615.079013 + Penalty 3137.550008 = -1626477.529005 nChanged 33 SP:Iteration 20F (129.417799 sec): 3 clusters Score: Raw -1629621.124292 + Penalty 3137.550008 = -1626483.574284 nChanged 31 SP:Iteration 21Q (129.476136 sec): 3 clusters Score: Raw -1629626.051070 + Penalty 3137.550008 = -1626488.501061 nChanged 33 SP:Iteration 22Q (129.556967 sec): 3 clusters Score: Raw -1629630.804232 + Penalty 3137.550008 = -1626493.254223 nChanged 31 SP:Iteration 23Q (129.628898 sec): 3 clusters Score: Raw -1629636.643578 + Penalty 3137.550008 = -1626499.093569 nChanged 35 SP:Iteration 24Q (129.700188 sec): 3 clusters Score: Raw -1629643.509998 + Penalty 3137.550008 = -1626505.959990 nChanged 31 SP:Iteration 25Q (129.767989 sec): 3 clusters Score: Raw -1629649.168490 + Penalty 3137.550008 = -1626511.618481 nChanged 26 SP:Iteration 26Q (129.840031 sec): 3 clusters Score: Raw -1629653.318919 + Penalty 3137.550008 = -1626515.768910 nChanged 35 SP:Iteration 27Q (129.898555 sec): 3 clusters Score: Raw -1629658.909632 + Penalty 3137.550008 = -1626521.359623 nChanged 39 SP:Iteration 28Q (129.978528 sec): 3 clusters Score: Raw -1629665.063792 + Penalty 3137.550008 = -1626527.513783 nChanged 37 SP:Iteration 29Q (130.036334 sec): 3 clusters Score: Raw -1629670.232569 + Penalty 3137.550008 = -1626532.682560 nChanged 26 SP:Iteration 30Q (130.114096 sec): 3 clusters Score: Raw -1629673.698013 + Penalty 3137.550008 = -1626536.148004 nChanged 25 SP:Iteration 31Q (130.183465 sec): 3 clusters Score: Raw -1629677.290359 + Penalty 3137.550008 = -1626539.740351 nChanged 23 SP:Iteration 32Q (130.254802 sec): 3 clusters Score: Raw -1629681.086374 + Penalty 3137.550008 = -1626543.536366 nChanged 22 SP:Iteration 33Q (130.323676 sec): 3 clusters Score: Raw -1629685.249696 + Penalty 3137.550008 = -1626547.699687 nChanged 18 SP:Iteration 34Q (130.385051 sec): 3 clusters Score: Raw -1629688.333622 + Penalty 3137.550008 = -1626550.783614 nChanged 25 SP:Iteration 35Q (130.458873 sec): 3 clusters Score: Raw -1629692.732636 + Penalty 3137.550008 = -1626555.182627 nChanged 24 SP:Iteration 36Q (130.531518 sec): 3 clusters Score: Raw -1629697.270610 + Penalty 3137.550008 = -1626559.720602 nChanged 32 SP:Iteration 37Q (130.602209 sec): 3 clusters Score: Raw -1629704.406857 + Penalty 3137.550008 = -1626566.856848 nChanged 36 SP:Iteration 38Q (130.670951 sec): 3 clusters Score: Raw -1629712.111061 + Penalty 3137.550008 = -1626574.561052 nChanged 42 SP:Iteration 39Q (130.741478 sec): 3 clusters Score: Raw -1629724.169054 + Penalty 3137.550008 = -1626586.619045 nChanged 49 SP:Iteration 40F (130.807779 sec): 3 clusters Score: Raw -1629740.032904 + Penalty 3137.550008 = -1626602.482896 nChanged 58 SP:Iteration 41Q (130.880090 sec): 3 clusters Score: Raw -1629758.753675 + Penalty 3137.550008 = -1626621.203667 nChanged 66 SP:Iteration 42Q (130.952586 sec): 3 clusters Score: Raw -1629776.853956 + Penalty 3137.550008 = -1626639.303948 nChanged 60 SP:Iteration 43Q (131.014544 sec): 3 clusters Score: Raw -1629793.696299 + Penalty 3137.550008 = -1626656.146291 nChanged 45 SP:Iteration 44Q (131.084793 sec): 3 clusters Score: Raw -1629806.326882 + Penalty 3137.550008 = -1626668.776873 nChanged 53 SP:Iteration 45Q (131.151864 sec): 3 clusters Score: Raw -1629823.970988 + Penalty 3137.550008 = -1626686.420979 nChanged 57 SP:Iteration 46Q (131.215752 sec): 3 clusters Score: Raw -1629843.141003 + Penalty 3137.550008 = -1626705.590995 nChanged 57 SP:Iteration 47Q (131.287936 sec): 3 clusters Score: Raw -1629860.651703 + Penalty 3137.550008 = -1626723.101695 nChanged 51 SP:Iteration 48Q (131.367434 sec): 3 clusters Score: Raw -1629877.822960 + Penalty 3137.550008 = -1626740.272951 nChanged 52 SP:Iteration 49Q (131.433299 sec): 3 clusters Score: Raw -1629892.934164 + Penalty 3137.550008 = -1626755.384155 nChanged 51 SP:Iteration 50Q (131.502773 sec): 3 clusters Score: Raw -1629904.949794 + Penalty 3137.550008 = -1626767.399786 nChanged 43 SP:Iteration 51Q (131.569261 sec): 3 clusters Score: Raw -1629914.284563 + Penalty 3137.550008 = -1626776.734555 nChanged 40 SP:Iteration 52Q (131.637441 sec): 3 clusters Score: Raw -1629921.637623 + Penalty 3137.550008 = -1626784.087614 nChanged 28 SP:Iteration 53Q (131.700081 sec): 3 clusters Score: Raw -1629926.413742 + Penalty 3137.550008 = -1626788.863734 nChanged 25 SP:Iteration 54Q (131.771443 sec): 3 clusters Score: Raw -1629929.401003 + Penalty 3137.550008 = -1626791.850994 nChanged 16 SP:Iteration 55Q (131.851209 sec): 3 clusters Score: Raw -1629931.041255 + Penalty 3137.550008 = -1626793.491247 nChanged 8 SP:Iteration 56Q (131.908321 sec): 3 clusters Score: Raw -1629932.194843 + Penalty 3137.550008 = -1626794.644835 nChanged 11 SP:Iteration 57Q (131.991842 sec): 3 clusters Score: Raw -1629933.723909 + Penalty 3137.550008 = -1626796.173900 nChanged 6 SP:Iteration 58Q (132.061735 sec): 3 clusters Score: Raw -1629934.574937 + Penalty 3137.550008 = -1626797.024928 nChanged 11 SP:Iteration 59Q (132.122078 sec): 3 clusters Score: Raw -1629935.781578 + Penalty 3137.550008 = -1626798.231570 nChanged 6 SP:Iteration 60F (132.197961 sec): 3 clusters Score: Raw -1629936.450440 + Penalty 3137.550008 = -1626798.900431 nChanged 4 SP:Iteration 61Q (132.270046 sec): 3 clusters Score: Raw -1629936.827211 + Penalty 3137.550008 = -1626799.277203 nChanged 2 SP:Iteration 62Q (132.338026 sec): 3 clusters Score: Raw -1629937.107906 + Penalty 3137.550008 = -1626799.557897 nChanged 2 SP:Iteration 63Q (132.408365 sec): 3 clusters Score: Raw -1629937.442417 + Penalty 3137.550008 = -1626799.892409 nChanged 2 SP:Iteration 64Q (132.476457 sec): 3 clusters Score: Raw -1629937.641139 + Penalty 3137.550008 = -1626800.091131 nChanged 1 SP:Iteration 65Q (132.539304 sec): 3 clusters Score: Raw -1629937.715966 + Penalty 3137.550008 = -1626800.165958 nChanged 1 SP:Iteration 66Q (132.609462 sec): 3 clusters Score: Raw -1629937.776389 + Penalty 3137.550008 = -1626800.226381 nChanged 0 SP:Iteration 67F (132.686648 sec): 3 clusters Score: Raw -1629937.776389 + Penalty 3137.550008 = -1626800.226381 nChanged 0 Score: Raw -10232949.587052 + Penalty 22421.386253 = -10210528.200799 Splitting cluster 19 changes total score from -10207620.412707 to -10210528.200799 So it's getting split into cluster 8. Iteration 99Q (134.265225 sec): 13 clusters Score: Raw -10232995.733534 + Penalty 22421.386253 = -10210574.347281 nChanged 121 Iteration 100F (135.269914 sec): 13 clusters Score: Raw -10233013.584902 + Penalty 22421.386253 = -10210592.198649 nChanged 58 Iteration 101Q (135.861665 sec): 13 clusters Score: Raw -10233020.239645 + Penalty 22421.386253 = -10210598.853391 nChanged 53 Iteration 102Q (136.429326 sec): 13 clusters Score: Raw -10233023.958677 + Penalty 22421.386253 = -10210602.572424 nChanged 46 Iteration 103Q (136.985532 sec): 13 clusters Score: Raw -10233026.785985 + Penalty 22421.386253 = -10210605.399732 nChanged 42 Iteration 104Q (137.570384 sec): 13 clusters Score: Raw -10233029.761509 + Penalty 22421.386253 = -10210608.375256 nChanged 42 Iteration 105Q (138.131520 sec): 13 clusters Score: Raw -10233032.680722 + Penalty 22421.386253 = -10210611.294469 nChanged 38 Iteration 106Q (138.703635 sec): 13 clusters Score: Raw -10233035.284274 + Penalty 22421.386253 = -10210613.898021 nChanged 43 Iteration 107Q (139.254275 sec): 13 clusters Score: Raw -10233038.100275 + Penalty 22421.386253 = -10210616.714022 nChanged 33 Iteration 108Q (139.871006 sec): 13 clusters Score: Raw -10233039.802664 + Penalty 22421.386253 = -10210618.416411 nChanged 22 Iteration 109Q (140.480704 sec): 13 clusters Score: Raw -10233041.147898 + Penalty 22421.386253 = -10210619.761645 nChanged 19 Iteration 110Q (141.034476 sec): 13 clusters Score: Raw -10233042.508198 + Penalty 22421.386253 = -10210621.121945 nChanged 14 Iteration 111Q (141.652525 sec): 13 clusters Score: Raw -10233043.519316 + Penalty 22421.386253 = -10210622.133063 nChanged 15 Iteration 112Q (142.280971 sec): 13 clusters Score: Raw -10233044.723125 + Penalty 22421.386253 = -10210623.336872 nChanged 13 Iteration 113Q (142.920473 sec): 13 clusters Score: Raw -10233045.478311 + Penalty 22421.386253 = -10210624.092058 nChanged 14 Iteration 114Q (143.453125 sec): 13 clusters Score: Raw -10233046.260081 + Penalty 22421.386253 = -10210624.873828 nChanged 13 Iteration 115Q (144.008101 sec): 13 clusters Score: Raw -10233047.110326 + Penalty 22421.386253 = -10210625.724073 nChanged 18 Iteration 116Q (144.589099 sec): 13 clusters Score: Raw -10233048.148354 + Penalty 22421.386253 = -10210626.762101 nChanged 13 Iteration 117Q (145.193005 sec): 13 clusters Score: Raw -10233048.938281 + Penalty 22421.386253 = -10210627.552028 nChanged 16 Iteration 118Q (145.767727 sec): 13 clusters Score: Raw -10233049.818945 + Penalty 22421.386253 = -10210628.432692 nChanged 14 Iteration 119Q (146.369606 sec): 13 clusters Score: Raw -10233050.647438 + Penalty 22421.386253 = -10210629.261185 nChanged 18 Iteration 120F (147.357883 sec): 13 clusters Score: Raw -10233051.821900 + Penalty 22421.386253 = -10210630.435647 nChanged 8 Iteration 121Q (147.961438 sec): 13 clusters Score: Raw -10233052.193242 + Penalty 22421.386253 = -10210630.806989 nChanged 10 Iteration 122Q (148.573945 sec): 13 clusters Score: Raw -10233052.717637 + Penalty 22421.386253 = -10210631.331384 nChanged 7 Iteration 123Q (149.159377 sec): 13 clusters Score: Raw -10233053.115622 + Penalty 22421.386253 = -10210631.729369 nChanged 3 Iteration 124Q (149.760741 sec): 13 clusters Score: Raw -10233053.248038 + Penalty 22421.386253 = -10210631.861785 nChanged 1 Iteration 125Q (150.348967 sec): 13 clusters Score: Raw -10233053.281146 + Penalty 22421.386253 = -10210631.894893 nChanged 0 Iteration 126F (151.361334 sec): 13 clusters Score: Raw -10233053.281146 + Penalty 22421.386253 = -10210631.894893 nChanged 0 Compute initial score before splitting: Score: Raw -10233053.281146 + Penalty 22421.386253 = -10210631.894893 Trying to split cluster 1 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.405670 sec): 2 clusters Score: Raw -47993.861350 + Penalty 1031.165909 = -46962.695441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.443400 sec): 3 clusters Score: Raw -47915.575469 + Penalty 2062.331817 = -45853.243652 nChanged 153 SP:Iteration 1F (151.504506 sec): 3 clusters Score: Raw -48215.185804 + Penalty 2062.331817 = -46152.853987 nChanged 60 SP:Iteration 2F (151.552778 sec): 3 clusters Score: Raw -48362.336621 + Penalty 2062.331817 = -46300.004804 nChanged 61 SP:Iteration 3F (151.601930 sec): 3 clusters Score: Raw -48524.694040 + Penalty 2062.331817 = -46462.362222 nChanged 42 SP:Iteration 4F (151.650687 sec): 3 clusters Score: Raw -48634.021486 + Penalty 2062.331817 = -46571.689669 nChanged 30 SP:Iteration 5F (151.686771 sec): 3 clusters Score: Raw -48709.224890 + Penalty 2062.331817 = -46646.893073 nChanged 22 SP:Iteration 6Q (151.747990 sec): 3 clusters Score: Raw -48751.165032 + Penalty 2062.331817 = -46688.833215 nChanged 14 SP:Iteration 7Q (151.798337 sec): 3 clusters Score: Raw -48784.947015 + Penalty 2062.331817 = -46722.615198 nChanged 9 SP:Iteration 8Q (151.836417 sec): 3 clusters Score: Raw -48813.592335 + Penalty 2062.331817 = -46751.260518 nChanged 7 SP:Iteration 9Q (151.893750 sec): 3 clusters Score: Raw -48838.380979 + Penalty 2062.331817 = -46776.049162 nChanged 4 SP:Iteration 10Q (151.933537 sec): 3 clusters Score: Raw -48844.467297 + Penalty 2062.331817 = -46782.135480 nChanged 2 SP:Iteration 11Q (151.993076 sec): 3 clusters Score: Raw -48848.467890 + Penalty 2062.331817 = -46786.136073 nChanged 2 SP:Iteration 12Q (152.033876 sec): 3 clusters Score: Raw -48852.817819 + Penalty 2062.331817 = -46790.486002 nChanged 0 SP:Iteration 13F (152.086441 sec): 3 clusters Score: Raw -48852.817819 + Penalty 2062.331817 = -46790.486002 nChanged 0 Trying to split cluster 2 (1414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.113901 sec): 2 clusters Score: Raw -146403.627285 + Penalty 1178.803900 = -145224.823385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.151356 sec): 3 clusters Score: Raw -145865.799459 + Penalty 2357.607800 = -143508.191659 nChanged 449 SP:Iteration 1F (152.201115 sec): 3 clusters Score: Raw -146164.439804 + Penalty 2357.607800 = -143806.832004 nChanged 117 SP:Iteration 2F (152.260557 sec): 3 clusters Score: Raw -146269.396826 + Penalty 2357.607800 = -143911.789026 nChanged 49 SP:Iteration 3Q (152.310530 sec): 3 clusters Score: Raw -146306.330536 + Penalty 2357.607800 = -143948.722736 nChanged 23 SP:Iteration 4Q (152.363165 sec): 3 clusters Score: Raw -146326.547191 + Penalty 2357.607800 = -143968.939391 nChanged 25 SP:Iteration 5Q (152.411644 sec): 3 clusters Score: Raw -146343.671813 + Penalty 2357.607800 = -143986.064013 nChanged 20 SP:Iteration 6Q (152.461764 sec): 3 clusters Score: Raw -146356.719929 + Penalty 2357.607800 = -143999.112129 nChanged 16 SP:Iteration 7Q (152.516313 sec): 3 clusters Score: Raw -146365.389517 + Penalty 2357.607800 = -144007.781716 nChanged 13 SP:Iteration 8Q (152.567714 sec): 3 clusters Score: Raw -146373.071447 + Penalty 2357.607800 = -144015.463647 nChanged 8 SP:Iteration 9Q (152.603850 sec): 3 clusters Score: Raw -146377.620562 + Penalty 2357.607800 = -144020.012762 nChanged 10 SP:Iteration 10Q (152.655761 sec): 3 clusters Score: Raw -146385.067111 + Penalty 2357.607800 = -144027.459310 nChanged 7 SP:Iteration 11Q (152.702089 sec): 3 clusters Score: Raw -146388.554086 + Penalty 2357.607800 = -144030.946286 nChanged 4 SP:Iteration 12Q (152.752304 sec): 3 clusters Score: Raw -146390.736091 + Penalty 2357.607800 = -144033.128291 nChanged 4 SP:Iteration 13Q (152.803759 sec): 3 clusters Score: Raw -146395.097036 + Penalty 2357.607800 = -144037.489236 nChanged 10 SP:Iteration 14Q (152.853966 sec): 3 clusters Score: Raw -146401.451208 + Penalty 2357.607800 = -144043.843408 nChanged 4 SP:Iteration 15Q (152.905519 sec): 3 clusters Score: Raw -146403.943320 + Penalty 2357.607800 = -144046.335520 nChanged 3 SP:Iteration 16Q (152.949695 sec): 3 clusters Score: Raw -146405.302280 + Penalty 2357.607800 = -144047.694480 nChanged 1 SP:Iteration 17Q (153.007263 sec): 3 clusters Score: Raw -146405.754920 + Penalty 2357.607800 = -144048.147120 nChanged 1 SP:Iteration 18Q (153.037634 sec): 3 clusters Score: Raw -146405.971117 + Penalty 2357.607800 = -144048.363317 nChanged 0 SP:Iteration 19F (153.097512 sec): 3 clusters Score: Raw -146405.971117 + Penalty 2357.607800 = -144048.363317 nChanged 0 Trying to split cluster 3 (7048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.133774 sec): 2 clusters Score: Raw -755067.786921 + Penalty 1439.831115 = -753627.955806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.189298 sec): 3 clusters Score: Raw -751255.376526 + Penalty 2879.662229 = -748375.714296 nChanged 2934 SP:Iteration 1F (153.239594 sec): 3 clusters Score: Raw -752767.635854 + Penalty 2879.662229 = -749887.973625 nChanged 411 SP:Iteration 2F (153.304412 sec): 3 clusters Score: Raw -752935.622045 + Penalty 2879.662229 = -750055.959815 nChanged 363 SP:Iteration 3F (153.351349 sec): 3 clusters Score: Raw -753087.356376 + Penalty 2879.662229 = -750207.694147 nChanged 286 SP:Iteration 4Q (153.415556 sec): 3 clusters Score: Raw -753195.527531 + Penalty 2879.662229 = -750315.865302 nChanged 235 SP:Iteration 5Q (153.470415 sec): 3 clusters Score: Raw -753279.981112 + Penalty 2879.662229 = -750400.318882 nChanged 207 SP:Iteration 6Q (153.536248 sec): 3 clusters Score: Raw -753360.543455 + Penalty 2879.662229 = -750480.881226 nChanged 209 SP:Iteration 7Q (153.593170 sec): 3 clusters Score: Raw -753431.378726 + Penalty 2879.662229 = -750551.716497 nChanged 191 SP:Iteration 8Q (153.649653 sec): 3 clusters Score: Raw -753498.701608 + Penalty 2879.662229 = -750619.039378 nChanged 170 SP:Iteration 9Q (153.712943 sec): 3 clusters Score: Raw -753555.551081 + Penalty 2879.662229 = -750675.888852 nChanged 155 SP:Iteration 10Q (153.772189 sec): 3 clusters Score: Raw -753609.424872 + Penalty 2879.662229 = -750729.762642 nChanged 155 SP:Iteration 11Q (153.816778 sec): 3 clusters Score: Raw -753664.860021 + Penalty 2879.662229 = -750785.197791 nChanged 150 SP:Iteration 12Q (153.885612 sec): 3 clusters Score: Raw -753723.456310 + Penalty 2879.662229 = -750843.794080 nChanged 158 SP:Iteration 13Q (153.935879 sec): 3 clusters Score: Raw -753788.916696 + Penalty 2879.662229 = -750909.254466 nChanged 151 SP:Iteration 14Q (153.998252 sec): 3 clusters Score: Raw -753855.795325 + Penalty 2879.662229 = -750976.133096 nChanged 172 SP:Iteration 15Q (154.060996 sec): 3 clusters Score: Raw -753937.774953 + Penalty 2879.662229 = -751058.112723 nChanged 183 SP:Iteration 16Q (154.130089 sec): 3 clusters Score: Raw -754039.979982 + Penalty 2879.662229 = -751160.317752 nChanged 195 SP:Iteration 17Q (154.191391 sec): 3 clusters Score: Raw -754154.364810 + Penalty 2879.662229 = -751274.702581 nChanged 199 SP:Iteration 18Q (154.243742 sec): 3 clusters Score: Raw -754269.806595 + Penalty 2879.662229 = -751390.144365 nChanged 180 SP:Iteration 19Q (154.287666 sec): 3 clusters Score: Raw -754374.148945 + Penalty 2879.662229 = -751494.486715 nChanged 177 SP:Iteration 20F (154.353558 sec): 3 clusters Score: Raw -754485.497498 + Penalty 2879.662229 = -751605.835269 nChanged 182 SP:Iteration 21Q (154.418780 sec): 3 clusters Score: Raw -754612.609242 + Penalty 2879.662229 = -751732.947012 nChanged 171 SP:Iteration 22Q (154.472328 sec): 3 clusters Score: Raw -754763.399326 + Penalty 2879.662229 = -751883.737097 nChanged 162 SP:Iteration 23Q (154.523361 sec): 3 clusters Score: Raw -754893.676244 + Penalty 2879.662229 = -752014.014014 nChanged 128 SP:Iteration 24Q (154.589770 sec): 3 clusters Score: Raw -754985.953834 + Penalty 2879.662229 = -752106.291605 nChanged 106 SP:Iteration 25Q (154.635433 sec): 3 clusters Score: Raw -755049.899201 + Penalty 2879.662229 = -752170.236971 nChanged 93 SP:Iteration 26Q (154.691832 sec): 3 clusters Score: Raw -755106.494415 + Penalty 2879.662229 = -752226.832186 nChanged 88 SP:Iteration 27Q (154.750691 sec): 3 clusters Score: Raw -755156.286827 + Penalty 2879.662229 = -752276.624597 nChanged 76 SP:Iteration 28Q (154.812034 sec): 3 clusters Score: Raw -755192.985541 + Penalty 2879.662229 = -752313.323311 nChanged 65 SP:Iteration 29Q (154.874252 sec): 3 clusters Score: Raw -755227.100775 + Penalty 2879.662229 = -752347.438546 nChanged 63 SP:Iteration 30Q (154.934957 sec): 3 clusters Score: Raw -755262.274963 + Penalty 2879.662229 = -752382.612733 nChanged 65 SP:Iteration 31Q (154.989278 sec): 3 clusters Score: Raw -755300.235142 + Penalty 2879.662229 = -752420.572912 nChanged 62 SP:Iteration 32Q (155.045086 sec): 3 clusters Score: Raw -755330.965419 + Penalty 2879.662229 = -752451.303189 nChanged 52 SP:Iteration 33Q (155.104941 sec): 3 clusters Score: Raw -755356.696968 + Penalty 2879.662229 = -752477.034739 nChanged 48 SP:Iteration 34Q (155.154517 sec): 3 clusters Score: Raw -755376.998526 + Penalty 2879.662229 = -752497.336297 nChanged 38 SP:Iteration 35Q (155.225248 sec): 3 clusters Score: Raw -755393.220384 + Penalty 2879.662229 = -752513.558154 nChanged 31 SP:Iteration 36Q (155.281719 sec): 3 clusters Score: Raw -755406.236306 + Penalty 2879.662229 = -752526.574076 nChanged 34 SP:Iteration 37Q (155.331062 sec): 3 clusters Score: Raw -755421.915637 + Penalty 2879.662229 = -752542.253407 nChanged 26 SP:Iteration 38Q (155.388904 sec): 3 clusters Score: Raw -755435.694435 + Penalty 2879.662229 = -752556.032205 nChanged 30 SP:Iteration 39Q (155.447237 sec): 3 clusters Score: Raw -755451.942904 + Penalty 2879.662229 = -752572.280674 nChanged 27 SP:Iteration 40F (155.526965 sec): 3 clusters Score: Raw -755464.994147 + Penalty 2879.662229 = -752585.331917 nChanged 21 SP:Iteration 41Q (155.577715 sec): 3 clusters Score: Raw -755474.885125 + Penalty 2879.662229 = -752595.222895 nChanged 25 SP:Iteration 42Q (155.632656 sec): 3 clusters Score: Raw -755485.349845 + Penalty 2879.662229 = -752605.687616 nChanged 19 SP:Iteration 43Q (155.695274 sec): 3 clusters Score: Raw -755494.288755 + Penalty 2879.662229 = -752614.626526 nChanged 18 SP:Iteration 44Q (155.741485 sec): 3 clusters Score: Raw -755503.363991 + Penalty 2879.662229 = -752623.701762 nChanged 15 SP:Iteration 45Q (155.807082 sec): 3 clusters Score: Raw -755509.198611 + Penalty 2879.662229 = -752629.536381 nChanged 10 SP:Iteration 46Q (155.866433 sec): 3 clusters Score: Raw -755512.305197 + Penalty 2879.662229 = -752632.642967 nChanged 7 SP:Iteration 47Q (155.924086 sec): 3 clusters Score: Raw -755515.542095 + Penalty 2879.662229 = -752635.879866 nChanged 5 SP:Iteration 48Q (155.974020 sec): 3 clusters Score: Raw -755517.860594 + Penalty 2879.662229 = -752638.198364 nChanged 5 SP:Iteration 49Q (156.040880 sec): 3 clusters Score: Raw -755518.888107 + Penalty 2879.662229 = -752639.225877 nChanged 1 SP:Iteration 50Q (156.096558 sec): 3 clusters Score: Raw -755519.014094 + Penalty 2879.662229 = -752639.351864 nChanged 0 SP:Iteration 51F (156.142420 sec): 3 clusters Score: Raw -755519.014094 + Penalty 2879.662229 = -752639.351864 nChanged 0 Trying to split cluster 4 (2781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.169848 sec): 2 clusters Score: Raw -267466.031362 + Penalty 1288.716951 = -266177.314410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.218363 sec): 3 clusters Score: Raw -266207.496700 + Penalty 2577.433903 = -263630.062797 nChanged 1079 SP:Iteration 1F (156.268869 sec): 3 clusters Score: Raw -266938.354786 + Penalty 2577.433903 = -264360.920883 nChanged 239 SP:Iteration 2F (156.330437 sec): 3 clusters Score: Raw -267152.048844 + Penalty 2577.433903 = -264574.614941 nChanged 191 SP:Iteration 3F (156.370432 sec): 3 clusters Score: Raw -267405.862704 + Penalty 2577.433903 = -264828.428801 nChanged 198 SP:Iteration 4F (156.432472 sec): 3 clusters Score: Raw -267724.722764 + Penalty 2577.433903 = -265147.288862 nChanged 194 SP:Iteration 5F (156.470515 sec): 3 clusters Score: Raw -268023.021861 + Penalty 2577.433903 = -265445.587959 nChanged 182 SP:Iteration 6F (156.528359 sec): 3 clusters Score: Raw -268301.130460 + Penalty 2577.433903 = -265723.696557 nChanged 160 SP:Iteration 7F (156.584023 sec): 3 clusters Score: Raw -268571.376678 + Penalty 2577.433903 = -265993.942775 nChanged 146 SP:Iteration 8F (156.634569 sec): 3 clusters Score: Raw -268754.977749 + Penalty 2577.433903 = -266177.543846 nChanged 84 SP:Iteration 9Q (156.691284 sec): 3 clusters Score: Raw -268837.137344 + Penalty 2577.433903 = -266259.703441 nChanged 45 SP:Iteration 10Q (156.740834 sec): 3 clusters Score: Raw -268869.836065 + Penalty 2577.433903 = -266292.402163 nChanged 25 SP:Iteration 11Q (156.790913 sec): 3 clusters Score: Raw -268882.317316 + Penalty 2577.433903 = -266304.883413 nChanged 15 SP:Iteration 12Q (156.837479 sec): 3 clusters Score: Raw -268891.597969 + Penalty 2577.433903 = -266314.164066 nChanged 8 SP:Iteration 13Q (156.876966 sec): 3 clusters Score: Raw -268895.822335 + Penalty 2577.433903 = -266318.388432 nChanged 12 SP:Iteration 14Q (156.941681 sec): 3 clusters Score: Raw -268900.047757 + Penalty 2577.433903 = -266322.613854 nChanged 6 SP:Iteration 15Q (156.984256 sec): 3 clusters Score: Raw -268901.912726 + Penalty 2577.433903 = -266324.478823 nChanged 6 SP:Iteration 16Q (157.042450 sec): 3 clusters Score: Raw -268904.163226 + Penalty 2577.433903 = -266326.729324 nChanged 3 SP:Iteration 17Q (157.094368 sec): 3 clusters Score: Raw -268904.528705 + Penalty 2577.433903 = -266327.094802 nChanged 0 SP:Iteration 18F (157.145139 sec): 3 clusters Score: Raw -268904.528705 + Penalty 2577.433903 = -266327.094802 nChanged 0 Score: Raw -10234491.778489 + Penalty 24289.835107 = -10210201.943382 Splitting cluster 4 changes total score from -10210631.894893 to -10210201.943382 So it's not getting split. Trying to split cluster 5 (18570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.293506 sec): 2 clusters Score: Raw -1988770.573144 + Penalty 1597.261681 = -1987173.311463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.372430 sec): 3 clusters Score: Raw -1977579.598545 + Penalty 3194.523363 = -1974385.075182 nChanged 8409 SP:Iteration 1F (158.454335 sec): 3 clusters Score: Raw -1982220.386551 + Penalty 3194.523363 = -1979025.863188 nChanged 962 SP:Iteration 2F (158.521721 sec): 3 clusters Score: Raw -1982628.253990 + Penalty 3194.523363 = -1979433.730628 nChanged 957 SP:Iteration 3F (158.598269 sec): 3 clusters Score: Raw -1983069.409055 + Penalty 3194.523363 = -1979874.885692 nChanged 972 SP:Iteration 4F (158.686489 sec): 3 clusters Score: Raw -1983595.562232 + Penalty 3194.523363 = -1980401.038870 nChanged 1063 SP:Iteration 5F (158.764271 sec): 3 clusters Score: Raw -1984226.735298 + Penalty 3194.523363 = -1981032.211936 nChanged 1119 SP:Iteration 6F (158.832114 sec): 3 clusters Score: Raw -1984966.559836 + Penalty 3194.523363 = -1981772.036473 nChanged 1117 SP:Iteration 7F (158.920720 sec): 3 clusters Score: Raw -1985773.358428 + Penalty 3194.523363 = -1982578.835066 nChanged 1087 SP:Iteration 8F (158.991940 sec): 3 clusters Score: Raw -1986656.914054 + Penalty 3194.523363 = -1983462.390691 nChanged 963 SP:Iteration 9F (159.083860 sec): 3 clusters Score: Raw -1987464.979681 + Penalty 3194.523363 = -1984270.456318 nChanged 731 SP:Iteration 10Q (159.165447 sec): 3 clusters Score: Raw -1988067.293494 + Penalty 3194.523363 = -1984872.770131 nChanged 476 SP:Iteration 11Q (159.240757 sec): 3 clusters Score: Raw -1988470.395268 + Penalty 3194.523363 = -1985275.871905 nChanged 291 SP:Iteration 12Q (159.310820 sec): 3 clusters Score: Raw -1988738.683814 + Penalty 3194.523363 = -1985544.160452 nChanged 191 SP:Iteration 13Q (159.388553 sec): 3 clusters Score: Raw -1988910.859550 + Penalty 3194.523363 = -1985716.336187 nChanged 142 SP:Iteration 14Q (159.460140 sec): 3 clusters Score: Raw -1989013.845571 + Penalty 3194.523363 = -1985819.322208 nChanged 90 SP:Iteration 15Q (159.525934 sec): 3 clusters Score: Raw -1989072.355496 + Penalty 3194.523363 = -1985877.832133 nChanged 50 SP:Iteration 16Q (159.605079 sec): 3 clusters Score: Raw -1989101.651909 + Penalty 3194.523363 = -1985907.128546 nChanged 43 SP:Iteration 17Q (159.667756 sec): 3 clusters Score: Raw -1989121.599749 + Penalty 3194.523363 = -1985927.076387 nChanged 33 SP:Iteration 18Q (159.740388 sec): 3 clusters Score: Raw -1989138.402458 + Penalty 3194.523363 = -1985943.879096 nChanged 34 SP:Iteration 19Q (159.808507 sec): 3 clusters Score: Raw -1989157.280075 + Penalty 3194.523363 = -1985962.756712 nChanged 25 SP:Iteration 20F (159.894496 sec): 3 clusters Score: Raw -1989169.445829 + Penalty 3194.523363 = -1985974.922466 nChanged 16 SP:Iteration 21Q (159.971597 sec): 3 clusters Score: Raw -1989175.223498 + Penalty 3194.523363 = -1985980.700136 nChanged 12 SP:Iteration 22Q (160.043861 sec): 3 clusters Score: Raw -1989178.746776 + Penalty 3194.523363 = -1985984.223414 nChanged 16 SP:Iteration 23Q (160.103624 sec): 3 clusters Score: Raw -1989184.865826 + Penalty 3194.523363 = -1985990.342463 nChanged 10 SP:Iteration 24Q (160.174964 sec): 3 clusters Score: Raw -1989188.007888 + Penalty 3194.523363 = -1985993.484525 nChanged 11 SP:Iteration 25Q (160.241052 sec): 3 clusters Score: Raw -1989193.017479 + Penalty 3194.523363 = -1985998.494117 nChanged 11 SP:Iteration 26Q (160.312677 sec): 3 clusters Score: Raw -1989199.045989 + Penalty 3194.523363 = -1986004.522626 nChanged 17 SP:Iteration 27Q (160.380072 sec): 3 clusters Score: Raw -1989204.892203 + Penalty 3194.523363 = -1986010.368840 nChanged 6 SP:Iteration 28Q (160.443455 sec): 3 clusters Score: Raw -1989206.462113 + Penalty 3194.523363 = -1986011.938750 nChanged 5 SP:Iteration 29Q (160.511715 sec): 3 clusters Score: Raw -1989207.927665 + Penalty 3194.523363 = -1986013.404302 nChanged 3 SP:Iteration 30Q (160.585363 sec): 3 clusters Score: Raw -1989208.714962 + Penalty 3194.523363 = -1986014.191599 nChanged 2 SP:Iteration 31Q (160.653109 sec): 3 clusters Score: Raw -1989209.085982 + Penalty 3194.523363 = -1986014.562619 nChanged 0 SP:Iteration 32F (160.722388 sec): 3 clusters Score: Raw -1989209.085982 + Penalty 3194.523363 = -1986014.562619 nChanged 0 Trying to split cluster 6 (25222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (160.786186 sec): 2 clusters Score: Raw -2719772.415890 + Penalty 1647.014185 = -2718125.401705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (160.869843 sec): 3 clusters Score: Raw -2704264.365597 + Penalty 3294.028370 = -2700970.337227 nChanged 11579 SP:Iteration 1F (160.955004 sec): 3 clusters Score: Raw -2710716.567229 + Penalty 3294.028370 = -2707422.538859 nChanged 1106 SP:Iteration 2Q (161.050959 sec): 3 clusters Score: Raw -2711066.167105 + Penalty 3294.028370 = -2707772.138734 nChanged 1015 SP:Iteration 3Q (161.141207 sec): 3 clusters Score: Raw -2711386.829258 + Penalty 3294.028370 = -2708092.800888 nChanged 955 SP:Iteration 4Q (161.230584 sec): 3 clusters Score: Raw -2711692.742027 + Penalty 3294.028370 = -2708398.713657 nChanged 948 SP:Iteration 5Q (161.321422 sec): 3 clusters Score: Raw -2712047.772432 + Penalty 3294.028370 = -2708753.744062 nChanged 998 SP:Iteration 6Q (161.416016 sec): 3 clusters Score: Raw -2712500.188975 + Penalty 3294.028370 = -2709206.160604 nChanged 1069 SP:Iteration 7Q (161.500800 sec): 3 clusters Score: Raw -2713086.002862 + Penalty 3294.028370 = -2709791.974492 nChanged 1187 SP:Iteration 8Q (161.592315 sec): 3 clusters Score: Raw -2713867.272320 + Penalty 3294.028370 = -2710573.243949 nChanged 1280 SP:Iteration 9F (161.671188 sec): 3 clusters Score: Raw -2714770.017134 + Penalty 3294.028370 = -2711475.988764 nChanged 1285 SP:Iteration 10F (161.755149 sec): 3 clusters Score: Raw -2715745.659422 + Penalty 3294.028370 = -2712451.631052 nChanged 1212 SP:Iteration 11Q (161.845440 sec): 3 clusters Score: Raw -2716649.530650 + Penalty 3294.028370 = -2713355.502280 nChanged 1088 SP:Iteration 12Q (161.933548 sec): 3 clusters Score: Raw -2717387.114589 + Penalty 3294.028370 = -2714093.086218 nChanged 911 SP:Iteration 13Q (162.018471 sec): 3 clusters Score: Raw -2717991.303689 + Penalty 3294.028370 = -2714697.275319 nChanged 733 SP:Iteration 14Q (162.098613 sec): 3 clusters Score: Raw -2718483.116958 + Penalty 3294.028370 = -2715189.088588 nChanged 595 SP:Iteration 15Q (162.181365 sec): 3 clusters Score: Raw -2718877.438707 + Penalty 3294.028370 = -2715583.410336 nChanged 447 SP:Iteration 16Q (162.258378 sec): 3 clusters Score: Raw -2719177.028078 + Penalty 3294.028370 = -2715882.999708 nChanged 340 SP:Iteration 17Q (162.344854 sec): 3 clusters Score: Raw -2719408.407305 + Penalty 3294.028370 = -2716114.378935 nChanged 250 SP:Iteration 18Q (162.425799 sec): 3 clusters Score: Raw -2719575.027797 + Penalty 3294.028370 = -2716280.999426 nChanged 157 SP:Iteration 19Q (162.492783 sec): 3 clusters Score: Raw -2719681.997183 + Penalty 3294.028370 = -2716387.968813 nChanged 121 SP:Iteration 20F (162.582224 sec): 3 clusters Score: Raw -2719769.715887 + Penalty 3294.028370 = -2716475.687517 nChanged 86 SP:Iteration 21Q (162.666627 sec): 3 clusters Score: Raw -2719828.385754 + Penalty 3294.028370 = -2716534.357383 nChanged 65 SP:Iteration 22Q (162.749043 sec): 3 clusters Score: Raw -2719867.904487 + Penalty 3294.028370 = -2716573.876117 nChanged 38 SP:Iteration 23Q (162.817592 sec): 3 clusters Score: Raw -2719896.562423 + Penalty 3294.028370 = -2716602.534052 nChanged 20 SP:Iteration 24Q (162.895197 sec): 3 clusters Score: Raw -2719910.723669 + Penalty 3294.028370 = -2716616.695298 nChanged 22 SP:Iteration 25Q (162.985221 sec): 3 clusters Score: Raw -2719922.388287 + Penalty 3294.028370 = -2716628.359917 nChanged 15 SP:Iteration 26Q (163.052639 sec): 3 clusters Score: Raw -2719931.414964 + Penalty 3294.028370 = -2716637.386594 nChanged 9 SP:Iteration 27Q (163.132952 sec): 3 clusters Score: Raw -2719937.724057 + Penalty 3294.028370 = -2716643.695686 nChanged 3 SP:Iteration 28Q (163.214005 sec): 3 clusters Score: Raw -2719940.306910 + Penalty 3294.028370 = -2716646.278540 nChanged 4 SP:Iteration 29Q (163.295376 sec): 3 clusters Score: Raw -2719942.196629 + Penalty 3294.028370 = -2716648.168259 nChanged 1 SP:Iteration 30Q (163.358026 sec): 3 clusters Score: Raw -2719943.545497 + Penalty 3294.028370 = -2716649.517126 nChanged 4 SP:Iteration 31Q (163.444441 sec): 3 clusters Score: Raw -2719945.857190 + Penalty 3294.028370 = -2716651.828819 nChanged 3 SP:Iteration 32Q (163.522838 sec): 3 clusters Score: Raw -2719947.327979 + Penalty 3294.028370 = -2716653.299609 nChanged 2 SP:Iteration 33Q (163.601557 sec): 3 clusters Score: Raw -2719948.528064 + Penalty 3294.028370 = -2716654.499693 nChanged 1 SP:Iteration 34Q (163.679037 sec): 3 clusters Score: Raw -2719948.862461 + Penalty 3294.028370 = -2716654.834091 nChanged 0 SP:Iteration 35F (163.769729 sec): 3 clusters Score: Raw -2719948.862461 + Penalty 3294.028370 = -2716654.834091 nChanged 0 Trying to split cluster 7 (14676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (163.814510 sec): 2 clusters Score: Raw -1532416.269391 + Penalty 1559.019928 = -1530857.249463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (163.879620 sec): 3 clusters Score: Raw -1523667.039035 + Penalty 3118.039855 = -1520548.999180 nChanged 6558 SP:Iteration 1F (163.940522 sec): 3 clusters Score: Raw -1527364.361033 + Penalty 3118.039855 = -1524246.321177 nChanged 920 SP:Iteration 2F (164.015909 sec): 3 clusters Score: Raw -1527891.767237 + Penalty 3118.039855 = -1524773.727382 nChanged 977 SP:Iteration 3F (164.093234 sec): 3 clusters Score: Raw -1528646.050526 + Penalty 3118.039855 = -1525528.010671 nChanged 1156 SP:Iteration 4F (164.169122 sec): 3 clusters Score: Raw -1529731.491993 + Penalty 3118.039855 = -1526613.452138 nChanged 1232 SP:Iteration 5F (164.241622 sec): 3 clusters Score: Raw -1530934.887745 + Penalty 3118.039855 = -1527816.847890 nChanged 1184 SP:Iteration 6F (164.307387 sec): 3 clusters Score: Raw -1531961.254814 + Penalty 3118.039855 = -1528843.214958 nChanged 826 SP:Iteration 7F (164.379645 sec): 3 clusters Score: Raw -1532563.835269 + Penalty 3118.039855 = -1529445.795414 nChanged 510 SP:Iteration 8Q (164.448937 sec): 3 clusters Score: Raw -1532832.899802 + Penalty 3118.039855 = -1529714.859947 nChanged 324 SP:Iteration 9Q (164.527558 sec): 3 clusters Score: Raw -1532943.642513 + Penalty 3118.039855 = -1529825.602657 nChanged 206 SP:Iteration 10Q (164.591155 sec): 3 clusters Score: Raw -1533007.704699 + Penalty 3118.039855 = -1529889.664844 nChanged 167 SP:Iteration 11Q (164.671024 sec): 3 clusters Score: Raw -1533049.003908 + Penalty 3118.039855 = -1529930.964053 nChanged 122 SP:Iteration 12Q (164.738068 sec): 3 clusters Score: Raw -1533084.056910 + Penalty 3118.039855 = -1529966.017054 nChanged 127 SP:Iteration 13Q (164.805876 sec): 3 clusters Score: Raw -1533118.012181 + Penalty 3118.039855 = -1529999.972326 nChanged 110 SP:Iteration 14Q (164.883952 sec): 3 clusters Score: Raw -1533141.164043 + Penalty 3118.039855 = -1530023.124188 nChanged 84 SP:Iteration 15Q (164.942615 sec): 3 clusters Score: Raw -1533158.449800 + Penalty 3118.039855 = -1530040.409945 nChanged 81 SP:Iteration 16Q (165.014224 sec): 3 clusters Score: Raw -1533174.751549 + Penalty 3118.039855 = -1530056.711693 nChanged 71 SP:Iteration 17Q (165.081287 sec): 3 clusters Score: Raw -1533188.634418 + Penalty 3118.039855 = -1530070.594562 nChanged 47 SP:Iteration 18Q (165.163563 sec): 3 clusters Score: Raw -1533195.851675 + Penalty 3118.039855 = -1530077.811820 nChanged 35 SP:Iteration 19Q (165.233994 sec): 3 clusters Score: Raw -1533203.044821 + Penalty 3118.039855 = -1530085.004966 nChanged 46 SP:Iteration 20F (165.295466 sec): 3 clusters Score: Raw -1533212.889987 + Penalty 3118.039855 = -1530094.850132 nChanged 55 SP:Iteration 21Q (165.378678 sec): 3 clusters Score: Raw -1533224.747554 + Penalty 3118.039855 = -1530106.707699 nChanged 57 SP:Iteration 22Q (165.450494 sec): 3 clusters Score: Raw -1533236.801938 + Penalty 3118.039855 = -1530118.762082 nChanged 50 SP:Iteration 23Q (165.523693 sec): 3 clusters Score: Raw -1533248.980347 + Penalty 3118.039855 = -1530130.940492 nChanged 57 SP:Iteration 24Q (165.597095 sec): 3 clusters Score: Raw -1533267.111577 + Penalty 3118.039855 = -1530149.071722 nChanged 66 SP:Iteration 25Q (165.670734 sec): 3 clusters Score: Raw -1533288.274953 + Penalty 3118.039855 = -1530170.235098 nChanged 61 SP:Iteration 26Q (165.743353 sec): 3 clusters Score: Raw -1533306.354116 + Penalty 3118.039855 = -1530188.314261 nChanged 60 SP:Iteration 27Q (165.812648 sec): 3 clusters Score: Raw -1533329.547702 + Penalty 3118.039855 = -1530211.507847 nChanged 70 SP:Iteration 28Q (165.881929 sec): 3 clusters Score: Raw -1533362.416481 + Penalty 3118.039855 = -1530244.376626 nChanged 97 SP:Iteration 29Q (165.944836 sec): 3 clusters Score: Raw -1533419.411598 + Penalty 3118.039855 = -1530301.371742 nChanged 117 SP:Iteration 30Q (166.026106 sec): 3 clusters Score: Raw -1533484.381282 + Penalty 3118.039855 = -1530366.341426 nChanged 91 SP:Iteration 31Q (166.101006 sec): 3 clusters Score: Raw -1533531.345539 + Penalty 3118.039855 = -1530413.305683 nChanged 79 SP:Iteration 32Q (166.166562 sec): 3 clusters Score: Raw -1533567.601899 + Penalty 3118.039855 = -1530449.562044 nChanged 62 SP:Iteration 33Q (166.240868 sec): 3 clusters Score: Raw -1533586.264045 + Penalty 3118.039855 = -1530468.224190 nChanged 45 SP:Iteration 34Q (166.313316 sec): 3 clusters Score: Raw -1533598.626875 + Penalty 3118.039855 = -1530480.587020 nChanged 42 SP:Iteration 35Q (166.385910 sec): 3 clusters Score: Raw -1533607.693057 + Penalty 3118.039855 = -1530489.653202 nChanged 27 SP:Iteration 36Q (166.457109 sec): 3 clusters Score: Raw -1533612.884376 + Penalty 3118.039855 = -1530494.844521 nChanged 22 SP:Iteration 37Q (166.515230 sec): 3 clusters Score: Raw -1533617.435535 + Penalty 3118.039855 = -1530499.395680 nChanged 20 SP:Iteration 38Q (166.597701 sec): 3 clusters Score: Raw -1533620.997353 + Penalty 3118.039855 = -1530502.957497 nChanged 14 SP:Iteration 39Q (166.663994 sec): 3 clusters Score: Raw -1533624.670393 + Penalty 3118.039855 = -1530506.630538 nChanged 21 SP:Iteration 40F (166.738230 sec): 3 clusters Score: Raw -1533629.375296 + Penalty 3118.039855 = -1530511.335441 nChanged 14 SP:Iteration 41Q (166.804237 sec): 3 clusters Score: Raw -1533631.433632 + Penalty 3118.039855 = -1530513.393777 nChanged 10 SP:Iteration 42Q (166.871054 sec): 3 clusters Score: Raw -1533633.451242 + Penalty 3118.039855 = -1530515.411387 nChanged 18 SP:Iteration 43Q (166.943218 sec): 3 clusters Score: Raw -1533637.267212 + Penalty 3118.039855 = -1530519.227357 nChanged 17 SP:Iteration 44Q (167.012143 sec): 3 clusters Score: Raw -1533639.889472 + Penalty 3118.039855 = -1530521.849617 nChanged 18 SP:Iteration 45Q (167.084047 sec): 3 clusters Score: Raw -1533642.878773 + Penalty 3118.039855 = -1530524.838918 nChanged 20 SP:Iteration 46Q (167.149783 sec): 3 clusters Score: Raw -1533645.811331 + Penalty 3118.039855 = -1530527.771476 nChanged 14 SP:Iteration 47Q (167.229642 sec): 3 clusters Score: Raw -1533647.752459 + Penalty 3118.039855 = -1530529.712604 nChanged 12 SP:Iteration 48Q (167.293963 sec): 3 clusters Score: Raw -1533649.103605 + Penalty 3118.039855 = -1530531.063750 nChanged 10 SP:Iteration 49Q (167.368561 sec): 3 clusters Score: Raw -1533649.969621 + Penalty 3118.039855 = -1530531.929765 nChanged 3 SP:Iteration 50Q (167.423661 sec): 3 clusters Score: Raw -1533650.175814 + Penalty 3118.039855 = -1530532.135959 nChanged 0 SP:Iteration 51F (167.490810 sec): 3 clusters Score: Raw -1533650.175814 + Penalty 3118.039855 = -1530532.135959 nChanged 0 Trying to split cluster 8 (3461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (167.529357 sec): 2 clusters Score: Raw -370611.813918 + Penalty 1324.263337 = -369287.550581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.579716 sec): 3 clusters Score: Raw -368901.076040 + Penalty 2648.526674 = -366252.549365 nChanged 1323 SP:Iteration 1F (167.632199 sec): 3 clusters Score: Raw -369617.882892 + Penalty 2648.526674 = -366969.356217 nChanged 246 SP:Iteration 2F (167.688873 sec): 3 clusters Score: Raw -369769.864197 + Penalty 2648.526674 = -367121.337522 nChanged 179 SP:Iteration 3F (167.735622 sec): 3 clusters Score: Raw -369860.723803 + Penalty 2648.526674 = -367212.197129 nChanged 125 SP:Iteration 4Q (167.799272 sec): 3 clusters Score: Raw -369913.335937 + Penalty 2648.526674 = -367264.809263 nChanged 103 SP:Iteration 5Q (167.841255 sec): 3 clusters Score: Raw -369966.979574 + Penalty 2648.526674 = -367318.452900 nChanged 99 SP:Iteration 6Q (167.901064 sec): 3 clusters Score: Raw -370024.510208 + Penalty 2648.526674 = -367375.983534 nChanged 109 SP:Iteration 7Q (167.954444 sec): 3 clusters Score: Raw -370091.947552 + Penalty 2648.526674 = -367443.420878 nChanged 105 SP:Iteration 8Q (168.007608 sec): 3 clusters Score: Raw -370149.883154 + Penalty 2648.526674 = -367501.356480 nChanged 90 SP:Iteration 9Q (168.059290 sec): 3 clusters Score: Raw -370204.685711 + Penalty 2648.526674 = -367556.159037 nChanged 97 SP:Iteration 10Q (168.108236 sec): 3 clusters Score: Raw -370276.108263 + Penalty 2648.526674 = -367627.581588 nChanged 94 SP:Iteration 11Q (168.163583 sec): 3 clusters Score: Raw -370338.874873 + Penalty 2648.526674 = -367690.348199 nChanged 91 SP:Iteration 12Q (168.216587 sec): 3 clusters Score: Raw -370408.099196 + Penalty 2648.526674 = -367759.572522 nChanged 84 SP:Iteration 13Q (168.276292 sec): 3 clusters Score: Raw -370461.242508 + Penalty 2648.526674 = -367812.715834 nChanged 74 SP:Iteration 14Q (168.320885 sec): 3 clusters Score: Raw -370520.600166 + Penalty 2648.526674 = -367872.073492 nChanged 75 SP:Iteration 15Q (168.376719 sec): 3 clusters Score: Raw -370571.430685 + Penalty 2648.526674 = -367922.904011 nChanged 64 SP:Iteration 16Q (168.431716 sec): 3 clusters Score: Raw -370612.237119 + Penalty 2648.526674 = -367963.710444 nChanged 38 SP:Iteration 17Q (168.486709 sec): 3 clusters Score: Raw -370631.563406 + Penalty 2648.526674 = -367983.036732 nChanged 32 SP:Iteration 18Q (168.539692 sec): 3 clusters Score: Raw -370645.803198 + Penalty 2648.526674 = -367997.276523 nChanged 20 SP:Iteration 19Q (168.597554 sec): 3 clusters Score: Raw -370659.800741 + Penalty 2648.526674 = -368011.274067 nChanged 23 SP:Iteration 20F (168.649322 sec): 3 clusters Score: Raw -370672.292493 + Penalty 2648.526674 = -368023.765818 nChanged 23 SP:Iteration 21Q (168.696463 sec): 3 clusters Score: Raw -370687.417225 + Penalty 2648.526674 = -368038.890551 nChanged 24 SP:Iteration 22Q (168.754516 sec): 3 clusters Score: Raw -370700.955732 + Penalty 2648.526674 = -368052.429057 nChanged 16 SP:Iteration 23Q (168.812973 sec): 3 clusters Score: Raw -370707.610001 + Penalty 2648.526674 = -368059.083327 nChanged 16 SP:Iteration 24Q (168.868322 sec): 3 clusters Score: Raw -370715.082477 + Penalty 2648.526674 = -368066.555803 nChanged 8 SP:Iteration 25Q (168.924416 sec): 3 clusters Score: Raw -370719.189558 + Penalty 2648.526674 = -368070.662884 nChanged 6 SP:Iteration 26Q (168.980561 sec): 3 clusters Score: Raw -370722.286941 + Penalty 2648.526674 = -368073.760267 nChanged 2 SP:Iteration 27Q (169.030996 sec): 3 clusters Score: Raw -370723.245690 + Penalty 2648.526674 = -368074.719016 nChanged 6 SP:Iteration 28Q (169.084902 sec): 3 clusters Score: Raw -370725.450710 + Penalty 2648.526674 = -368076.924035 nChanged 7 SP:Iteration 29Q (169.133883 sec): 3 clusters Score: Raw -370731.238539 + Penalty 2648.526674 = -368082.711865 nChanged 4 SP:Iteration 30Q (169.174464 sec): 3 clusters Score: Raw -370733.271252 + Penalty 2648.526674 = -368084.744578 nChanged 4 SP:Iteration 31Q (169.228990 sec): 3 clusters Score: Raw -370735.983944 + Penalty 2648.526674 = -368087.457270 nChanged 5 SP:Iteration 32Q (169.278885 sec): 3 clusters Score: Raw -370738.952361 + Penalty 2648.526674 = -368090.425687 nChanged 7 SP:Iteration 33Q (169.323565 sec): 3 clusters Score: Raw -370742.530502 + Penalty 2648.526674 = -368094.003828 nChanged 4 SP:Iteration 34Q (169.367616 sec): 3 clusters Score: Raw -370744.827198 + Penalty 2648.526674 = -368096.300524 nChanged 5 SP:Iteration 35Q (169.424261 sec): 3 clusters Score: Raw -370747.153299 + Penalty 2648.526674 = -368098.626625 nChanged 2 SP:Iteration 36Q (169.480113 sec): 3 clusters Score: Raw -370747.531801 + Penalty 2648.526674 = -368099.005127 nChanged 0 SP:Iteration 37F (169.524791 sec): 3 clusters Score: Raw -370747.531801 + Penalty 2648.526674 = -368099.005127 nChanged 0 Trying to split cluster 12 (8328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.562284 sec): 2 clusters Score: Raw -890731.583933 + Penalty 1466.949024 = -889264.634909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.611832 sec): 3 clusters Score: Raw -886160.674121 + Penalty 2933.898048 = -883226.776073 nChanged 3529 SP:Iteration 1F (169.687541 sec): 3 clusters Score: Raw -888246.067428 + Penalty 2933.898048 = -885312.169379 nChanged 568 SP:Iteration 2F (169.752426 sec): 3 clusters Score: Raw -888535.184705 + Penalty 2933.898048 = -885601.286657 nChanged 457 SP:Iteration 3F (169.811149 sec): 3 clusters Score: Raw -888800.515874 + Penalty 2933.898048 = -885866.617826 nChanged 440 SP:Iteration 4F (169.864787 sec): 3 clusters Score: Raw -889073.814640 + Penalty 2933.898048 = -886139.916592 nChanged 414 SP:Iteration 5Q (169.931843 sec): 3 clusters Score: Raw -889327.050710 + Penalty 2933.898048 = -886393.152662 nChanged 398 SP:Iteration 6Q (170.003094 sec): 3 clusters Score: Raw -889583.643552 + Penalty 2933.898048 = -886649.745504 nChanged 380 SP:Iteration 7Q (170.052195 sec): 3 clusters Score: Raw -889849.621836 + Penalty 2933.898048 = -886915.723788 nChanged 353 SP:Iteration 8Q (170.118193 sec): 3 clusters Score: Raw -890110.010649 + Penalty 2933.898048 = -887176.112601 nChanged 303 SP:Iteration 9Q (170.163848 sec): 3 clusters Score: Raw -890329.843420 + Penalty 2933.898048 = -887395.945371 nChanged 230 SP:Iteration 10Q (170.241383 sec): 3 clusters Score: Raw -890494.227604 + Penalty 2933.898048 = -887560.329556 nChanged 196 SP:Iteration 11Q (170.294177 sec): 3 clusters Score: Raw -890628.060279 + Penalty 2933.898048 = -887694.162231 nChanged 146 SP:Iteration 12Q (170.358320 sec): 3 clusters Score: Raw -890719.553408 + Penalty 2933.898048 = -887785.655360 nChanged 91 SP:Iteration 13Q (170.420999 sec): 3 clusters Score: Raw -890766.686545 + Penalty 2933.898048 = -887832.788497 nChanged 75 SP:Iteration 14Q (170.477500 sec): 3 clusters Score: Raw -890819.373976 + Penalty 2933.898048 = -887885.475928 nChanged 67 SP:Iteration 15Q (170.535713 sec): 3 clusters Score: Raw -890861.914979 + Penalty 2933.898048 = -887928.016931 nChanged 61 SP:Iteration 16Q (170.599343 sec): 3 clusters Score: Raw -890896.080177 + Penalty 2933.898048 = -887962.182128 nChanged 51 SP:Iteration 17Q (170.648367 sec): 3 clusters Score: Raw -890928.067615 + Penalty 2933.898048 = -887994.169567 nChanged 44 SP:Iteration 18Q (170.719447 sec): 3 clusters Score: Raw -890951.518497 + Penalty 2933.898048 = -888017.620449 nChanged 42 SP:Iteration 19Q (170.781221 sec): 3 clusters Score: Raw -890974.237172 + Penalty 2933.898048 = -888040.339123 nChanged 25 SP:Iteration 20F (170.846407 sec): 3 clusters Score: Raw -890987.506300 + Penalty 2933.898048 = -888053.608252 nChanged 19 SP:Iteration 21Q (170.904394 sec): 3 clusters Score: Raw -890996.319842 + Penalty 2933.898048 = -888062.421794 nChanged 29 SP:Iteration 22Q (170.963786 sec): 3 clusters Score: Raw -891010.447753 + Penalty 2933.898048 = -888076.549704 nChanged 21 SP:Iteration 23Q (171.022498 sec): 3 clusters Score: Raw -891024.316521 + Penalty 2933.898048 = -888090.418473 nChanged 22 SP:Iteration 24Q (171.078211 sec): 3 clusters Score: Raw -891036.627482 + Penalty 2933.898048 = -888102.729433 nChanged 18 SP:Iteration 25Q (171.141550 sec): 3 clusters Score: Raw -891046.494783 + Penalty 2933.898048 = -888112.596735 nChanged 14 SP:Iteration 26Q (171.195143 sec): 3 clusters Score: Raw -891052.171703 + Penalty 2933.898048 = -888118.273654 nChanged 5 SP:Iteration 27Q (171.249235 sec): 3 clusters Score: Raw -891053.740211 + Penalty 2933.898048 = -888119.842162 nChanged 6 SP:Iteration 28Q (171.314620 sec): 3 clusters Score: Raw -891055.691869 + Penalty 2933.898048 = -888121.793820 nChanged 4 SP:Iteration 29Q (171.359839 sec): 3 clusters Score: Raw -891057.820613 + Penalty 2933.898048 = -888123.922565 nChanged 2 SP:Iteration 30Q (171.412586 sec): 3 clusters Score: Raw -891058.329921 + Penalty 2933.898048 = -888124.431872 nChanged 1 SP:Iteration 31Q (171.476444 sec): 3 clusters Score: Raw -891058.742810 + Penalty 2933.898048 = -888124.844762 nChanged 2 SP:Iteration 32Q (171.529051 sec): 3 clusters Score: Raw -891059.670099 + Penalty 2933.898048 = -888125.772050 nChanged 1 SP:Iteration 33Q (171.582940 sec): 3 clusters Score: Raw -891060.709680 + Penalty 2933.898048 = -888126.811632 nChanged 2 SP:Iteration 34Q (171.648146 sec): 3 clusters Score: Raw -891061.735076 + Penalty 2933.898048 = -888127.837028 nChanged 2 SP:Iteration 35Q (171.709279 sec): 3 clusters Score: Raw -891062.248405 + Penalty 2933.898048 = -888128.350356 nChanged 2 SP:Iteration 36Q (171.771112 sec): 3 clusters Score: Raw -891063.098038 + Penalty 2933.898048 = -888129.199990 nChanged 1 SP:Iteration 37Q (171.826808 sec): 3 clusters Score: Raw -891063.503690 + Penalty 2933.898048 = -888129.605642 nChanged 1 SP:Iteration 38Q (171.877764 sec): 3 clusters Score: Raw -891063.753275 + Penalty 2933.898048 = -888129.855227 nChanged 0 SP:Iteration 39F (171.929173 sec): 3 clusters Score: Raw -891063.753275 + Penalty 2933.898048 = -888129.855227 nChanged 0 Trying to split cluster 13 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.952138 sec): 2 clusters Score: Raw -16896.121663 + Penalty 926.322081 = -15969.799582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.002001 sec): 3 clusters Score: Raw -17154.792873 + Penalty 1852.644161 = -15302.148711 nChanged 87 SP:Iteration 1F (172.040362 sec): 3 clusters Score: Raw -17561.898074 + Penalty 1852.644161 = -15709.253913 nChanged 27 SP:Iteration 2F (172.084846 sec): 3 clusters Score: Raw -17674.748553 + Penalty 1852.644161 = -15822.104392 nChanged 4 SP:Iteration 3Q (172.129372 sec): 3 clusters Score: Raw -17688.665362 + Penalty 1852.644161 = -15836.021201 nChanged 3 SP:Iteration 4Q (172.161600 sec): 3 clusters Score: Raw -17722.309372 + Penalty 1852.644161 = -15869.665211 nChanged 2 SP:Iteration 5Q (172.208297 sec): 3 clusters Score: Raw -17765.374831 + Penalty 1852.644161 = -15912.730670 nChanged 3 SP:Iteration 6Q (172.252836 sec): 3 clusters Score: Raw -17784.267802 + Penalty 1852.644161 = -15931.623641 nChanged 1 SP:Iteration 7Q (172.283992 sec): 3 clusters Score: Raw -17793.237937 + Penalty 1852.644161 = -15940.593775 nChanged 1 SP:Iteration 8Q (172.327114 sec): 3 clusters Score: Raw -17794.092628 + Penalty 1852.644161 = -15941.448467 nChanged 0 SP:Iteration 9F (172.373512 sec): 3 clusters Score: Raw -17799.107301 + Penalty 1852.644161 = -15946.463139 nChanged 2 SP:Iteration 10Q (172.416169 sec): 3 clusters Score: Raw -17865.502804 + Penalty 1852.644161 = -16012.858643 nChanged 2 SP:Iteration 11Q (172.465249 sec): 3 clusters Score: Raw -17893.936305 + Penalty 1852.644161 = -16041.292144 nChanged 0 SP:Iteration 12F (172.507979 sec): 3 clusters Score: Raw -17893.936305 + Penalty 1852.644161 = -16041.292144 nChanged 0 Score: Raw -10234051.095788 + Penalty 24289.835107 = -10209761.260681 Splitting cluster 13 changes total score from -10210631.894893 to -10209761.260681 So it's not getting split. Trying to split cluster 14 (4028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.574906 sec): 2 clusters Score: Raw -433712.980143 + Penalty 1348.916604 = -432364.063539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.629180 sec): 3 clusters Score: Raw -431717.955433 + Penalty 2697.833207 = -429020.122225 nChanged 1585 SP:Iteration 1F (173.687538 sec): 3 clusters Score: Raw -432588.267487 + Penalty 2697.833207 = -429890.434280 nChanged 275 SP:Iteration 2F (173.735953 sec): 3 clusters Score: Raw -432751.911021 + Penalty 2697.833207 = -430054.077814 nChanged 186 SP:Iteration 3Q (173.790291 sec): 3 clusters Score: Raw -432832.707225 + Penalty 2697.833207 = -430134.874018 nChanged 133 SP:Iteration 4Q (173.844775 sec): 3 clusters Score: Raw -432889.137337 + Penalty 2697.833207 = -430191.304130 nChanged 107 SP:Iteration 5Q (173.902340 sec): 3 clusters Score: Raw -432939.989256 + Penalty 2697.833207 = -430242.156048 nChanged 96 SP:Iteration 6Q (173.958521 sec): 3 clusters Score: Raw -432975.866200 + Penalty 2697.833207 = -430278.032992 nChanged 82 SP:Iteration 7Q (174.014258 sec): 3 clusters Score: Raw -433011.274974 + Penalty 2697.833207 = -430313.441767 nChanged 62 SP:Iteration 8Q (174.059174 sec): 3 clusters Score: Raw -433034.228285 + Penalty 2697.833207 = -430336.395077 nChanged 58 SP:Iteration 9Q (174.128339 sec): 3 clusters Score: Raw -433056.565729 + Penalty 2697.833207 = -430358.732521 nChanged 54 SP:Iteration 10Q (174.172799 sec): 3 clusters Score: Raw -433073.246946 + Penalty 2697.833207 = -430375.413739 nChanged 52 SP:Iteration 11Q (174.237755 sec): 3 clusters Score: Raw -433088.371775 + Penalty 2697.833207 = -430390.538568 nChanged 45 SP:Iteration 12Q (174.297640 sec): 3 clusters Score: Raw -433105.334948 + Penalty 2697.833207 = -430407.501740 nChanged 49 SP:Iteration 13Q (174.348937 sec): 3 clusters Score: Raw -433123.371797 + Penalty 2697.833207 = -430425.538590 nChanged 48 SP:Iteration 14Q (174.396528 sec): 3 clusters Score: Raw -433142.764238 + Penalty 2697.833207 = -430444.931031 nChanged 41 SP:Iteration 15Q (174.450771 sec): 3 clusters Score: Raw -433163.119188 + Penalty 2697.833207 = -430465.285980 nChanged 54 SP:Iteration 16Q (174.504814 sec): 3 clusters Score: Raw -433188.118667 + Penalty 2697.833207 = -430490.285459 nChanged 55 SP:Iteration 17Q (174.548504 sec): 3 clusters Score: Raw -433214.972520 + Penalty 2697.833207 = -430517.139312 nChanged 47 SP:Iteration 18Q (174.614943 sec): 3 clusters Score: Raw -433236.168618 + Penalty 2697.833207 = -430538.335411 nChanged 60 SP:Iteration 19Q (174.665000 sec): 3 clusters Score: Raw -433273.223499 + Penalty 2697.833207 = -430575.390291 nChanged 64 SP:Iteration 20F (174.722240 sec): 3 clusters Score: Raw -433304.187786 + Penalty 2697.833207 = -430606.354579 nChanged 53 SP:Iteration 21Q (174.773185 sec): 3 clusters Score: Raw -433331.155186 + Penalty 2697.833207 = -430633.321979 nChanged 65 SP:Iteration 22Q (174.840582 sec): 3 clusters Score: Raw -433366.985035 + Penalty 2697.833207 = -430669.151828 nChanged 63 SP:Iteration 23Q (174.884590 sec): 3 clusters Score: Raw -433410.358241 + Penalty 2697.833207 = -430712.525034 nChanged 67 SP:Iteration 24Q (174.950211 sec): 3 clusters Score: Raw -433452.777776 + Penalty 2697.833207 = -430754.944569 nChanged 69 SP:Iteration 25Q (174.996560 sec): 3 clusters Score: Raw -433489.217906 + Penalty 2697.833207 = -430791.384699 nChanged 57 SP:Iteration 26Q (175.041807 sec): 3 clusters Score: Raw -433522.560938 + Penalty 2697.833207 = -430824.727731 nChanged 43 SP:Iteration 27Q (175.107157 sec): 3 clusters Score: Raw -433552.265343 + Penalty 2697.833207 = -430854.432135 nChanged 41 SP:Iteration 28Q (175.165078 sec): 3 clusters Score: Raw -433585.182715 + Penalty 2697.833207 = -430887.349507 nChanged 45 SP:Iteration 29Q (175.222501 sec): 3 clusters Score: Raw -433624.847438 + Penalty 2697.833207 = -430927.014231 nChanged 53 SP:Iteration 30Q (175.278721 sec): 3 clusters Score: Raw -433657.878474 + Penalty 2697.833207 = -430960.045266 nChanged 42 SP:Iteration 31Q (175.331437 sec): 3 clusters Score: Raw -433686.096110 + Penalty 2697.833207 = -430988.262903 nChanged 41 SP:Iteration 32Q (175.369415 sec): 3 clusters Score: Raw -433712.385848 + Penalty 2697.833207 = -431014.552640 nChanged 33 SP:Iteration 33Q (175.429299 sec): 3 clusters Score: Raw -433732.219075 + Penalty 2697.833207 = -431034.385868 nChanged 26 SP:Iteration 34Q (175.479168 sec): 3 clusters Score: Raw -433747.668809 + Penalty 2697.833207 = -431049.835601 nChanged 26 SP:Iteration 35Q (175.528608 sec): 3 clusters Score: Raw -433762.941765 + Penalty 2697.833207 = -431065.108558 nChanged 19 SP:Iteration 36Q (175.575327 sec): 3 clusters Score: Raw -433772.678670 + Penalty 2697.833207 = -431074.845463 nChanged 11 SP:Iteration 37Q (175.631268 sec): 3 clusters Score: Raw -433777.228266 + Penalty 2697.833207 = -431079.395059 nChanged 8 SP:Iteration 38Q (175.673988 sec): 3 clusters Score: Raw -433781.146315 + Penalty 2697.833207 = -431083.313107 nChanged 8 SP:Iteration 39Q (175.740439 sec): 3 clusters Score: Raw -433785.772156 + Penalty 2697.833207 = -431087.938948 nChanged 6 SP:Iteration 40F (175.785776 sec): 3 clusters Score: Raw -433789.304261 + Penalty 2697.833207 = -431091.471054 nChanged 5 SP:Iteration 41Q (175.847332 sec): 3 clusters Score: Raw -433791.955298 + Penalty 2697.833207 = -431094.122091 nChanged 6 SP:Iteration 42Q (175.899848 sec): 3 clusters Score: Raw -433794.719685 + Penalty 2697.833207 = -431096.886478 nChanged 8 SP:Iteration 43Q (175.952371 sec): 3 clusters Score: Raw -433798.797847 + Penalty 2697.833207 = -431100.964640 nChanged 5 SP:Iteration 44Q (176.007948 sec): 3 clusters Score: Raw -433799.973064 + Penalty 2697.833207 = -431102.139857 nChanged 2 SP:Iteration 45Q (176.063578 sec): 3 clusters Score: Raw -433800.340611 + Penalty 2697.833207 = -431102.507403 nChanged 2 SP:Iteration 46Q (176.109219 sec): 3 clusters Score: Raw -433800.754177 + Penalty 2697.833207 = -431102.920970 nChanged 4 SP:Iteration 47Q (176.163222 sec): 3 clusters Score: Raw -433803.221974 + Penalty 2697.833207 = -431105.388767 nChanged 6 SP:Iteration 48Q (176.206703 sec): 3 clusters Score: Raw -433806.918951 + Penalty 2697.833207 = -431109.085743 nChanged 6 SP:Iteration 49Q (176.266361 sec): 3 clusters Score: Raw -433809.136490 + Penalty 2697.833207 = -431111.303283 nChanged 4 SP:Iteration 50Q (176.304001 sec): 3 clusters Score: Raw -433810.520857 + Penalty 2697.833207 = -431112.687649 nChanged 4 SP:Iteration 51Q (176.361563 sec): 3 clusters Score: Raw -433811.422832 + Penalty 2697.833207 = -431113.589624 nChanged 0 SP:Iteration 52F (176.406568 sec): 3 clusters Score: Raw -433811.422832 + Penalty 2697.833207 = -431113.589624 nChanged 0 Trying to split cluster 19 (12109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.457085 sec): 2 clusters Score: Raw -1266338.937866 + Penalty 1527.776942 = -1264811.160924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.529418 sec): 3 clusters Score: Raw -1259340.364224 + Penalty 3055.553883 = -1256284.810340 nChanged 5246 SP:Iteration 1F (176.598924 sec): 3 clusters Score: Raw -1262506.481440 + Penalty 3055.553883 = -1259450.927557 nChanged 932 SP:Iteration 2F (176.670880 sec): 3 clusters Score: Raw -1263341.585510 + Penalty 3055.553883 = -1260286.031626 nChanged 925 SP:Iteration 3F (176.733211 sec): 3 clusters Score: Raw -1264370.927783 + Penalty 3055.553883 = -1261315.373899 nChanged 939 SP:Iteration 4F (176.789798 sec): 3 clusters Score: Raw -1265346.454784 + Penalty 3055.553883 = -1262290.900901 nChanged 878 SP:Iteration 5F (176.864747 sec): 3 clusters Score: Raw -1266122.568364 + Penalty 3055.553883 = -1263067.014481 nChanged 785 SP:Iteration 6F (176.930987 sec): 3 clusters Score: Raw -1266727.845553 + Penalty 3055.553883 = -1263672.291669 nChanged 645 SP:Iteration 7F (176.997928 sec): 3 clusters Score: Raw -1267212.943585 + Penalty 3055.553883 = -1264157.389702 nChanged 551 SP:Iteration 8Q (177.054056 sec): 3 clusters Score: Raw -1267583.566261 + Penalty 3055.553883 = -1264528.012378 nChanged 404 SP:Iteration 9Q (177.130628 sec): 3 clusters Score: Raw -1267823.134990 + Penalty 3055.553883 = -1264767.581107 nChanged 286 SP:Iteration 10Q (177.196741 sec): 3 clusters Score: Raw -1267962.428277 + Penalty 3055.553883 = -1264906.874394 nChanged 198 SP:Iteration 11Q (177.264031 sec): 3 clusters Score: Raw -1268076.097829 + Penalty 3055.553883 = -1265020.543946 nChanged 186 SP:Iteration 12Q (177.323885 sec): 3 clusters Score: Raw -1268171.380983 + Penalty 3055.553883 = -1265115.827100 nChanged 177 SP:Iteration 13Q (177.388957 sec): 3 clusters Score: Raw -1268256.788334 + Penalty 3055.553883 = -1265201.234451 nChanged 162 SP:Iteration 14Q (177.454919 sec): 3 clusters Score: Raw -1268321.802145 + Penalty 3055.553883 = -1265266.248262 nChanged 139 SP:Iteration 15Q (177.515940 sec): 3 clusters Score: Raw -1268374.117655 + Penalty 3055.553883 = -1265318.563772 nChanged 120 SP:Iteration 16Q (177.596232 sec): 3 clusters Score: Raw -1268417.016854 + Penalty 3055.553883 = -1265361.462971 nChanged 87 SP:Iteration 17Q (177.666308 sec): 3 clusters Score: Raw -1268443.008795 + Penalty 3055.553883 = -1265387.454911 nChanged 74 SP:Iteration 18Q (177.731747 sec): 3 clusters Score: Raw -1268460.897061 + Penalty 3055.553883 = -1265405.343177 nChanged 60 SP:Iteration 19Q (177.790323 sec): 3 clusters Score: Raw -1268473.569566 + Penalty 3055.553883 = -1265418.015683 nChanged 49 SP:Iteration 20F (177.860219 sec): 3 clusters Score: Raw -1268482.624877 + Penalty 3055.553883 = -1265427.070994 nChanged 44 SP:Iteration 21Q (177.938878 sec): 3 clusters Score: Raw -1268490.502552 + Penalty 3055.553883 = -1265434.948669 nChanged 46 SP:Iteration 22Q (178.003410 sec): 3 clusters Score: Raw -1268501.199784 + Penalty 3055.553883 = -1265445.645900 nChanged 54 SP:Iteration 23Q (178.065482 sec): 3 clusters Score: Raw -1268515.462688 + Penalty 3055.553883 = -1265459.908805 nChanged 40 SP:Iteration 24Q (178.137771 sec): 3 clusters Score: Raw -1268522.521690 + Penalty 3055.553883 = -1265466.967807 nChanged 40 SP:Iteration 25Q (178.208211 sec): 3 clusters Score: Raw -1268528.941610 + Penalty 3055.553883 = -1265473.387726 nChanged 29 SP:Iteration 26Q (178.268887 sec): 3 clusters Score: Raw -1268533.515846 + Penalty 3055.553883 = -1265477.961962 nChanged 29 SP:Iteration 27Q (178.332529 sec): 3 clusters Score: Raw -1268538.110686 + Penalty 3055.553883 = -1265482.556802 nChanged 21 SP:Iteration 28Q (178.385674 sec): 3 clusters Score: Raw -1268540.559306 + Penalty 3055.553883 = -1265485.005422 nChanged 16 SP:Iteration 29Q (178.458888 sec): 3 clusters Score: Raw -1268542.717376 + Penalty 3055.553883 = -1265487.163492 nChanged 14 SP:Iteration 30Q (178.513538 sec): 3 clusters Score: Raw -1268544.304982 + Penalty 3055.553883 = -1265488.751098 nChanged 11 SP:Iteration 31Q (178.586889 sec): 3 clusters Score: Raw -1268545.629844 + Penalty 3055.553883 = -1265490.075960 nChanged 13 SP:Iteration 32Q (178.646724 sec): 3 clusters Score: Raw -1268547.364004 + Penalty 3055.553883 = -1265491.810120 nChanged 12 SP:Iteration 33Q (178.711973 sec): 3 clusters Score: Raw -1268549.419870 + Penalty 3055.553883 = -1265493.865986 nChanged 22 SP:Iteration 34Q (178.774293 sec): 3 clusters Score: Raw -1268552.411304 + Penalty 3055.553883 = -1265496.857420 nChanged 17 SP:Iteration 35Q (178.848186 sec): 3 clusters Score: Raw -1268554.754025 + Penalty 3055.553883 = -1265499.200142 nChanged 23 SP:Iteration 36Q (178.906580 sec): 3 clusters Score: Raw -1268558.561704 + Penalty 3055.553883 = -1265503.007821 nChanged 21 SP:Iteration 37Q (178.965101 sec): 3 clusters Score: Raw -1268561.908424 + Penalty 3055.553883 = -1265506.354541 nChanged 18 SP:Iteration 38Q (179.037260 sec): 3 clusters Score: Raw -1268564.741590 + Penalty 3055.553883 = -1265509.187707 nChanged 21 SP:Iteration 39Q (179.107678 sec): 3 clusters Score: Raw -1268567.362414 + Penalty 3055.553883 = -1265511.808530 nChanged 17 SP:Iteration 40F (179.176926 sec): 3 clusters Score: Raw -1268569.675599 + Penalty 3055.553883 = -1265514.121715 nChanged 19 SP:Iteration 41Q (179.240659 sec): 3 clusters Score: Raw -1268571.979001 + Penalty 3055.553883 = -1265516.425117 nChanged 20 SP:Iteration 42Q (179.310623 sec): 3 clusters Score: Raw -1268574.274007 + Penalty 3055.553883 = -1265518.720123 nChanged 17 SP:Iteration 43Q (179.375430 sec): 3 clusters Score: Raw -1268576.155274 + Penalty 3055.553883 = -1265520.601391 nChanged 15 SP:Iteration 44Q (179.440565 sec): 3 clusters Score: Raw -1268577.593381 + Penalty 3055.553883 = -1265522.039497 nChanged 11 SP:Iteration 45Q (179.507468 sec): 3 clusters Score: Raw -1268578.602996 + Penalty 3055.553883 = -1265523.049112 nChanged 9 SP:Iteration 46Q (179.564351 sec): 3 clusters Score: Raw -1268579.505220 + Penalty 3055.553883 = -1265523.951337 nChanged 10 SP:Iteration 47Q (179.641685 sec): 3 clusters Score: Raw -1268580.674158 + Penalty 3055.553883 = -1265525.120274 nChanged 11 SP:Iteration 48Q (179.700602 sec): 3 clusters Score: Raw -1268581.880851 + Penalty 3055.553883 = -1265526.326967 nChanged 11 SP:Iteration 49Q (179.772081 sec): 3 clusters Score: Raw -1268582.737121 + Penalty 3055.553883 = -1265527.183238 nChanged 14 SP:Iteration 50Q (179.835436 sec): 3 clusters Score: Raw -1268584.315832 + Penalty 3055.553883 = -1265528.761948 nChanged 10 SP:Iteration 51Q (179.898355 sec): 3 clusters Score: Raw -1268585.318468 + Penalty 3055.553883 = -1265529.764585 nChanged 5 SP:Iteration 52Q (179.962381 sec): 3 clusters Score: Raw -1268585.584888 + Penalty 3055.553883 = -1265530.031004 nChanged 3 SP:Iteration 53Q (180.040362 sec): 3 clusters Score: Raw -1268585.799206 + Penalty 3055.553883 = -1265530.245323 nChanged 2 SP:Iteration 54Q (180.108234 sec): 3 clusters Score: Raw -1268585.954574 + Penalty 3055.553883 = -1265530.400691 nChanged 3 SP:Iteration 55Q (180.176108 sec): 3 clusters Score: Raw -1268586.162029 + Penalty 3055.553883 = -1265530.608146 nChanged 2 SP:Iteration 56Q (180.241537 sec): 3 clusters Score: Raw -1268586.337857 + Penalty 3055.553883 = -1265530.783974 nChanged 2 SP:Iteration 57Q (180.310826 sec): 3 clusters Score: Raw -1268586.399563 + Penalty 3055.553883 = -1265530.845679 nChanged 1 SP:Iteration 58Q (180.364174 sec): 3 clusters Score: Raw -1268586.497116 + Penalty 3055.553883 = -1265530.943233 nChanged 0 SP:Iteration 59F (180.440504 sec): 3 clusters Score: Raw -1268586.497116 + Penalty 3055.553883 = -1265530.943233 nChanged 0 Score: Raw -10235300.840396 + Penalty 24289.835107 = -10211011.005289 Splitting cluster 19 changes total score from -10210631.894893 to -10211011.005289 So it's getting split into cluster 9. Iteration 127F (182.589157 sec): 14 clusters Score: Raw -10235450.004194 + Penalty 24289.835107 = -10211160.169087 nChanged 215 Iteration 128Q (183.194658 sec): 14 clusters Score: Raw -10235497.027570 + Penalty 24289.835107 = -10211207.192462 nChanged 61 Iteration 129Q (183.829602 sec): 14 clusters Score: Raw -10235505.419751 + Penalty 24289.835107 = -10211215.584643 nChanged 26 Iteration 130Q (184.447359 sec): 14 clusters Score: Raw -10235508.501955 + Penalty 24289.835107 = -10211218.666847 nChanged 17 Iteration 131Q (185.112671 sec): 14 clusters Score: Raw -10235510.421398 + Penalty 24289.835107 = -10211220.586290 nChanged 13 Iteration 132Q (185.731634 sec): 14 clusters Score: Raw -10235511.759731 + Penalty 24289.835107 = -10211221.924624 nChanged 11 Iteration 133Q (186.393052 sec): 14 clusters Score: Raw -10235513.164439 + Penalty 24289.835107 = -10211223.329332 nChanged 9 Iteration 134Q (187.010342 sec): 14 clusters Score: Raw -10235513.826655 + Penalty 24289.835107 = -10211223.991548 nChanged 3 Iteration 135Q (187.656974 sec): 14 clusters Score: Raw -10235513.991677 + Penalty 24289.835107 = -10211224.156570 nChanged 3 Iteration 136Q (188.329021 sec): 14 clusters Score: Raw -10235514.402256 + Penalty 24289.835107 = -10211224.567148 nChanged 1 Iteration 137Q (188.961329 sec): 14 clusters Score: Raw -10235514.446509 + Penalty 24289.835107 = -10211224.611401 nChanged 2 Iteration 138Q (189.613364 sec): 14 clusters Score: Raw -10235514.539401 + Penalty 24289.835107 = -10211224.704294 nChanged 0 Writing temp clu file Because OldScore, -10211224.611401, is greater than current (better) Score,-10211224.704294 Compute initial score before splitting: Score: Raw -10235514.539401 + Penalty 24289.835107 = -10211224.704294 Trying to split cluster 1 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.670629 sec): 2 clusters Score: Raw -48176.243811 + Penalty 1031.735086 = -47144.508725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.709379 sec): 3 clusters Score: Raw -48166.564455 + Penalty 2063.470172 = -46103.094282 nChanged 149 SP:Iteration 1F (189.765026 sec): 3 clusters Score: Raw -48530.260946 + Penalty 2063.470172 = -46466.790774 nChanged 72 SP:Iteration 2F (189.797383 sec): 3 clusters Score: Raw -48726.463684 + Penalty 2063.470172 = -46662.993512 nChanged 40 SP:Iteration 3F (189.846470 sec): 3 clusters Score: Raw -48841.484919 + Penalty 2063.470172 = -46778.014747 nChanged 26 SP:Iteration 4Q (189.886671 sec): 3 clusters Score: Raw -48917.561850 + Penalty 2063.470172 = -46854.091677 nChanged 16 SP:Iteration 5Q (189.938906 sec): 3 clusters Score: Raw -48974.802472 + Penalty 2063.470172 = -46911.332300 nChanged 14 SP:Iteration 6Q (189.978977 sec): 3 clusters Score: Raw -49037.473678 + Penalty 2063.470172 = -46974.003506 nChanged 11 SP:Iteration 7Q (190.028998 sec): 3 clusters Score: Raw -49062.402288 + Penalty 2063.470172 = -46998.932116 nChanged 4 SP:Iteration 8Q (190.070025 sec): 3 clusters Score: Raw -49070.507811 + Penalty 2063.470172 = -47007.037639 nChanged 2 SP:Iteration 9Q (190.112038 sec): 3 clusters Score: Raw -49074.441118 + Penalty 2063.470172 = -47010.970946 nChanged 0 SP:Iteration 10F (190.157374 sec): 3 clusters Score: Raw -49074.441118 + Penalty 2063.470172 = -47010.970946 nChanged 0 Trying to split cluster 2 (1414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.179830 sec): 2 clusters Score: Raw -146403.627285 + Penalty 1178.803900 = -145224.823385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.240256 sec): 3 clusters Score: Raw -145879.628911 + Penalty 2357.607800 = -143522.021111 nChanged 452 SP:Iteration 1F (190.285138 sec): 3 clusters Score: Raw -146176.976478 + Penalty 2357.607800 = -143819.368678 nChanged 79 SP:Iteration 2F (190.334616 sec): 3 clusters Score: Raw -146226.938351 + Penalty 2357.607800 = -143869.330551 nChanged 47 SP:Iteration 3Q (190.387321 sec): 3 clusters Score: Raw -146272.036358 + Penalty 2357.607800 = -143914.428558 nChanged 46 SP:Iteration 4Q (190.441750 sec): 3 clusters Score: Raw -146308.053176 + Penalty 2357.607800 = -143950.445376 nChanged 31 SP:Iteration 5Q (190.485198 sec): 3 clusters Score: Raw -146328.568809 + Penalty 2357.607800 = -143970.961009 nChanged 19 SP:Iteration 6Q (190.544461 sec): 3 clusters Score: Raw -146343.647470 + Penalty 2357.607800 = -143986.039670 nChanged 22 SP:Iteration 7Q (190.596130 sec): 3 clusters Score: Raw -146358.708112 + Penalty 2357.607800 = -144001.100312 nChanged 20 SP:Iteration 8Q (190.646217 sec): 3 clusters Score: Raw -146377.859068 + Penalty 2357.607800 = -144020.251268 nChanged 17 SP:Iteration 9Q (190.685546 sec): 3 clusters Score: Raw -146386.906732 + Penalty 2357.607800 = -144029.298931 nChanged 8 SP:Iteration 10Q (190.746033 sec): 3 clusters Score: Raw -146390.890140 + Penalty 2357.607800 = -144033.282340 nChanged 7 SP:Iteration 11Q (190.778423 sec): 3 clusters Score: Raw -146398.009961 + Penalty 2357.607800 = -144040.402161 nChanged 11 SP:Iteration 12Q (190.827873 sec): 3 clusters Score: Raw -146407.079616 + Penalty 2357.607800 = -144049.471816 nChanged 9 SP:Iteration 13Q (190.885861 sec): 3 clusters Score: Raw -146414.431227 + Penalty 2357.607800 = -144056.823427 nChanged 8 SP:Iteration 14Q (190.928243 sec): 3 clusters Score: Raw -146419.595420 + Penalty 2357.607800 = -144061.987619 nChanged 5 SP:Iteration 15Q (190.984303 sec): 3 clusters Score: Raw -146421.909159 + Penalty 2357.607800 = -144064.301359 nChanged 3 SP:Iteration 16Q (191.035181 sec): 3 clusters Score: Raw -146424.901733 + Penalty 2357.607800 = -144067.293933 nChanged 5 SP:Iteration 17Q (191.080786 sec): 3 clusters Score: Raw -146429.857361 + Penalty 2357.607800 = -144072.249560 nChanged 6 SP:Iteration 18Q (191.129754 sec): 3 clusters Score: Raw -146434.537008 + Penalty 2357.607800 = -144076.929208 nChanged 10 SP:Iteration 19Q (191.164885 sec): 3 clusters Score: Raw -146440.797598 + Penalty 2357.607800 = -144083.189798 nChanged 10 SP:Iteration 20F (191.209496 sec): 3 clusters Score: Raw -146448.119718 + Penalty 2357.607800 = -144090.511918 nChanged 12 SP:Iteration 21Q (191.257610 sec): 3 clusters Score: Raw -146456.213162 + Penalty 2357.607800 = -144098.605362 nChanged 10 SP:Iteration 22Q (191.306314 sec): 3 clusters Score: Raw -146463.799045 + Penalty 2357.607800 = -144106.191245 nChanged 7 SP:Iteration 23Q (191.354915 sec): 3 clusters Score: Raw -146472.242309 + Penalty 2357.607800 = -144114.634509 nChanged 15 SP:Iteration 24Q (191.399298 sec): 3 clusters Score: Raw -146487.463662 + Penalty 2357.607800 = -144129.855862 nChanged 11 SP:Iteration 25Q (191.445015 sec): 3 clusters Score: Raw -146496.995739 + Penalty 2357.607800 = -144139.387938 nChanged 11 SP:Iteration 26Q (191.488665 sec): 3 clusters Score: Raw -146505.422466 + Penalty 2357.607800 = -144147.814666 nChanged 7 SP:Iteration 27Q (191.531120 sec): 3 clusters Score: Raw -146511.029576 + Penalty 2357.607800 = -144153.421776 nChanged 7 SP:Iteration 28Q (191.583079 sec): 3 clusters Score: Raw -146514.536725 + Penalty 2357.607800 = -144156.928925 nChanged 5 SP:Iteration 29Q (191.635640 sec): 3 clusters Score: Raw -146519.197712 + Penalty 2357.607800 = -144161.589912 nChanged 3 SP:Iteration 30Q (191.687863 sec): 3 clusters Score: Raw -146520.721737 + Penalty 2357.607800 = -144163.113936 nChanged 3 SP:Iteration 31Q (191.738347 sec): 3 clusters Score: Raw -146521.882260 + Penalty 2357.607800 = -144164.274460 nChanged 0 SP:Iteration 32F (191.790545 sec): 3 clusters Score: Raw -146521.882260 + Penalty 2357.607800 = -144164.274460 nChanged 0 Trying to split cluster 3 (7048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.835254 sec): 2 clusters Score: Raw -755067.786921 + Penalty 1439.831115 = -753627.955806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.888151 sec): 3 clusters Score: Raw -751218.228901 + Penalty 2879.662229 = -748338.566672 nChanged 2924 SP:Iteration 1F (191.957546 sec): 3 clusters Score: Raw -752716.556080 + Penalty 2879.662229 = -749836.893851 nChanged 445 SP:Iteration 2F (192.019953 sec): 3 clusters Score: Raw -752934.752330 + Penalty 2879.662229 = -750055.090100 nChanged 380 SP:Iteration 3F (192.081200 sec): 3 clusters Score: Raw -753115.337651 + Penalty 2879.662229 = -750235.675422 nChanged 331 SP:Iteration 4Q (192.127876 sec): 3 clusters Score: Raw -753283.934815 + Penalty 2879.662229 = -750404.272586 nChanged 311 SP:Iteration 5Q (192.186370 sec): 3 clusters Score: Raw -753453.868928 + Penalty 2879.662229 = -750574.206698 nChanged 287 SP:Iteration 6Q (192.249310 sec): 3 clusters Score: Raw -753614.143339 + Penalty 2879.662229 = -750734.481109 nChanged 293 SP:Iteration 7Q (192.309373 sec): 3 clusters Score: Raw -753794.421996 + Penalty 2879.662229 = -750914.759766 nChanged 289 SP:Iteration 8Q (192.374843 sec): 3 clusters Score: Raw -753998.346236 + Penalty 2879.662229 = -751118.684006 nChanged 293 SP:Iteration 9Q (192.438017 sec): 3 clusters Score: Raw -754223.970947 + Penalty 2879.662229 = -751344.308718 nChanged 276 SP:Iteration 10Q (192.500269 sec): 3 clusters Score: Raw -754427.148499 + Penalty 2879.662229 = -751547.486270 nChanged 227 SP:Iteration 11Q (192.563987 sec): 3 clusters Score: Raw -754593.076486 + Penalty 2879.662229 = -751713.414256 nChanged 197 SP:Iteration 12Q (192.618443 sec): 3 clusters Score: Raw -754736.398606 + Penalty 2879.662229 = -751856.736377 nChanged 162 SP:Iteration 13Q (192.673130 sec): 3 clusters Score: Raw -754843.772757 + Penalty 2879.662229 = -751964.110528 nChanged 125 SP:Iteration 14Q (192.727187 sec): 3 clusters Score: Raw -754941.006572 + Penalty 2879.662229 = -752061.344342 nChanged 89 SP:Iteration 15Q (192.795624 sec): 3 clusters Score: Raw -755013.192608 + Penalty 2879.662229 = -752133.530378 nChanged 65 SP:Iteration 16Q (192.858911 sec): 3 clusters Score: Raw -755063.533712 + Penalty 2879.662229 = -752183.871482 nChanged 46 SP:Iteration 17Q (192.919233 sec): 3 clusters Score: Raw -755108.237363 + Penalty 2879.662229 = -752228.575134 nChanged 29 SP:Iteration 18Q (192.968486 sec): 3 clusters Score: Raw -755134.992464 + Penalty 2879.662229 = -752255.330234 nChanged 21 SP:Iteration 19Q (193.041051 sec): 3 clusters Score: Raw -755147.403456 + Penalty 2879.662229 = -752267.741227 nChanged 12 SP:Iteration 20F (193.104017 sec): 3 clusters Score: Raw -755156.555153 + Penalty 2879.662229 = -752276.892923 nChanged 10 SP:Iteration 21Q (193.164640 sec): 3 clusters Score: Raw -755163.137287 + Penalty 2879.662229 = -752283.475058 nChanged 5 SP:Iteration 22Q (193.218793 sec): 3 clusters Score: Raw -755168.640443 + Penalty 2879.662229 = -752288.978214 nChanged 4 SP:Iteration 23Q (193.265732 sec): 3 clusters Score: Raw -755172.618669 + Penalty 2879.662229 = -752292.956439 nChanged 4 SP:Iteration 24Q (193.321687 sec): 3 clusters Score: Raw -755175.153181 + Penalty 2879.662229 = -752295.490952 nChanged 5 SP:Iteration 25Q (193.391320 sec): 3 clusters Score: Raw -755178.046719 + Penalty 2879.662229 = -752298.384490 nChanged 3 SP:Iteration 26Q (193.453032 sec): 3 clusters Score: Raw -755179.528555 + Penalty 2879.662229 = -752299.866325 nChanged 1 SP:Iteration 27Q (193.511501 sec): 3 clusters Score: Raw -755180.036021 + Penalty 2879.662229 = -752300.373791 nChanged 1 SP:Iteration 28Q (193.569677 sec): 3 clusters Score: Raw -755180.405549 + Penalty 2879.662229 = -752300.743319 nChanged 1 SP:Iteration 29Q (193.624184 sec): 3 clusters Score: Raw -755180.798514 + Penalty 2879.662229 = -752301.136285 nChanged 1 SP:Iteration 30Q (193.676888 sec): 3 clusters Score: Raw -755181.635647 + Penalty 2879.662229 = -752301.973417 nChanged 4 SP:Iteration 31Q (193.738892 sec): 3 clusters Score: Raw -755186.042051 + Penalty 2879.662229 = -752306.379822 nChanged 5 SP:Iteration 32Q (193.800971 sec): 3 clusters Score: Raw -755189.483519 + Penalty 2879.662229 = -752309.821290 nChanged 2 SP:Iteration 33Q (193.850205 sec): 3 clusters Score: Raw -755190.959662 + Penalty 2879.662229 = -752311.297433 nChanged 2 SP:Iteration 34Q (193.904386 sec): 3 clusters Score: Raw -755193.822905 + Penalty 2879.662229 = -752314.160676 nChanged 4 SP:Iteration 35Q (193.962802 sec): 3 clusters Score: Raw -755196.435335 + Penalty 2879.662229 = -752316.773105 nChanged 1 SP:Iteration 36Q (194.034212 sec): 3 clusters Score: Raw -755197.118653 + Penalty 2879.662229 = -752317.456424 nChanged 1 SP:Iteration 37Q (194.083317 sec): 3 clusters Score: Raw -755197.897645 + Penalty 2879.662229 = -752318.235416 nChanged 2 SP:Iteration 38Q (194.147709 sec): 3 clusters Score: Raw -755200.783385 + Penalty 2879.662229 = -752321.121156 nChanged 2 SP:Iteration 39Q (194.204527 sec): 3 clusters Score: Raw -755203.498526 + Penalty 2879.662229 = -752323.836297 nChanged 3 SP:Iteration 40F (194.265869 sec): 3 clusters Score: Raw -755205.423325 + Penalty 2879.662229 = -752325.761095 nChanged 0 Trying to split cluster 4 (2792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.284821 sec): 2 clusters Score: Raw -268507.621061 + Penalty 1289.358438 = -267218.262623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.343402 sec): 3 clusters Score: Raw -267243.333431 + Penalty 2578.716876 = -264664.616555 nChanged 1047 SP:Iteration 1F (194.380857 sec): 3 clusters Score: Raw -268042.710755 + Penalty 2578.716876 = -265463.993879 nChanged 310 SP:Iteration 2F (194.431010 sec): 3 clusters Score: Raw -268603.825707 + Penalty 2578.716876 = -266025.108831 nChanged 306 SP:Iteration 3F (194.484024 sec): 3 clusters Score: Raw -269201.141693 + Penalty 2578.716876 = -266622.424817 nChanged 243 SP:Iteration 4F (194.538363 sec): 3 clusters Score: Raw -269570.587884 + Penalty 2578.716876 = -266991.871008 nChanged 156 SP:Iteration 5F (194.593748 sec): 3 clusters Score: Raw -269737.305115 + Penalty 2578.716876 = -267158.588239 nChanged 104 SP:Iteration 6Q (194.653322 sec): 3 clusters Score: Raw -269819.036991 + Penalty 2578.716876 = -267240.320115 nChanged 54 SP:Iteration 7Q (194.711941 sec): 3 clusters Score: Raw -269845.315464 + Penalty 2578.716876 = -267266.598588 nChanged 21 SP:Iteration 8Q (194.760806 sec): 3 clusters Score: Raw -269855.941128 + Penalty 2578.716876 = -267277.224252 nChanged 20 SP:Iteration 9Q (194.816122 sec): 3 clusters Score: Raw -269875.983567 + Penalty 2578.716876 = -267297.266691 nChanged 17 SP:Iteration 10Q (194.868558 sec): 3 clusters Score: Raw -269893.169917 + Penalty 2578.716876 = -267314.453041 nChanged 17 SP:Iteration 11Q (194.921077 sec): 3 clusters Score: Raw -269903.831463 + Penalty 2578.716876 = -267325.114587 nChanged 14 SP:Iteration 12Q (194.967509 sec): 3 clusters Score: Raw -269918.380601 + Penalty 2578.716876 = -267339.663725 nChanged 26 SP:Iteration 13Q (195.010957 sec): 3 clusters Score: Raw -269943.525951 + Penalty 2578.716876 = -267364.809076 nChanged 30 SP:Iteration 14Q (195.070179 sec): 3 clusters Score: Raw -269978.981333 + Penalty 2578.716876 = -267400.264457 nChanged 32 SP:Iteration 15Q (195.112716 sec): 3 clusters Score: Raw -270018.104398 + Penalty 2578.716876 = -267439.387522 nChanged 34 SP:Iteration 16Q (195.171397 sec): 3 clusters Score: Raw -270063.080382 + Penalty 2578.716876 = -267484.363506 nChanged 31 SP:Iteration 17Q (195.212118 sec): 3 clusters Score: Raw -270094.360602 + Penalty 2578.716876 = -267515.643727 nChanged 20 SP:Iteration 18Q (195.263742 sec): 3 clusters Score: Raw -270108.499041 + Penalty 2578.716876 = -267529.782166 nChanged 10 SP:Iteration 19Q (195.311797 sec): 3 clusters Score: Raw -270116.005530 + Penalty 2578.716876 = -267537.288654 nChanged 7 SP:Iteration 20F (195.360748 sec): 3 clusters Score: Raw -270118.805378 + Penalty 2578.716876 = -267540.088502 nChanged 4 SP:Iteration 21Q (195.410119 sec): 3 clusters Score: Raw -270121.127514 + Penalty 2578.716876 = -267542.410639 nChanged 5 SP:Iteration 22Q (195.453360 sec): 3 clusters Score: Raw -270123.925773 + Penalty 2578.716876 = -267545.208898 nChanged 6 SP:Iteration 23Q (195.502807 sec): 3 clusters Score: Raw -270126.692338 + Penalty 2578.716876 = -267547.975462 nChanged 1 SP:Iteration 24Q (195.557402 sec): 3 clusters Score: Raw -270126.834330 + Penalty 2578.716876 = -267548.117454 nChanged 2 SP:Iteration 25Q (195.597238 sec): 3 clusters Score: Raw -270127.891788 + Penalty 2578.716876 = -267549.174912 nChanged 3 SP:Iteration 26Q (195.652762 sec): 3 clusters Score: Raw -270128.440604 + Penalty 2578.716876 = -267549.723728 nChanged 1 SP:Iteration 27Q (195.713895 sec): 3 clusters Score: Raw -270128.558244 + Penalty 2578.716876 = -267549.841368 nChanged 0 SP:Iteration 28F (195.764548 sec): 3 clusters Score: Raw -270128.558244 + Penalty 2578.716876 = -267549.841368 nChanged 0 Score: Raw -10237135.476585 + Penalty 26158.283962 = -10210977.192623 Splitting cluster 4 changes total score from -10211224.704294 to -10210977.192623 So it's not getting split. Trying to split cluster 5 (18570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (196.993979 sec): 2 clusters Score: Raw -1988773.402503 + Penalty 1597.261681 = -1987176.140822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (197.073348 sec): 3 clusters Score: Raw -1977680.057358 + Penalty 3194.523363 = -1974485.533996 nChanged 8286 SP:Iteration 1F (197.156561 sec): 3 clusters Score: Raw -1982198.174612 + Penalty 3194.523363 = -1979003.651250 nChanged 915 SP:Iteration 2Q (197.236903 sec): 3 clusters Score: Raw -1982507.544522 + Penalty 3194.523363 = -1979313.021159 nChanged 823 SP:Iteration 3Q (197.315262 sec): 3 clusters Score: Raw -1982778.448776 + Penalty 3194.523363 = -1979583.925414 nChanged 722 SP:Iteration 4Q (197.393523 sec): 3 clusters Score: Raw -1983051.406846 + Penalty 3194.523363 = -1979856.883484 nChanged 783 SP:Iteration 5Q (197.462685 sec): 3 clusters Score: Raw -1983373.877757 + Penalty 3194.523363 = -1980179.354395 nChanged 782 SP:Iteration 6Q (197.554637 sec): 3 clusters Score: Raw -1983733.037961 + Penalty 3194.523363 = -1980538.514598 nChanged 871 SP:Iteration 7Q (197.634949 sec): 3 clusters Score: Raw -1984159.452668 + Penalty 3194.523363 = -1980964.929306 nChanged 870 SP:Iteration 8Q (197.705772 sec): 3 clusters Score: Raw -1984623.741998 + Penalty 3194.523363 = -1981429.218636 nChanged 901 SP:Iteration 9Q (197.780012 sec): 3 clusters Score: Raw -1985188.344619 + Penalty 3194.523363 = -1981993.821256 nChanged 914 SP:Iteration 10Q (197.852949 sec): 3 clusters Score: Raw -1985858.996444 + Penalty 3194.523363 = -1982664.473081 nChanged 875 SP:Iteration 11Q (197.935175 sec): 3 clusters Score: Raw -1986520.109892 + Penalty 3194.523363 = -1983325.586529 nChanged 748 SP:Iteration 12Q (198.011101 sec): 3 clusters Score: Raw -1986977.213375 + Penalty 3194.523363 = -1983782.690013 nChanged 521 SP:Iteration 13Q (198.094160 sec): 3 clusters Score: Raw -1987228.090929 + Penalty 3194.523363 = -1984033.567566 nChanged 393 SP:Iteration 14Q (198.173906 sec): 3 clusters Score: Raw -1987398.972397 + Penalty 3194.523363 = -1984204.449035 nChanged 347 SP:Iteration 15Q (198.246414 sec): 3 clusters Score: Raw -1987547.245135 + Penalty 3194.523363 = -1984352.721772 nChanged 329 SP:Iteration 16Q (198.321631 sec): 3 clusters Score: Raw -1987696.559498 + Penalty 3194.523363 = -1984502.036135 nChanged 334 SP:Iteration 17Q (198.410259 sec): 3 clusters Score: Raw -1987844.903659 + Penalty 3194.523363 = -1984650.380296 nChanged 325 SP:Iteration 18Q (198.483147 sec): 3 clusters Score: Raw -1988006.490611 + Penalty 3194.523363 = -1984811.967248 nChanged 328 SP:Iteration 19Q (198.554153 sec): 3 clusters Score: Raw -1988174.660232 + Penalty 3194.523363 = -1984980.136870 nChanged 299 SP:Iteration 20F (198.630359 sec): 3 clusters Score: Raw -1988333.222980 + Penalty 3194.523363 = -1985138.699617 nChanged 260 SP:Iteration 21Q (198.712711 sec): 3 clusters Score: Raw -1988482.623054 + Penalty 3194.523363 = -1985288.099691 nChanged 232 SP:Iteration 22Q (198.785684 sec): 3 clusters Score: Raw -1988614.606991 + Penalty 3194.523363 = -1985420.083628 nChanged 204 SP:Iteration 23Q (198.864083 sec): 3 clusters Score: Raw -1988734.484093 + Penalty 3194.523363 = -1985539.960730 nChanged 170 SP:Iteration 24Q (198.935461 sec): 3 clusters Score: Raw -1988832.874760 + Penalty 3194.523363 = -1985638.351397 nChanged 140 SP:Iteration 25Q (199.013023 sec): 3 clusters Score: Raw -1988903.801200 + Penalty 3194.523363 = -1985709.277838 nChanged 118 SP:Iteration 26Q (199.087418 sec): 3 clusters Score: Raw -1988957.331178 + Penalty 3194.523363 = -1985762.807816 nChanged 79 SP:Iteration 27Q (199.160480 sec): 3 clusters Score: Raw -1988991.326443 + Penalty 3194.523363 = -1985796.803081 nChanged 71 SP:Iteration 28Q (199.234404 sec): 3 clusters Score: Raw -1989020.000146 + Penalty 3194.523363 = -1985825.476783 nChanged 63 SP:Iteration 29Q (199.304925 sec): 3 clusters Score: Raw -1989048.062095 + Penalty 3194.523363 = -1985853.538733 nChanged 61 SP:Iteration 30Q (199.372885 sec): 3 clusters Score: Raw -1989074.839730 + Penalty 3194.523363 = -1985880.316368 nChanged 40 SP:Iteration 31Q (199.445819 sec): 3 clusters Score: Raw -1989088.717750 + Penalty 3194.523363 = -1985894.194388 nChanged 32 SP:Iteration 32Q (199.506942 sec): 3 clusters Score: Raw -1989098.905081 + Penalty 3194.523363 = -1985904.381718 nChanged 25 SP:Iteration 33Q (199.586013 sec): 3 clusters Score: Raw -1989106.801583 + Penalty 3194.523363 = -1985912.278220 nChanged 26 SP:Iteration 34Q (199.657025 sec): 3 clusters Score: Raw -1989116.092798 + Penalty 3194.523363 = -1985921.569435 nChanged 28 SP:Iteration 35Q (199.730624 sec): 3 clusters Score: Raw -1989125.260677 + Penalty 3194.523363 = -1985930.737314 nChanged 25 SP:Iteration 36Q (199.809990 sec): 3 clusters Score: Raw -1989133.400158 + Penalty 3194.523363 = -1985938.876796 nChanged 21 SP:Iteration 37Q (199.882083 sec): 3 clusters Score: Raw -1989139.746038 + Penalty 3194.523363 = -1985945.222676 nChanged 18 SP:Iteration 38Q (199.954880 sec): 3 clusters Score: Raw -1989145.370748 + Penalty 3194.523363 = -1985950.847385 nChanged 14 SP:Iteration 39Q (200.016675 sec): 3 clusters Score: Raw -1989151.315417 + Penalty 3194.523363 = -1985956.792055 nChanged 20 SP:Iteration 40F (200.099431 sec): 3 clusters Score: Raw -1989157.914105 + Penalty 3194.523363 = -1985963.390743 nChanged 12 SP:Iteration 41Q (200.163027 sec): 3 clusters Score: Raw -1989163.856841 + Penalty 3194.523363 = -1985969.333479 nChanged 16 SP:Iteration 42Q (200.243379 sec): 3 clusters Score: Raw -1989170.489928 + Penalty 3194.523363 = -1985975.966565 nChanged 18 SP:Iteration 43Q (200.315352 sec): 3 clusters Score: Raw -1989176.410613 + Penalty 3194.523363 = -1985981.887251 nChanged 10 SP:Iteration 44Q (200.387445 sec): 3 clusters Score: Raw -1989178.938243 + Penalty 3194.523363 = -1985984.414880 nChanged 7 SP:Iteration 45Q (200.437262 sec): 3 clusters Score: Raw -1989181.219808 + Penalty 3194.523363 = -1985986.696445 nChanged 5 SP:Iteration 46Q (200.514404 sec): 3 clusters Score: Raw -1989182.808664 + Penalty 3194.523363 = -1985988.285302 nChanged 6 SP:Iteration 47Q (200.590283 sec): 3 clusters Score: Raw -1989184.488326 + Penalty 3194.523363 = -1985989.964964 nChanged 2 SP:Iteration 48Q (200.662801 sec): 3 clusters Score: Raw -1989184.926377 + Penalty 3194.523363 = -1985990.403015 nChanged 3 SP:Iteration 49Q (200.737932 sec): 3 clusters Score: Raw -1989185.495009 + Penalty 3194.523363 = -1985990.971647 nChanged 1 SP:Iteration 50Q (200.813830 sec): 3 clusters Score: Raw -1989185.797561 + Penalty 3194.523363 = -1985991.274198 nChanged 1 SP:Iteration 51Q (200.889048 sec): 3 clusters Score: Raw -1989186.372453 + Penalty 3194.523363 = -1985991.849090 nChanged 2 SP:Iteration 52Q (200.963105 sec): 3 clusters Score: Raw -1989187.106182 + Penalty 3194.523363 = -1985992.582819 nChanged 2 SP:Iteration 53Q (201.033353 sec): 3 clusters Score: Raw -1989187.879044 + Penalty 3194.523363 = -1985993.355682 nChanged 2 SP:Iteration 54Q (201.108127 sec): 3 clusters Score: Raw -1989188.762667 + Penalty 3194.523363 = -1985994.239304 nChanged 4 SP:Iteration 55Q (201.180017 sec): 3 clusters Score: Raw -1989189.704940 + Penalty 3194.523363 = -1985995.181577 nChanged 6 SP:Iteration 56Q (201.256354 sec): 3 clusters Score: Raw -1989191.581349 + Penalty 3194.523363 = -1985997.057986 nChanged 8 SP:Iteration 57Q (201.327042 sec): 3 clusters Score: Raw -1989193.976169 + Penalty 3194.523363 = -1985999.452806 nChanged 6 SP:Iteration 58Q (201.401602 sec): 3 clusters Score: Raw -1989196.530585 + Penalty 3194.523363 = -1986002.007223 nChanged 7 SP:Iteration 59Q (201.473495 sec): 3 clusters Score: Raw -1989198.794434 + Penalty 3194.523363 = -1986004.271072 nChanged 5 SP:Iteration 60F (201.550270 sec): 3 clusters Score: Raw -1989199.882377 + Penalty 3194.523363 = -1986005.359014 nChanged 6 SP:Iteration 61Q (201.623203 sec): 3 clusters Score: Raw -1989201.469988 + Penalty 3194.523363 = -1986006.946625 nChanged 6 SP:Iteration 62Q (201.694941 sec): 3 clusters Score: Raw -1989204.736322 + Penalty 3194.523363 = -1986010.212959 nChanged 5 SP:Iteration 63Q (201.767588 sec): 3 clusters Score: Raw -1989206.096588 + Penalty 3194.523363 = -1986011.573226 nChanged 5 SP:Iteration 64Q (201.840304 sec): 3 clusters Score: Raw -1989207.672742 + Penalty 3194.523363 = -1986013.149380 nChanged 7 SP:Iteration 65Q (201.906494 sec): 3 clusters Score: Raw -1989210.016225 + Penalty 3194.523363 = -1986015.492862 nChanged 2 SP:Iteration 66Q (201.983230 sec): 3 clusters Score: Raw -1989210.680713 + Penalty 3194.523363 = -1986016.157350 nChanged 4 SP:Iteration 67Q (202.058271 sec): 3 clusters Score: Raw -1989212.380539 + Penalty 3194.523363 = -1986017.857177 nChanged 3 SP:Iteration 68Q (202.131427 sec): 3 clusters Score: Raw -1989213.089635 + Penalty 3194.523363 = -1986018.566272 nChanged 3 SP:Iteration 69Q (202.205095 sec): 3 clusters Score: Raw -1989213.913873 + Penalty 3194.523363 = -1986019.390510 nChanged 0 SP:Iteration 70F (202.279564 sec): 3 clusters Score: Raw -1989213.913873 + Penalty 3194.523363 = -1986019.390510 nChanged 0 Trying to split cluster 6 (25221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.340040 sec): 2 clusters Score: Raw -2719662.096261 + Penalty 1647.007742 = -2718015.088519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.419483 sec): 3 clusters Score: Raw -2704254.354895 + Penalty 3294.015484 = -2700960.339411 nChanged 11443 SP:Iteration 1F (202.506607 sec): 3 clusters Score: Raw -2710644.813424 + Penalty 3294.015484 = -2707350.797939 nChanged 1260 SP:Iteration 2Q (202.601902 sec): 3 clusters Score: Raw -2711100.424805 + Penalty 3294.015484 = -2707806.409321 nChanged 1162 SP:Iteration 3Q (202.694828 sec): 3 clusters Score: Raw -2711530.496003 + Penalty 3294.015484 = -2708236.480518 nChanged 1119 SP:Iteration 4Q (202.778967 sec): 3 clusters Score: Raw -2711976.543930 + Penalty 3294.015484 = -2708682.528446 nChanged 1089 SP:Iteration 5Q (202.883156 sec): 3 clusters Score: Raw -2712453.672565 + Penalty 3294.015484 = -2709159.657080 nChanged 1161 SP:Iteration 6Q (202.976533 sec): 3 clusters Score: Raw -2713068.325543 + Penalty 3294.015484 = -2709774.310059 nChanged 1248 SP:Iteration 7Q (203.069525 sec): 3 clusters Score: Raw -2713811.838460 + Penalty 3294.015484 = -2710517.822975 nChanged 1354 SP:Iteration 8F (203.162602 sec): 3 clusters Score: Raw -2714716.750995 + Penalty 3294.015484 = -2711422.735510 nChanged 1376 SP:Iteration 9F (203.251263 sec): 3 clusters Score: Raw -2715713.704890 + Penalty 3294.015484 = -2712419.689406 nChanged 1286 SP:Iteration 10F (203.340822 sec): 3 clusters Score: Raw -2716603.346308 + Penalty 3294.015484 = -2713309.330824 nChanged 1060 SP:Iteration 11Q (203.428643 sec): 3 clusters Score: Raw -2717166.699567 + Penalty 3294.015484 = -2713872.684083 nChanged 694 SP:Iteration 12Q (203.517168 sec): 3 clusters Score: Raw -2717430.104700 + Penalty 3294.015484 = -2714136.089215 nChanged 491 SP:Iteration 13Q (203.606610 sec): 3 clusters Score: Raw -2717614.450346 + Penalty 3294.015484 = -2714320.434861 nChanged 408 SP:Iteration 14Q (203.694775 sec): 3 clusters Score: Raw -2717777.918736 + Penalty 3294.015484 = -2714483.903252 nChanged 409 SP:Iteration 15Q (203.772199 sec): 3 clusters Score: Raw -2717956.435408 + Penalty 3294.015484 = -2714662.419923 nChanged 418 SP:Iteration 16Q (203.871811 sec): 3 clusters Score: Raw -2718139.611989 + Penalty 3294.015484 = -2714845.596504 nChanged 406 SP:Iteration 17Q (203.960250 sec): 3 clusters Score: Raw -2718323.965832 + Penalty 3294.015484 = -2715029.950347 nChanged 376 SP:Iteration 18Q (204.048201 sec): 3 clusters Score: Raw -2718492.174097 + Penalty 3294.015484 = -2715198.158612 nChanged 336 SP:Iteration 19Q (204.137215 sec): 3 clusters Score: Raw -2718646.367184 + Penalty 3294.015484 = -2715352.351700 nChanged 314 SP:Iteration 20F (204.229767 sec): 3 clusters Score: Raw -2718777.721157 + Penalty 3294.015484 = -2715483.705672 nChanged 299 SP:Iteration 21Q (204.318564 sec): 3 clusters Score: Raw -2718891.284391 + Penalty 3294.015484 = -2715597.268907 nChanged 256 SP:Iteration 22Q (204.405183 sec): 3 clusters Score: Raw -2718976.152656 + Penalty 3294.015484 = -2715682.137172 nChanged 220 SP:Iteration 23Q (204.493049 sec): 3 clusters Score: Raw -2719050.234886 + Penalty 3294.015484 = -2715756.219401 nChanged 233 SP:Iteration 24Q (204.580820 sec): 3 clusters Score: Raw -2719129.410758 + Penalty 3294.015484 = -2715835.395274 nChanged 227 SP:Iteration 25Q (204.668480 sec): 3 clusters Score: Raw -2719203.292743 + Penalty 3294.015484 = -2715909.277258 nChanged 219 SP:Iteration 26Q (204.756181 sec): 3 clusters Score: Raw -2719279.054631 + Penalty 3294.015484 = -2715985.039146 nChanged 202 SP:Iteration 27Q (204.843090 sec): 3 clusters Score: Raw -2719346.003824 + Penalty 3294.015484 = -2716051.988340 nChanged 181 SP:Iteration 28Q (204.928585 sec): 3 clusters Score: Raw -2719404.555592 + Penalty 3294.015484 = -2716110.540107 nChanged 187 SP:Iteration 29Q (205.006486 sec): 3 clusters Score: Raw -2719469.096680 + Penalty 3294.015484 = -2716175.081195 nChanged 176 SP:Iteration 30Q (205.092273 sec): 3 clusters Score: Raw -2719527.316272 + Penalty 3294.015484 = -2716233.300788 nChanged 159 SP:Iteration 31Q (205.174538 sec): 3 clusters Score: Raw -2719578.324736 + Penalty 3294.015484 = -2716284.309251 nChanged 145 SP:Iteration 32Q (205.247983 sec): 3 clusters Score: Raw -2719629.212094 + Penalty 3294.015484 = -2716335.196610 nChanged 141 SP:Iteration 33Q (205.331068 sec): 3 clusters Score: Raw -2719676.256497 + Penalty 3294.015484 = -2716382.241012 nChanged 126 SP:Iteration 34Q (205.421162 sec): 3 clusters Score: Raw -2719712.226543 + Penalty 3294.015484 = -2716418.211059 nChanged 87 SP:Iteration 35Q (205.498674 sec): 3 clusters Score: Raw -2719736.215327 + Penalty 3294.015484 = -2716442.199842 nChanged 86 SP:Iteration 36Q (205.586902 sec): 3 clusters Score: Raw -2719758.892634 + Penalty 3294.015484 = -2716464.877149 nChanged 85 SP:Iteration 37Q (205.668367 sec): 3 clusters Score: Raw -2719781.403260 + Penalty 3294.015484 = -2716487.387776 nChanged 70 SP:Iteration 38Q (205.748207 sec): 3 clusters Score: Raw -2719798.128338 + Penalty 3294.015484 = -2716504.112853 nChanged 56 SP:Iteration 39Q (205.819294 sec): 3 clusters Score: Raw -2719810.921670 + Penalty 3294.015484 = -2716516.906185 nChanged 48 SP:Iteration 40F (205.908724 sec): 3 clusters Score: Raw -2719822.163125 + Penalty 3294.015484 = -2716528.147641 nChanged 37 SP:Iteration 41Q (205.999970 sec): 3 clusters Score: Raw -2719830.905010 + Penalty 3294.015484 = -2716536.889525 nChanged 34 SP:Iteration 42Q (206.068724 sec): 3 clusters Score: Raw -2719837.678446 + Penalty 3294.015484 = -2716543.662962 nChanged 21 SP:Iteration 43Q (206.163403 sec): 3 clusters Score: Raw -2719841.645876 + Penalty 3294.015484 = -2716547.630392 nChanged 15 SP:Iteration 44Q (206.236262 sec): 3 clusters Score: Raw -2719844.476065 + Penalty 3294.015484 = -2716550.460581 nChanged 17 SP:Iteration 45Q (206.320676 sec): 3 clusters Score: Raw -2719847.511591 + Penalty 3294.015484 = -2716553.496106 nChanged 25 SP:Iteration 46Q (206.396140 sec): 3 clusters Score: Raw -2719852.106285 + Penalty 3294.015484 = -2716558.090801 nChanged 18 SP:Iteration 47Q (206.480660 sec): 3 clusters Score: Raw -2719855.523965 + Penalty 3294.015484 = -2716561.508481 nChanged 23 SP:Iteration 48Q (206.566376 sec): 3 clusters Score: Raw -2719859.287631 + Penalty 3294.015484 = -2716565.272147 nChanged 12 SP:Iteration 49Q (206.643686 sec): 3 clusters Score: Raw -2719860.828614 + Penalty 3294.015484 = -2716566.813130 nChanged 10 SP:Iteration 50Q (206.708223 sec): 3 clusters Score: Raw -2719861.972195 + Penalty 3294.015484 = -2716567.956710 nChanged 8 SP:Iteration 51Q (206.778327 sec): 3 clusters Score: Raw -2719862.986568 + Penalty 3294.015484 = -2716568.971084 nChanged 8 SP:Iteration 52Q (206.858135 sec): 3 clusters Score: Raw -2719864.515782 + Penalty 3294.015484 = -2716570.500298 nChanged 7 SP:Iteration 53Q (206.944320 sec): 3 clusters Score: Raw -2719865.694303 + Penalty 3294.015484 = -2716571.678819 nChanged 10 SP:Iteration 54Q (207.024497 sec): 3 clusters Score: Raw -2719867.182408 + Penalty 3294.015484 = -2716573.166924 nChanged 12 SP:Iteration 55Q (207.106142 sec): 3 clusters Score: Raw -2719868.753578 + Penalty 3294.015484 = -2716574.738094 nChanged 6 SP:Iteration 56Q (207.184810 sec): 3 clusters Score: Raw -2719869.726523 + Penalty 3294.015484 = -2716575.711038 nChanged 10 SP:Iteration 57Q (207.259141 sec): 3 clusters Score: Raw -2719870.915463 + Penalty 3294.015484 = -2716576.899979 nChanged 10 SP:Iteration 58Q (207.343879 sec): 3 clusters Score: Raw -2719871.963325 + Penalty 3294.015484 = -2716577.947841 nChanged 5 SP:Iteration 59Q (207.430426 sec): 3 clusters Score: Raw -2719872.868095 + Penalty 3294.015484 = -2716578.852611 nChanged 3 SP:Iteration 60F (207.519207 sec): 3 clusters Score: Raw -2719873.250960 + Penalty 3294.015484 = -2716579.235476 nChanged 0 Trying to split cluster 7 (14670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.564380 sec): 2 clusters Score: Raw -1531840.291157 + Penalty 1558.953479 = -1530281.337678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.625333 sec): 3 clusters Score: Raw -1523315.929565 + Penalty 3117.906958 = -1520198.022607 nChanged 6504 SP:Iteration 1F (207.702411 sec): 3 clusters Score: Raw -1527110.834864 + Penalty 3117.906958 = -1523992.927906 nChanged 1109 SP:Iteration 2F (207.772337 sec): 3 clusters Score: Raw -1527972.156584 + Penalty 3117.906958 = -1524854.249626 nChanged 1230 SP:Iteration 3F (207.852586 sec): 3 clusters Score: Raw -1529142.961471 + Penalty 3117.906958 = -1526025.054513 nChanged 1251 SP:Iteration 4F (207.925929 sec): 3 clusters Score: Raw -1530392.086272 + Penalty 3117.906958 = -1527274.179314 nChanged 1114 SP:Iteration 5F (207.995350 sec): 3 clusters Score: Raw -1531388.981291 + Penalty 3117.906958 = -1528271.074333 nChanged 857 SP:Iteration 6F (208.059347 sec): 3 clusters Score: Raw -1531948.593925 + Penalty 3117.906958 = -1528830.686967 nChanged 607 SP:Iteration 7Q (208.130816 sec): 3 clusters Score: Raw -1532278.145895 + Penalty 3117.906958 = -1529160.238937 nChanged 397 SP:Iteration 8Q (208.205289 sec): 3 clusters Score: Raw -1532439.655092 + Penalty 3117.906958 = -1529321.748134 nChanged 282 SP:Iteration 9Q (208.271877 sec): 3 clusters Score: Raw -1532536.608685 + Penalty 3117.906958 = -1529418.701727 nChanged 224 SP:Iteration 10Q (208.338400 sec): 3 clusters Score: Raw -1532609.083103 + Penalty 3117.906958 = -1529491.176145 nChanged 197 SP:Iteration 11Q (208.403041 sec): 3 clusters Score: Raw -1532671.595940 + Penalty 3117.906958 = -1529553.688982 nChanged 181 SP:Iteration 12Q (208.482413 sec): 3 clusters Score: Raw -1532732.082325 + Penalty 3117.906958 = -1529614.175367 nChanged 193 SP:Iteration 13Q (208.554782 sec): 3 clusters Score: Raw -1532801.438583 + Penalty 3117.906958 = -1529683.531625 nChanged 194 SP:Iteration 14Q (208.627173 sec): 3 clusters Score: Raw -1532864.493076 + Penalty 3117.906958 = -1529746.586118 nChanged 164 SP:Iteration 15Q (208.694698 sec): 3 clusters Score: Raw -1532905.396294 + Penalty 3117.906958 = -1529787.489335 nChanged 143 SP:Iteration 16Q (208.753953 sec): 3 clusters Score: Raw -1532936.157176 + Penalty 3117.906958 = -1529818.250218 nChanged 119 SP:Iteration 17Q (208.829229 sec): 3 clusters Score: Raw -1532957.848238 + Penalty 3117.906958 = -1529839.941279 nChanged 89 SP:Iteration 18Q (208.907121 sec): 3 clusters Score: Raw -1532971.826196 + Penalty 3117.906958 = -1529853.919238 nChanged 78 SP:Iteration 19Q (208.975347 sec): 3 clusters Score: Raw -1532983.633020 + Penalty 3117.906958 = -1529865.726062 nChanged 62 SP:Iteration 20F (209.057898 sec): 3 clusters Score: Raw -1532991.014114 + Penalty 3117.906958 = -1529873.107156 nChanged 36 SP:Iteration 21Q (209.123940 sec): 3 clusters Score: Raw -1532994.903449 + Penalty 3117.906958 = -1529876.996491 nChanged 36 SP:Iteration 22Q (209.192872 sec): 3 clusters Score: Raw -1532998.856871 + Penalty 3117.906958 = -1529880.949913 nChanged 42 SP:Iteration 23Q (209.262256 sec): 3 clusters Score: Raw -1533003.071603 + Penalty 3117.906958 = -1529885.164645 nChanged 36 SP:Iteration 24Q (209.333441 sec): 3 clusters Score: Raw -1533006.040049 + Penalty 3117.906958 = -1529888.133091 nChanged 32 SP:Iteration 25Q (209.415153 sec): 3 clusters Score: Raw -1533008.993129 + Penalty 3117.906958 = -1529891.086170 nChanged 28 SP:Iteration 26Q (209.489573 sec): 3 clusters Score: Raw -1533012.249135 + Penalty 3117.906958 = -1529894.342177 nChanged 38 SP:Iteration 27Q (209.550540 sec): 3 clusters Score: Raw -1533016.758950 + Penalty 3117.906958 = -1529898.851992 nChanged 30 SP:Iteration 28Q (209.611603 sec): 3 clusters Score: Raw -1533019.812802 + Penalty 3117.906958 = -1529901.905844 nChanged 27 SP:Iteration 29Q (209.695475 sec): 3 clusters Score: Raw -1533021.926688 + Penalty 3117.906958 = -1529904.019730 nChanged 23 SP:Iteration 30Q (209.767402 sec): 3 clusters Score: Raw -1533024.182545 + Penalty 3117.906958 = -1529906.275587 nChanged 25 SP:Iteration 31Q (209.837437 sec): 3 clusters Score: Raw -1533026.501737 + Penalty 3117.906958 = -1529908.594779 nChanged 21 SP:Iteration 32Q (209.910768 sec): 3 clusters Score: Raw -1533027.928342 + Penalty 3117.906958 = -1529910.021384 nChanged 21 SP:Iteration 33Q (209.975143 sec): 3 clusters Score: Raw -1533029.508692 + Penalty 3117.906958 = -1529911.601734 nChanged 15 SP:Iteration 34Q (210.058631 sec): 3 clusters Score: Raw -1533030.465489 + Penalty 3117.906958 = -1529912.558531 nChanged 11 SP:Iteration 35Q (210.128838 sec): 3 clusters Score: Raw -1533031.274162 + Penalty 3117.906958 = -1529913.367204 nChanged 11 SP:Iteration 36Q (210.195057 sec): 3 clusters Score: Raw -1533032.204589 + Penalty 3117.906958 = -1529914.297630 nChanged 10 SP:Iteration 37Q (210.257201 sec): 3 clusters Score: Raw -1533033.246330 + Penalty 3117.906958 = -1529915.339372 nChanged 10 SP:Iteration 38Q (210.339685 sec): 3 clusters Score: Raw -1533034.311844 + Penalty 3117.906958 = -1529916.404886 nChanged 10 SP:Iteration 39Q (210.415024 sec): 3 clusters Score: Raw -1533034.933265 + Penalty 3117.906958 = -1529917.026307 nChanged 6 SP:Iteration 40F (210.489826 sec): 3 clusters Score: Raw -1533035.259262 + Penalty 3117.906958 = -1529917.352304 nChanged 3 SP:Iteration 41Q (210.549938 sec): 3 clusters Score: Raw -1533035.341642 + Penalty 3117.906958 = -1529917.434684 nChanged 2 SP:Iteration 42Q (210.623305 sec): 3 clusters Score: Raw -1533035.418645 + Penalty 3117.906958 = -1529917.511687 nChanged 1 SP:Iteration 43Q (210.690550 sec): 3 clusters Score: Raw -1533035.449538 + Penalty 3117.906958 = -1529917.542580 nChanged 2 SP:Iteration 44Q (210.769833 sec): 3 clusters Score: Raw -1533035.641742 + Penalty 3117.906958 = -1529917.734784 nChanged 2 SP:Iteration 45Q (210.844102 sec): 3 clusters Score: Raw -1533035.786143 + Penalty 3117.906958 = -1529917.879185 nChanged 4 SP:Iteration 46Q (210.908280 sec): 3 clusters Score: Raw -1533036.033159 + Penalty 3117.906958 = -1529918.126201 nChanged 4 SP:Iteration 47Q (210.971691 sec): 3 clusters Score: Raw -1533036.281132 + Penalty 3117.906958 = -1529918.374174 nChanged 2 SP:Iteration 48Q (211.046868 sec): 3 clusters Score: Raw -1533036.417688 + Penalty 3117.906958 = -1529918.510730 nChanged 1 SP:Iteration 49Q (211.125130 sec): 3 clusters Score: Raw -1533036.476078 + Penalty 3117.906958 = -1529918.569120 nChanged 2 SP:Iteration 50Q (211.199032 sec): 3 clusters Score: Raw -1533036.590183 + Penalty 3117.906958 = -1529918.683225 nChanged 2 SP:Iteration 51Q (211.274043 sec): 3 clusters Score: Raw -1533036.659599 + Penalty 3117.906958 = -1529918.752641 nChanged 1 SP:Iteration 52Q (211.347174 sec): 3 clusters Score: Raw -1533036.730139 + Penalty 3117.906958 = -1529918.823181 nChanged 0 SP:Iteration 53F (211.420485 sec): 3 clusters Score: Raw -1533036.730139 + Penalty 3117.906958 = -1529918.823181 nChanged 0 Trying to split cluster 8 (3519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (211.451692 sec): 2 clusters Score: Raw -376769.124572 + Penalty 1326.963972 = -375442.160600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (211.507813 sec): 3 clusters Score: Raw -374992.472092 + Penalty 2653.927945 = -372338.544148 nChanged 1397 SP:Iteration 1F (211.559608 sec): 3 clusters Score: Raw -375820.412927 + Penalty 2653.927945 = -373166.484982 nChanged 249 SP:Iteration 2F (211.610242 sec): 3 clusters Score: Raw -375991.314341 + Penalty 2653.927945 = -373337.386396 nChanged 179 SP:Iteration 3F (211.669516 sec): 3 clusters Score: Raw -376099.208939 + Penalty 2653.927945 = -373445.280995 nChanged 141 SP:Iteration 4Q (211.717887 sec): 3 clusters Score: Raw -376164.949359 + Penalty 2653.927945 = -373511.021414 nChanged 105 SP:Iteration 5Q (211.764995 sec): 3 clusters Score: Raw -376210.153883 + Penalty 2653.927945 = -373556.225939 nChanged 81 SP:Iteration 6Q (211.823313 sec): 3 clusters Score: Raw -376247.186070 + Penalty 2653.927945 = -373593.258125 nChanged 67 SP:Iteration 7Q (211.878543 sec): 3 clusters Score: Raw -376274.776104 + Penalty 2653.927945 = -373620.848159 nChanged 59 SP:Iteration 8Q (211.927025 sec): 3 clusters Score: Raw -376299.393763 + Penalty 2653.927945 = -373645.465818 nChanged 53 SP:Iteration 9Q (211.973814 sec): 3 clusters Score: Raw -376322.147387 + Penalty 2653.927945 = -373668.219443 nChanged 46 SP:Iteration 10Q (212.020594 sec): 3 clusters Score: Raw -376340.626167 + Penalty 2653.927945 = -373686.698222 nChanged 52 SP:Iteration 11Q (212.079048 sec): 3 clusters Score: Raw -376361.154678 + Penalty 2653.927945 = -373707.226733 nChanged 38 SP:Iteration 12Q (212.127480 sec): 3 clusters Score: Raw -376374.834627 + Penalty 2653.927945 = -373720.906682 nChanged 34 SP:Iteration 13Q (212.171459 sec): 3 clusters Score: Raw -376388.332355 + Penalty 2653.927945 = -373734.404410 nChanged 35 SP:Iteration 14Q (212.223474 sec): 3 clusters Score: Raw -376404.434107 + Penalty 2653.927945 = -373750.506162 nChanged 47 SP:Iteration 15Q (212.274883 sec): 3 clusters Score: Raw -376426.515477 + Penalty 2653.927945 = -373772.587533 nChanged 53 SP:Iteration 16Q (212.325769 sec): 3 clusters Score: Raw -376450.282497 + Penalty 2653.927945 = -373796.354552 nChanged 55 SP:Iteration 17Q (212.379499 sec): 3 clusters Score: Raw -376473.832725 + Penalty 2653.927945 = -373819.904781 nChanged 43 SP:Iteration 18Q (212.442993 sec): 3 clusters Score: Raw -376491.100612 + Penalty 2653.927945 = -373837.172668 nChanged 40 SP:Iteration 19Q (212.498601 sec): 3 clusters Score: Raw -376512.631773 + Penalty 2653.927945 = -373858.703829 nChanged 42 SP:Iteration 20F (212.545308 sec): 3 clusters Score: Raw -376528.583073 + Penalty 2653.927945 = -373874.655128 nChanged 40 SP:Iteration 21Q (212.585025 sec): 3 clusters Score: Raw -376548.644892 + Penalty 2653.927945 = -373894.716947 nChanged 47 SP:Iteration 22Q (212.624015 sec): 3 clusters Score: Raw -376570.922501 + Penalty 2653.927945 = -373916.994556 nChanged 48 SP:Iteration 23Q (212.674127 sec): 3 clusters Score: Raw -376595.132158 + Penalty 2653.927945 = -373941.204213 nChanged 45 SP:Iteration 24Q (212.720853 sec): 3 clusters Score: Raw -376617.504194 + Penalty 2653.927945 = -373963.576250 nChanged 58 SP:Iteration 25Q (212.767750 sec): 3 clusters Score: Raw -376648.408056 + Penalty 2653.927945 = -373994.480112 nChanged 58 SP:Iteration 26Q (212.818521 sec): 3 clusters Score: Raw -376680.021356 + Penalty 2653.927945 = -374026.093411 nChanged 56 SP:Iteration 27Q (212.875322 sec): 3 clusters Score: Raw -376713.489340 + Penalty 2653.927945 = -374059.561395 nChanged 60 SP:Iteration 28Q (212.925639 sec): 3 clusters Score: Raw -376752.431303 + Penalty 2653.927945 = -374098.503358 nChanged 74 SP:Iteration 29Q (212.990113 sec): 3 clusters Score: Raw -376798.248905 + Penalty 2653.927945 = -374144.320961 nChanged 68 SP:Iteration 30Q (213.039857 sec): 3 clusters Score: Raw -376843.235952 + Penalty 2653.927945 = -374189.308007 nChanged 69 SP:Iteration 31Q (213.077508 sec): 3 clusters Score: Raw -376900.578614 + Penalty 2653.927945 = -374246.650669 nChanged 84 SP:Iteration 32Q (213.138321 sec): 3 clusters Score: Raw -376974.142792 + Penalty 2653.927945 = -374320.214847 nChanged 92 SP:Iteration 33Q (213.199204 sec): 3 clusters Score: Raw -377066.752215 + Penalty 2653.927945 = -374412.824270 nChanged 94 SP:Iteration 34Q (213.250695 sec): 3 clusters Score: Raw -377162.391355 + Penalty 2653.927945 = -374508.463411 nChanged 88 SP:Iteration 35Q (213.305217 sec): 3 clusters Score: Raw -377246.195622 + Penalty 2653.927945 = -374592.267677 nChanged 71 SP:Iteration 36Q (213.350776 sec): 3 clusters Score: Raw -377329.198236 + Penalty 2653.927945 = -374675.270291 nChanged 68 SP:Iteration 37Q (213.390944 sec): 3 clusters Score: Raw -377398.622326 + Penalty 2653.927945 = -374744.694382 nChanged 56 SP:Iteration 38Q (213.449217 sec): 3 clusters Score: Raw -377442.380095 + Penalty 2653.927945 = -374788.452150 nChanged 40 SP:Iteration 39Q (213.506380 sec): 3 clusters Score: Raw -377463.038096 + Penalty 2653.927945 = -374809.110151 nChanged 26 SP:Iteration 40F (213.562584 sec): 3 clusters Score: Raw -377475.047013 + Penalty 2653.927945 = -374821.119068 nChanged 12 SP:Iteration 41Q (213.614755 sec): 3 clusters Score: Raw -377478.963737 + Penalty 2653.927945 = -374825.035792 nChanged 12 SP:Iteration 42Q (213.668681 sec): 3 clusters Score: Raw -377483.757649 + Penalty 2653.927945 = -374829.829704 nChanged 12 SP:Iteration 43Q (213.724060 sec): 3 clusters Score: Raw -377488.600015 + Penalty 2653.927945 = -374834.672070 nChanged 6 SP:Iteration 44Q (213.778277 sec): 3 clusters Score: Raw -377490.084690 + Penalty 2653.927945 = -374836.156745 nChanged 3 SP:Iteration 45Q (213.820973 sec): 3 clusters Score: Raw -377490.923290 + Penalty 2653.927945 = -374836.995345 nChanged 5 SP:Iteration 46Q (213.880386 sec): 3 clusters Score: Raw -377492.275295 + Penalty 2653.927945 = -374838.347351 nChanged 5 SP:Iteration 47Q (213.929568 sec): 3 clusters Score: Raw -377493.698560 + Penalty 2653.927945 = -374839.770616 nChanged 7 SP:Iteration 48Q (213.993960 sec): 3 clusters Score: Raw -377495.022033 + Penalty 2653.927945 = -374841.094088 nChanged 2 SP:Iteration 49Q (214.043745 sec): 3 clusters Score: Raw -377495.571512 + Penalty 2653.927945 = -374841.643567 nChanged 0 SP:Iteration 50F (214.099799 sec): 3 clusters Score: Raw -377495.571512 + Penalty 2653.927945 = -374841.643567 nChanged 0 Trying to split cluster 9 (4401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.119693 sec): 2 clusters Score: Raw -464507.152392 + Penalty 1363.307898 = -463143.844494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.176927 sec): 3 clusters Score: Raw -462244.332112 + Penalty 2726.615797 = -459517.716315 nChanged 1738 SP:Iteration 1F (214.236494 sec): 3 clusters Score: Raw -463220.710932 + Penalty 2726.615797 = -460494.095135 nChanged 345 SP:Iteration 2F (214.282174 sec): 3 clusters Score: Raw -463469.177046 + Penalty 2726.615797 = -460742.561249 nChanged 290 SP:Iteration 3F (214.340739 sec): 3 clusters Score: Raw -463684.899851 + Penalty 2726.615797 = -460958.284055 nChanged 259 SP:Iteration 4F (214.397393 sec): 3 clusters Score: Raw -463882.010795 + Penalty 2726.615797 = -461155.394999 nChanged 249 SP:Iteration 5F (214.453841 sec): 3 clusters Score: Raw -464050.649834 + Penalty 2726.615797 = -461324.034037 nChanged 227 SP:Iteration 6F (214.510992 sec): 3 clusters Score: Raw -464214.067890 + Penalty 2726.615797 = -461487.452093 nChanged 198 SP:Iteration 7Q (214.577594 sec): 3 clusters Score: Raw -464353.293386 + Penalty 2726.615797 = -461626.677589 nChanged 170 SP:Iteration 8Q (214.631340 sec): 3 clusters Score: Raw -464493.650354 + Penalty 2726.615797 = -461767.034558 nChanged 145 SP:Iteration 9Q (214.676468 sec): 3 clusters Score: Raw -464615.450001 + Penalty 2726.615797 = -461888.834204 nChanged 114 SP:Iteration 10Q (214.741434 sec): 3 clusters Score: Raw -464692.469343 + Penalty 2726.615797 = -461965.853546 nChanged 72 SP:Iteration 11Q (214.786285 sec): 3 clusters Score: Raw -464731.755966 + Penalty 2726.615797 = -462005.140169 nChanged 57 SP:Iteration 12Q (214.841557 sec): 3 clusters Score: Raw -464768.287985 + Penalty 2726.615797 = -462041.672188 nChanged 37 SP:Iteration 13Q (214.895125 sec): 3 clusters Score: Raw -464785.753187 + Penalty 2726.615797 = -462059.137390 nChanged 32 SP:Iteration 14Q (214.955691 sec): 3 clusters Score: Raw -464799.988320 + Penalty 2726.615797 = -462073.372523 nChanged 19 SP:Iteration 15Q (215.004639 sec): 3 clusters Score: Raw -464807.998549 + Penalty 2726.615797 = -462081.382752 nChanged 18 SP:Iteration 16Q (215.059426 sec): 3 clusters Score: Raw -464817.584329 + Penalty 2726.615797 = -462090.968532 nChanged 17 SP:Iteration 17Q (215.117026 sec): 3 clusters Score: Raw -464823.813856 + Penalty 2726.615797 = -462097.198059 nChanged 14 SP:Iteration 18Q (215.173086 sec): 3 clusters Score: Raw -464829.377316 + Penalty 2726.615797 = -462102.761520 nChanged 10 SP:Iteration 19Q (215.236602 sec): 3 clusters Score: Raw -464832.774609 + Penalty 2726.615797 = -462106.158813 nChanged 10 SP:Iteration 20F (215.292823 sec): 3 clusters Score: Raw -464837.976343 + Penalty 2726.615797 = -462111.360547 nChanged 12 SP:Iteration 21Q (215.337145 sec): 3 clusters Score: Raw -464842.880842 + Penalty 2726.615797 = -462116.265046 nChanged 10 SP:Iteration 22Q (215.394351 sec): 3 clusters Score: Raw -464846.804014 + Penalty 2726.615797 = -462120.188217 nChanged 9 SP:Iteration 23Q (215.464308 sec): 3 clusters Score: Raw -464851.357902 + Penalty 2726.615797 = -462124.742105 nChanged 12 SP:Iteration 24Q (215.514091 sec): 3 clusters Score: Raw -464856.952225 + Penalty 2726.615797 = -462130.336428 nChanged 7 SP:Iteration 25Q (215.559835 sec): 3 clusters Score: Raw -464859.070069 + Penalty 2726.615797 = -462132.454272 nChanged 4 SP:Iteration 26Q (215.623793 sec): 3 clusters Score: Raw -464860.018844 + Penalty 2726.615797 = -462133.403047 nChanged 3 SP:Iteration 27Q (215.669382 sec): 3 clusters Score: Raw -464860.743425 + Penalty 2726.615797 = -462134.127628 nChanged 2 SP:Iteration 28Q (215.729339 sec): 3 clusters Score: Raw -464861.038896 + Penalty 2726.615797 = -462134.423100 nChanged 2 SP:Iteration 29Q (215.773923 sec): 3 clusters Score: Raw -464861.425464 + Penalty 2726.615797 = -462134.809667 nChanged 3 SP:Iteration 30Q (215.840970 sec): 3 clusters Score: Raw -464862.234732 + Penalty 2726.615797 = -462135.618936 nChanged 1 SP:Iteration 31Q (215.892638 sec): 3 clusters Score: Raw -464862.361948 + Penalty 2726.615797 = -462135.746152 nChanged 0 SP:Iteration 32F (215.942089 sec): 3 clusters Score: Raw -464862.361948 + Penalty 2726.615797 = -462135.746152 nChanged 0 Trying to split cluster 12 (8327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (215.989462 sec): 2 clusters Score: Raw -890638.311205 + Penalty 1466.929511 = -889171.381695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.051300 sec): 3 clusters Score: Raw -886075.983869 + Penalty 2933.859021 = -883142.124848 nChanged 3500 SP:Iteration 1F (216.110793 sec): 3 clusters Score: Raw -887928.874868 + Penalty 2933.859021 = -884995.015847 nChanged 522 SP:Iteration 2F (216.173889 sec): 3 clusters Score: Raw -888156.760278 + Penalty 2933.859021 = -885222.901257 nChanged 430 SP:Iteration 3F (216.240566 sec): 3 clusters Score: Raw -888356.691396 + Penalty 2933.859021 = -885422.832375 nChanged 397 SP:Iteration 4Q (216.289642 sec): 3 clusters Score: Raw -888557.929085 + Penalty 2933.859021 = -885624.070064 nChanged 422 SP:Iteration 5F (216.364495 sec): 3 clusters Score: Raw -888782.891839 + Penalty 2933.859021 = -885849.032818 nChanged 406 SP:Iteration 6Q (216.422676 sec): 3 clusters Score: Raw -889014.875273 + Penalty 2933.859021 = -886081.016252 nChanged 408 SP:Iteration 7Q (216.487768 sec): 3 clusters Score: Raw -889273.780488 + Penalty 2933.859021 = -886339.921467 nChanged 396 SP:Iteration 8Q (216.538705 sec): 3 clusters Score: Raw -889537.541863 + Penalty 2933.859021 = -886603.682842 nChanged 346 SP:Iteration 9Q (216.605431 sec): 3 clusters Score: Raw -889771.907443 + Penalty 2933.859021 = -886838.048422 nChanged 318 SP:Iteration 10Q (216.667347 sec): 3 clusters Score: Raw -889994.448681 + Penalty 2933.859021 = -887060.589660 nChanged 271 SP:Iteration 11Q (216.718766 sec): 3 clusters Score: Raw -890175.668074 + Penalty 2933.859021 = -887241.809053 nChanged 225 SP:Iteration 12Q (216.785914 sec): 3 clusters Score: Raw -890308.496077 + Penalty 2933.859021 = -887374.637056 nChanged 169 SP:Iteration 13Q (216.854916 sec): 3 clusters Score: Raw -890384.747490 + Penalty 2933.859021 = -887450.888469 nChanged 129 SP:Iteration 14Q (216.912567 sec): 3 clusters Score: Raw -890435.101021 + Penalty 2933.859021 = -887501.242000 nChanged 80 SP:Iteration 15Q (216.979148 sec): 3 clusters Score: Raw -890458.559706 + Penalty 2933.859021 = -887524.700684 nChanged 78 SP:Iteration 16Q (217.028807 sec): 3 clusters Score: Raw -890484.593251 + Penalty 2933.859021 = -887550.734230 nChanged 79 SP:Iteration 17Q (217.089714 sec): 3 clusters Score: Raw -890511.910222 + Penalty 2933.859021 = -887578.051201 nChanged 67 SP:Iteration 18Q (217.148602 sec): 3 clusters Score: Raw -890535.174645 + Penalty 2933.859021 = -887601.315624 nChanged 55 SP:Iteration 19Q (217.210600 sec): 3 clusters Score: Raw -890557.507629 + Penalty 2933.859021 = -887623.648608 nChanged 54 SP:Iteration 20F (217.282763 sec): 3 clusters Score: Raw -890578.815161 + Penalty 2933.859021 = -887644.956140 nChanged 56 SP:Iteration 21Q (217.340919 sec): 3 clusters Score: Raw -890597.590850 + Penalty 2933.859021 = -887663.731829 nChanged 41 SP:Iteration 22Q (217.395391 sec): 3 clusters Score: Raw -890608.140077 + Penalty 2933.859021 = -887674.281056 nChanged 37 SP:Iteration 23Q (217.454083 sec): 3 clusters Score: Raw -890617.545136 + Penalty 2933.859021 = -887683.686115 nChanged 33 SP:Iteration 24Q (217.512273 sec): 3 clusters Score: Raw -890626.047625 + Penalty 2933.859021 = -887692.188604 nChanged 36 SP:Iteration 25Q (217.570003 sec): 3 clusters Score: Raw -890634.947891 + Penalty 2933.859021 = -887701.088870 nChanged 28 SP:Iteration 26Q (217.616602 sec): 3 clusters Score: Raw -890641.161237 + Penalty 2933.859021 = -887707.302216 nChanged 25 SP:Iteration 27Q (217.676647 sec): 3 clusters Score: Raw -890646.124769 + Penalty 2933.859021 = -887712.265748 nChanged 18 SP:Iteration 28Q (217.730456 sec): 3 clusters Score: Raw -890650.094833 + Penalty 2933.859021 = -887716.235812 nChanged 18 SP:Iteration 29Q (217.789352 sec): 3 clusters Score: Raw -890653.602346 + Penalty 2933.859021 = -887719.743325 nChanged 24 SP:Iteration 30Q (217.851699 sec): 3 clusters Score: Raw -890658.741020 + Penalty 2933.859021 = -887724.881999 nChanged 23 SP:Iteration 31Q (217.900701 sec): 3 clusters Score: Raw -890665.714361 + Penalty 2933.859021 = -887731.855340 nChanged 28 SP:Iteration 32Q (217.958682 sec): 3 clusters Score: Raw -890672.094170 + Penalty 2933.859021 = -887738.235149 nChanged 22 SP:Iteration 33Q (218.009546 sec): 3 clusters Score: Raw -890676.752905 + Penalty 2933.859021 = -887742.893884 nChanged 18 SP:Iteration 34Q (218.066964 sec): 3 clusters Score: Raw -890681.731434 + Penalty 2933.859021 = -887747.872413 nChanged 27 SP:Iteration 35Q (218.130191 sec): 3 clusters Score: Raw -890688.941506 + Penalty 2933.859021 = -887755.082485 nChanged 26 SP:Iteration 36Q (218.189236 sec): 3 clusters Score: Raw -890695.990480 + Penalty 2933.859021 = -887762.131459 nChanged 29 SP:Iteration 37Q (218.241634 sec): 3 clusters Score: Raw -890702.705165 + Penalty 2933.859021 = -887768.846143 nChanged 20 SP:Iteration 38Q (218.308909 sec): 3 clusters Score: Raw -890707.701477 + Penalty 2933.859021 = -887773.842456 nChanged 15 SP:Iteration 39Q (218.360043 sec): 3 clusters Score: Raw -890711.508123 + Penalty 2933.859021 = -887777.649102 nChanged 13 SP:Iteration 40F (218.424845 sec): 3 clusters Score: Raw -890714.723931 + Penalty 2933.859021 = -887780.864910 nChanged 11 SP:Iteration 41Q (218.489507 sec): 3 clusters Score: Raw -890716.410837 + Penalty 2933.859021 = -887782.551816 nChanged 3 SP:Iteration 42Q (218.539437 sec): 3 clusters Score: Raw -890716.876318 + Penalty 2933.859021 = -887783.017297 nChanged 4 SP:Iteration 43Q (218.612416 sec): 3 clusters Score: Raw -890717.699769 + Penalty 2933.859021 = -887783.840748 nChanged 3 SP:Iteration 44Q (218.672645 sec): 3 clusters Score: Raw -890718.037682 + Penalty 2933.859021 = -887784.178661 nChanged 2 SP:Iteration 45Q (218.723444 sec): 3 clusters Score: Raw -890718.293292 + Penalty 2933.859021 = -887784.434271 nChanged 0 SP:Iteration 46F (218.789882 sec): 3 clusters Score: Raw -890718.293292 + Penalty 2933.859021 = -887784.434271 nChanged 0 Trying to split cluster 13 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (218.811881 sec): 2 clusters Score: Raw -16896.121663 + Penalty 926.322081 = -15969.799582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (218.848179 sec): 3 clusters Score: Raw -17029.016375 + Penalty 1852.644161 = -15176.372214 nChanged 85 SP:Iteration 1F (218.890871 sec): 3 clusters Score: Raw -17222.257293 + Penalty 1852.644161 = -15369.613132 nChanged 25 SP:Iteration 2F (218.936912 sec): 3 clusters Score: Raw -17268.980109 + Penalty 1852.644161 = -15416.335947 nChanged 4 SP:Iteration 3Q (218.979313 sec): 3 clusters Score: Raw -17290.934228 + Penalty 1852.644161 = -15438.290067 nChanged 4 SP:Iteration 4Q (219.023760 sec): 3 clusters Score: Raw -17310.987979 + Penalty 1852.644161 = -15458.343818 nChanged 4 SP:Iteration 5Q (219.069272 sec): 3 clusters Score: Raw -17340.513222 + Penalty 1852.644161 = -15487.869061 nChanged 5 SP:Iteration 6Q (219.113321 sec): 3 clusters Score: Raw -17348.349885 + Penalty 1852.644161 = -15495.705723 nChanged 5 SP:Iteration 7Q (219.163893 sec): 3 clusters Score: Raw -17368.532650 + Penalty 1852.644161 = -15515.888489 nChanged 7 SP:Iteration 8Q (219.204911 sec): 3 clusters Score: Raw -17385.145282 + Penalty 1852.644161 = -15532.501121 nChanged 3 SP:Iteration 9Q (219.254964 sec): 3 clusters Score: Raw -17392.610820 + Penalty 1852.644161 = -15539.966658 nChanged 1 SP:Iteration 10Q (219.299418 sec): 3 clusters Score: Raw -17393.242494 + Penalty 1852.644161 = -15540.598333 nChanged 0 SP:Iteration 11F (219.347706 sec): 3 clusters Score: Raw -17394.477417 + Penalty 1852.644161 = -15541.833256 nChanged 1 SP:Iteration 12Q (219.397655 sec): 3 clusters Score: Raw -17411.474753 + Penalty 1852.644161 = -15558.830592 nChanged 4 SP:Iteration 13Q (219.443007 sec): 3 clusters Score: Raw -17419.162792 + Penalty 1852.644161 = -15566.518630 nChanged 4 SP:Iteration 14Q (219.491975 sec): 3 clusters Score: Raw -17422.917208 + Penalty 1852.644161 = -15570.273046 nChanged 5 SP:Iteration 15Q (219.539637 sec): 3 clusters Score: Raw -17428.946998 + Penalty 1852.644161 = -15576.302837 nChanged 4 SP:Iteration 16Q (219.588523 sec): 3 clusters Score: Raw -17445.431480 + Penalty 1852.644161 = -15592.787319 nChanged 8 SP:Iteration 17Q (219.641807 sec): 3 clusters Score: Raw -17492.042820 + Penalty 1852.644161 = -15639.398659 nChanged 3 SP:Iteration 18Q (219.677291 sec): 3 clusters Score: Raw -17531.532817 + Penalty 1852.644161 = -15678.888656 nChanged 6 SP:Iteration 19Q (219.731376 sec): 3 clusters Score: Raw -17579.040711 + Penalty 1852.644161 = -15726.396549 nChanged 5 SP:Iteration 20F (219.769041 sec): 3 clusters Score: Raw -17585.963730 + Penalty 1852.644161 = -15733.319568 nChanged 4 SP:Iteration 21Q (219.817574 sec): 3 clusters Score: Raw -17618.677581 + Penalty 1852.644161 = -15766.033420 nChanged 3 SP:Iteration 22Q (219.855063 sec): 3 clusters Score: Raw -17628.765648 + Penalty 1852.644161 = -15776.121487 nChanged 4 SP:Iteration 23Q (219.909969 sec): 3 clusters Score: Raw -17661.398208 + Penalty 1852.644161 = -15808.754047 nChanged 0 SP:Iteration 24F (219.967409 sec): 3 clusters Score: Raw -17661.398208 + Penalty 1852.644161 = -15808.754047 nChanged 0 Trying to split cluster 14 (4029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.999673 sec): 2 clusters Score: Raw -433806.973009 + Penalty 1348.956941 = -432458.016068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.057322 sec): 3 clusters Score: Raw -431784.019317 + Penalty 2697.913883 = -429086.105435 nChanged 1582 SP:Iteration 1F (220.110283 sec): 3 clusters Score: Raw -432643.622662 + Penalty 2697.913883 = -429945.708779 nChanged 294 SP:Iteration 2F (220.161208 sec): 3 clusters Score: Raw -432797.325620 + Penalty 2697.913883 = -430099.411737 nChanged 189 SP:Iteration 3Q (220.209851 sec): 3 clusters Score: Raw -432884.889024 + Penalty 2697.913883 = -430186.975141 nChanged 138 SP:Iteration 4Q (220.278594 sec): 3 clusters Score: Raw -432945.465049 + Penalty 2697.913883 = -430247.551166 nChanged 109 SP:Iteration 5Q (220.321093 sec): 3 clusters Score: Raw -432988.464377 + Penalty 2697.913883 = -430290.550495 nChanged 85 SP:Iteration 6Q (220.377468 sec): 3 clusters Score: Raw -433023.124872 + Penalty 2697.913883 = -430325.210989 nChanged 74 SP:Iteration 7Q (220.425630 sec): 3 clusters Score: Raw -433053.320447 + Penalty 2697.913883 = -430355.406564 nChanged 73 SP:Iteration 8Q (220.482263 sec): 3 clusters Score: Raw -433081.361998 + Penalty 2697.913883 = -430383.448115 nChanged 60 SP:Iteration 9Q (220.536684 sec): 3 clusters Score: Raw -433107.249482 + Penalty 2697.913883 = -430409.335600 nChanged 56 SP:Iteration 10Q (220.594003 sec): 3 clusters Score: Raw -433125.761057 + Penalty 2697.913883 = -430427.847174 nChanged 47 SP:Iteration 11Q (220.634825 sec): 3 clusters Score: Raw -433140.623948 + Penalty 2697.913883 = -430442.710065 nChanged 49 SP:Iteration 12Q (220.691561 sec): 3 clusters Score: Raw -433155.586337 + Penalty 2697.913883 = -430457.672455 nChanged 44 SP:Iteration 13Q (220.750355 sec): 3 clusters Score: Raw -433169.307144 + Penalty 2697.913883 = -430471.393262 nChanged 49 SP:Iteration 14Q (220.802403 sec): 3 clusters Score: Raw -433187.860187 + Penalty 2697.913883 = -430489.946304 nChanged 50 SP:Iteration 15Q (220.852453 sec): 3 clusters Score: Raw -433209.722630 + Penalty 2697.913883 = -430511.808747 nChanged 55 SP:Iteration 16Q (220.909348 sec): 3 clusters Score: Raw -433230.847480 + Penalty 2697.913883 = -430532.933597 nChanged 44 SP:Iteration 17Q (220.950021 sec): 3 clusters Score: Raw -433252.027908 + Penalty 2697.913883 = -430554.114025 nChanged 61 SP:Iteration 18Q (220.998681 sec): 3 clusters Score: Raw -433282.885032 + Penalty 2697.913883 = -430584.971149 nChanged 67 SP:Iteration 19Q (221.050792 sec): 3 clusters Score: Raw -433313.392468 + Penalty 2697.913883 = -430615.478586 nChanged 71 SP:Iteration 20F (221.095181 sec): 3 clusters Score: Raw -433351.767934 + Penalty 2697.913883 = -430653.854051 nChanged 74 SP:Iteration 21Q (221.156503 sec): 3 clusters Score: Raw -433389.372232 + Penalty 2697.913883 = -430691.458350 nChanged 67 SP:Iteration 22Q (221.213494 sec): 3 clusters Score: Raw -433426.076259 + Penalty 2697.913883 = -430728.162376 nChanged 67 SP:Iteration 23Q (221.264994 sec): 3 clusters Score: Raw -433464.739848 + Penalty 2697.913883 = -430766.825966 nChanged 67 SP:Iteration 24Q (221.308920 sec): 3 clusters Score: Raw -433503.402541 + Penalty 2697.913883 = -430805.488659 nChanged 61 SP:Iteration 25Q (221.356287 sec): 3 clusters Score: Raw -433540.242819 + Penalty 2697.913883 = -430842.328937 nChanged 79 SP:Iteration 26Q (221.410890 sec): 3 clusters Score: Raw -433584.933173 + Penalty 2697.913883 = -430887.019291 nChanged 84 SP:Iteration 27Q (221.464409 sec): 3 clusters Score: Raw -433633.950555 + Penalty 2697.913883 = -430936.036672 nChanged 73 SP:Iteration 28Q (221.518476 sec): 3 clusters Score: Raw -433673.572568 + Penalty 2697.913883 = -430975.658685 nChanged 47 SP:Iteration 29Q (221.575839 sec): 3 clusters Score: Raw -433701.158823 + Penalty 2697.913883 = -431003.244941 nChanged 49 SP:Iteration 30Q (221.630473 sec): 3 clusters Score: Raw -433735.737431 + Penalty 2697.913883 = -431037.823548 nChanged 43 SP:Iteration 31Q (221.687129 sec): 3 clusters Score: Raw -433765.645963 + Penalty 2697.913883 = -431067.732080 nChanged 41 SP:Iteration 32Q (221.742554 sec): 3 clusters Score: Raw -433791.669954 + Penalty 2697.913883 = -431093.756071 nChanged 42 SP:Iteration 33Q (221.784533 sec): 3 clusters Score: Raw -433815.402459 + Penalty 2697.913883 = -431117.488576 nChanged 29 SP:Iteration 34Q (221.837096 sec): 3 clusters Score: Raw -433834.009504 + Penalty 2697.913883 = -431136.095622 nChanged 24 SP:Iteration 35Q (221.889702 sec): 3 clusters Score: Raw -433853.773579 + Penalty 2697.913883 = -431155.859696 nChanged 29 SP:Iteration 36Q (221.946929 sec): 3 clusters Score: Raw -433875.542420 + Penalty 2697.913883 = -431177.628537 nChanged 29 SP:Iteration 37Q (222.004217 sec): 3 clusters Score: Raw -433894.312555 + Penalty 2697.913883 = -431196.398672 nChanged 22 SP:Iteration 38Q (222.049532 sec): 3 clusters Score: Raw -433906.525043 + Penalty 2697.913883 = -431208.611161 nChanged 19 SP:Iteration 39Q (222.109735 sec): 3 clusters Score: Raw -433920.933864 + Penalty 2697.913883 = -431223.019981 nChanged 19 SP:Iteration 40F (222.172909 sec): 3 clusters Score: Raw -433932.744847 + Penalty 2697.913883 = -431234.830964 nChanged 11 SP:Iteration 41Q (222.205024 sec): 3 clusters Score: Raw -433938.316269 + Penalty 2697.913883 = -431240.402386 nChanged 13 SP:Iteration 42Q (222.255937 sec): 3 clusters Score: Raw -433945.394548 + Penalty 2697.913883 = -431247.480665 nChanged 10 SP:Iteration 43Q (222.306037 sec): 3 clusters Score: Raw -433953.496325 + Penalty 2697.913883 = -431255.582442 nChanged 12 SP:Iteration 44Q (222.368565 sec): 3 clusters Score: Raw -433961.316814 + Penalty 2697.913883 = -431263.402931 nChanged 16 SP:Iteration 45Q (222.410222 sec): 3 clusters Score: Raw -433967.667635 + Penalty 2697.913883 = -431269.753753 nChanged 18 SP:Iteration 46Q (222.449972 sec): 3 clusters Score: Raw -433975.164887 + Penalty 2697.913883 = -431277.251004 nChanged 10 SP:Iteration 47Q (222.495986 sec): 3 clusters Score: Raw -433978.490909 + Penalty 2697.913883 = -431280.577027 nChanged 7 SP:Iteration 48Q (222.540083 sec): 3 clusters Score: Raw -433981.154053 + Penalty 2697.913883 = -431283.240170 nChanged 8 SP:Iteration 49Q (222.594198 sec): 3 clusters Score: Raw -433984.865522 + Penalty 2697.913883 = -431286.951639 nChanged 10 SP:Iteration 50Q (222.649710 sec): 3 clusters Score: Raw -433991.835320 + Penalty 2697.913883 = -431293.921437 nChanged 11 SP:Iteration 51Q (222.693356 sec): 3 clusters Score: Raw -434000.278915 + Penalty 2697.913883 = -431302.365032 nChanged 13 SP:Iteration 52Q (222.749502 sec): 3 clusters Score: Raw -434010.212507 + Penalty 2697.913883 = -431312.298625 nChanged 15 SP:Iteration 53Q (222.796560 sec): 3 clusters Score: Raw -434019.169201 + Penalty 2697.913883 = -431321.255318 nChanged 8 SP:Iteration 54Q (222.850483 sec): 3 clusters Score: Raw -434023.780198 + Penalty 2697.913883 = -431325.866316 nChanged 8 SP:Iteration 55Q (222.905479 sec): 3 clusters Score: Raw -434027.085121 + Penalty 2697.913883 = -431329.171239 nChanged 2 SP:Iteration 56Q (222.962158 sec): 3 clusters Score: Raw -434027.675127 + Penalty 2697.913883 = -431329.761245 nChanged 3 SP:Iteration 57Q (223.016897 sec): 3 clusters Score: Raw -434030.074237 + Penalty 2697.913883 = -431332.160354 nChanged 5 SP:Iteration 58Q (223.066849 sec): 3 clusters Score: Raw -434034.857310 + Penalty 2697.913883 = -431336.943427 nChanged 3 SP:Iteration 59Q (223.113213 sec): 3 clusters Score: Raw -434037.766279 + Penalty 2697.913883 = -431339.852396 nChanged 8 SP:Iteration 60F (223.168180 sec): 3 clusters Score: Raw -434042.902836 + Penalty 2697.913883 = -431344.988954 nChanged 6 SP:Iteration 61Q (223.222808 sec): 3 clusters Score: Raw -434046.389210 + Penalty 2697.913883 = -431348.475328 nChanged 4 SP:Iteration 62Q (223.274769 sec): 3 clusters Score: Raw -434047.956525 + Penalty 2697.913883 = -431350.042642 nChanged 0 SP:Iteration 63F (223.342136 sec): 3 clusters Score: Raw -434047.956525 + Penalty 2697.913883 = -431350.042642 nChanged 0 Trying to split cluster 19 (7644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (223.376721 sec): 2 clusters Score: Raw -805597.327937 + Penalty 1453.022400 = -804144.305537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (223.436114 sec): 3 clusters Score: Raw -801382.764210 + Penalty 2906.044799 = -798476.719411 nChanged 3268 SP:Iteration 1F (223.499506 sec): 3 clusters Score: Raw -803197.427235 + Penalty 2906.044799 = -800291.382435 nChanged 536 SP:Iteration 2F (223.549566 sec): 3 clusters Score: Raw -803508.177954 + Penalty 2906.044799 = -800602.133155 nChanged 468 SP:Iteration 3F (223.623454 sec): 3 clusters Score: Raw -803809.171767 + Penalty 2906.044799 = -800903.126967 nChanged 412 SP:Iteration 4F (223.673986 sec): 3 clusters Score: Raw -804067.799924 + Penalty 2906.044799 = -801161.755125 nChanged 408 SP:Iteration 5F (223.731362 sec): 3 clusters Score: Raw -804386.566183 + Penalty 2906.044799 = -801480.521384 nChanged 439 SP:Iteration 6F (223.802385 sec): 3 clusters Score: Raw -804815.113711 + Penalty 2906.044799 = -801909.068912 nChanged 476 SP:Iteration 7F (223.858275 sec): 3 clusters Score: Raw -805358.957686 + Penalty 2906.044799 = -802452.912887 nChanged 481 SP:Iteration 8F (223.920701 sec): 3 clusters Score: Raw -806045.800566 + Penalty 2906.044799 = -803139.755767 nChanged 467 SP:Iteration 9F (223.971292 sec): 3 clusters Score: Raw -806821.630004 + Penalty 2906.044799 = -803915.585205 nChanged 371 SP:Iteration 10Q (224.033411 sec): 3 clusters Score: Raw -807359.158517 + Penalty 2906.044799 = -804453.113718 nChanged 253 SP:Iteration 11Q (224.094047 sec): 3 clusters Score: Raw -807597.300262 + Penalty 2906.044799 = -804691.255463 nChanged 157 SP:Iteration 12Q (224.154249 sec): 3 clusters Score: Raw -807696.770750 + Penalty 2906.044799 = -804790.725950 nChanged 116 SP:Iteration 13Q (224.213058 sec): 3 clusters Score: Raw -807763.566974 + Penalty 2906.044799 = -804857.522175 nChanged 85 SP:Iteration 14Q (224.275494 sec): 3 clusters Score: Raw -807802.016862 + Penalty 2906.044799 = -804895.972063 nChanged 56 SP:Iteration 15Q (224.343311 sec): 3 clusters Score: Raw -807828.716796 + Penalty 2906.044799 = -804922.671997 nChanged 54 SP:Iteration 16Q (224.403349 sec): 3 clusters Score: Raw -807851.097142 + Penalty 2906.044799 = -804945.052343 nChanged 37 SP:Iteration 17Q (224.453497 sec): 3 clusters Score: Raw -807864.603071 + Penalty 2906.044799 = -804958.558272 nChanged 33 SP:Iteration 18Q (224.513923 sec): 3 clusters Score: Raw -807874.528729 + Penalty 2906.044799 = -804968.483929 nChanged 33 SP:Iteration 19Q (224.566728 sec): 3 clusters Score: Raw -807882.891900 + Penalty 2906.044799 = -804976.847101 nChanged 22 SP:Iteration 20F (224.623377 sec): 3 clusters Score: Raw -807887.409399 + Penalty 2906.044799 = -804981.364599 nChanged 20 SP:Iteration 21Q (224.676516 sec): 3 clusters Score: Raw -807892.480857 + Penalty 2906.044799 = -804986.436058 nChanged 14 SP:Iteration 22Q (224.732325 sec): 3 clusters Score: Raw -807896.443879 + Penalty 2906.044799 = -804990.399079 nChanged 20 SP:Iteration 23Q (224.791799 sec): 3 clusters Score: Raw -807903.276459 + Penalty 2906.044799 = -804997.231660 nChanged 18 SP:Iteration 24Q (224.857411 sec): 3 clusters Score: Raw -807907.703913 + Penalty 2906.044799 = -805001.659113 nChanged 13 SP:Iteration 25Q (224.922698 sec): 3 clusters Score: Raw -807912.520097 + Penalty 2906.044799 = -805006.475297 nChanged 24 SP:Iteration 26Q (224.973068 sec): 3 clusters Score: Raw -807918.391214 + Penalty 2906.044799 = -805012.346415 nChanged 18 SP:Iteration 27Q (225.046115 sec): 3 clusters Score: Raw -807921.795720 + Penalty 2906.044799 = -805015.750921 nChanged 13 SP:Iteration 28Q (225.095251 sec): 3 clusters Score: Raw -807924.098399 + Penalty 2906.044799 = -805018.053600 nChanged 11 SP:Iteration 29Q (225.158792 sec): 3 clusters Score: Raw -807925.798836 + Penalty 2906.044799 = -805019.754037 nChanged 10 SP:Iteration 30Q (225.220422 sec): 3 clusters Score: Raw -807927.168437 + Penalty 2906.044799 = -805021.123638 nChanged 11 SP:Iteration 31Q (225.267023 sec): 3 clusters Score: Raw -807928.718125 + Penalty 2906.044799 = -805022.673326 nChanged 12 SP:Iteration 32Q (225.325792 sec): 3 clusters Score: Raw -807930.630501 + Penalty 2906.044799 = -805024.585702 nChanged 9 SP:Iteration 33Q (225.387513 sec): 3 clusters Score: Raw -807933.045832 + Penalty 2906.044799 = -805027.001033 nChanged 10 SP:Iteration 34Q (225.447698 sec): 3 clusters Score: Raw -807934.970337 + Penalty 2906.044799 = -805028.925538 nChanged 12 SP:Iteration 35Q (225.516818 sec): 3 clusters Score: Raw -807937.446112 + Penalty 2906.044799 = -805031.401312 nChanged 17 SP:Iteration 36Q (225.574285 sec): 3 clusters Score: Raw -807940.960777 + Penalty 2906.044799 = -805034.915978 nChanged 13 SP:Iteration 37Q (225.633766 sec): 3 clusters Score: Raw -807943.090285 + Penalty 2906.044799 = -805037.045486 nChanged 15 SP:Iteration 38Q (225.683517 sec): 3 clusters Score: Raw -807945.665691 + Penalty 2906.044799 = -805039.620892 nChanged 19 SP:Iteration 39Q (225.741958 sec): 3 clusters Score: Raw -807950.153562 + Penalty 2906.044799 = -805044.108763 nChanged 15 SP:Iteration 40F (225.808644 sec): 3 clusters Score: Raw -807953.562790 + Penalty 2906.044799 = -805047.517990 nChanged 9 SP:Iteration 41Q (225.867781 sec): 3 clusters Score: Raw -807955.647939 + Penalty 2906.044799 = -805049.603140 nChanged 6 SP:Iteration 42Q (225.921518 sec): 3 clusters Score: Raw -807956.610540 + Penalty 2906.044799 = -805050.565741 nChanged 3 SP:Iteration 43Q (225.990781 sec): 3 clusters Score: Raw -807957.400776 + Penalty 2906.044799 = -805051.355977 nChanged 3 SP:Iteration 44Q (226.051561 sec): 3 clusters Score: Raw -807958.019237 + Penalty 2906.044799 = -805051.974438 nChanged 4 SP:Iteration 45Q (226.098682 sec): 3 clusters Score: Raw -807958.514368 + Penalty 2906.044799 = -805052.469568 nChanged 2 SP:Iteration 46Q (226.170708 sec): 3 clusters Score: Raw -807958.697230 + Penalty 2906.044799 = -805052.652431 nChanged 0 SP:Iteration 47F (226.233924 sec): 3 clusters Score: Raw -807958.697230 + Penalty 2906.044799 = -805052.652431 nChanged 0 Score: Raw -10237875.908695 + Penalty 26158.283962 = -10211717.624733 Splitting cluster 19 changes total score from -10211224.704294 to -10211717.624733 So it's getting split into cluster 10. Iteration 139F (228.554331 sec): 15 clusters Score: Raw -10238109.087531 + Penalty 26158.283962 = -10211950.803569 nChanged 337 Iteration 140F (229.730886 sec): 15 clusters Score: Raw -10238207.313145 + Penalty 26158.283962 = -10212049.029183 nChanged 106 Iteration 141Q (230.372330 sec): 15 clusters Score: Raw -10238229.768363 + Penalty 26158.283962 = -10212071.484401 nChanged 60 Iteration 142Q (231.010727 sec): 15 clusters Score: Raw -10238239.282836 + Penalty 26158.283962 = -10212080.998874 nChanged 32 Iteration 143Q (231.706590 sec): 15 clusters Score: Raw -10238245.487989 + Penalty 26158.283962 = -10212087.204027 nChanged 33 Iteration 144Q (232.417574 sec): 15 clusters Score: Raw -10238251.999884 + Penalty 26158.283962 = -10212093.715922 nChanged 32 Iteration 145Q (233.072787 sec): 15 clusters Score: Raw -10238257.634042 + Penalty 26158.283962 = -10212099.350080 nChanged 16 Iteration 146Q (233.706952 sec): 15 clusters Score: Raw -10238260.021838 + Penalty 26158.283962 = -10212101.737876 nChanged 16 Iteration 147Q (234.410204 sec): 15 clusters Score: Raw -10238262.565594 + Penalty 26158.283962 = -10212104.281632 nChanged 9 Iteration 148Q (235.082211 sec): 15 clusters Score: Raw -10238263.714677 + Penalty 26158.283962 = -10212105.430715 nChanged 11 Iteration 149Q (235.759400 sec): 15 clusters Score: Raw -10238265.113369 + Penalty 26158.283962 = -10212106.829407 nChanged 16 Iteration 150Q (236.505892 sec): 15 clusters Score: Raw -10238267.617190 + Penalty 26158.283962 = -10212109.333228 nChanged 16 Iteration 151Q (237.242045 sec): 15 clusters Score: Raw -10238269.197743 + Penalty 26158.283962 = -10212110.913781 nChanged 10 Iteration 152Q (237.950833 sec): 15 clusters Score: Raw -10238269.904813 + Penalty 26158.283962 = -10212111.620851 nChanged 6 Iteration 153Q (238.605443 sec): 15 clusters Score: Raw -10238270.342688 + Penalty 26158.283962 = -10212112.058726 nChanged 4 Iteration 154Q (239.254855 sec): 15 clusters Score: Raw -10238270.639376 + Penalty 26158.283962 = -10212112.355414 nChanged 3 Iteration 155Q (239.941133 sec): 15 clusters Score: Raw -10238270.850061 + Penalty 26158.283962 = -10212112.566099 nChanged 1 Iteration 156Q (240.618713 sec): 15 clusters Score: Raw -10238271.062789 + Penalty 26158.283962 = -10212112.778827 nChanged 2 Iteration 157Q (241.260993 sec): 15 clusters Score: Raw -10238271.241120 + Penalty 26158.283962 = -10212112.957158 nChanged 1 Iteration 158Q (241.939576 sec): 15 clusters Score: Raw -10238271.325655 + Penalty 26158.283962 = -10212113.041693 nChanged 0 Iteration 159F (243.110090 sec): 15 clusters Score: Raw -10238271.325655 + Penalty 26158.283962 = -10212113.041693 nChanged 0 Compute initial score before splitting: Score: Raw -10238271.325655 + Penalty 26158.283962 = -10212113.041693 Trying to split cluster 1 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (243.151354 sec): 2 clusters Score: Raw -48176.243811 + Penalty 1031.735086 = -47144.508725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (243.190377 sec): 3 clusters Score: Raw -48172.333808 + Penalty 2063.470172 = -46108.863636 nChanged 175 SP:Iteration 1F (243.246133 sec): 3 clusters Score: Raw -48594.691629 + Penalty 2063.470172 = -46531.221457 nChanged 64 SP:Iteration 2F (243.293082 sec): 3 clusters Score: Raw -48759.044785 + Penalty 2063.470172 = -46695.574613 nChanged 38 SP:Iteration 3F (243.353109 sec): 3 clusters Score: Raw -48854.264882 + Penalty 2063.470172 = -46790.794710 nChanged 24 SP:Iteration 4Q (243.399050 sec): 3 clusters Score: Raw -48911.113073 + Penalty 2063.470172 = -46847.642901 nChanged 13 SP:Iteration 5Q (243.440461 sec): 3 clusters Score: Raw -48935.765975 + Penalty 2063.470172 = -46872.295803 nChanged 7 SP:Iteration 6Q (243.490834 sec): 3 clusters Score: Raw -48956.808482 + Penalty 2063.470172 = -46893.338309 nChanged 5 SP:Iteration 7Q (243.540203 sec): 3 clusters Score: Raw -48984.225619 + Penalty 2063.470172 = -46920.755447 nChanged 6 SP:Iteration 8Q (243.587134 sec): 3 clusters Score: Raw -49011.554511 + Penalty 2063.470172 = -46948.084339 nChanged 5 SP:Iteration 9Q (243.640872 sec): 3 clusters Score: Raw -49036.519352 + Penalty 2063.470172 = -46973.049180 nChanged 4 SP:Iteration 10Q (243.685706 sec): 3 clusters Score: Raw -49044.537581 + Penalty 2063.470172 = -46981.067409 nChanged 4 SP:Iteration 11Q (243.742359 sec): 3 clusters Score: Raw -49054.166099 + Penalty 2063.470172 = -46990.695926 nChanged 3 SP:Iteration 12Q (243.775262 sec): 3 clusters Score: Raw -49059.072896 + Penalty 2063.470172 = -46995.602724 nChanged 1 SP:Iteration 13Q (243.818401 sec): 3 clusters Score: Raw -49061.023207 + Penalty 2063.470172 = -46997.553035 nChanged 1 SP:Iteration 14Q (243.862840 sec): 3 clusters Score: Raw -49063.570034 + Penalty 2063.470172 = -47000.099862 nChanged 1 SP:Iteration 15Q (243.911545 sec): 3 clusters Score: Raw -49065.044576 + Penalty 2063.470172 = -47001.574403 nChanged 0 SP:Iteration 16F (243.948166 sec): 3 clusters Score: Raw -49065.044576 + Penalty 2063.470172 = -47001.574403 nChanged 0 Trying to split cluster 2 (1414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (243.968720 sec): 2 clusters Score: Raw -146403.627285 + Penalty 1178.803900 = -145224.823385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (244.024742 sec): 3 clusters Score: Raw -145879.903370 + Penalty 2357.607800 = -143522.295570 nChanged 451 SP:Iteration 1F (244.064638 sec): 3 clusters Score: Raw -146221.071348 + Penalty 2357.607800 = -143863.463548 nChanged 103 SP:Iteration 2F (244.112623 sec): 3 clusters Score: Raw -146313.932918 + Penalty 2357.607800 = -143956.325118 nChanged 62 SP:Iteration 3Q (244.154174 sec): 3 clusters Score: Raw -146361.689733 + Penalty 2357.607800 = -144004.081933 nChanged 40 SP:Iteration 4Q (244.202856 sec): 3 clusters Score: Raw -146398.941563 + Penalty 2357.607800 = -144041.333763 nChanged 36 SP:Iteration 5Q (244.243063 sec): 3 clusters Score: Raw -146430.994749 + Penalty 2357.607800 = -144073.386949 nChanged 28 SP:Iteration 6Q (244.292024 sec): 3 clusters Score: Raw -146456.145214 + Penalty 2357.607800 = -144098.537414 nChanged 23 SP:Iteration 7Q (244.333239 sec): 3 clusters Score: Raw -146472.009511 + Penalty 2357.607800 = -144114.401711 nChanged 19 SP:Iteration 8Q (244.376606 sec): 3 clusters Score: Raw -146488.408415 + Penalty 2357.607800 = -144130.800615 nChanged 21 SP:Iteration 9Q (244.415033 sec): 3 clusters Score: Raw -146507.768340 + Penalty 2357.607800 = -144150.160540 nChanged 18 SP:Iteration 10Q (244.464737 sec): 3 clusters Score: Raw -146523.510433 + Penalty 2357.607800 = -144165.902633 nChanged 17 SP:Iteration 11Q (244.513362 sec): 3 clusters Score: Raw -146539.161136 + Penalty 2357.607800 = -144181.553336 nChanged 23 SP:Iteration 12Q (244.551656 sec): 3 clusters Score: Raw -146556.921670 + Penalty 2357.607800 = -144199.313870 nChanged 18 SP:Iteration 13Q (244.603348 sec): 3 clusters Score: Raw -146571.035930 + Penalty 2357.607800 = -144213.428130 nChanged 12 SP:Iteration 14Q (244.644015 sec): 3 clusters Score: Raw -146577.157145 + Penalty 2357.607800 = -144219.549345 nChanged 5 SP:Iteration 15Q (244.694211 sec): 3 clusters Score: Raw -146583.255505 + Penalty 2357.607800 = -144225.647705 nChanged 8 SP:Iteration 16Q (244.735867 sec): 3 clusters Score: Raw -146590.829178 + Penalty 2357.607800 = -144233.221378 nChanged 10 SP:Iteration 17Q (244.775359 sec): 3 clusters Score: Raw -146597.599092 + Penalty 2357.607800 = -144239.991292 nChanged 7 SP:Iteration 18Q (244.815413 sec): 3 clusters Score: Raw -146601.380879 + Penalty 2357.607800 = -144243.773079 nChanged 4 SP:Iteration 19Q (244.867174 sec): 3 clusters Score: Raw -146603.887221 + Penalty 2357.607800 = -144246.279421 nChanged 2 SP:Iteration 20F (244.914924 sec): 3 clusters Score: Raw -146604.770395 + Penalty 2357.607800 = -144247.162595 nChanged 2 SP:Iteration 21Q (244.949490 sec): 3 clusters Score: Raw -146606.790541 + Penalty 2357.607800 = -144249.182741 nChanged 3 SP:Iteration 22Q (244.999890 sec): 3 clusters Score: Raw -146615.010743 + Penalty 2357.607800 = -144257.402943 nChanged 7 SP:Iteration 23Q (245.048260 sec): 3 clusters Score: Raw -146620.344248 + Penalty 2357.607800 = -144262.736448 nChanged 13 SP:Iteration 24Q (245.106558 sec): 3 clusters Score: Raw -146628.555021 + Penalty 2357.607800 = -144270.947221 nChanged 4 SP:Iteration 25Q (245.157273 sec): 3 clusters Score: Raw -146631.855086 + Penalty 2357.607800 = -144274.247286 nChanged 4 SP:Iteration 26Q (245.208055 sec): 3 clusters Score: Raw -146633.965230 + Penalty 2357.607800 = -144276.357430 nChanged 3 SP:Iteration 27Q (245.253455 sec): 3 clusters Score: Raw -146636.021049 + Penalty 2357.607800 = -144278.413249 nChanged 0 SP:Iteration 28F (245.299783 sec): 3 clusters Score: Raw -146636.021049 + Penalty 2357.607800 = -144278.413249 nChanged 0 Trying to split cluster 3 (7050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (245.338922 sec): 2 clusters Score: Raw -755240.699066 + Penalty 1439.877221 = -753800.821845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (245.402141 sec): 3 clusters Score: Raw -751444.466738 + Penalty 2879.754441 = -748564.712297 nChanged 2931 SP:Iteration 1F (245.450409 sec): 3 clusters Score: Raw -753093.166626 + Penalty 2879.754441 = -750213.412185 nChanged 467 SP:Iteration 2F (245.517887 sec): 3 clusters Score: Raw -753322.737433 + Penalty 2879.754441 = -750442.982992 nChanged 361 SP:Iteration 3F (245.570499 sec): 3 clusters Score: Raw -753488.978122 + Penalty 2879.754441 = -750609.223681 nChanged 283 SP:Iteration 4Q (245.626843 sec): 3 clusters Score: Raw -753614.408376 + Penalty 2879.754441 = -750734.653935 nChanged 238 SP:Iteration 5Q (245.687577 sec): 3 clusters Score: Raw -753713.746044 + Penalty 2879.754441 = -750833.991603 nChanged 219 SP:Iteration 6Q (245.754225 sec): 3 clusters Score: Raw -753800.929113 + Penalty 2879.754441 = -750921.174672 nChanged 191 SP:Iteration 7Q (245.815739 sec): 3 clusters Score: Raw -753867.840200 + Penalty 2879.754441 = -750988.085759 nChanged 176 SP:Iteration 8Q (245.874951 sec): 3 clusters Score: Raw -753933.210623 + Penalty 2879.754441 = -751053.456182 nChanged 156 SP:Iteration 9Q (245.926123 sec): 3 clusters Score: Raw -753995.975288 + Penalty 2879.754441 = -751116.220847 nChanged 163 SP:Iteration 10Q (245.992380 sec): 3 clusters Score: Raw -754070.474179 + Penalty 2879.754441 = -751190.719738 nChanged 168 SP:Iteration 11Q (246.039836 sec): 3 clusters Score: Raw -754137.895160 + Penalty 2879.754441 = -751258.140719 nChanged 165 SP:Iteration 12Q (246.106546 sec): 3 clusters Score: Raw -754206.067347 + Penalty 2879.754441 = -751326.312906 nChanged 151 SP:Iteration 13Q (246.168014 sec): 3 clusters Score: Raw -754266.983962 + Penalty 2879.754441 = -751387.229521 nChanged 141 SP:Iteration 14Q (246.230976 sec): 3 clusters Score: Raw -754327.913722 + Penalty 2879.754441 = -751448.159281 nChanged 131 SP:Iteration 15Q (246.289799 sec): 3 clusters Score: Raw -754385.956947 + Penalty 2879.754441 = -751506.202506 nChanged 153 SP:Iteration 16Q (246.349690 sec): 3 clusters Score: Raw -754455.726757 + Penalty 2879.754441 = -751575.972316 nChanged 133 SP:Iteration 17Q (246.412875 sec): 3 clusters Score: Raw -754518.081817 + Penalty 2879.754441 = -751638.327376 nChanged 114 SP:Iteration 18Q (246.459072 sec): 3 clusters Score: Raw -754567.248977 + Penalty 2879.754441 = -751687.494536 nChanged 104 SP:Iteration 19Q (246.524862 sec): 3 clusters Score: Raw -754607.546456 + Penalty 2879.754441 = -751727.792015 nChanged 90 SP:Iteration 20F (246.578702 sec): 3 clusters Score: Raw -754641.039468 + Penalty 2879.754441 = -751761.285027 nChanged 86 SP:Iteration 21Q (246.636833 sec): 3 clusters Score: Raw -754675.559918 + Penalty 2879.754441 = -751795.805477 nChanged 102 SP:Iteration 22Q (246.691256 sec): 3 clusters Score: Raw -754717.416311 + Penalty 2879.754441 = -751837.661870 nChanged 90 SP:Iteration 23Q (246.752569 sec): 3 clusters Score: Raw -754761.042544 + Penalty 2879.754441 = -751881.288103 nChanged 100 SP:Iteration 24Q (246.811310 sec): 3 clusters Score: Raw -754801.066547 + Penalty 2879.754441 = -751921.312106 nChanged 82 SP:Iteration 25Q (246.858090 sec): 3 clusters Score: Raw -754830.079748 + Penalty 2879.754441 = -751950.325307 nChanged 63 SP:Iteration 26Q (246.916587 sec): 3 clusters Score: Raw -754848.674202 + Penalty 2879.754441 = -751968.919761 nChanged 55 SP:Iteration 27Q (246.976894 sec): 3 clusters Score: Raw -754867.065320 + Penalty 2879.754441 = -751987.310879 nChanged 62 SP:Iteration 28Q (247.027451 sec): 3 clusters Score: Raw -754889.643412 + Penalty 2879.754441 = -752009.888971 nChanged 66 SP:Iteration 29Q (247.079198 sec): 3 clusters Score: Raw -754913.737203 + Penalty 2879.754441 = -752033.982762 nChanged 58 SP:Iteration 30Q (247.139107 sec): 3 clusters Score: Raw -754937.248491 + Penalty 2879.754441 = -752057.494050 nChanged 60 SP:Iteration 31Q (247.202475 sec): 3 clusters Score: Raw -754961.004409 + Penalty 2879.754441 = -752081.249968 nChanged 66 SP:Iteration 32Q (247.253605 sec): 3 clusters Score: Raw -754989.787515 + Penalty 2879.754441 = -752110.033074 nChanged 63 SP:Iteration 33Q (247.313297 sec): 3 clusters Score: Raw -755016.360926 + Penalty 2879.754441 = -752136.606485 nChanged 66 SP:Iteration 34Q (247.371090 sec): 3 clusters Score: Raw -755047.700566 + Penalty 2879.754441 = -752167.946125 nChanged 58 SP:Iteration 35Q (247.424653 sec): 3 clusters Score: Raw -755077.383428 + Penalty 2879.754441 = -752197.628987 nChanged 64 SP:Iteration 36Q (247.469821 sec): 3 clusters Score: Raw -755110.534558 + Penalty 2879.754441 = -752230.780117 nChanged 64 SP:Iteration 37Q (247.534769 sec): 3 clusters Score: Raw -755149.373316 + Penalty 2879.754441 = -752269.618875 nChanged 62 SP:Iteration 38Q (247.592057 sec): 3 clusters Score: Raw -755183.086945 + Penalty 2879.754441 = -752303.332504 nChanged 55 SP:Iteration 39Q (247.646063 sec): 3 clusters Score: Raw -755213.567692 + Penalty 2879.754441 = -752333.813251 nChanged 58 SP:Iteration 40F (247.708406 sec): 3 clusters Score: Raw -755247.558694 + Penalty 2879.754441 = -752367.804252 nChanged 45 SP:Iteration 41Q (247.769318 sec): 3 clusters Score: Raw -755275.038027 + Penalty 2879.754441 = -752395.283586 nChanged 48 SP:Iteration 42Q (247.832260 sec): 3 clusters Score: Raw -755307.902800 + Penalty 2879.754441 = -752428.148359 nChanged 48 SP:Iteration 43Q (247.896496 sec): 3 clusters Score: Raw -755333.970902 + Penalty 2879.754441 = -752454.216461 nChanged 43 SP:Iteration 44Q (247.946557 sec): 3 clusters Score: Raw -755358.273654 + Penalty 2879.754441 = -752478.519213 nChanged 35 SP:Iteration 45Q (248.011740 sec): 3 clusters Score: Raw -755376.456318 + Penalty 2879.754441 = -752496.701877 nChanged 32 SP:Iteration 46Q (248.075215 sec): 3 clusters Score: Raw -755389.448107 + Penalty 2879.754441 = -752509.693666 nChanged 27 SP:Iteration 47Q (248.132929 sec): 3 clusters Score: Raw -755405.817894 + Penalty 2879.754441 = -752526.063452 nChanged 31 SP:Iteration 48Q (248.192235 sec): 3 clusters Score: Raw -755422.824699 + Penalty 2879.754441 = -752543.070258 nChanged 26 SP:Iteration 49Q (248.246112 sec): 3 clusters Score: Raw -755437.819684 + Penalty 2879.754441 = -752558.065243 nChanged 19 SP:Iteration 50Q (248.305774 sec): 3 clusters Score: Raw -755447.013228 + Penalty 2879.754441 = -752567.258787 nChanged 13 SP:Iteration 51Q (248.366841 sec): 3 clusters Score: Raw -755453.761470 + Penalty 2879.754441 = -752574.007029 nChanged 14 SP:Iteration 52Q (248.422544 sec): 3 clusters Score: Raw -755461.916934 + Penalty 2879.754441 = -752582.162493 nChanged 8 SP:Iteration 53Q (248.480301 sec): 3 clusters Score: Raw -755465.688823 + Penalty 2879.754441 = -752585.934382 nChanged 11 SP:Iteration 54Q (248.530283 sec): 3 clusters Score: Raw -755470.469021 + Penalty 2879.754441 = -752590.714580 nChanged 12 SP:Iteration 55Q (248.589504 sec): 3 clusters Score: Raw -755476.755357 + Penalty 2879.754441 = -752597.000916 nChanged 8 SP:Iteration 56Q (248.646229 sec): 3 clusters Score: Raw -755479.461157 + Penalty 2879.754441 = -752599.706716 nChanged 3 SP:Iteration 57Q (248.705273 sec): 3 clusters Score: Raw -755480.282564 + Penalty 2879.754441 = -752600.528123 nChanged 2 SP:Iteration 58Q (248.763800 sec): 3 clusters Score: Raw -755480.941433 + Penalty 2879.754441 = -752601.186992 nChanged 4 SP:Iteration 59Q (248.820241 sec): 3 clusters Score: Raw -755482.528419 + Penalty 2879.754441 = -752602.773978 nChanged 3 SP:Iteration 60F (248.880360 sec): 3 clusters Score: Raw -755483.878227 + Penalty 2879.754441 = -752604.123785 nChanged 7 SP:Iteration 61Q (248.936095 sec): 3 clusters Score: Raw -755486.653445 + Penalty 2879.754441 = -752606.899004 nChanged 6 SP:Iteration 62Q (248.992850 sec): 3 clusters Score: Raw -755488.588105 + Penalty 2879.754441 = -752608.833664 nChanged 7 SP:Iteration 63Q (249.062013 sec): 3 clusters Score: Raw -755491.302524 + Penalty 2879.754441 = -752611.548083 nChanged 5 SP:Iteration 64Q (249.115023 sec): 3 clusters Score: Raw -755492.838037 + Penalty 2879.754441 = -752613.083596 nChanged 2 SP:Iteration 65Q (249.175306 sec): 3 clusters Score: Raw -755494.326532 + Penalty 2879.754441 = -752614.572091 nChanged 3 SP:Iteration 66Q (249.233550 sec): 3 clusters Score: Raw -755497.301883 + Penalty 2879.754441 = -752617.547441 nChanged 4 SP:Iteration 67Q (249.292157 sec): 3 clusters Score: Raw -755499.292348 + Penalty 2879.754441 = -752619.537907 nChanged 0 SP:Iteration 68F (249.351482 sec): 3 clusters Score: Raw -755499.292348 + Penalty 2879.754441 = -752619.537907 nChanged 0 Trying to split cluster 4 (2809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (249.381495 sec): 2 clusters Score: Raw -270229.381774 + Penalty 1290.344872 = -268939.036902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (249.431802 sec): 3 clusters Score: Raw -268986.524975 + Penalty 2580.689744 = -266405.835232 nChanged 1037 SP:Iteration 1F (249.483541 sec): 3 clusters Score: Raw -269734.399923 + Penalty 2580.689744 = -267153.710179 nChanged 276 SP:Iteration 2F (249.526338 sec): 3 clusters Score: Raw -270093.154752 + Penalty 2580.689744 = -267512.465008 nChanged 244 SP:Iteration 3F (249.589259 sec): 3 clusters Score: Raw -270507.363494 + Penalty 2580.689744 = -267926.673750 nChanged 239 SP:Iteration 4F (249.627512 sec): 3 clusters Score: Raw -270927.641573 + Penalty 2580.689744 = -268346.951829 nChanged 235 SP:Iteration 5F (249.678549 sec): 3 clusters Score: Raw -271277.823064 + Penalty 2580.689744 = -268697.133320 nChanged 162 SP:Iteration 6F (249.731694 sec): 3 clusters Score: Raw -271451.650317 + Penalty 2580.689744 = -268870.960573 nChanged 81 SP:Iteration 7Q (249.784711 sec): 3 clusters Score: Raw -271514.662024 + Penalty 2580.689744 = -268933.972280 nChanged 47 SP:Iteration 8Q (249.851090 sec): 3 clusters Score: Raw -271538.465352 + Penalty 2580.689744 = -268957.775608 nChanged 25 SP:Iteration 9Q (249.903604 sec): 3 clusters Score: Raw -271554.300352 + Penalty 2580.689744 = -268973.610608 nChanged 20 SP:Iteration 10Q (249.948749 sec): 3 clusters Score: Raw -271573.435705 + Penalty 2580.689744 = -268992.745961 nChanged 32 SP:Iteration 11Q (250.002704 sec): 3 clusters Score: Raw -271601.676486 + Penalty 2580.689744 = -269020.986743 nChanged 26 SP:Iteration 12Q (250.043734 sec): 3 clusters Score: Raw -271621.517216 + Penalty 2580.689744 = -269040.827472 nChanged 30 SP:Iteration 13Q (250.102425 sec): 3 clusters Score: Raw -271636.063484 + Penalty 2580.689744 = -269055.373740 nChanged 15 SP:Iteration 14Q (250.150090 sec): 3 clusters Score: Raw -271644.619467 + Penalty 2580.689744 = -269063.929723 nChanged 16 SP:Iteration 15Q (250.205412 sec): 3 clusters Score: Raw -271649.607475 + Penalty 2580.689744 = -269068.917731 nChanged 11 SP:Iteration 16Q (250.253395 sec): 3 clusters Score: Raw -271653.213710 + Penalty 2580.689744 = -269072.523966 nChanged 7 SP:Iteration 17Q (250.300210 sec): 3 clusters Score: Raw -271656.553062 + Penalty 2580.689744 = -269075.863318 nChanged 7 SP:Iteration 18Q (250.350721 sec): 3 clusters Score: Raw -271659.145384 + Penalty 2580.689744 = -269078.455640 nChanged 5 SP:Iteration 19Q (250.391142 sec): 3 clusters Score: Raw -271660.629870 + Penalty 2580.689744 = -269079.940126 nChanged 1 SP:Iteration 20F (250.457606 sec): 3 clusters Score: Raw -271662.651170 + Penalty 2580.689744 = -269081.961427 nChanged 1 SP:Iteration 21Q (250.512123 sec): 3 clusters Score: Raw -271673.866236 + Penalty 2580.689744 = -269093.176492 nChanged 13 SP:Iteration 22Q (250.565751 sec): 3 clusters Score: Raw -271683.025754 + Penalty 2580.689744 = -269102.336010 nChanged 14 SP:Iteration 23Q (250.604819 sec): 3 clusters Score: Raw -271691.024973 + Penalty 2580.689744 = -269110.335229 nChanged 9 SP:Iteration 24Q (250.670718 sec): 3 clusters Score: Raw -271699.556000 + Penalty 2580.689744 = -269118.866256 nChanged 11 SP:Iteration 25Q (250.724328 sec): 3 clusters Score: Raw -271707.017520 + Penalty 2580.689744 = -269126.327777 nChanged 5 SP:Iteration 26Q (250.776939 sec): 3 clusters Score: Raw -271709.965775 + Penalty 2580.689744 = -269129.276031 nChanged 7 SP:Iteration 27Q (250.816762 sec): 3 clusters Score: Raw -271714.461441 + Penalty 2580.689744 = -269133.771698 nChanged 5 SP:Iteration 28Q (250.874020 sec): 3 clusters Score: Raw -271716.099008 + Penalty 2580.689744 = -269135.409264 nChanged 3 SP:Iteration 29Q (250.926097 sec): 3 clusters Score: Raw -271716.906375 + Penalty 2580.689744 = -269136.216631 nChanged 0 SP:Iteration 30F (250.974246 sec): 3 clusters Score: Raw -271716.906375 + Penalty 2580.689744 = -269136.216631 nChanged 0 Score: Raw -10239758.850256 + Penalty 28026.732816 = -10211732.117440 Splitting cluster 4 changes total score from -10212113.041693 to -10211732.117440 So it's not getting split. Trying to split cluster 5 (18569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.281048 sec): 2 clusters Score: Raw -1988675.565440 + Penalty 1597.252930 = -1987078.312509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.361862 sec): 3 clusters Score: Raw -1977651.841291 + Penalty 3194.505861 = -1974457.335430 nChanged 8351 SP:Iteration 1F (252.438425 sec): 3 clusters Score: Raw -1982208.304948 + Penalty 3194.505861 = -1979013.799088 nChanged 921 SP:Iteration 2Q (252.511365 sec): 3 clusters Score: Raw -1982520.239677 + Penalty 3194.505861 = -1979325.733816 nChanged 837 SP:Iteration 3Q (252.595994 sec): 3 clusters Score: Raw -1982833.775683 + Penalty 3194.505861 = -1979639.269822 nChanged 801 SP:Iteration 4Q (252.678751 sec): 3 clusters Score: Raw -1983175.176708 + Penalty 3194.505861 = -1979980.670847 nChanged 854 SP:Iteration 5Q (252.761816 sec): 3 clusters Score: Raw -1983584.662823 + Penalty 3194.505861 = -1980390.156962 nChanged 912 SP:Iteration 6Q (252.827426 sec): 3 clusters Score: Raw -1984108.972214 + Penalty 3194.505861 = -1980914.466353 nChanged 1023 SP:Iteration 7F (252.916311 sec): 3 clusters Score: Raw -1984747.796167 + Penalty 3194.505861 = -1981553.290307 nChanged 999 SP:Iteration 8F (252.983068 sec): 3 clusters Score: Raw -1985432.268645 + Penalty 3194.505861 = -1982237.762784 nChanged 914 SP:Iteration 9Q (253.062427 sec): 3 clusters Score: Raw -1986053.466762 + Penalty 3194.505861 = -1982858.960901 nChanged 789 SP:Iteration 10Q (253.137064 sec): 3 clusters Score: Raw -1986571.159243 + Penalty 3194.505861 = -1983376.653382 nChanged 661 SP:Iteration 11Q (253.220925 sec): 3 clusters Score: Raw -1986966.933368 + Penalty 3194.505861 = -1983772.427507 nChanged 545 SP:Iteration 12Q (253.297296 sec): 3 clusters Score: Raw -1987258.057307 + Penalty 3194.505861 = -1984063.551446 nChanged 461 SP:Iteration 13Q (253.382120 sec): 3 clusters Score: Raw -1987500.349316 + Penalty 3194.505861 = -1984305.843455 nChanged 421 SP:Iteration 14Q (253.458935 sec): 3 clusters Score: Raw -1987735.305411 + Penalty 3194.505861 = -1984540.799550 nChanged 374 SP:Iteration 15Q (253.536839 sec): 3 clusters Score: Raw -1987951.580235 + Penalty 3194.505861 = -1984757.074374 nChanged 328 SP:Iteration 16Q (253.612414 sec): 3 clusters Score: Raw -1988134.515269 + Penalty 3194.505861 = -1984940.009408 nChanged 296 SP:Iteration 17Q (253.694389 sec): 3 clusters Score: Raw -1988295.034853 + Penalty 3194.505861 = -1985100.528992 nChanged 258 SP:Iteration 18Q (253.773744 sec): 3 clusters Score: Raw -1988424.915884 + Penalty 3194.505861 = -1985230.410023 nChanged 221 SP:Iteration 19Q (253.852168 sec): 3 clusters Score: Raw -1988537.362838 + Penalty 3194.505861 = -1985342.856977 nChanged 189 SP:Iteration 20F (253.938080 sec): 3 clusters Score: Raw -1988643.642404 + Penalty 3194.505861 = -1985449.136543 nChanged 176 SP:Iteration 21Q (254.008916 sec): 3 clusters Score: Raw -1988741.803725 + Penalty 3194.505861 = -1985547.297864 nChanged 127 SP:Iteration 22Q (254.078270 sec): 3 clusters Score: Raw -1988817.025618 + Penalty 3194.505861 = -1985622.519757 nChanged 113 SP:Iteration 23Q (254.162092 sec): 3 clusters Score: Raw -1988876.295811 + Penalty 3194.505861 = -1985681.789950 nChanged 98 SP:Iteration 24Q (254.238694 sec): 3 clusters Score: Raw -1988934.458967 + Penalty 3194.505861 = -1985739.953107 nChanged 71 SP:Iteration 25Q (254.316578 sec): 3 clusters Score: Raw -1988971.313432 + Penalty 3194.505861 = -1985776.807571 nChanged 57 SP:Iteration 26Q (254.376307 sec): 3 clusters Score: Raw -1989002.683567 + Penalty 3194.505861 = -1985808.177706 nChanged 48 SP:Iteration 27Q (254.455361 sec): 3 clusters Score: Raw -1989022.977230 + Penalty 3194.505861 = -1985828.471369 nChanged 34 SP:Iteration 28Q (254.528895 sec): 3 clusters Score: Raw -1989040.866326 + Penalty 3194.505861 = -1985846.360465 nChanged 31 SP:Iteration 29Q (254.596575 sec): 3 clusters Score: Raw -1989055.388838 + Penalty 3194.505861 = -1985860.882977 nChanged 23 SP:Iteration 30Q (254.665511 sec): 3 clusters Score: Raw -1989064.490287 + Penalty 3194.505861 = -1985869.984426 nChanged 21 SP:Iteration 31Q (254.741040 sec): 3 clusters Score: Raw -1989072.449232 + Penalty 3194.505861 = -1985877.943371 nChanged 15 SP:Iteration 32Q (254.811674 sec): 3 clusters Score: Raw -1989078.853628 + Penalty 3194.505861 = -1985884.347767 nChanged 15 SP:Iteration 33Q (254.885448 sec): 3 clusters Score: Raw -1989085.896153 + Penalty 3194.505861 = -1985891.390292 nChanged 9 SP:Iteration 34Q (254.957087 sec): 3 clusters Score: Raw -1989089.470269 + Penalty 3194.505861 = -1985894.964408 nChanged 7 SP:Iteration 35Q (255.030399 sec): 3 clusters Score: Raw -1989091.504198 + Penalty 3194.505861 = -1985896.998338 nChanged 4 SP:Iteration 36Q (255.101819 sec): 3 clusters Score: Raw -1989093.076095 + Penalty 3194.505861 = -1985898.570235 nChanged 2 SP:Iteration 37Q (255.171970 sec): 3 clusters Score: Raw -1989093.833593 + Penalty 3194.505861 = -1985899.327732 nChanged 2 SP:Iteration 38Q (255.236204 sec): 3 clusters Score: Raw -1989094.946857 + Penalty 3194.505861 = -1985900.440996 nChanged 5 SP:Iteration 39Q (255.318591 sec): 3 clusters Score: Raw -1989096.479293 + Penalty 3194.505861 = -1985901.973433 nChanged 7 SP:Iteration 40F (255.396759 sec): 3 clusters Score: Raw -1989098.759841 + Penalty 3194.505861 = -1985904.253980 nChanged 7 SP:Iteration 41Q (255.467903 sec): 3 clusters Score: Raw -1989100.875871 + Penalty 3194.505861 = -1985906.370010 nChanged 4 SP:Iteration 42Q (255.537554 sec): 3 clusters Score: Raw -1989102.582473 + Penalty 3194.505861 = -1985908.076613 nChanged 2 SP:Iteration 43Q (255.610916 sec): 3 clusters Score: Raw -1989103.206734 + Penalty 3194.505861 = -1985908.700873 nChanged 3 SP:Iteration 44Q (255.682694 sec): 3 clusters Score: Raw -1989104.408489 + Penalty 3194.505861 = -1985909.902628 nChanged 4 SP:Iteration 45Q (255.748330 sec): 3 clusters Score: Raw -1989106.640757 + Penalty 3194.505861 = -1985912.134896 nChanged 4 SP:Iteration 46Q (255.823978 sec): 3 clusters Score: Raw -1989107.784429 + Penalty 3194.505861 = -1985913.278568 nChanged 3 SP:Iteration 47Q (255.901302 sec): 3 clusters Score: Raw -1989108.560083 + Penalty 3194.505861 = -1985914.054223 nChanged 0 SP:Iteration 48F (255.979467 sec): 3 clusters Score: Raw -1989108.560083 + Penalty 3194.505861 = -1985914.054223 nChanged 0 Trying to split cluster 6 (25224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.036372 sec): 2 clusters Score: Raw -2719992.062744 + Penalty 1647.027070 = -2718345.035674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (256.120684 sec): 3 clusters Score: Raw -2704519.160879 + Penalty 3294.054140 = -2701225.106738 nChanged 11618 SP:Iteration 1F (256.208962 sec): 3 clusters Score: Raw -2710943.173362 + Penalty 3294.054140 = -2707649.119222 nChanged 1219 SP:Iteration 2Q (256.297125 sec): 3 clusters Score: Raw -2711378.312314 + Penalty 3294.054140 = -2708084.258174 nChanged 1134 SP:Iteration 3Q (256.379363 sec): 3 clusters Score: Raw -2711781.227172 + Penalty 3294.054140 = -2708487.173031 nChanged 1087 SP:Iteration 4Q (256.463410 sec): 3 clusters Score: Raw -2712191.893979 + Penalty 3294.054140 = -2708897.839839 nChanged 1025 SP:Iteration 5Q (256.558022 sec): 3 clusters Score: Raw -2712605.217346 + Penalty 3294.054140 = -2709311.163205 nChanged 1135 SP:Iteration 6Q (256.654478 sec): 3 clusters Score: Raw -2713107.237234 + Penalty 3294.054140 = -2709813.183094 nChanged 1158 SP:Iteration 7Q (256.749805 sec): 3 clusters Score: Raw -2713689.758677 + Penalty 3294.054140 = -2710395.704537 nChanged 1214 SP:Iteration 8Q (256.838703 sec): 3 clusters Score: Raw -2714379.178846 + Penalty 3294.054140 = -2711085.124705 nChanged 1208 SP:Iteration 9Q (256.919464 sec): 3 clusters Score: Raw -2715079.468500 + Penalty 3294.054140 = -2711785.414360 nChanged 1146 SP:Iteration 10Q (257.023665 sec): 3 clusters Score: Raw -2715726.206397 + Penalty 3294.054140 = -2712432.152256 nChanged 1026 SP:Iteration 11Q (257.119568 sec): 3 clusters Score: Raw -2716246.138755 + Penalty 3294.054140 = -2712952.084614 nChanged 838 SP:Iteration 12Q (257.211637 sec): 3 clusters Score: Raw -2716581.794684 + Penalty 3294.054140 = -2713287.740543 nChanged 619 SP:Iteration 13Q (257.301791 sec): 3 clusters Score: Raw -2716755.494120 + Penalty 3294.054140 = -2713461.439979 nChanged 431 SP:Iteration 14Q (257.388380 sec): 3 clusters Score: Raw -2716856.593540 + Penalty 3294.054140 = -2713562.539400 nChanged 330 SP:Iteration 15Q (257.477936 sec): 3 clusters Score: Raw -2716930.144833 + Penalty 3294.054140 = -2713636.090693 nChanged 275 SP:Iteration 16Q (257.559680 sec): 3 clusters Score: Raw -2716989.095468 + Penalty 3294.054140 = -2713695.041328 nChanged 266 SP:Iteration 17Q (257.660480 sec): 3 clusters Score: Raw -2717044.865186 + Penalty 3294.054140 = -2713750.811046 nChanged 246 SP:Iteration 18Q (257.744538 sec): 3 clusters Score: Raw -2717096.694937 + Penalty 3294.054140 = -2713802.640797 nChanged 232 SP:Iteration 19Q (257.841892 sec): 3 clusters Score: Raw -2717143.519184 + Penalty 3294.054140 = -2713849.465044 nChanged 240 SP:Iteration 20F (257.932877 sec): 3 clusters Score: Raw -2717194.899219 + Penalty 3294.054140 = -2713900.845079 nChanged 237 SP:Iteration 21Q (258.019731 sec): 3 clusters Score: Raw -2717247.793371 + Penalty 3294.054140 = -2713953.739231 nChanged 244 SP:Iteration 22Q (258.103263 sec): 3 clusters Score: Raw -2717302.011271 + Penalty 3294.054140 = -2714007.957131 nChanged 274 SP:Iteration 23Q (258.201689 sec): 3 clusters Score: Raw -2717377.160079 + Penalty 3294.054140 = -2714083.105939 nChanged 301 SP:Iteration 24Q (258.290630 sec): 3 clusters Score: Raw -2717474.823987 + Penalty 3294.054140 = -2714180.769846 nChanged 340 SP:Iteration 25Q (258.374200 sec): 3 clusters Score: Raw -2717612.175287 + Penalty 3294.054140 = -2714318.121146 nChanged 363 SP:Iteration 26Q (258.465858 sec): 3 clusters Score: Raw -2717780.401045 + Penalty 3294.054140 = -2714486.346904 nChanged 407 SP:Iteration 27Q (258.551668 sec): 3 clusters Score: Raw -2717998.135128 + Penalty 3294.054140 = -2714704.080988 nChanged 425 SP:Iteration 28Q (258.644216 sec): 3 clusters Score: Raw -2718242.318444 + Penalty 3294.054140 = -2714948.264304 nChanged 423 SP:Iteration 29Q (258.713754 sec): 3 clusters Score: Raw -2718482.077412 + Penalty 3294.054140 = -2715188.023272 nChanged 426 SP:Iteration 30Q (258.805902 sec): 3 clusters Score: Raw -2718740.133688 + Penalty 3294.054140 = -2715446.079548 nChanged 413 SP:Iteration 31Q (258.893657 sec): 3 clusters Score: Raw -2718987.702471 + Penalty 3294.054140 = -2715693.648330 nChanged 373 SP:Iteration 32Q (258.976999 sec): 3 clusters Score: Raw -2719217.554849 + Penalty 3294.054140 = -2715923.500709 nChanged 354 SP:Iteration 33Q (259.062868 sec): 3 clusters Score: Raw -2719407.216364 + Penalty 3294.054140 = -2716113.162224 nChanged 303 SP:Iteration 34Q (259.145606 sec): 3 clusters Score: Raw -2719552.733365 + Penalty 3294.054140 = -2716258.679225 nChanged 259 SP:Iteration 35Q (259.225343 sec): 3 clusters Score: Raw -2719678.168576 + Penalty 3294.054140 = -2716384.114436 nChanged 232 SP:Iteration 36Q (259.312001 sec): 3 clusters Score: Raw -2719783.234798 + Penalty 3294.054140 = -2716489.180657 nChanged 212 SP:Iteration 37Q (259.396452 sec): 3 clusters Score: Raw -2719871.235137 + Penalty 3294.054140 = -2716577.180997 nChanged 175 SP:Iteration 38Q (259.476670 sec): 3 clusters Score: Raw -2719932.873317 + Penalty 3294.054140 = -2716638.819177 nChanged 139 SP:Iteration 39Q (259.560936 sec): 3 clusters Score: Raw -2719978.388395 + Penalty 3294.054140 = -2716684.334254 nChanged 144 SP:Iteration 40F (259.646772 sec): 3 clusters Score: Raw -2720024.762763 + Penalty 3294.054140 = -2716730.708622 nChanged 109 SP:Iteration 41Q (259.726100 sec): 3 clusters Score: Raw -2720054.968527 + Penalty 3294.054140 = -2716760.914386 nChanged 95 SP:Iteration 42Q (259.800222 sec): 3 clusters Score: Raw -2720081.742584 + Penalty 3294.054140 = -2716787.688443 nChanged 67 SP:Iteration 43Q (259.894906 sec): 3 clusters Score: Raw -2720098.477446 + Penalty 3294.054140 = -2716804.423306 nChanged 69 SP:Iteration 44Q (259.980327 sec): 3 clusters Score: Raw -2720114.160441 + Penalty 3294.054140 = -2716820.106300 nChanged 50 SP:Iteration 45Q (260.063283 sec): 3 clusters Score: Raw -2720125.336003 + Penalty 3294.054140 = -2716831.281863 nChanged 50 SP:Iteration 46Q (260.146379 sec): 3 clusters Score: Raw -2720137.416312 + Penalty 3294.054140 = -2716843.362172 nChanged 42 SP:Iteration 47Q (260.227444 sec): 3 clusters Score: Raw -2720148.095990 + Penalty 3294.054140 = -2716854.041850 nChanged 41 SP:Iteration 48Q (260.313567 sec): 3 clusters Score: Raw -2720156.888653 + Penalty 3294.054140 = -2716862.834513 nChanged 32 SP:Iteration 49Q (260.392494 sec): 3 clusters Score: Raw -2720163.039693 + Penalty 3294.054140 = -2716868.985553 nChanged 26 SP:Iteration 50Q (260.486963 sec): 3 clusters Score: Raw -2720167.830192 + Penalty 3294.054140 = -2716873.776051 nChanged 33 SP:Iteration 51Q (260.566989 sec): 3 clusters Score: Raw -2720174.435004 + Penalty 3294.054140 = -2716880.380864 nChanged 29 SP:Iteration 52Q (260.649396 sec): 3 clusters Score: Raw -2720180.506402 + Penalty 3294.054140 = -2716886.452262 nChanged 23 SP:Iteration 53Q (260.731078 sec): 3 clusters Score: Raw -2720184.821456 + Penalty 3294.054140 = -2716890.767316 nChanged 21 SP:Iteration 54Q (260.811689 sec): 3 clusters Score: Raw -2720188.793098 + Penalty 3294.054140 = -2716894.738958 nChanged 19 SP:Iteration 55Q (260.893341 sec): 3 clusters Score: Raw -2720192.412295 + Penalty 3294.054140 = -2716898.358155 nChanged 21 SP:Iteration 56Q (260.968351 sec): 3 clusters Score: Raw -2720196.556325 + Penalty 3294.054140 = -2716902.502185 nChanged 17 SP:Iteration 57Q (261.051172 sec): 3 clusters Score: Raw -2720198.838942 + Penalty 3294.054140 = -2716904.784801 nChanged 10 SP:Iteration 58Q (261.134429 sec): 3 clusters Score: Raw -2720200.420066 + Penalty 3294.054140 = -2716906.365925 nChanged 10 SP:Iteration 59Q (261.213526 sec): 3 clusters Score: Raw -2720202.051451 + Penalty 3294.054140 = -2716907.997311 nChanged 8 SP:Iteration 60F (261.289673 sec): 3 clusters Score: Raw -2720203.382328 + Penalty 3294.054140 = -2716909.328187 nChanged 11 SP:Iteration 61Q (261.371404 sec): 3 clusters Score: Raw -2720204.801489 + Penalty 3294.054140 = -2716910.747348 nChanged 10 SP:Iteration 62Q (261.453459 sec): 3 clusters Score: Raw -2720206.343641 + Penalty 3294.054140 = -2716912.289500 nChanged 10 SP:Iteration 63Q (261.537566 sec): 3 clusters Score: Raw -2720208.631134 + Penalty 3294.054140 = -2716914.576994 nChanged 13 SP:Iteration 64Q (261.618819 sec): 3 clusters Score: Raw -2720211.082996 + Penalty 3294.054140 = -2716917.028856 nChanged 8 SP:Iteration 65Q (261.702749 sec): 3 clusters Score: Raw -2720212.363624 + Penalty 3294.054140 = -2716918.309483 nChanged 8 SP:Iteration 66Q (261.780960 sec): 3 clusters Score: Raw -2720213.475133 + Penalty 3294.054140 = -2716919.420993 nChanged 5 SP:Iteration 67Q (261.858378 sec): 3 clusters Score: Raw -2720213.938090 + Penalty 3294.054140 = -2716919.883950 nChanged 6 SP:Iteration 68Q (261.945096 sec): 3 clusters Score: Raw -2720214.588520 + Penalty 3294.054140 = -2716920.534379 nChanged 6 SP:Iteration 69Q (262.026286 sec): 3 clusters Score: Raw -2720215.588417 + Penalty 3294.054140 = -2716921.534276 nChanged 6 SP:Iteration 70Q (262.106648 sec): 3 clusters Score: Raw -2720216.882344 + Penalty 3294.054140 = -2716922.828204 nChanged 7 SP:Iteration 71Q (262.186004 sec): 3 clusters Score: Raw -2720218.105203 + Penalty 3294.054140 = -2716924.051062 nChanged 6 SP:Iteration 72Q (262.266303 sec): 3 clusters Score: Raw -2720219.116354 + Penalty 3294.054140 = -2716925.062214 nChanged 9 SP:Iteration 73Q (262.345748 sec): 3 clusters Score: Raw -2720220.101831 + Penalty 3294.054140 = -2716926.047691 nChanged 6 SP:Iteration 74Q (262.418768 sec): 3 clusters Score: Raw -2720220.953895 + Penalty 3294.054140 = -2716926.899754 nChanged 8 SP:Iteration 75Q (262.504878 sec): 3 clusters Score: Raw -2720222.616060 + Penalty 3294.054140 = -2716928.561919 nChanged 11 SP:Iteration 76Q (262.580231 sec): 3 clusters Score: Raw -2720224.600258 + Penalty 3294.054140 = -2716930.546117 nChanged 9 SP:Iteration 77Q (262.653842 sec): 3 clusters Score: Raw -2720226.061237 + Penalty 3294.054140 = -2716932.007097 nChanged 11 SP:Iteration 78Q (262.735689 sec): 3 clusters Score: Raw -2720227.609880 + Penalty 3294.054140 = -2716933.555740 nChanged 13 SP:Iteration 79Q (262.810043 sec): 3 clusters Score: Raw -2720230.639191 + Penalty 3294.054140 = -2716936.585051 nChanged 11 SP:Iteration 80F (262.908746 sec): 3 clusters Score: Raw -2720232.024980 + Penalty 3294.054140 = -2716937.970839 nChanged 7 SP:Iteration 81Q (262.998943 sec): 3 clusters Score: Raw -2720233.623430 + Penalty 3294.054140 = -2716939.569290 nChanged 5 SP:Iteration 82Q (263.066601 sec): 3 clusters Score: Raw -2720234.136648 + Penalty 3294.054140 = -2716940.082507 nChanged 4 SP:Iteration 83Q (263.144375 sec): 3 clusters Score: Raw -2720234.992939 + Penalty 3294.054140 = -2716940.938799 nChanged 4 SP:Iteration 84Q (263.233662 sec): 3 clusters Score: Raw -2720235.531739 + Penalty 3294.054140 = -2716941.477599 nChanged 3 SP:Iteration 85Q (263.311613 sec): 3 clusters Score: Raw -2720235.857430 + Penalty 3294.054140 = -2716941.803290 nChanged 3 SP:Iteration 86Q (263.391806 sec): 3 clusters Score: Raw -2720236.320875 + Penalty 3294.054140 = -2716942.266735 nChanged 3 SP:Iteration 87Q (263.472388 sec): 3 clusters Score: Raw -2720236.672525 + Penalty 3294.054140 = -2716942.618385 nChanged 2 SP:Iteration 88Q (263.556203 sec): 3 clusters Score: Raw -2720236.824017 + Penalty 3294.054140 = -2716942.769876 nChanged 2 SP:Iteration 89Q (263.638950 sec): 3 clusters Score: Raw -2720237.054530 + Penalty 3294.054140 = -2716943.000389 nChanged 1 SP:Iteration 90Q (263.715268 sec): 3 clusters Score: Raw -2720237.336433 + Penalty 3294.054140 = -2716943.282293 nChanged 2 SP:Iteration 91Q (263.794424 sec): 3 clusters Score: Raw -2720237.521479 + Penalty 3294.054140 = -2716943.467338 nChanged 0 SP:Iteration 92F (263.874083 sec): 3 clusters Score: Raw -2720237.521479 + Penalty 3294.054140 = -2716943.467338 nChanged 0 Trying to split cluster 7 (14655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (263.913938 sec): 2 clusters Score: Raw -1530342.202473 + Penalty 1558.787239 = -1528783.415234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (263.992336 sec): 3 clusters Score: Raw -1521703.289081 + Penalty 3117.574477 = -1518585.714604 nChanged 6517 SP:Iteration 1F (264.063371 sec): 3 clusters Score: Raw -1525511.296099 + Penalty 3117.574477 = -1522393.721621 nChanged 934 SP:Iteration 2F (264.137437 sec): 3 clusters Score: Raw -1526088.937688 + Penalty 3117.574477 = -1522971.363210 nChanged 1143 SP:Iteration 3F (264.206589 sec): 3 clusters Score: Raw -1526983.684473 + Penalty 3117.574477 = -1523866.109996 nChanged 1305 SP:Iteration 4F (264.268709 sec): 3 clusters Score: Raw -1528236.447219 + Penalty 3117.574477 = -1525118.872742 nChanged 1301 SP:Iteration 5F (264.345195 sec): 3 clusters Score: Raw -1529580.999548 + Penalty 3117.574477 = -1526463.425070 nChanged 921 SP:Iteration 6F (264.406496 sec): 3 clusters Score: Raw -1530542.489334 + Penalty 3117.574477 = -1527424.914857 nChanged 552 SP:Iteration 7Q (264.479137 sec): 3 clusters Score: Raw -1531116.885360 + Penalty 3117.574477 = -1527999.310883 nChanged 325 SP:Iteration 8Q (264.560642 sec): 3 clusters Score: Raw -1531428.938701 + Penalty 3117.574477 = -1528311.364224 nChanged 167 SP:Iteration 9Q (264.629561 sec): 3 clusters Score: Raw -1531524.165317 + Penalty 3117.574477 = -1528406.590840 nChanged 81 SP:Iteration 10Q (264.692681 sec): 3 clusters Score: Raw -1531553.486577 + Penalty 3117.574477 = -1528435.912100 nChanged 50 SP:Iteration 11Q (264.753371 sec): 3 clusters Score: Raw -1531567.653247 + Penalty 3117.574477 = -1528450.078770 nChanged 29 SP:Iteration 12Q (264.819916 sec): 3 clusters Score: Raw -1531576.006757 + Penalty 3117.574477 = -1528458.432280 nChanged 24 SP:Iteration 13Q (264.893733 sec): 3 clusters Score: Raw -1531580.321486 + Penalty 3117.574477 = -1528462.747009 nChanged 17 SP:Iteration 14Q (264.954622 sec): 3 clusters Score: Raw -1531583.040978 + Penalty 3117.574477 = -1528465.466501 nChanged 13 SP:Iteration 15Q (265.024787 sec): 3 clusters Score: Raw -1531585.080236 + Penalty 3117.574477 = -1528467.505759 nChanged 5 SP:Iteration 16Q (265.094209 sec): 3 clusters Score: Raw -1531585.994864 + Penalty 3117.574477 = -1528468.420387 nChanged 3 SP:Iteration 17Q (265.163886 sec): 3 clusters Score: Raw -1531586.268022 + Penalty 3117.574477 = -1528468.693545 nChanged 4 SP:Iteration 18Q (265.233803 sec): 3 clusters Score: Raw -1531587.152498 + Penalty 3117.574477 = -1528469.578021 nChanged 5 SP:Iteration 19Q (265.295191 sec): 3 clusters Score: Raw -1531587.613478 + Penalty 3117.574477 = -1528470.039000 nChanged 2 SP:Iteration 20F (265.379308 sec): 3 clusters Score: Raw -1531587.852214 + Penalty 3117.574477 = -1528470.277736 nChanged 2 SP:Iteration 21Q (265.443408 sec): 3 clusters Score: Raw -1531588.292027 + Penalty 3117.574477 = -1528470.717549 nChanged 3 SP:Iteration 22Q (265.514196 sec): 3 clusters Score: Raw -1531588.589368 + Penalty 3117.574477 = -1528471.014891 nChanged 2 SP:Iteration 23Q (265.575040 sec): 3 clusters Score: Raw -1531588.766993 + Penalty 3117.574477 = -1528471.192516 nChanged 0 SP:Iteration 24F (265.653971 sec): 3 clusters Score: Raw -1531588.766993 + Penalty 3117.574477 = -1528471.192516 nChanged 0 Trying to split cluster 8 (3642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (265.671352 sec): 2 clusters Score: Raw -389730.143366 + Penalty 1332.546842 = -388397.596524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (265.724155 sec): 3 clusters Score: Raw -387938.290691 + Penalty 2665.093685 = -385273.197006 nChanged 1405 SP:Iteration 1F (265.784942 sec): 3 clusters Score: Raw -388743.806092 + Penalty 2665.093685 = -386078.712407 nChanged 262 SP:Iteration 2F (265.842460 sec): 3 clusters Score: Raw -388896.483797 + Penalty 2665.093685 = -386231.390112 nChanged 173 SP:Iteration 3Q (265.894004 sec): 3 clusters Score: Raw -388980.646743 + Penalty 2665.093685 = -386315.553058 nChanged 125 SP:Iteration 4Q (265.951960 sec): 3 clusters Score: Raw -389033.860957 + Penalty 2665.093685 = -386368.767272 nChanged 96 SP:Iteration 5Q (266.004610 sec): 3 clusters Score: Raw -389071.240573 + Penalty 2665.093685 = -386406.146888 nChanged 82 SP:Iteration 6Q (266.057583 sec): 3 clusters Score: Raw -389104.515576 + Penalty 2665.093685 = -386439.421892 nChanged 77 SP:Iteration 7Q (266.098413 sec): 3 clusters Score: Raw -389136.370312 + Penalty 2665.093685 = -386471.276628 nChanged 65 SP:Iteration 8Q (266.145716 sec): 3 clusters Score: Raw -389158.431853 + Penalty 2665.093685 = -386493.338169 nChanged 56 SP:Iteration 9Q (266.207453 sec): 3 clusters Score: Raw -389179.312711 + Penalty 2665.093685 = -386514.219027 nChanged 53 SP:Iteration 10Q (266.250724 sec): 3 clusters Score: Raw -389202.871175 + Penalty 2665.093685 = -386537.777491 nChanged 56 SP:Iteration 11Q (266.306645 sec): 3 clusters Score: Raw -389224.024055 + Penalty 2665.093685 = -386558.930370 nChanged 59 SP:Iteration 12Q (266.351461 sec): 3 clusters Score: Raw -389251.725774 + Penalty 2665.093685 = -386586.632089 nChanged 69 SP:Iteration 13Q (266.401824 sec): 3 clusters Score: Raw -389286.405479 + Penalty 2665.093685 = -386621.311794 nChanged 78 SP:Iteration 14Q (266.470318 sec): 3 clusters Score: Raw -389325.931747 + Penalty 2665.093685 = -386660.838062 nChanged 88 SP:Iteration 15Q (266.524217 sec): 3 clusters Score: Raw -389376.276079 + Penalty 2665.093685 = -386711.182394 nChanged 85 SP:Iteration 16Q (266.580074 sec): 3 clusters Score: Raw -389429.540210 + Penalty 2665.093685 = -386764.446526 nChanged 94 SP:Iteration 17Q (266.627228 sec): 3 clusters Score: Raw -389491.628334 + Penalty 2665.093685 = -386826.534650 nChanged 96 SP:Iteration 18Q (266.687383 sec): 3 clusters Score: Raw -389554.560209 + Penalty 2665.093685 = -386889.466524 nChanged 94 SP:Iteration 19Q (266.725432 sec): 3 clusters Score: Raw -389623.094897 + Penalty 2665.093685 = -386958.001212 nChanged 71 SP:Iteration 20F (266.773539 sec): 3 clusters Score: Raw -389670.453806 + Penalty 2665.093685 = -387005.360121 nChanged 61 SP:Iteration 21Q (266.829669 sec): 3 clusters Score: Raw -389709.659860 + Penalty 2665.093685 = -387044.566175 nChanged 41 SP:Iteration 22Q (266.890683 sec): 3 clusters Score: Raw -389740.054197 + Penalty 2665.093685 = -387074.960512 nChanged 35 SP:Iteration 23Q (266.940246 sec): 3 clusters Score: Raw -389766.342464 + Penalty 2665.093685 = -387101.248779 nChanged 31 SP:Iteration 24Q (266.991442 sec): 3 clusters Score: Raw -389787.910077 + Penalty 2665.093685 = -387122.816392 nChanged 24 SP:Iteration 25Q (267.044455 sec): 3 clusters Score: Raw -389801.602540 + Penalty 2665.093685 = -387136.508855 nChanged 14 SP:Iteration 26Q (267.103288 sec): 3 clusters Score: Raw -389809.799014 + Penalty 2665.093685 = -387144.705330 nChanged 17 SP:Iteration 27Q (267.148330 sec): 3 clusters Score: Raw -389817.902044 + Penalty 2665.093685 = -387152.808359 nChanged 17 SP:Iteration 28Q (267.203733 sec): 3 clusters Score: Raw -389827.995809 + Penalty 2665.093685 = -387162.902124 nChanged 13 SP:Iteration 29Q (267.255485 sec): 3 clusters Score: Raw -389835.672268 + Penalty 2665.093685 = -387170.578583 nChanged 9 SP:Iteration 30Q (267.293944 sec): 3 clusters Score: Raw -389839.407510 + Penalty 2665.093685 = -387174.313825 nChanged 3 SP:Iteration 31Q (267.351473 sec): 3 clusters Score: Raw -389841.338582 + Penalty 2665.093685 = -387176.244898 nChanged 3 SP:Iteration 32Q (267.405156 sec): 3 clusters Score: Raw -389842.993661 + Penalty 2665.093685 = -387177.899976 nChanged 4 SP:Iteration 33Q (267.460309 sec): 3 clusters Score: Raw -389844.770730 + Penalty 2665.093685 = -387179.677046 nChanged 0 SP:Iteration 34F (267.514766 sec): 3 clusters Score: Raw -389844.770730 + Penalty 2665.093685 = -387179.677046 nChanged 0 Trying to split cluster 9 (4417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (267.535300 sec): 2 clusters Score: Raw -465977.320769 + Penalty 1363.897602 = -464613.423167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (267.600231 sec): 3 clusters Score: Raw -463724.477596 + Penalty 2727.795204 = -460996.682392 nChanged 1783 SP:Iteration 1F (267.644769 sec): 3 clusters Score: Raw -464749.840045 + Penalty 2727.795204 = -462022.044841 nChanged 351 SP:Iteration 2F (267.696608 sec): 3 clusters Score: Raw -464989.743112 + Penalty 2727.795204 = -462261.947908 nChanged 271 SP:Iteration 3F (267.753537 sec): 3 clusters Score: Raw -465186.685974 + Penalty 2727.795204 = -462458.890770 nChanged 284 SP:Iteration 4F (267.806415 sec): 3 clusters Score: Raw -465385.186914 + Penalty 2727.795204 = -462657.391710 nChanged 216 SP:Iteration 5Q (267.857930 sec): 3 clusters Score: Raw -465553.316163 + Penalty 2727.795204 = -462825.520959 nChanged 222 SP:Iteration 6F (267.914475 sec): 3 clusters Score: Raw -465724.401096 + Penalty 2727.795204 = -462996.605892 nChanged 186 SP:Iteration 7Q (267.969516 sec): 3 clusters Score: Raw -465864.852509 + Penalty 2727.795204 = -463137.057305 nChanged 159 SP:Iteration 8Q (268.023305 sec): 3 clusters Score: Raw -465985.822837 + Penalty 2727.795204 = -463258.027633 nChanged 151 SP:Iteration 9Q (268.083925 sec): 3 clusters Score: Raw -466095.823642 + Penalty 2727.795204 = -463368.028438 nChanged 88 SP:Iteration 10Q (268.148512 sec): 3 clusters Score: Raw -466149.844291 + Penalty 2727.795204 = -463422.049087 nChanged 69 SP:Iteration 11Q (268.206140 sec): 3 clusters Score: Raw -466196.316426 + Penalty 2727.795204 = -463468.521222 nChanged 59 SP:Iteration 12Q (268.260693 sec): 3 clusters Score: Raw -466231.673934 + Penalty 2727.795204 = -463503.878731 nChanged 42 SP:Iteration 13Q (268.302284 sec): 3 clusters Score: Raw -466254.607272 + Penalty 2727.795204 = -463526.812068 nChanged 38 SP:Iteration 14Q (268.364455 sec): 3 clusters Score: Raw -466271.719853 + Penalty 2727.795204 = -463543.924649 nChanged 28 SP:Iteration 15Q (268.422382 sec): 3 clusters Score: Raw -466284.837730 + Penalty 2727.795204 = -463557.042526 nChanged 17 SP:Iteration 16Q (268.471873 sec): 3 clusters Score: Raw -466290.450318 + Penalty 2727.795204 = -463562.655114 nChanged 10 SP:Iteration 17Q (268.516807 sec): 3 clusters Score: Raw -466292.437983 + Penalty 2727.795204 = -463564.642779 nChanged 6 SP:Iteration 18Q (268.575359 sec): 3 clusters Score: Raw -466293.914586 + Penalty 2727.795204 = -463566.119382 nChanged 3 SP:Iteration 19Q (268.624656 sec): 3 clusters Score: Raw -466294.460118 + Penalty 2727.795204 = -463566.664914 nChanged 1 SP:Iteration 20F (268.679226 sec): 3 clusters Score: Raw -466294.633198 + Penalty 2727.795204 = -463566.837994 nChanged 1 SP:Iteration 21Q (268.730226 sec): 3 clusters Score: Raw -466295.147547 + Penalty 2727.795204 = -463567.352343 nChanged 2 SP:Iteration 22Q (268.778331 sec): 3 clusters Score: Raw -466295.557413 + Penalty 2727.795204 = -463567.762209 nChanged 2 SP:Iteration 23Q (268.820052 sec): 3 clusters Score: Raw -466296.431743 + Penalty 2727.795204 = -463568.636539 nChanged 4 SP:Iteration 24Q (268.868083 sec): 3 clusters Score: Raw -466297.706627 + Penalty 2727.795204 = -463569.911423 nChanged 4 SP:Iteration 25Q (268.925907 sec): 3 clusters Score: Raw -466299.049694 + Penalty 2727.795204 = -463571.254491 nChanged 7 SP:Iteration 26Q (268.976516 sec): 3 clusters Score: Raw -466301.427272 + Penalty 2727.795204 = -463573.632068 nChanged 10 SP:Iteration 27Q (269.024652 sec): 3 clusters Score: Raw -466305.694222 + Penalty 2727.795204 = -463577.899018 nChanged 4 SP:Iteration 28Q (269.081591 sec): 3 clusters Score: Raw -466307.093518 + Penalty 2727.795204 = -463579.298314 nChanged 2 SP:Iteration 29Q (269.142466 sec): 3 clusters Score: Raw -466308.227647 + Penalty 2727.795204 = -463580.432443 nChanged 2 SP:Iteration 30Q (269.201025 sec): 3 clusters Score: Raw -466308.674853 + Penalty 2727.795204 = -463580.879650 nChanged 3 SP:Iteration 31Q (269.258336 sec): 3 clusters Score: Raw -466309.900952 + Penalty 2727.795204 = -463582.105748 nChanged 0 SP:Iteration 32F (269.315674 sec): 3 clusters Score: Raw -466309.900952 + Penalty 2727.795204 = -463582.105748 nChanged 0 Trying to split cluster 10 (4340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (269.343845 sec): 2 clusters Score: Raw -461737.529372 + Penalty 1361.039814 = -460376.489558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (269.398505 sec): 3 clusters Score: Raw -459499.237412 + Penalty 2722.079629 = -456777.157783 nChanged 1771 SP:Iteration 1F (269.451592 sec): 3 clusters Score: Raw -460505.522618 + Penalty 2722.079629 = -457783.442990 nChanged 310 SP:Iteration 2F (269.514690 sec): 3 clusters Score: Raw -460657.770726 + Penalty 2722.079629 = -457935.691098 nChanged 205 SP:Iteration 3Q (269.572829 sec): 3 clusters Score: Raw -460751.599512 + Penalty 2722.079629 = -458029.519883 nChanged 176 SP:Iteration 4Q (269.619803 sec): 3 clusters Score: Raw -460825.909221 + Penalty 2722.079629 = -458103.829592 nChanged 125 SP:Iteration 5Q (269.678006 sec): 3 clusters Score: Raw -460875.112055 + Penalty 2722.079629 = -458153.032426 nChanged 109 SP:Iteration 6Q (269.725284 sec): 3 clusters Score: Raw -460926.866325 + Penalty 2722.079629 = -458204.786696 nChanged 111 SP:Iteration 7Q (269.779117 sec): 3 clusters Score: Raw -460979.857279 + Penalty 2722.079629 = -458257.777651 nChanged 106 SP:Iteration 8Q (269.824329 sec): 3 clusters Score: Raw -461031.493436 + Penalty 2722.079629 = -458309.413807 nChanged 107 SP:Iteration 9Q (269.890296 sec): 3 clusters Score: Raw -461089.628806 + Penalty 2722.079629 = -458367.549177 nChanged 116 SP:Iteration 10Q (269.943107 sec): 3 clusters Score: Raw -461147.270708 + Penalty 2722.079629 = -458425.191079 nChanged 120 SP:Iteration 11Q (269.990660 sec): 3 clusters Score: Raw -461211.572993 + Penalty 2722.079629 = -458489.493364 nChanged 106 SP:Iteration 12Q (270.038931 sec): 3 clusters Score: Raw -461274.389240 + Penalty 2722.079629 = -458552.309611 nChanged 118 SP:Iteration 13Q (270.090671 sec): 3 clusters Score: Raw -461354.515805 + Penalty 2722.079629 = -458632.436176 nChanged 127 SP:Iteration 14Q (270.157076 sec): 3 clusters Score: Raw -461438.847237 + Penalty 2722.079629 = -458716.767608 nChanged 107 SP:Iteration 15Q (270.202752 sec): 3 clusters Score: Raw -461510.212161 + Penalty 2722.079629 = -458788.132532 nChanged 110 SP:Iteration 16Q (270.263676 sec): 3 clusters Score: Raw -461598.778464 + Penalty 2722.079629 = -458876.698835 nChanged 91 SP:Iteration 17Q (270.322583 sec): 3 clusters Score: Raw -461672.523185 + Penalty 2722.079629 = -458950.443556 nChanged 77 SP:Iteration 18Q (270.374988 sec): 3 clusters Score: Raw -461733.900952 + Penalty 2722.079629 = -459011.821323 nChanged 66 SP:Iteration 19Q (270.423938 sec): 3 clusters Score: Raw -461784.113312 + Penalty 2722.079629 = -459062.033683 nChanged 39 SP:Iteration 20F (270.478439 sec): 3 clusters Score: Raw -461812.865454 + Penalty 2722.079629 = -459090.785825 nChanged 38 SP:Iteration 21Q (270.534414 sec): 3 clusters Score: Raw -461845.275255 + Penalty 2722.079629 = -459123.195627 nChanged 34 SP:Iteration 22Q (270.589883 sec): 3 clusters Score: Raw -461873.314893 + Penalty 2722.079629 = -459151.235264 nChanged 25 SP:Iteration 23Q (270.645094 sec): 3 clusters Score: Raw -461891.812460 + Penalty 2722.079629 = -459169.732831 nChanged 17 SP:Iteration 24Q (270.702365 sec): 3 clusters Score: Raw -461904.590741 + Penalty 2722.079629 = -459182.511112 nChanged 18 SP:Iteration 25Q (270.756919 sec): 3 clusters Score: Raw -461918.373430 + Penalty 2722.079629 = -459196.293801 nChanged 8 SP:Iteration 26Q (270.811841 sec): 3 clusters Score: Raw -461924.580451 + Penalty 2722.079629 = -459202.500822 nChanged 10 SP:Iteration 27Q (270.856978 sec): 3 clusters Score: Raw -461932.313791 + Penalty 2722.079629 = -459210.234162 nChanged 8 SP:Iteration 28Q (270.923196 sec): 3 clusters Score: Raw -461939.670553 + Penalty 2722.079629 = -459217.590924 nChanged 4 SP:Iteration 29Q (270.977262 sec): 3 clusters Score: Raw -461943.437493 + Penalty 2722.079629 = -459221.357865 nChanged 1 SP:Iteration 30Q (271.032766 sec): 3 clusters Score: Raw -461944.194785 + Penalty 2722.079629 = -459222.115157 nChanged 2 SP:Iteration 31Q (271.081464 sec): 3 clusters Score: Raw -461945.802434 + Penalty 2722.079629 = -459223.722805 nChanged 1 SP:Iteration 32Q (271.136317 sec): 3 clusters Score: Raw -461947.040976 + Penalty 2722.079629 = -459224.961347 nChanged 1 SP:Iteration 33Q (271.183918 sec): 3 clusters Score: Raw -461947.962783 + Penalty 2722.079629 = -459225.883155 nChanged 0 SP:Iteration 34F (271.247799 sec): 3 clusters Score: Raw -461947.962783 + Penalty 2722.079629 = -459225.883155 nChanged 0 Trying to split cluster 12 (8326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (271.272313 sec): 2 clusters Score: Raw -890543.776220 + Penalty 1466.909995 = -889076.866225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (271.343566 sec): 3 clusters Score: Raw -885931.144331 + Penalty 2933.819989 = -882997.324342 nChanged 3534 SP:Iteration 1F (271.395687 sec): 3 clusters Score: Raw -887803.686245 + Penalty 2933.819989 = -884869.866256 nChanged 538 SP:Iteration 2F (271.471434 sec): 3 clusters Score: Raw -888073.373628 + Penalty 2933.819989 = -885139.553639 nChanged 488 SP:Iteration 3F (271.526888 sec): 3 clusters Score: Raw -888329.669460 + Penalty 2933.819989 = -885395.849471 nChanged 449 SP:Iteration 4F (271.568732 sec): 3 clusters Score: Raw -888599.916464 + Penalty 2933.819989 = -885666.096475 nChanged 473 SP:Iteration 5F (271.625528 sec): 3 clusters Score: Raw -888909.399734 + Penalty 2933.819989 = -885975.579745 nChanged 464 SP:Iteration 6F (271.689441 sec): 3 clusters Score: Raw -889224.064756 + Penalty 2933.819989 = -886290.244767 nChanged 439 SP:Iteration 7F (271.754422 sec): 3 clusters Score: Raw -889574.293567 + Penalty 2933.819989 = -886640.473578 nChanged 379 SP:Iteration 8Q (271.811740 sec): 3 clusters Score: Raw -889857.734586 + Penalty 2933.819989 = -886923.914597 nChanged 317 SP:Iteration 9Q (271.867047 sec): 3 clusters Score: Raw -890078.562687 + Penalty 2933.819989 = -887144.742698 nChanged 264 SP:Iteration 10Q (271.924591 sec): 3 clusters Score: Raw -890256.696256 + Penalty 2933.819989 = -887322.876267 nChanged 186 SP:Iteration 11Q (271.996862 sec): 3 clusters Score: Raw -890344.326546 + Penalty 2933.819989 = -887410.506557 nChanged 112 SP:Iteration 12Q (272.046602 sec): 3 clusters Score: Raw -890395.203139 + Penalty 2933.819989 = -887461.383150 nChanged 88 SP:Iteration 13Q (272.115269 sec): 3 clusters Score: Raw -890433.829707 + Penalty 2933.819989 = -887500.009718 nChanged 74 SP:Iteration 14Q (272.180088 sec): 3 clusters Score: Raw -890468.000546 + Penalty 2933.819989 = -887534.180556 nChanged 65 SP:Iteration 15Q (272.231914 sec): 3 clusters Score: Raw -890494.827628 + Penalty 2933.819989 = -887561.007639 nChanged 61 SP:Iteration 16Q (272.293685 sec): 3 clusters Score: Raw -890516.888989 + Penalty 2933.819989 = -887583.069000 nChanged 52 SP:Iteration 17Q (272.353410 sec): 3 clusters Score: Raw -890533.615906 + Penalty 2933.819989 = -887599.795917 nChanged 42 SP:Iteration 18Q (272.410609 sec): 3 clusters Score: Raw -890546.980571 + Penalty 2933.819989 = -887613.160582 nChanged 34 SP:Iteration 19Q (272.470446 sec): 3 clusters Score: Raw -890558.400930 + Penalty 2933.819989 = -887624.580941 nChanged 40 SP:Iteration 20F (272.533652 sec): 3 clusters Score: Raw -890572.483274 + Penalty 2933.819989 = -887638.663285 nChanged 38 SP:Iteration 21Q (272.595749 sec): 3 clusters Score: Raw -890584.675897 + Penalty 2933.819989 = -887650.855908 nChanged 38 SP:Iteration 22Q (272.649410 sec): 3 clusters Score: Raw -890596.936027 + Penalty 2933.819989 = -887663.116038 nChanged 35 SP:Iteration 23Q (272.713018 sec): 3 clusters Score: Raw -890609.056867 + Penalty 2933.819989 = -887675.236878 nChanged 30 SP:Iteration 24Q (272.763715 sec): 3 clusters Score: Raw -890619.657600 + Penalty 2933.819989 = -887685.837611 nChanged 30 SP:Iteration 25Q (272.824132 sec): 3 clusters Score: Raw -890628.368544 + Penalty 2933.819989 = -887694.548555 nChanged 28 SP:Iteration 26Q (272.884049 sec): 3 clusters Score: Raw -890635.464288 + Penalty 2933.819989 = -887701.644299 nChanged 20 SP:Iteration 27Q (272.938580 sec): 3 clusters Score: Raw -890641.579651 + Penalty 2933.819989 = -887707.759662 nChanged 21 SP:Iteration 28Q (273.000611 sec): 3 clusters Score: Raw -890646.947547 + Penalty 2933.819989 = -887713.127558 nChanged 21 SP:Iteration 29Q (273.052156 sec): 3 clusters Score: Raw -890654.885365 + Penalty 2933.819989 = -887721.065376 nChanged 27 SP:Iteration 30Q (273.114561 sec): 3 clusters Score: Raw -890663.102598 + Penalty 2933.819989 = -887729.282609 nChanged 28 SP:Iteration 31Q (273.171132 sec): 3 clusters Score: Raw -890673.371228 + Penalty 2933.819989 = -887739.551239 nChanged 23 SP:Iteration 32Q (273.224824 sec): 3 clusters Score: Raw -890680.758891 + Penalty 2933.819989 = -887746.938902 nChanged 27 SP:Iteration 33Q (273.289127 sec): 3 clusters Score: Raw -890688.364799 + Penalty 2933.819989 = -887754.544810 nChanged 23 SP:Iteration 34Q (273.340000 sec): 3 clusters Score: Raw -890694.045564 + Penalty 2933.819989 = -887760.225575 nChanged 16 SP:Iteration 35Q (273.411125 sec): 3 clusters Score: Raw -890698.555610 + Penalty 2933.819989 = -887764.735621 nChanged 18 SP:Iteration 36Q (273.473423 sec): 3 clusters Score: Raw -890704.911297 + Penalty 2933.819989 = -887771.091308 nChanged 22 SP:Iteration 37Q (273.516915 sec): 3 clusters Score: Raw -890712.584851 + Penalty 2933.819989 = -887778.764862 nChanged 24 SP:Iteration 38Q (273.581642 sec): 3 clusters Score: Raw -890723.075661 + Penalty 2933.819989 = -887789.255672 nChanged 25 SP:Iteration 39Q (273.634494 sec): 3 clusters Score: Raw -890732.840616 + Penalty 2933.819989 = -887799.020627 nChanged 31 SP:Iteration 40F (273.696239 sec): 3 clusters Score: Raw -890745.223030 + Penalty 2933.819989 = -887811.403041 nChanged 24 SP:Iteration 41Q (273.763873 sec): 3 clusters Score: Raw -890753.640701 + Penalty 2933.819989 = -887819.820712 nChanged 25 SP:Iteration 42Q (273.819388 sec): 3 clusters Score: Raw -890762.768682 + Penalty 2933.819989 = -887828.948693 nChanged 18 SP:Iteration 43Q (273.877032 sec): 3 clusters Score: Raw -890769.486241 + Penalty 2933.819989 = -887835.666252 nChanged 20 SP:Iteration 44Q (273.935788 sec): 3 clusters Score: Raw -890776.119193 + Penalty 2933.819989 = -887842.299204 nChanged 14 SP:Iteration 45Q (273.987478 sec): 3 clusters Score: Raw -890780.642218 + Penalty 2933.819989 = -887846.822229 nChanged 10 SP:Iteration 46Q (274.059437 sec): 3 clusters Score: Raw -890783.573564 + Penalty 2933.819989 = -887849.753575 nChanged 9 SP:Iteration 47Q (274.113557 sec): 3 clusters Score: Raw -890786.147236 + Penalty 2933.819989 = -887852.327247 nChanged 5 SP:Iteration 48Q (274.167745 sec): 3 clusters Score: Raw -890788.370947 + Penalty 2933.819989 = -887854.550957 nChanged 7 SP:Iteration 49Q (274.231662 sec): 3 clusters Score: Raw -890790.147907 + Penalty 2933.819989 = -887856.327918 nChanged 5 SP:Iteration 50Q (274.289111 sec): 3 clusters Score: Raw -890791.288771 + Penalty 2933.819989 = -887857.468782 nChanged 8 SP:Iteration 51Q (274.343884 sec): 3 clusters Score: Raw -890793.676778 + Penalty 2933.819989 = -887859.856789 nChanged 11 SP:Iteration 52Q (274.400274 sec): 3 clusters Score: Raw -890796.437030 + Penalty 2933.819989 = -887862.617041 nChanged 12 SP:Iteration 53Q (274.458827 sec): 3 clusters Score: Raw -890799.881794 + Penalty 2933.819989 = -887866.061805 nChanged 13 SP:Iteration 54Q (274.521400 sec): 3 clusters Score: Raw -890804.600611 + Penalty 2933.819989 = -887870.780622 nChanged 14 SP:Iteration 55Q (274.578401 sec): 3 clusters Score: Raw -890809.901481 + Penalty 2933.819989 = -887876.081492 nChanged 12 SP:Iteration 56Q (274.636869 sec): 3 clusters Score: Raw -890814.474127 + Penalty 2933.819989 = -887880.654138 nChanged 7 SP:Iteration 57Q (274.697433 sec): 3 clusters Score: Raw -890816.878177 + Penalty 2933.819989 = -887883.058188 nChanged 7 SP:Iteration 58Q (274.756698 sec): 3 clusters Score: Raw -890819.314586 + Penalty 2933.819989 = -887885.494597 nChanged 11 SP:Iteration 59Q (274.816098 sec): 3 clusters Score: Raw -890822.391181 + Penalty 2933.819989 = -887888.571192 nChanged 14 SP:Iteration 60F (274.880600 sec): 3 clusters Score: Raw -890826.084245 + Penalty 2933.819989 = -887892.264256 nChanged 10 SP:Iteration 61Q (274.938391 sec): 3 clusters Score: Raw -890828.900735 + Penalty 2933.819989 = -887895.080746 nChanged 7 SP:Iteration 62Q (274.991786 sec): 3 clusters Score: Raw -890832.837945 + Penalty 2933.819989 = -887899.017956 nChanged 10 SP:Iteration 63Q (275.053981 sec): 3 clusters Score: Raw -890835.824449 + Penalty 2933.819989 = -887902.004460 nChanged 6 SP:Iteration 64Q (275.117128 sec): 3 clusters Score: Raw -890837.356290 + Penalty 2933.819989 = -887903.536301 nChanged 7 SP:Iteration 65Q (275.177766 sec): 3 clusters Score: Raw -890839.445818 + Penalty 2933.819989 = -887905.625829 nChanged 4 SP:Iteration 66Q (275.237342 sec): 3 clusters Score: Raw -890840.256992 + Penalty 2933.819989 = -887906.437003 nChanged 4 SP:Iteration 67Q (275.296547 sec): 3 clusters Score: Raw -890841.846070 + Penalty 2933.819989 = -887908.026081 nChanged 7 SP:Iteration 68Q (275.351734 sec): 3 clusters Score: Raw -890843.238793 + Penalty 2933.819989 = -887909.418804 nChanged 2 SP:Iteration 69Q (275.404345 sec): 3 clusters Score: Raw -890843.765568 + Penalty 2933.819989 = -887909.945579 nChanged 1 SP:Iteration 70Q (275.463796 sec): 3 clusters Score: Raw -890843.948358 + Penalty 2933.819989 = -887910.128369 nChanged 0 SP:Iteration 71F (275.524490 sec): 3 clusters Score: Raw -890843.948358 + Penalty 2933.819989 = -887910.128369 nChanged 0 Trying to split cluster 13 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (275.562401 sec): 2 clusters Score: Raw -16896.121663 + Penalty 926.322081 = -15969.799582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (275.603801 sec): 3 clusters Score: Raw -17153.262089 + Penalty 1852.644161 = -15300.617928 nChanged 69 SP:Iteration 1F (275.652925 sec): 3 clusters Score: Raw -17605.706183 + Penalty 1852.644161 = -15753.062021 nChanged 35 SP:Iteration 2F (275.693174 sec): 3 clusters Score: Raw -17855.102436 + Penalty 1852.644161 = -16002.458275 nChanged 11 SP:Iteration 3Q (275.742583 sec): 3 clusters Score: Raw -17907.375759 + Penalty 1852.644161 = -16054.731598 nChanged 5 SP:Iteration 4Q (275.788042 sec): 3 clusters Score: Raw -17927.337491 + Penalty 1852.644161 = -16074.693330 nChanged 1 SP:Iteration 5Q (275.839070 sec): 3 clusters Score: Raw -17932.361969 + Penalty 1852.644161 = -16079.717807 nChanged 0 SP:Iteration 6F (275.872099 sec): 3 clusters Score: Raw -17932.361969 + Penalty 1852.644161 = -16079.717807 nChanged 0 Score: Raw -10239307.565960 + Penalty 28026.732816 = -10211280.833144 Splitting cluster 13 changes total score from -10212113.041693 to -10211280.833144 So it's not getting split. Trying to split cluster 14 (4033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (277.154817 sec): 2 clusters Score: Raw -434221.046994 + Penalty 1349.118192 = -432871.928802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (277.221706 sec): 3 clusters Score: Raw -432157.293674 + Penalty 2698.236383 = -429459.057291 nChanged 1584 SP:Iteration 1F (277.278568 sec): 3 clusters Score: Raw -432998.174016 + Penalty 2698.236383 = -430299.937633 nChanged 282 SP:Iteration 2F (277.331918 sec): 3 clusters Score: Raw -433147.120964 + Penalty 2698.236383 = -430448.884580 nChanged 204 SP:Iteration 3F (277.378672 sec): 3 clusters Score: Raw -433255.210136 + Penalty 2698.236383 = -430556.973753 nChanged 159 SP:Iteration 4Q (277.435294 sec): 3 clusters Score: Raw -433352.392498 + Penalty 2698.236383 = -430654.156115 nChanged 150 SP:Iteration 5Q (277.502000 sec): 3 clusters Score: Raw -433435.928785 + Penalty 2698.236383 = -430737.692402 nChanged 138 SP:Iteration 6Q (277.553081 sec): 3 clusters Score: Raw -433508.695204 + Penalty 2698.236383 = -430810.458821 nChanged 124 SP:Iteration 7Q (277.608443 sec): 3 clusters Score: Raw -433575.409280 + Penalty 2698.236383 = -430877.172896 nChanged 102 SP:Iteration 8Q (277.670313 sec): 3 clusters Score: Raw -433631.727855 + Penalty 2698.236383 = -430933.491471 nChanged 92 SP:Iteration 9Q (277.713781 sec): 3 clusters Score: Raw -433671.127107 + Penalty 2698.236383 = -430972.890724 nChanged 74 SP:Iteration 10Q (277.774938 sec): 3 clusters Score: Raw -433704.678216 + Penalty 2698.236383 = -431006.441833 nChanged 62 SP:Iteration 11Q (277.828937 sec): 3 clusters Score: Raw -433734.851579 + Penalty 2698.236383 = -431036.615195 nChanged 70 SP:Iteration 12Q (277.874616 sec): 3 clusters Score: Raw -433770.952415 + Penalty 2698.236383 = -431072.716031 nChanged 85 SP:Iteration 13Q (277.933839 sec): 3 clusters Score: Raw -433825.728504 + Penalty 2698.236383 = -431127.492120 nChanged 90 SP:Iteration 14Q (277.991038 sec): 3 clusters Score: Raw -433885.491589 + Penalty 2698.236383 = -431187.255205 nChanged 111 SP:Iteration 15Q (278.046557 sec): 3 clusters Score: Raw -433956.408705 + Penalty 2698.236383 = -431258.172322 nChanged 93 SP:Iteration 16Q (278.102496 sec): 3 clusters Score: Raw -434011.118321 + Penalty 2698.236383 = -431312.881938 nChanged 78 SP:Iteration 17Q (278.159393 sec): 3 clusters Score: Raw -434058.017265 + Penalty 2698.236383 = -431359.780881 nChanged 73 SP:Iteration 18Q (278.212004 sec): 3 clusters Score: Raw -434096.049357 + Penalty 2698.236383 = -431397.812974 nChanged 52 SP:Iteration 19Q (278.268840 sec): 3 clusters Score: Raw -434125.266145 + Penalty 2698.236383 = -431427.029761 nChanged 48 SP:Iteration 20F (278.325083 sec): 3 clusters Score: Raw -434151.868797 + Penalty 2698.236383 = -431453.632414 nChanged 38 SP:Iteration 21Q (278.370010 sec): 3 clusters Score: Raw -434171.581286 + Penalty 2698.236383 = -431473.344903 nChanged 34 SP:Iteration 22Q (278.426892 sec): 3 clusters Score: Raw -434191.273994 + Penalty 2698.236383 = -431493.037611 nChanged 29 SP:Iteration 23Q (278.468927 sec): 3 clusters Score: Raw -434211.996690 + Penalty 2698.236383 = -431513.760306 nChanged 33 SP:Iteration 24Q (278.523178 sec): 3 clusters Score: Raw -434230.885131 + Penalty 2698.236383 = -431532.648748 nChanged 28 SP:Iteration 25Q (278.587734 sec): 3 clusters Score: Raw -434250.024038 + Penalty 2698.236383 = -431551.787655 nChanged 24 SP:Iteration 26Q (278.641732 sec): 3 clusters Score: Raw -434268.092076 + Penalty 2698.236383 = -431569.855692 nChanged 22 SP:Iteration 27Q (278.697116 sec): 3 clusters Score: Raw -434284.207780 + Penalty 2698.236383 = -431585.971397 nChanged 14 SP:Iteration 28Q (278.743445 sec): 3 clusters Score: Raw -434292.708242 + Penalty 2698.236383 = -431594.471858 nChanged 14 SP:Iteration 29Q (278.794697 sec): 3 clusters Score: Raw -434299.982674 + Penalty 2698.236383 = -431601.746291 nChanged 15 SP:Iteration 30Q (278.841573 sec): 3 clusters Score: Raw -434311.456018 + Penalty 2698.236383 = -431613.219634 nChanged 8 SP:Iteration 31Q (278.903781 sec): 3 clusters Score: Raw -434316.245831 + Penalty 2698.236383 = -431618.009448 nChanged 2 SP:Iteration 32Q (278.958693 sec): 3 clusters Score: Raw -434317.187931 + Penalty 2698.236383 = -431618.951547 nChanged 0 SP:Iteration 33F (279.016876 sec): 3 clusters Score: Raw -434317.187931 + Penalty 2698.236383 = -431618.951547 nChanged 0 Trying to split cluster 19 (3156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (279.042096 sec): 2 clusters Score: Raw -336465.684733 + Penalty 1309.272361 = -335156.412373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (279.085360 sec): 3 clusters Score: Raw -335002.212695 + Penalty 2618.544722 = -332383.667974 nChanged 1149 SP:Iteration 1F (279.144365 sec): 3 clusters Score: Raw -335636.838479 + Penalty 2618.544722 = -333018.293757 nChanged 226 SP:Iteration 2F (279.196429 sec): 3 clusters Score: Raw -335765.685479 + Penalty 2618.544722 = -333147.140757 nChanged 160 SP:Iteration 3F (279.246123 sec): 3 clusters Score: Raw -335845.044904 + Penalty 2618.544722 = -333226.500183 nChanged 102 SP:Iteration 4Q (279.298017 sec): 3 clusters Score: Raw -335899.806641 + Penalty 2618.544722 = -333281.261919 nChanged 91 SP:Iteration 5Q (279.341150 sec): 3 clusters Score: Raw -335935.749908 + Penalty 2618.544722 = -333317.205187 nChanged 49 SP:Iteration 6Q (279.390228 sec): 3 clusters Score: Raw -335954.884170 + Penalty 2618.544722 = -333336.339449 nChanged 46 SP:Iteration 7Q (279.436341 sec): 3 clusters Score: Raw -335970.296326 + Penalty 2618.544722 = -333351.751604 nChanged 35 SP:Iteration 8Q (279.487956 sec): 3 clusters Score: Raw -335985.614528 + Penalty 2618.544722 = -333367.069807 nChanged 36 SP:Iteration 9Q (279.536856 sec): 3 clusters Score: Raw -335997.549977 + Penalty 2618.544722 = -333379.005256 nChanged 28 SP:Iteration 10Q (279.592938 sec): 3 clusters Score: Raw -336006.421024 + Penalty 2618.544722 = -333387.876302 nChanged 24 SP:Iteration 11Q (279.641719 sec): 3 clusters Score: Raw -336013.523719 + Penalty 2618.544722 = -333394.978998 nChanged 17 SP:Iteration 12Q (279.684802 sec): 3 clusters Score: Raw -336018.220365 + Penalty 2618.544722 = -333399.675644 nChanged 11 SP:Iteration 13Q (279.746158 sec): 3 clusters Score: Raw -336022.841510 + Penalty 2618.544722 = -333404.296788 nChanged 12 SP:Iteration 14Q (279.795677 sec): 3 clusters Score: Raw -336028.031054 + Penalty 2618.544722 = -333409.486332 nChanged 17 SP:Iteration 15Q (279.845589 sec): 3 clusters Score: Raw -336033.030201 + Penalty 2618.544722 = -333414.485479 nChanged 13 SP:Iteration 16Q (279.889000 sec): 3 clusters Score: Raw -336037.195417 + Penalty 2618.544722 = -333418.650695 nChanged 14 SP:Iteration 17Q (279.955693 sec): 3 clusters Score: Raw -336040.570979 + Penalty 2618.544722 = -333422.026257 nChanged 12 SP:Iteration 18Q (279.996625 sec): 3 clusters Score: Raw -336043.705349 + Penalty 2618.544722 = -333425.160627 nChanged 9 SP:Iteration 19Q (280.056869 sec): 3 clusters Score: Raw -336046.298631 + Penalty 2618.544722 = -333427.753909 nChanged 13 SP:Iteration 20F (280.117397 sec): 3 clusters Score: Raw -336049.982947 + Penalty 2618.544722 = -333431.438225 nChanged 15 SP:Iteration 21Q (280.163512 sec): 3 clusters Score: Raw -336055.467390 + Penalty 2618.544722 = -333436.922668 nChanged 14 SP:Iteration 22Q (280.223709 sec): 3 clusters Score: Raw -336060.135817 + Penalty 2618.544722 = -333441.591095 nChanged 20 SP:Iteration 23Q (280.274607 sec): 3 clusters Score: Raw -336066.076929 + Penalty 2618.544722 = -333447.532208 nChanged 16 SP:Iteration 24Q (280.330847 sec): 3 clusters Score: Raw -336071.227555 + Penalty 2618.544722 = -333452.682833 nChanged 13 SP:Iteration 25Q (280.377531 sec): 3 clusters Score: Raw -336076.796602 + Penalty 2618.544722 = -333458.251880 nChanged 21 SP:Iteration 26Q (280.431780 sec): 3 clusters Score: Raw -336084.078615 + Penalty 2618.544722 = -333465.533893 nChanged 16 SP:Iteration 27Q (280.491523 sec): 3 clusters Score: Raw -336089.539172 + Penalty 2618.544722 = -333470.994451 nChanged 16 SP:Iteration 28Q (280.552759 sec): 3 clusters Score: Raw -336096.882198 + Penalty 2618.544722 = -333478.337477 nChanged 20 SP:Iteration 29Q (280.595844 sec): 3 clusters Score: Raw -336104.762592 + Penalty 2618.544722 = -333486.217871 nChanged 23 SP:Iteration 30Q (280.663667 sec): 3 clusters Score: Raw -336114.166189 + Penalty 2618.544722 = -333495.621468 nChanged 17 SP:Iteration 31Q (280.712273 sec): 3 clusters Score: Raw -336120.379523 + Penalty 2618.544722 = -333501.834801 nChanged 21 SP:Iteration 32Q (280.761231 sec): 3 clusters Score: Raw -336128.465532 + Penalty 2618.544722 = -333509.920810 nChanged 26 SP:Iteration 33Q (280.816762 sec): 3 clusters Score: Raw -336137.706870 + Penalty 2618.544722 = -333519.162148 nChanged 26 SP:Iteration 34Q (280.870939 sec): 3 clusters Score: Raw -336145.375639 + Penalty 2618.544722 = -333526.830918 nChanged 18 SP:Iteration 35Q (280.922643 sec): 3 clusters Score: Raw -336151.643633 + Penalty 2618.544722 = -333533.098911 nChanged 20 SP:Iteration 36Q (280.978200 sec): 3 clusters Score: Raw -336157.451868 + Penalty 2618.544722 = -333538.907147 nChanged 14 SP:Iteration 37Q (281.039950 sec): 3 clusters Score: Raw -336162.498973 + Penalty 2618.544722 = -333543.954251 nChanged 14 SP:Iteration 38Q (281.093796 sec): 3 clusters Score: Raw -336168.099625 + Penalty 2618.544722 = -333549.554903 nChanged 17 SP:Iteration 39Q (281.135213 sec): 3 clusters Score: Raw -336176.474879 + Penalty 2618.544722 = -333557.930157 nChanged 22 SP:Iteration 40F (281.193024 sec): 3 clusters Score: Raw -336184.323503 + Penalty 2618.544722 = -333565.778781 nChanged 20 SP:Iteration 41Q (281.250173 sec): 3 clusters Score: Raw -336192.059280 + Penalty 2618.544722 = -333573.514559 nChanged 27 SP:Iteration 42Q (281.309439 sec): 3 clusters Score: Raw -336204.625687 + Penalty 2618.544722 = -333586.080965 nChanged 21 SP:Iteration 43Q (281.358786 sec): 3 clusters Score: Raw -336214.278836 + Penalty 2618.544722 = -333595.734114 nChanged 16 SP:Iteration 44Q (281.405665 sec): 3 clusters Score: Raw -336219.464086 + Penalty 2618.544722 = -333600.919364 nChanged 14 SP:Iteration 45Q (281.469628 sec): 3 clusters Score: Raw -336225.538687 + Penalty 2618.544722 = -333606.993966 nChanged 16 SP:Iteration 46Q (281.528732 sec): 3 clusters Score: Raw -336231.419736 + Penalty 2618.544722 = -333612.875015 nChanged 17 SP:Iteration 47Q (281.586117 sec): 3 clusters Score: Raw -336237.854120 + Penalty 2618.544722 = -333619.309399 nChanged 18 SP:Iteration 48Q (281.639560 sec): 3 clusters Score: Raw -336246.534926 + Penalty 2618.544722 = -333627.990204 nChanged 22 SP:Iteration 49Q (281.695685 sec): 3 clusters Score: Raw -336257.857765 + Penalty 2618.544722 = -333639.313044 nChanged 27 SP:Iteration 50Q (281.748237 sec): 3 clusters Score: Raw -336272.491991 + Penalty 2618.544722 = -333653.947270 nChanged 26 SP:Iteration 51Q (281.804314 sec): 3 clusters Score: Raw -336285.267613 + Penalty 2618.544722 = -333666.722891 nChanged 25 SP:Iteration 52Q (281.860138 sec): 3 clusters Score: Raw -336295.260208 + Penalty 2618.544722 = -333676.715487 nChanged 31 SP:Iteration 53Q (281.914585 sec): 3 clusters Score: Raw -336308.357730 + Penalty 2618.544722 = -333689.813009 nChanged 33 SP:Iteration 54Q (281.967490 sec): 3 clusters Score: Raw -336324.410151 + Penalty 2618.544722 = -333705.865429 nChanged 35 SP:Iteration 55Q (282.016579 sec): 3 clusters Score: Raw -336342.941272 + Penalty 2618.544722 = -333724.396551 nChanged 38 SP:Iteration 56Q (282.075046 sec): 3 clusters Score: Raw -336365.680671 + Penalty 2618.544722 = -333747.135949 nChanged 40 SP:Iteration 57Q (282.130169 sec): 3 clusters Score: Raw -336390.249371 + Penalty 2618.544722 = -333771.704649 nChanged 32 SP:Iteration 58Q (282.182273 sec): 3 clusters Score: Raw -336410.812082 + Penalty 2618.544722 = -333792.267361 nChanged 31 SP:Iteration 59Q (282.234775 sec): 3 clusters Score: Raw -336430.295193 + Penalty 2618.544722 = -333811.750472 nChanged 25 SP:Iteration 60F (282.277033 sec): 3 clusters Score: Raw -336446.719802 + Penalty 2618.544722 = -333828.175081 nChanged 22 SP:Iteration 61Q (282.322352 sec): 3 clusters Score: Raw -336461.674083 + Penalty 2618.544722 = -333843.129362 nChanged 18 SP:Iteration 62Q (282.387577 sec): 3 clusters Score: Raw -336474.404327 + Penalty 2618.544722 = -333855.859605 nChanged 23 SP:Iteration 63Q (282.430697 sec): 3 clusters Score: Raw -336490.249203 + Penalty 2618.544722 = -333871.704482 nChanged 20 SP:Iteration 64Q (282.497536 sec): 3 clusters Score: Raw -336505.993129 + Penalty 2618.544722 = -333887.448408 nChanged 24 SP:Iteration 65Q (282.549624 sec): 3 clusters Score: Raw -336522.046644 + Penalty 2618.544722 = -333903.501923 nChanged 19 SP:Iteration 66Q (282.606494 sec): 3 clusters Score: Raw -336537.156021 + Penalty 2618.544722 = -333918.611299 nChanged 18 SP:Iteration 67Q (282.660461 sec): 3 clusters Score: Raw -336549.888972 + Penalty 2618.544722 = -333931.344250 nChanged 19 SP:Iteration 68Q (282.710024 sec): 3 clusters Score: Raw -336562.761494 + Penalty 2618.544722 = -333944.216773 nChanged 18 SP:Iteration 69Q (282.766721 sec): 3 clusters Score: Raw -336577.716662 + Penalty 2618.544722 = -333959.171940 nChanged 21 SP:Iteration 70Q (282.807937 sec): 3 clusters Score: Raw -336592.394446 + Penalty 2618.544722 = -333973.849725 nChanged 12 SP:Iteration 71Q (282.862307 sec): 3 clusters Score: Raw -336600.998066 + Penalty 2618.544722 = -333982.453344 nChanged 14 SP:Iteration 72Q (282.918849 sec): 3 clusters Score: Raw -336610.593780 + Penalty 2618.544722 = -333992.049058 nChanged 9 SP:Iteration 73Q (282.972747 sec): 3 clusters Score: Raw -336617.667136 + Penalty 2618.544722 = -333999.122415 nChanged 7 SP:Iteration 74Q (283.018722 sec): 3 clusters Score: Raw -336621.959988 + Penalty 2618.544722 = -334003.415267 nChanged 5 SP:Iteration 75Q (283.069762 sec): 3 clusters Score: Raw -336624.565536 + Penalty 2618.544722 = -334006.020815 nChanged 2 SP:Iteration 76Q (283.116490 sec): 3 clusters Score: Raw -336626.613517 + Penalty 2618.544722 = -334008.068795 nChanged 1 SP:Iteration 77Q (283.166233 sec): 3 clusters Score: Raw -336626.925360 + Penalty 2618.544722 = -334008.380638 nChanged 0 SP:Iteration 78F (283.219564 sec): 3 clusters Score: Raw -336626.925360 + Penalty 2618.544722 = -334008.380638 nChanged 0 Time taken for this iteration:282.589641 seconds. 20->15 Clusters: Score -10212113.041693, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 98533 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 17 (240 points): Lose 70.650748 but Gain 1868.448854 Iteration 0F (284.928883 sec): 20 clusters Score: Raw -9553148.491681 + Penalty 35500.528234 = -9517647.963447 nChanged 93338 Deleting Class 9 (193 points): Lose 266.270614 but Gain 1868.448854 Iteration 1F (286.545962 sec): 19 clusters Score: Raw -10023182.470540 + Penalty 33632.079380 = -9989550.391160 nChanged 22709 Deleting Class 10 (160 points): Lose 251.018529 but Gain 1868.448854 Iteration 2F (288.020417 sec): 18 clusters Score: Raw -10063360.354257 + Penalty 31763.630525 = -10031596.723732 nChanged 15011 Deleting Class 1 (254 points): Lose 391.594693 but Gain 1868.448854 Iteration 3F (289.418938 sec): 17 clusters Score: Raw -10087056.284074 + Penalty 29895.181671 = -10057161.102404 nChanged 12198 Deleting Class 6 (255 points): Lose 457.508930 but Gain 1868.448854 Iteration 4F (290.754035 sec): 16 clusters Score: Raw -10107011.566813 + Penalty 28026.732816 = -10078984.833997 nChanged 10576 Deleting Class 8 (66 points): Lose 691.321946 but Gain 1868.448854 Iteration 5F (292.004540 sec): 15 clusters Score: Raw -10136651.057363 + Penalty 26158.283962 = -10110492.773401 nChanged 7397 Deleting Class 2 (241 points): Lose 775.346385 but Gain 1868.448854 Iteration 6F (293.146300 sec): 14 clusters Score: Raw -10158071.832471 + Penalty 24289.835107 = -10133781.997364 nChanged 5316 Deleting Class 16 (492 points): Lose 680.369269 but Gain 1868.448854 Iteration 7F (294.230197 sec): 13 clusters Score: Raw -10163450.421530 + Penalty 22421.386253 = -10141029.035277 nChanged 3980 Iteration 8Q (294.852259 sec): 13 clusters Score: Raw -10167089.596082 + Penalty 22421.386253 = -10144668.209829 nChanged 2563 Iteration 9Q (295.452818 sec): 13 clusters Score: Raw -10168740.525005 + Penalty 22421.386253 = -10146319.138752 nChanged 2137 Iteration 10Q (296.035455 sec): 13 clusters Score: Raw -10170020.935414 + Penalty 22421.386253 = -10147599.549161 nChanged 1899 Iteration 11Q (296.628843 sec): 13 clusters Score: Raw -10170861.579074 + Penalty 22421.386253 = -10148440.192821 nChanged 1700 Iteration 12Q (297.222072 sec): 13 clusters Score: Raw -10171438.672983 + Penalty 22421.386253 = -10149017.286730 nChanged 1401 Iteration 13Q (297.855637 sec): 13 clusters Score: Raw -10171910.993265 + Penalty 22421.386253 = -10149489.607012 nChanged 1293 Iteration 14Q (298.473234 sec): 13 clusters Score: Raw -10172341.540751 + Penalty 22421.386253 = -10149920.154498 nChanged 1233 Iteration 15Q (299.044903 sec): 13 clusters Score: Raw -10172755.687004 + Penalty 22421.386253 = -10150334.300751 nChanged 1264 Iteration 16Q (299.612475 sec): 13 clusters Score: Raw -10173160.827061 + Penalty 22421.386253 = -10150739.440807 nChanged 1319 Iteration 17Q (300.221478 sec): 13 clusters Score: Raw -10173623.913744 + Penalty 22421.386253 = -10151202.527491 nChanged 1467 Iteration 18Q (300.768944 sec): 13 clusters Score: Raw -10174217.703421 + Penalty 22421.386253 = -10151796.317168 nChanged 1711 Iteration 19Q (301.399484 sec): 13 clusters Score: Raw -10175010.210669 + Penalty 22421.386253 = -10152588.824416 nChanged 2070 Writing temp clu file Because OldScore, -10151796.317168, is greater than current (better) Score,-10152588.824416 Compute initial score before splitting: Score: Raw -10175010.210669 + Penalty 22421.386253 = -10152588.824416 Trying to split cluster 3 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (301.454919 sec): 2 clusters Score: Raw -11519.036111 + Penalty 822.671693 = -10696.364418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (301.500821 sec): 3 clusters Score: Raw -11674.202832 + Penalty 1645.343386 = -10028.859446 nChanged 19 SP:Iteration 1F (301.531603 sec): 3 clusters Score: Raw -11765.850174 + Penalty 1645.343386 = -10120.506789 nChanged 10 SP:Iteration 2F (301.591683 sec): 3 clusters Score: Raw -11810.080063 + Penalty 1645.343386 = -10164.736677 nChanged 4 SP:Iteration 3Q (301.623862 sec): 3 clusters Score: Raw -11829.784460 + Penalty 1645.343386 = -10184.441075 nChanged 2 SP:Iteration 4Q (301.670636 sec): 3 clusters Score: Raw -11835.664130 + Penalty 1645.343386 = -10190.320744 nChanged 0 SP:Iteration 5F (301.716204 sec): 3 clusters Score: Raw -11835.664130 + Penalty 1645.343386 = -10190.320744 nChanged 0 Trying to split cluster 4 (3330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (301.751087 sec): 2 clusters Score: Raw -355557.351600 + Penalty 1317.993232 = -354239.358368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (301.792406 sec): 3 clusters Score: Raw -353975.554711 + Penalty 2635.986464 = -351339.568247 nChanged 1276 SP:Iteration 1F (301.843164 sec): 3 clusters Score: Raw -354669.239821 + Penalty 2635.986464 = -352033.253356 nChanged 251 SP:Iteration 2F (301.889108 sec): 3 clusters Score: Raw -354820.374830 + Penalty 2635.986464 = -352184.388365 nChanged 177 SP:Iteration 3F (301.943368 sec): 3 clusters Score: Raw -354920.446654 + Penalty 2635.986464 = -352284.460189 nChanged 139 SP:Iteration 4Q (301.985371 sec): 3 clusters Score: Raw -355006.455565 + Penalty 2635.986464 = -352370.469101 nChanged 109 SP:Iteration 5Q (302.036043 sec): 3 clusters Score: Raw -355060.995763 + Penalty 2635.986464 = -352425.009298 nChanged 88 SP:Iteration 6Q (302.094854 sec): 3 clusters Score: Raw -355109.868698 + Penalty 2635.986464 = -352473.882233 nChanged 73 SP:Iteration 7Q (302.137101 sec): 3 clusters Score: Raw -355148.446386 + Penalty 2635.986464 = -352512.459921 nChanged 71 SP:Iteration 8Q (302.188853 sec): 3 clusters Score: Raw -355191.648982 + Penalty 2635.986464 = -352555.662518 nChanged 74 SP:Iteration 9Q (302.239678 sec): 3 clusters Score: Raw -355237.343469 + Penalty 2635.986464 = -352601.357005 nChanged 77 SP:Iteration 10Q (302.287510 sec): 3 clusters Score: Raw -355281.773536 + Penalty 2635.986464 = -352645.787071 nChanged 61 SP:Iteration 11Q (302.328569 sec): 3 clusters Score: Raw -355312.530079 + Penalty 2635.986464 = -352676.543615 nChanged 61 SP:Iteration 12Q (302.381001 sec): 3 clusters Score: Raw -355349.991732 + Penalty 2635.986464 = -352714.005267 nChanged 53 SP:Iteration 13Q (302.426438 sec): 3 clusters Score: Raw -355375.410207 + Penalty 2635.986464 = -352739.423742 nChanged 34 SP:Iteration 14Q (302.486039 sec): 3 clusters Score: Raw -355392.308528 + Penalty 2635.986464 = -352756.322064 nChanged 35 SP:Iteration 15Q (302.529640 sec): 3 clusters Score: Raw -355411.868807 + Penalty 2635.986464 = -352775.882342 nChanged 33 SP:Iteration 16Q (302.577206 sec): 3 clusters Score: Raw -355432.635678 + Penalty 2635.986464 = -352796.649214 nChanged 34 SP:Iteration 17Q (302.625748 sec): 3 clusters Score: Raw -355457.069404 + Penalty 2635.986464 = -352821.082940 nChanged 37 SP:Iteration 18Q (302.690509 sec): 3 clusters Score: Raw -355479.383769 + Penalty 2635.986464 = -352843.397304 nChanged 40 SP:Iteration 19Q (302.737589 sec): 3 clusters Score: Raw -355503.710311 + Penalty 2635.986464 = -352867.723846 nChanged 30 SP:Iteration 20F (302.788581 sec): 3 clusters Score: Raw -355522.571535 + Penalty 2635.986464 = -352886.585071 nChanged 24 SP:Iteration 21Q (302.835469 sec): 3 clusters Score: Raw -355539.716775 + Penalty 2635.986464 = -352903.730310 nChanged 24 SP:Iteration 22Q (302.893242 sec): 3 clusters Score: Raw -355555.572716 + Penalty 2635.986464 = -352919.586251 nChanged 22 SP:Iteration 23Q (302.944005 sec): 3 clusters Score: Raw -355567.764546 + Penalty 2635.986464 = -352931.778081 nChanged 14 SP:Iteration 24Q (302.995399 sec): 3 clusters Score: Raw -355579.162454 + Penalty 2635.986464 = -352943.175989 nChanged 16 SP:Iteration 25Q (303.048718 sec): 3 clusters Score: Raw -355591.005211 + Penalty 2635.986464 = -352955.018747 nChanged 13 SP:Iteration 26Q (303.088491 sec): 3 clusters Score: Raw -355600.168918 + Penalty 2635.986464 = -352964.182454 nChanged 17 SP:Iteration 27Q (303.154007 sec): 3 clusters Score: Raw -355613.122934 + Penalty 2635.986464 = -352977.136469 nChanged 10 SP:Iteration 28Q (303.206601 sec): 3 clusters Score: Raw -355621.871704 + Penalty 2635.986464 = -352985.885240 nChanged 14 SP:Iteration 29Q (303.258021 sec): 3 clusters Score: Raw -355630.444107 + Penalty 2635.986464 = -352994.457642 nChanged 12 SP:Iteration 30Q (303.304862 sec): 3 clusters Score: Raw -355641.907406 + Penalty 2635.986464 = -353005.920941 nChanged 16 SP:Iteration 31Q (303.354457 sec): 3 clusters Score: Raw -355656.392334 + Penalty 2635.986464 = -353020.405870 nChanged 19 SP:Iteration 32Q (303.393704 sec): 3 clusters Score: Raw -355673.115360 + Penalty 2635.986464 = -353037.128895 nChanged 12 SP:Iteration 33Q (303.452409 sec): 3 clusters Score: Raw -355684.381070 + Penalty 2635.986464 = -353048.394606 nChanged 8 SP:Iteration 34Q (303.498237 sec): 3 clusters Score: Raw -355693.219668 + Penalty 2635.986464 = -353057.233204 nChanged 7 SP:Iteration 35Q (303.549739 sec): 3 clusters Score: Raw -355700.452762 + Penalty 2635.986464 = -353064.466298 nChanged 6 SP:Iteration 36Q (303.588808 sec): 3 clusters Score: Raw -355706.274237 + Penalty 2635.986464 = -353070.287772 nChanged 4 SP:Iteration 37Q (303.624789 sec): 3 clusters Score: Raw -355709.905056 + Penalty 2635.986464 = -353073.918592 nChanged 4 SP:Iteration 38Q (303.689910 sec): 3 clusters Score: Raw -355713.209260 + Penalty 2635.986464 = -353077.222795 nChanged 1 SP:Iteration 39Q (303.741927 sec): 3 clusters Score: Raw -355714.243211 + Penalty 2635.986464 = -353078.256747 nChanged 3 SP:Iteration 40F (303.780741 sec): 3 clusters Score: Raw -355716.468994 + Penalty 2635.986464 = -353080.482530 nChanged 2 SP:Iteration 41Q (303.844549 sec): 3 clusters Score: Raw -355718.349768 + Penalty 2635.986464 = -353082.363303 nChanged 1 SP:Iteration 42Q (303.878494 sec): 3 clusters Score: Raw -355719.151897 + Penalty 2635.986464 = -353083.165433 nChanged 1 SP:Iteration 43Q (303.927950 sec): 3 clusters Score: Raw -355720.005375 + Penalty 2635.986464 = -353084.018911 nChanged 2 SP:Iteration 44Q (303.981137 sec): 3 clusters Score: Raw -355720.994363 + Penalty 2635.986464 = -353085.007898 nChanged 0 SP:Iteration 45F (304.021160 sec): 3 clusters Score: Raw -355720.994363 + Penalty 2635.986464 = -353085.007898 nChanged 0 Trying to split cluster 5 (1533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (304.059288 sec): 2 clusters Score: Raw -164135.735932 + Penalty 1191.934555 = -162943.801376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (304.094578 sec): 3 clusters Score: Raw -163491.299203 + Penalty 2383.869111 = -161107.430093 nChanged 494 SP:Iteration 1F (304.143372 sec): 3 clusters Score: Raw -163817.362674 + Penalty 2383.869111 = -161433.493564 nChanged 121 SP:Iteration 2F (304.193933 sec): 3 clusters Score: Raw -163895.927853 + Penalty 2383.869111 = -161512.058743 nChanged 67 SP:Iteration 3Q (304.252186 sec): 3 clusters Score: Raw -163951.795102 + Penalty 2383.869111 = -161567.925992 nChanged 48 SP:Iteration 4Q (304.304515 sec): 3 clusters Score: Raw -163993.353812 + Penalty 2383.869111 = -161609.484702 nChanged 41 SP:Iteration 5Q (304.344886 sec): 3 clusters Score: Raw -164024.134079 + Penalty 2383.869111 = -161640.264969 nChanged 27 SP:Iteration 6Q (304.386409 sec): 3 clusters Score: Raw -164039.537184 + Penalty 2383.869111 = -161655.668073 nChanged 28 SP:Iteration 7Q (304.436582 sec): 3 clusters Score: Raw -164056.546204 + Penalty 2383.869111 = -161672.677094 nChanged 19 SP:Iteration 8Q (304.495804 sec): 3 clusters Score: Raw -164068.713037 + Penalty 2383.869111 = -161684.843926 nChanged 19 SP:Iteration 9Q (304.544179 sec): 3 clusters Score: Raw -164079.005943 + Penalty 2383.869111 = -161695.136832 nChanged 14 SP:Iteration 10Q (304.593538 sec): 3 clusters Score: Raw -164088.624297 + Penalty 2383.869111 = -161704.755186 nChanged 12 SP:Iteration 11Q (304.638859 sec): 3 clusters Score: Raw -164095.168146 + Penalty 2383.869111 = -161711.299035 nChanged 12 SP:Iteration 12Q (304.686468 sec): 3 clusters Score: Raw -164103.441119 + Penalty 2383.869111 = -161719.572009 nChanged 17 SP:Iteration 13Q (304.727885 sec): 3 clusters Score: Raw -164112.489921 + Penalty 2383.869111 = -161728.620810 nChanged 12 SP:Iteration 14Q (304.776770 sec): 3 clusters Score: Raw -164118.029420 + Penalty 2383.869111 = -161734.160310 nChanged 5 SP:Iteration 15Q (304.820742 sec): 3 clusters Score: Raw -164120.916605 + Penalty 2383.869111 = -161737.047495 nChanged 7 SP:Iteration 16Q (304.859494 sec): 3 clusters Score: Raw -164124.314283 + Penalty 2383.869111 = -161740.445173 nChanged 9 SP:Iteration 17Q (304.907124 sec): 3 clusters Score: Raw -164129.781428 + Penalty 2383.869111 = -161745.912318 nChanged 9 SP:Iteration 18Q (304.958863 sec): 3 clusters Score: Raw -164135.629476 + Penalty 2383.869111 = -161751.760365 nChanged 8 SP:Iteration 19Q (305.002919 sec): 3 clusters Score: Raw -164141.948119 + Penalty 2383.869111 = -161758.079008 nChanged 9 SP:Iteration 20F (305.063793 sec): 3 clusters Score: Raw -164146.565785 + Penalty 2383.869111 = -161762.696675 nChanged 12 SP:Iteration 21Q (305.110930 sec): 3 clusters Score: Raw -164153.845780 + Penalty 2383.869111 = -161769.976669 nChanged 11 SP:Iteration 22Q (305.151953 sec): 3 clusters Score: Raw -164161.029387 + Penalty 2383.869111 = -161777.160276 nChanged 10 SP:Iteration 23Q (305.197380 sec): 3 clusters Score: Raw -164167.687762 + Penalty 2383.869111 = -161783.818651 nChanged 10 SP:Iteration 24Q (305.238248 sec): 3 clusters Score: Raw -164172.015482 + Penalty 2383.869111 = -161788.146372 nChanged 9 SP:Iteration 25Q (305.291334 sec): 3 clusters Score: Raw -164177.629143 + Penalty 2383.869111 = -161793.760032 nChanged 8 SP:Iteration 26Q (305.338689 sec): 3 clusters Score: Raw -164181.071160 + Penalty 2383.869111 = -161797.202049 nChanged 8 SP:Iteration 27Q (305.395119 sec): 3 clusters Score: Raw -164187.173629 + Penalty 2383.869111 = -161803.304518 nChanged 5 SP:Iteration 28Q (305.443634 sec): 3 clusters Score: Raw -164189.873589 + Penalty 2383.869111 = -161806.004479 nChanged 2 SP:Iteration 29Q (305.493324 sec): 3 clusters Score: Raw -164191.832176 + Penalty 2383.869111 = -161807.963065 nChanged 4 SP:Iteration 30Q (305.541664 sec): 3 clusters Score: Raw -164193.797451 + Penalty 2383.869111 = -161809.928340 nChanged 5 SP:Iteration 31Q (305.592214 sec): 3 clusters Score: Raw -164195.957685 + Penalty 2383.869111 = -161812.088575 nChanged 0 SP:Iteration 32F (305.637167 sec): 3 clusters Score: Raw -164195.957685 + Penalty 2383.869111 = -161812.088575 nChanged 0 Trying to split cluster 7 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (305.662039 sec): 2 clusters Score: Raw -83026.161634 + Penalty 1098.378981 = -81927.782652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (305.712211 sec): 3 clusters Score: Raw -82762.389991 + Penalty 2196.757963 = -80565.632028 nChanged 247 SP:Iteration 1F (305.767843 sec): 3 clusters Score: Raw -83034.654365 + Penalty 2196.757963 = -80837.896402 nChanged 64 SP:Iteration 2F (305.822567 sec): 3 clusters Score: Raw -83118.216917 + Penalty 2196.757963 = -80921.458954 nChanged 40 SP:Iteration 3Q (305.871059 sec): 3 clusters Score: Raw -83175.151878 + Penalty 2196.757963 = -80978.393916 nChanged 35 SP:Iteration 4Q (305.921994 sec): 3 clusters Score: Raw -83230.014849 + Penalty 2196.757963 = -81033.256887 nChanged 32 SP:Iteration 5Q (305.970646 sec): 3 clusters Score: Raw -83289.491899 + Penalty 2196.757963 = -81092.733936 nChanged 34 SP:Iteration 6Q (306.022517 sec): 3 clusters Score: Raw -83350.387103 + Penalty 2196.757963 = -81153.629140 nChanged 22 SP:Iteration 7Q (306.070049 sec): 3 clusters Score: Raw -83393.432440 + Penalty 2196.757963 = -81196.674477 nChanged 19 SP:Iteration 8Q (306.119388 sec): 3 clusters Score: Raw -83414.837768 + Penalty 2196.757963 = -81218.079805 nChanged 12 SP:Iteration 9Q (306.159955 sec): 3 clusters Score: Raw -83431.731519 + Penalty 2196.757963 = -81234.973556 nChanged 14 SP:Iteration 10Q (306.206967 sec): 3 clusters Score: Raw -83445.797435 + Penalty 2196.757963 = -81249.039473 nChanged 7 SP:Iteration 11Q (306.254708 sec): 3 clusters Score: Raw -83453.037658 + Penalty 2196.757963 = -81256.279695 nChanged 4 SP:Iteration 12Q (306.298533 sec): 3 clusters Score: Raw -83458.499799 + Penalty 2196.757963 = -81261.741836 nChanged 9 SP:Iteration 13Q (306.330456 sec): 3 clusters Score: Raw -83469.824496 + Penalty 2196.757963 = -81273.066533 nChanged 2 SP:Iteration 14Q (306.374963 sec): 3 clusters Score: Raw -83472.665066 + Penalty 2196.757963 = -81275.907103 nChanged 2 SP:Iteration 15Q (306.422943 sec): 3 clusters Score: Raw -83474.021181 + Penalty 2196.757963 = -81277.263218 nChanged 2 SP:Iteration 16Q (306.457835 sec): 3 clusters Score: Raw -83476.059270 + Penalty 2196.757963 = -81279.301307 nChanged 2 SP:Iteration 17Q (306.501577 sec): 3 clusters Score: Raw -83477.126392 + Penalty 2196.757963 = -81280.368429 nChanged 0 SP:Iteration 18F (306.550928 sec): 3 clusters Score: Raw -83477.126392 + Penalty 2196.757963 = -81280.368429 nChanged 0 Trying to split cluster 11 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (306.566063 sec): 2 clusters Score: Raw -19556.158313 + Penalty 895.932171 = -18660.226142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (306.611917 sec): 3 clusters Score: Raw -19673.978654 + Penalty 1791.864343 = -17882.114311 nChanged 41 SP:Iteration 1F (306.652941 sec): 3 clusters Score: Raw -19778.747694 + Penalty 1791.864343 = -17986.883352 nChanged 12 SP:Iteration 2Q (306.697276 sec): 3 clusters Score: Raw -19814.063687 + Penalty 1791.864343 = -18022.199345 nChanged 7 SP:Iteration 3Q (306.737746 sec): 3 clusters Score: Raw -19833.059505 + Penalty 1791.864343 = -18041.195163 nChanged 6 SP:Iteration 4Q (306.794211 sec): 3 clusters Score: Raw -19852.968935 + Penalty 1791.864343 = -18061.104593 nChanged 3 SP:Iteration 5Q (306.830397 sec): 3 clusters Score: Raw -19861.979913 + Penalty 1791.864343 = -18070.115571 nChanged 2 SP:Iteration 6Q (306.889151 sec): 3 clusters Score: Raw -19864.434608 + Penalty 1791.864343 = -18072.570265 nChanged 0 SP:Iteration 7F (306.932730 sec): 3 clusters Score: Raw -19864.434608 + Penalty 1791.864343 = -18072.570265 nChanged 0 Trying to split cluster 12 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (306.959553 sec): 2 clusters Score: Raw -33297.422839 + Penalty 953.760748 = -32343.662090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (307.009498 sec): 3 clusters Score: Raw -33303.882185 + Penalty 1907.521497 = -31396.360688 nChanged 77 SP:Iteration 1F (307.057159 sec): 3 clusters Score: Raw -33439.116876 + Penalty 1907.521497 = -31531.595380 nChanged 25 SP:Iteration 2F (307.104344 sec): 3 clusters Score: Raw -33477.948265 + Penalty 1907.521497 = -31570.426768 nChanged 12 SP:Iteration 3Q (307.145162 sec): 3 clusters Score: Raw -33500.819372 + Penalty 1907.521497 = -31593.297876 nChanged 5 SP:Iteration 4Q (307.198935 sec): 3 clusters Score: Raw -33506.298996 + Penalty 1907.521497 = -31598.777499 nChanged 6 SP:Iteration 5Q (307.245351 sec): 3 clusters Score: Raw -33519.341275 + Penalty 1907.521497 = -31611.819778 nChanged 7 SP:Iteration 6Q (307.285326 sec): 3 clusters Score: Raw -33525.750747 + Penalty 1907.521497 = -31618.229251 nChanged 7 SP:Iteration 7Q (307.332346 sec): 3 clusters Score: Raw -33534.535316 + Penalty 1907.521497 = -31627.013819 nChanged 5 SP:Iteration 8Q (307.369523 sec): 3 clusters Score: Raw -33549.362590 + Penalty 1907.521497 = -31641.841093 nChanged 6 SP:Iteration 9Q (307.429191 sec): 3 clusters Score: Raw -33560.323433 + Penalty 1907.521497 = -31652.801936 nChanged 8 SP:Iteration 10Q (307.469173 sec): 3 clusters Score: Raw -33581.562260 + Penalty 1907.521497 = -31674.040763 nChanged 5 SP:Iteration 11Q (307.519202 sec): 3 clusters Score: Raw -33615.977513 + Penalty 1907.521497 = -31708.456016 nChanged 9 SP:Iteration 12Q (307.572965 sec): 3 clusters Score: Raw -33641.847465 + Penalty 1907.521497 = -31734.325968 nChanged 5 SP:Iteration 13Q (307.623084 sec): 3 clusters Score: Raw -33653.678052 + Penalty 1907.521497 = -31746.156555 nChanged 4 SP:Iteration 14Q (307.674926 sec): 3 clusters Score: Raw -33662.545183 + Penalty 1907.521497 = -31755.023686 nChanged 2 SP:Iteration 15Q (307.723295 sec): 3 clusters Score: Raw -33665.637885 + Penalty 1907.521497 = -31758.116388 nChanged 2 SP:Iteration 16Q (307.768861 sec): 3 clusters Score: Raw -33673.184682 + Penalty 1907.521497 = -31765.663185 nChanged 2 SP:Iteration 17Q (307.819648 sec): 3 clusters Score: Raw -33675.897850 + Penalty 1907.521497 = -31768.376353 nChanged 2 SP:Iteration 18Q (307.876348 sec): 3 clusters Score: Raw -33680.013771 + Penalty 1907.521497 = -31772.492274 nChanged 0 SP:Iteration 19F (307.926850 sec): 3 clusters Score: Raw -33680.013771 + Penalty 1907.521497 = -31772.492274 nChanged 0 Trying to split cluster 13 (15179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (307.972030 sec): 2 clusters Score: Raw -1553887.096838 + Penalty 1564.496078 = -1552322.600760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.044967 sec): 3 clusters Score: Raw -1544931.223617 + Penalty 3128.992156 = -1541802.231461 nChanged 6761 SP:Iteration 1F (308.119561 sec): 3 clusters Score: Raw -1548875.707265 + Penalty 3128.992156 = -1545746.715109 nChanged 1075 SP:Iteration 2F (308.191349 sec): 3 clusters Score: Raw -1549947.600812 + Penalty 3128.992156 = -1546818.608656 nChanged 1438 SP:Iteration 3F (308.265721 sec): 3 clusters Score: Raw -1552339.557088 + Penalty 3128.992156 = -1549210.564932 nChanged 1832 SP:Iteration 4F (308.338076 sec): 3 clusters Score: Raw -1555658.215232 + Penalty 3128.992156 = -1552529.223076 nChanged 1531 SP:Iteration 5F (308.413212 sec): 3 clusters Score: Raw -1557071.026914 + Penalty 3128.992156 = -1553942.034758 nChanged 775 SP:Iteration 6F (308.477122 sec): 3 clusters Score: Raw -1557492.940856 + Penalty 3128.992156 = -1554363.948700 nChanged 332 SP:Iteration 7Q (308.540562 sec): 3 clusters Score: Raw -1557620.404060 + Penalty 3128.992156 = -1554491.411904 nChanged 179 SP:Iteration 8Q (308.622389 sec): 3 clusters Score: Raw -1557676.898585 + Penalty 3128.992156 = -1554547.906429 nChanged 97 SP:Iteration 9Q (308.683837 sec): 3 clusters Score: Raw -1557703.202968 + Penalty 3128.992156 = -1554574.210812 nChanged 69 SP:Iteration 10Q (308.763537 sec): 3 clusters Score: Raw -1557719.032320 + Penalty 3128.992156 = -1554590.040163 nChanged 44 SP:Iteration 11Q (308.824247 sec): 3 clusters Score: Raw -1557726.693988 + Penalty 3128.992156 = -1554597.701831 nChanged 28 SP:Iteration 12Q (308.899393 sec): 3 clusters Score: Raw -1557731.028992 + Penalty 3128.992156 = -1554602.036836 nChanged 21 SP:Iteration 13Q (308.966702 sec): 3 clusters Score: Raw -1557733.494753 + Penalty 3128.992156 = -1554604.502597 nChanged 15 SP:Iteration 14Q (309.049506 sec): 3 clusters Score: Raw -1557735.494666 + Penalty 3128.992156 = -1554606.502510 nChanged 14 SP:Iteration 15Q (309.123299 sec): 3 clusters Score: Raw -1557736.815506 + Penalty 3128.992156 = -1554607.823350 nChanged 9 SP:Iteration 16Q (309.194091 sec): 3 clusters Score: Raw -1557737.701419 + Penalty 3128.992156 = -1554608.709263 nChanged 8 SP:Iteration 17Q (309.269008 sec): 3 clusters Score: Raw -1557738.696900 + Penalty 3128.992156 = -1554609.704744 nChanged 7 SP:Iteration 18Q (309.337974 sec): 3 clusters Score: Raw -1557739.235070 + Penalty 3128.992156 = -1554610.242914 nChanged 3 SP:Iteration 19Q (309.402311 sec): 3 clusters Score: Raw -1557739.492905 + Penalty 3128.992156 = -1554610.500749 nChanged 3 SP:Iteration 20F (309.480171 sec): 3 clusters Score: Raw -1557740.078756 + Penalty 3128.992156 = -1554611.086600 nChanged 5 SP:Iteration 21Q (309.548648 sec): 3 clusters Score: Raw -1557740.510514 + Penalty 3128.992156 = -1554611.518357 nChanged 7 SP:Iteration 22Q (309.621028 sec): 3 clusters Score: Raw -1557741.108107 + Penalty 3128.992156 = -1554612.115951 nChanged 10 SP:Iteration 23Q (309.691341 sec): 3 clusters Score: Raw -1557742.127106 + Penalty 3128.992156 = -1554613.134950 nChanged 10 SP:Iteration 24Q (309.772066 sec): 3 clusters Score: Raw -1557743.063468 + Penalty 3128.992156 = -1554614.071312 nChanged 13 SP:Iteration 25Q (309.843216 sec): 3 clusters Score: Raw -1557744.243943 + Penalty 3128.992156 = -1554615.251787 nChanged 3 SP:Iteration 26Q (309.903844 sec): 3 clusters Score: Raw -1557744.423902 + Penalty 3128.992156 = -1554615.431746 nChanged 2 SP:Iteration 27Q (309.987497 sec): 3 clusters Score: Raw -1557744.559247 + Penalty 3128.992156 = -1554615.567091 nChanged 4 SP:Iteration 28Q (310.052020 sec): 3 clusters Score: Raw -1557745.285280 + Penalty 3128.992156 = -1554616.293124 nChanged 7 SP:Iteration 29Q (310.131809 sec): 3 clusters Score: Raw -1557746.168301 + Penalty 3128.992156 = -1554617.176145 nChanged 11 SP:Iteration 30Q (310.189801 sec): 3 clusters Score: Raw -1557747.898404 + Penalty 3128.992156 = -1554618.906248 nChanged 14 SP:Iteration 31Q (310.268673 sec): 3 clusters Score: Raw -1557749.469803 + Penalty 3128.992156 = -1554620.477647 nChanged 5 SP:Iteration 32Q (310.343808 sec): 3 clusters Score: Raw -1557750.047113 + Penalty 3128.992156 = -1554621.054957 nChanged 6 SP:Iteration 33Q (310.417140 sec): 3 clusters Score: Raw -1557750.710262 + Penalty 3128.992156 = -1554621.718106 nChanged 8 SP:Iteration 34Q (310.483234 sec): 3 clusters Score: Raw -1557751.930089 + Penalty 3128.992156 = -1554622.937933 nChanged 8 SP:Iteration 35Q (310.557048 sec): 3 clusters Score: Raw -1557752.680081 + Penalty 3128.992156 = -1554623.687925 nChanged 7 SP:Iteration 36Q (310.625523 sec): 3 clusters Score: Raw -1557753.268517 + Penalty 3128.992156 = -1554624.276360 nChanged 2 SP:Iteration 37Q (310.698707 sec): 3 clusters Score: Raw -1557753.450184 + Penalty 3128.992156 = -1554624.458028 nChanged 1 SP:Iteration 38Q (310.756916 sec): 3 clusters Score: Raw -1557753.526102 + Penalty 3128.992156 = -1554624.533946 nChanged 1 SP:Iteration 39Q (310.832742 sec): 3 clusters Score: Raw -1557753.652640 + Penalty 3128.992156 = -1554624.660484 nChanged 0 SP:Iteration 40F (310.908083 sec): 3 clusters Score: Raw -1557753.652640 + Penalty 3128.992156 = -1554624.660484 nChanged 0 Score: Raw -10179414.749470 + Penalty 24289.835107 = -10155124.914363 Splitting cluster 13 changes total score from -10152588.824416 to -10155124.914363 So it's getting split into cluster 1. Trying to split cluster 14 (8479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (312.018174 sec): 2 clusters Score: Raw -916666.254578 + Penalty 1469.869017 = -915196.385561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (312.080183 sec): 3 clusters Score: Raw -911970.782616 + Penalty 2939.738034 = -909031.044582 nChanged 3657 SP:Iteration 1F (312.131840 sec): 3 clusters Score: Raw -914184.779604 + Penalty 2939.738034 = -911245.041570 nChanged 665 SP:Iteration 2F (312.205647 sec): 3 clusters Score: Raw -914690.355841 + Penalty 2939.738034 = -911750.617807 nChanged 681 SP:Iteration 3F (312.267273 sec): 3 clusters Score: Raw -915318.214167 + Penalty 2939.738034 = -912378.476133 nChanged 694 SP:Iteration 4F (312.318208 sec): 3 clusters Score: Raw -915919.310285 + Penalty 2939.738034 = -912979.572251 nChanged 603 SP:Iteration 5F (312.388828 sec): 3 clusters Score: Raw -916420.916161 + Penalty 2939.738034 = -913481.178127 nChanged 501 SP:Iteration 6F (312.440414 sec): 3 clusters Score: Raw -916791.330763 + Penalty 2939.738034 = -913851.592729 nChanged 360 SP:Iteration 7Q (312.507694 sec): 3 clusters Score: Raw -917010.766554 + Penalty 2939.738034 = -914071.028520 nChanged 259 SP:Iteration 8Q (312.564160 sec): 3 clusters Score: Raw -917170.053027 + Penalty 2939.738034 = -914230.314993 nChanged 213 SP:Iteration 9Q (312.626521 sec): 3 clusters Score: Raw -917282.785905 + Penalty 2939.738034 = -914343.047871 nChanged 171 SP:Iteration 10Q (312.700160 sec): 3 clusters Score: Raw -917366.239949 + Penalty 2939.738034 = -914426.501915 nChanged 132 SP:Iteration 11Q (312.747082 sec): 3 clusters Score: Raw -917421.338710 + Penalty 2939.738034 = -914481.600676 nChanged 109 SP:Iteration 12Q (312.822709 sec): 3 clusters Score: Raw -917464.892123 + Penalty 2939.738034 = -914525.154089 nChanged 98 SP:Iteration 13Q (312.874247 sec): 3 clusters Score: Raw -917508.934334 + Penalty 2939.738034 = -914569.196300 nChanged 92 SP:Iteration 14Q (312.940973 sec): 3 clusters Score: Raw -917545.712886 + Penalty 2939.738034 = -914605.974852 nChanged 67 SP:Iteration 15Q (312.998774 sec): 3 clusters Score: Raw -917571.682837 + Penalty 2939.738034 = -914631.944803 nChanged 59 SP:Iteration 16Q (313.059742 sec): 3 clusters Score: Raw -917593.896181 + Penalty 2939.738034 = -914654.158147 nChanged 53 SP:Iteration 17Q (313.115226 sec): 3 clusters Score: Raw -917613.416641 + Penalty 2939.738034 = -914673.678606 nChanged 44 SP:Iteration 18Q (313.178184 sec): 3 clusters Score: Raw -917629.418760 + Penalty 2939.738034 = -914689.680726 nChanged 27 SP:Iteration 19Q (313.250982 sec): 3 clusters Score: Raw -917637.177663 + Penalty 2939.738034 = -914697.439629 nChanged 20 SP:Iteration 20F (313.304912 sec): 3 clusters Score: Raw -917641.021890 + Penalty 2939.738034 = -914701.283856 nChanged 8 SP:Iteration 21Q (313.373032 sec): 3 clusters Score: Raw -917642.638414 + Penalty 2939.738034 = -914702.900380 nChanged 7 SP:Iteration 22Q (313.437043 sec): 3 clusters Score: Raw -917644.080952 + Penalty 2939.738034 = -914704.342917 nChanged 10 SP:Iteration 23Q (313.500036 sec): 3 clusters Score: Raw -917646.007326 + Penalty 2939.738034 = -914706.269292 nChanged 8 SP:Iteration 24Q (313.560712 sec): 3 clusters Score: Raw -917647.664263 + Penalty 2939.738034 = -914707.926229 nChanged 6 SP:Iteration 25Q (313.610799 sec): 3 clusters Score: Raw -917648.872216 + Penalty 2939.738034 = -914709.134182 nChanged 6 SP:Iteration 26Q (313.676862 sec): 3 clusters Score: Raw -917649.950821 + Penalty 2939.738034 = -914710.212787 nChanged 5 SP:Iteration 27Q (313.731122 sec): 3 clusters Score: Raw -917650.874507 + Penalty 2939.738034 = -914711.136473 nChanged 8 SP:Iteration 28Q (313.799559 sec): 3 clusters Score: Raw -917653.068883 + Penalty 2939.738034 = -914713.330849 nChanged 8 SP:Iteration 29Q (313.860677 sec): 3 clusters Score: Raw -917655.035308 + Penalty 2939.738034 = -914715.297274 nChanged 7 SP:Iteration 30Q (313.923593 sec): 3 clusters Score: Raw -917656.995706 + Penalty 2939.738034 = -914717.257671 nChanged 6 SP:Iteration 31Q (313.985708 sec): 3 clusters Score: Raw -917658.570150 + Penalty 2939.738034 = -914718.832116 nChanged 7 SP:Iteration 32Q (314.036687 sec): 3 clusters Score: Raw -917660.062391 + Penalty 2939.738034 = -914720.324356 nChanged 9 SP:Iteration 33Q (314.095237 sec): 3 clusters Score: Raw -917661.535519 + Penalty 2939.738034 = -914721.797484 nChanged 9 SP:Iteration 34Q (314.169867 sec): 3 clusters Score: Raw -917663.928396 + Penalty 2939.738034 = -914724.190361 nChanged 7 SP:Iteration 35Q (314.220552 sec): 3 clusters Score: Raw -917665.587265 + Penalty 2939.738034 = -914725.849230 nChanged 4 SP:Iteration 36Q (314.286436 sec): 3 clusters Score: Raw -917666.527604 + Penalty 2939.738034 = -914726.789570 nChanged 5 SP:Iteration 37Q (314.350462 sec): 3 clusters Score: Raw -917667.663385 + Penalty 2939.738034 = -914727.925351 nChanged 3 SP:Iteration 38Q (314.398789 sec): 3 clusters Score: Raw -917668.141961 + Penalty 2939.738034 = -914728.403927 nChanged 4 SP:Iteration 39Q (314.472886 sec): 3 clusters Score: Raw -917669.264698 + Penalty 2939.738034 = -914729.526664 nChanged 6 SP:Iteration 40F (314.523251 sec): 3 clusters Score: Raw -917671.311180 + Penalty 2939.738034 = -914731.573145 nChanged 9 SP:Iteration 41Q (314.580020 sec): 3 clusters Score: Raw -917673.350907 + Penalty 2939.738034 = -914733.612873 nChanged 3 SP:Iteration 42Q (314.647353 sec): 3 clusters Score: Raw -917674.068801 + Penalty 2939.738034 = -914734.330767 nChanged 3 SP:Iteration 43Q (314.701029 sec): 3 clusters Score: Raw -917674.584746 + Penalty 2939.738034 = -914734.846712 nChanged 3 SP:Iteration 44Q (314.767041 sec): 3 clusters Score: Raw -917675.013892 + Penalty 2939.738034 = -914735.275858 nChanged 1 SP:Iteration 45Q (314.833101 sec): 3 clusters Score: Raw -917675.266451 + Penalty 2939.738034 = -914735.528417 nChanged 2 SP:Iteration 46Q (314.890096 sec): 3 clusters Score: Raw -917675.519833 + Penalty 2939.738034 = -914735.781799 nChanged 1 SP:Iteration 47Q (314.951792 sec): 3 clusters Score: Raw -917675.694191 + Penalty 2939.738034 = -914735.956157 nChanged 0 SP:Iteration 48F (315.006880 sec): 3 clusters Score: Raw -917675.694191 + Penalty 2939.738034 = -914735.956157 nChanged 0 Trying to split cluster 15 (14792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (315.060967 sec): 2 clusters Score: Raw -1539913.179805 + Penalty 1560.299288 = -1538352.880517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (315.126520 sec): 3 clusters Score: Raw -1531284.519005 + Penalty 3120.598576 = -1528163.920428 nChanged 6529 SP:Iteration 1F (315.203859 sec): 3 clusters Score: Raw -1534944.407651 + Penalty 3120.598576 = -1531823.809075 nChanged 811 SP:Iteration 2F (315.280171 sec): 3 clusters Score: Raw -1535302.276576 + Penalty 3120.598576 = -1532181.677999 nChanged 748 SP:Iteration 3F (315.353108 sec): 3 clusters Score: Raw -1535688.084453 + Penalty 3120.598576 = -1532567.485877 nChanged 779 SP:Iteration 4F (315.421574 sec): 3 clusters Score: Raw -1536134.314740 + Penalty 3120.598576 = -1533013.716164 nChanged 830 SP:Iteration 5F (315.493254 sec): 3 clusters Score: Raw -1536723.145519 + Penalty 3120.598576 = -1533602.546943 nChanged 892 SP:Iteration 6F (315.565200 sec): 3 clusters Score: Raw -1537484.207100 + Penalty 3120.598576 = -1534363.608524 nChanged 878 SP:Iteration 7F (315.633783 sec): 3 clusters Score: Raw -1538448.966453 + Penalty 3120.598576 = -1535328.367877 nChanged 655 SP:Iteration 8Q (315.701381 sec): 3 clusters Score: Raw -1539661.997620 + Penalty 3120.598576 = -1536541.399044 nChanged 459 SP:Iteration 9Q (315.783203 sec): 3 clusters Score: Raw -1540476.582536 + Penalty 3120.598576 = -1537355.983959 nChanged 554 SP:Iteration 10Q (315.851687 sec): 3 clusters Score: Raw -1540920.163242 + Penalty 3120.598576 = -1537799.564665 nChanged 499 SP:Iteration 11Q (315.916173 sec): 3 clusters Score: Raw -1541297.522780 + Penalty 3120.598576 = -1538176.924204 nChanged 481 SP:Iteration 12Q (315.986901 sec): 3 clusters Score: Raw -1541650.368954 + Penalty 3120.598576 = -1538529.770378 nChanged 442 SP:Iteration 13Q (316.073100 sec): 3 clusters Score: Raw -1541939.992024 + Penalty 3120.598576 = -1538819.393448 nChanged 380 SP:Iteration 14Q (316.134450 sec): 3 clusters Score: Raw -1542176.008135 + Penalty 3120.598576 = -1539055.409559 nChanged 378 SP:Iteration 15Q (316.210552 sec): 3 clusters Score: Raw -1542393.928640 + Penalty 3120.598576 = -1539273.330063 nChanged 373 SP:Iteration 16Q (316.279197 sec): 3 clusters Score: Raw -1542600.975582 + Penalty 3120.598576 = -1539480.377006 nChanged 348 SP:Iteration 17Q (316.341207 sec): 3 clusters Score: Raw -1542792.296031 + Penalty 3120.598576 = -1539671.697455 nChanged 374 SP:Iteration 18Q (316.418595 sec): 3 clusters Score: Raw -1543002.040826 + Penalty 3120.598576 = -1539881.442250 nChanged 368 SP:Iteration 19Q (316.479261 sec): 3 clusters Score: Raw -1543194.588204 + Penalty 3120.598576 = -1540073.989628 nChanged 377 SP:Iteration 20F (316.564552 sec): 3 clusters Score: Raw -1543400.092936 + Penalty 3120.598576 = -1540279.494360 nChanged 409 SP:Iteration 21Q (316.633696 sec): 3 clusters Score: Raw -1543627.596462 + Penalty 3120.598576 = -1540506.997886 nChanged 414 SP:Iteration 22Q (316.701122 sec): 3 clusters Score: Raw -1543859.891728 + Penalty 3120.598576 = -1540739.293152 nChanged 428 SP:Iteration 23Q (316.773917 sec): 3 clusters Score: Raw -1544126.740266 + Penalty 3120.598576 = -1541006.141689 nChanged 469 SP:Iteration 24Q (316.839886 sec): 3 clusters Score: Raw -1544433.764157 + Penalty 3120.598576 = -1541313.165581 nChanged 445 SP:Iteration 25Q (316.908197 sec): 3 clusters Score: Raw -1544724.063290 + Penalty 3120.598576 = -1541603.464713 nChanged 451 SP:Iteration 26Q (316.982127 sec): 3 clusters Score: Raw -1545038.037630 + Penalty 3120.598576 = -1541917.439054 nChanged 449 SP:Iteration 27Q (317.042257 sec): 3 clusters Score: Raw -1545382.558025 + Penalty 3120.598576 = -1542261.959449 nChanged 446 SP:Iteration 28Q (317.122658 sec): 3 clusters Score: Raw -1545751.911421 + Penalty 3120.598576 = -1542631.312845 nChanged 413 SP:Iteration 29Q (317.193860 sec): 3 clusters Score: Raw -1546122.241153 + Penalty 3120.598576 = -1543001.642577 nChanged 292 SP:Iteration 30Q (317.254441 sec): 3 clusters Score: Raw -1546403.469089 + Penalty 3120.598576 = -1543282.870512 nChanged 156 SP:Iteration 31Q (317.338054 sec): 3 clusters Score: Raw -1546588.028578 + Penalty 3120.598576 = -1543467.430002 nChanged 68 SP:Iteration 32Q (317.408900 sec): 3 clusters Score: Raw -1546688.158388 + Penalty 3120.598576 = -1543567.559811 nChanged 46 SP:Iteration 33Q (317.478933 sec): 3 clusters Score: Raw -1546749.856768 + Penalty 3120.598576 = -1543629.258192 nChanged 27 SP:Iteration 34Q (317.548879 sec): 3 clusters Score: Raw -1546786.315655 + Penalty 3120.598576 = -1543665.717079 nChanged 16 SP:Iteration 35Q (317.614557 sec): 3 clusters Score: Raw -1546805.677029 + Penalty 3120.598576 = -1543685.078453 nChanged 11 SP:Iteration 36Q (317.689763 sec): 3 clusters Score: Raw -1546815.029766 + Penalty 3120.598576 = -1543694.431190 nChanged 5 SP:Iteration 37Q (317.760502 sec): 3 clusters Score: Raw -1546824.130811 + Penalty 3120.598576 = -1543703.532235 nChanged 4 SP:Iteration 38Q (317.829101 sec): 3 clusters Score: Raw -1546824.418254 + Penalty 3120.598576 = -1543703.819678 nChanged 0 SP:Iteration 39F (317.898559 sec): 3 clusters Score: Raw -1547209.073352 + Penalty 3120.598576 = -1544088.474776 nChanged 287 SP:Iteration 40F (317.970504 sec): 3 clusters Score: Raw -1547897.814440 + Penalty 3120.598576 = -1544777.215863 nChanged 152 SP:Iteration 41Q (318.040046 sec): 3 clusters Score: Raw -1548323.529758 + Penalty 3120.598576 = -1545202.931182 nChanged 42 SP:Iteration 42Q (318.109489 sec): 3 clusters Score: Raw -1548376.729960 + Penalty 3120.598576 = -1545256.131383 nChanged 5 SP:Iteration 43Q (318.176351 sec): 3 clusters Score: Raw -1548377.877364 + Penalty 3120.598576 = -1545257.278788 nChanged 0 SP:Iteration 44F (318.252823 sec): 3 clusters Score: Raw -1548377.877364 + Penalty 3120.598576 = -1545257.278788 nChanged 0 Score: Raw -10187879.447029 + Penalty 26158.283962 = -10161721.163067 Splitting cluster 15 changes total score from -10152588.824416 to -10161721.163067 So it's getting split into cluster 2. Trying to split cluster 18 (1044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (319.419832 sec): 2 clusters Score: Raw -101307.490556 + Penalty 1129.507400 = -100177.983156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (319.471939 sec): 3 clusters Score: Raw -100951.720420 + Penalty 2259.014800 = -98692.705620 nChanged 318 SP:Iteration 1F (319.529064 sec): 3 clusters Score: Raw -101215.775054 + Penalty 2259.014800 = -98956.760255 nChanged 76 SP:Iteration 2F (319.577626 sec): 3 clusters Score: Raw -101286.762809 + Penalty 2259.014800 = -99027.748009 nChanged 31 SP:Iteration 3Q (319.629185 sec): 3 clusters Score: Raw -101321.526843 + Penalty 2259.014800 = -99062.512044 nChanged 20 SP:Iteration 4Q (319.682650 sec): 3 clusters Score: Raw -101341.580169 + Penalty 2259.014800 = -99082.565369 nChanged 14 SP:Iteration 5Q (319.723880 sec): 3 clusters Score: Raw -101351.840489 + Penalty 2259.014800 = -99092.825689 nChanged 13 SP:Iteration 6Q (319.785372 sec): 3 clusters Score: Raw -101362.308650 + Penalty 2259.014800 = -99103.293851 nChanged 13 SP:Iteration 7Q (319.835177 sec): 3 clusters Score: Raw -101375.115422 + Penalty 2259.014800 = -99116.100622 nChanged 11 SP:Iteration 8Q (319.882620 sec): 3 clusters Score: Raw -101382.031830 + Penalty 2259.014800 = -99123.017030 nChanged 6 SP:Iteration 9Q (319.925172 sec): 3 clusters Score: Raw -101387.467082 + Penalty 2259.014800 = -99128.452282 nChanged 5 SP:Iteration 10Q (319.977209 sec): 3 clusters Score: Raw -101389.951710 + Penalty 2259.014800 = -99130.936910 nChanged 2 SP:Iteration 11Q (320.025900 sec): 3 clusters Score: Raw -101392.469501 + Penalty 2259.014800 = -99133.454701 nChanged 5 SP:Iteration 12Q (320.089752 sec): 3 clusters Score: Raw -101395.843200 + Penalty 2259.014800 = -99136.828400 nChanged 1 SP:Iteration 13Q (320.134537 sec): 3 clusters Score: Raw -101397.203994 + Penalty 2259.014800 = -99138.189194 nChanged 2 SP:Iteration 14Q (320.185590 sec): 3 clusters Score: Raw -101399.548485 + Penalty 2259.014800 = -99140.533685 nChanged 2 SP:Iteration 15Q (320.228360 sec): 3 clusters Score: Raw -101400.407567 + Penalty 2259.014800 = -99141.392768 nChanged 0 SP:Iteration 16F (320.278335 sec): 3 clusters Score: Raw -101400.407567 + Penalty 2259.014800 = -99141.392768 nChanged 0 Trying to split cluster 19 (52368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (320.378857 sec): 2 clusters Score: Raw -5530891.471781 + Penalty 1765.733287 = -5529125.738494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (320.511330 sec): 3 clusters Score: Raw -5497765.949223 + Penalty 3531.466574 = -5494234.482649 nChanged 24558 SP:Iteration 1F (320.644901 sec): 3 clusters Score: Raw -5512218.224975 + Penalty 3531.466574 = -5508686.758401 nChanged 2563 SP:Iteration 2Q (320.770464 sec): 3 clusters Score: Raw -5513369.003523 + Penalty 3531.466574 = -5509837.536949 nChanged 2869 SP:Iteration 3F (320.908143 sec): 3 clusters Score: Raw -5515051.718183 + Penalty 3531.466574 = -5511520.251609 nChanged 3443 SP:Iteration 4F (321.044374 sec): 3 clusters Score: Raw -5517477.885821 + Penalty 3531.466574 = -5513946.419247 nChanged 3774 SP:Iteration 5F (321.172225 sec): 3 clusters Score: Raw -5520716.209838 + Penalty 3531.466574 = -5517184.743264 nChanged 3939 SP:Iteration 6F (321.296813 sec): 3 clusters Score: Raw -5524447.113600 + Penalty 3531.466574 = -5520915.647026 nChanged 3511 SP:Iteration 7F (321.436092 sec): 3 clusters Score: Raw -5527757.333801 + Penalty 3531.466574 = -5524225.867227 nChanged 2721 SP:Iteration 8F (321.560132 sec): 3 clusters Score: Raw -5530047.200411 + Penalty 3531.466574 = -5526515.733837 nChanged 2110 SP:Iteration 9Q (321.700120 sec): 3 clusters Score: Raw -5531552.704979 + Penalty 3531.466574 = -5528021.238405 nChanged 1758 SP:Iteration 10Q (321.829225 sec): 3 clusters Score: Raw -5532872.978592 + Penalty 3531.466574 = -5529341.512018 nChanged 1615 SP:Iteration 11Q (321.962495 sec): 3 clusters Score: Raw -5534200.804295 + Penalty 3531.466574 = -5530669.337721 nChanged 1591 SP:Iteration 12Q (322.094621 sec): 3 clusters Score: Raw -5535533.956834 + Penalty 3531.466574 = -5532002.490261 nChanged 1486 SP:Iteration 13Q (322.220880 sec): 3 clusters Score: Raw -5536736.752238 + Penalty 3531.466574 = -5533205.285664 nChanged 1297 SP:Iteration 14Q (322.350611 sec): 3 clusters Score: Raw -5537790.211464 + Penalty 3531.466574 = -5534258.744890 nChanged 1211 SP:Iteration 15Q (322.479769 sec): 3 clusters Score: Raw -5538791.699461 + Penalty 3531.466574 = -5535260.232887 nChanged 1165 SP:Iteration 16Q (322.604862 sec): 3 clusters Score: Raw -5539742.987605 + Penalty 3531.466574 = -5536211.521031 nChanged 1021 SP:Iteration 17Q (322.725020 sec): 3 clusters Score: Raw -5540632.150277 + Penalty 3531.466574 = -5537100.683703 nChanged 995 SP:Iteration 18Q (322.850132 sec): 3 clusters Score: Raw -5541715.962767 + Penalty 3531.466574 = -5538184.496193 nChanged 994 SP:Iteration 19Q (322.967761 sec): 3 clusters Score: Raw -5542991.728965 + Penalty 3531.466574 = -5539460.262391 nChanged 926 SP:Iteration 20F (323.102914 sec): 3 clusters Score: Raw -5544175.262055 + Penalty 3531.466574 = -5540643.795482 nChanged 713 SP:Iteration 21Q (323.221928 sec): 3 clusters Score: Raw -5544691.631962 + Penalty 3531.466574 = -5541160.165388 nChanged 463 SP:Iteration 22Q (323.339879 sec): 3 clusters Score: Raw -5544869.100726 + Penalty 3531.466574 = -5541337.634152 nChanged 274 SP:Iteration 23Q (323.449958 sec): 3 clusters Score: Raw -5544940.561835 + Penalty 3531.466574 = -5541409.095261 nChanged 190 SP:Iteration 24Q (323.582623 sec): 3 clusters Score: Raw -5544980.764082 + Penalty 3531.466574 = -5541449.297508 nChanged 152 SP:Iteration 25Q (323.697951 sec): 3 clusters Score: Raw -5545007.962176 + Penalty 3531.466574 = -5541476.495602 nChanged 113 SP:Iteration 26Q (323.808669 sec): 3 clusters Score: Raw -5545024.129141 + Penalty 3531.466574 = -5541492.662567 nChanged 95 SP:Iteration 27Q (323.925490 sec): 3 clusters Score: Raw -5545035.732939 + Penalty 3531.466574 = -5541504.266365 nChanged 76 SP:Iteration 28Q (324.055210 sec): 3 clusters Score: Raw -5545042.628073 + Penalty 3531.466574 = -5541511.161499 nChanged 59 SP:Iteration 29Q (324.167398 sec): 3 clusters Score: Raw -5545047.142728 + Penalty 3531.466574 = -5541515.676154 nChanged 42 SP:Iteration 30Q (324.290336 sec): 3 clusters Score: Raw -5545049.482658 + Penalty 3531.466574 = -5541518.016084 nChanged 25 SP:Iteration 31Q (324.402323 sec): 3 clusters Score: Raw -5545050.796024 + Penalty 3531.466574 = -5541519.329450 nChanged 20 SP:Iteration 32Q (324.525358 sec): 3 clusters Score: Raw -5545051.598279 + Penalty 3531.466574 = -5541520.131705 nChanged 19 SP:Iteration 33Q (324.632921 sec): 3 clusters Score: Raw -5545052.405747 + Penalty 3531.466574 = -5541520.939173 nChanged 13 SP:Iteration 34Q (324.762198 sec): 3 clusters Score: Raw -5545052.940795 + Penalty 3531.466574 = -5541521.474221 nChanged 10 SP:Iteration 35Q (324.880554 sec): 3 clusters Score: Raw -5545053.246722 + Penalty 3531.466574 = -5541521.780148 nChanged 12 SP:Iteration 36Q (325.005848 sec): 3 clusters Score: Raw -5545053.660429 + Penalty 3531.466574 = -5541522.193855 nChanged 10 SP:Iteration 37Q (325.119593 sec): 3 clusters Score: Raw -5545053.939914 + Penalty 3531.466574 = -5541522.473340 nChanged 5 SP:Iteration 38Q (325.247343 sec): 3 clusters Score: Raw -5545054.045221 + Penalty 3531.466574 = -5541522.578647 nChanged 5 SP:Iteration 39Q (325.362018 sec): 3 clusters Score: Raw -5545054.155256 + Penalty 3531.466574 = -5541522.688682 nChanged 3 SP:Iteration 40F (325.490082 sec): 3 clusters Score: Raw -5545054.202498 + Penalty 3531.466574 = -5541522.735924 nChanged 0 Score: Raw -10202042.177746 + Penalty 28026.732816 = -10174015.444929 Splitting cluster 19 changes total score from -10152588.824416 to -10174015.444929 So it's getting split into cluster 6. Trying to split cluster 20 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (326.721040 sec): 2 clusters Score: Raw -8376.511669 + Penalty 805.321897 = -7571.189772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (326.770166 sec): 3 clusters Score: Raw -8548.477314 + Penalty 1610.643794 = -6937.833521 nChanged 22 SP:Iteration 1F (326.817108 sec): 3 clusters Score: Raw -8664.474102 + Penalty 1610.643794 = -7053.830309 nChanged 12 SP:Iteration 2F (326.863886 sec): 3 clusters Score: Raw -8743.902982 + Penalty 1610.643794 = -7133.259189 nChanged 3 SP:Iteration 3Q (326.917398 sec): 3 clusters Score: Raw -8766.127290 + Penalty 1610.643794 = -7155.483496 nChanged 1 SP:Iteration 4Q (326.956822 sec): 3 clusters Score: Raw -8774.671684 + Penalty 1610.643794 = -7164.027891 nChanged 0 SP:Iteration 5F (326.996137 sec): 3 clusters Score: Raw -8774.671684 + Penalty 1610.643794 = -7164.027891 nChanged 0 Iteration 20F (328.239865 sec): 16 clusters Score: Raw -10207481.920573 + Penalty 28026.732816 = -10179455.187757 nChanged 6494 Iteration 21F (329.477976 sec): 16 clusters Score: Raw -10212461.390898 + Penalty 28026.732816 = -10184434.658082 nChanged 3654 Iteration 22Q (330.230144 sec): 16 clusters Score: Raw -10214752.290808 + Penalty 28026.732816 = -10186725.557992 nChanged 2462 Iteration 23Q (330.950295 sec): 16 clusters Score: Raw -10216027.978606 + Penalty 28026.732816 = -10188001.245790 nChanged 1873 Iteration 24Q (331.597036 sec): 16 clusters Score: Raw -10216868.578122 + Penalty 28026.732816 = -10188841.845305 nChanged 1575 Iteration 25Q (332.307455 sec): 16 clusters Score: Raw -10217539.006434 + Penalty 28026.732816 = -10189512.273618 nChanged 1470 Iteration 26Q (332.992027 sec): 16 clusters Score: Raw -10218145.055450 + Penalty 28026.732816 = -10190118.322634 nChanged 1326 Iteration 27Q (333.649727 sec): 16 clusters Score: Raw -10218676.787863 + Penalty 28026.732816 = -10190650.055047 nChanged 1165 Iteration 28Q (334.315546 sec): 16 clusters Score: Raw -10219148.788215 + Penalty 28026.732816 = -10191122.055399 nChanged 1120 Iteration 29Q (334.957699 sec): 16 clusters Score: Raw -10219592.659462 + Penalty 28026.732816 = -10191565.926646 nChanged 1002 Iteration 30Q (335.706727 sec): 16 clusters Score: Raw -10219985.081553 + Penalty 28026.732816 = -10191958.348736 nChanged 919 Iteration 31Q (336.430434 sec): 16 clusters Score: Raw -10220370.543234 + Penalty 28026.732816 = -10192343.810418 nChanged 852 Iteration 32Q (337.131978 sec): 16 clusters Score: Raw -10220770.057321 + Penalty 28026.732816 = -10192743.324505 nChanged 790 Iteration 33Q (337.818671 sec): 16 clusters Score: Raw -10221171.107349 + Penalty 28026.732816 = -10193144.374533 nChanged 739 Iteration 34Q (338.470761 sec): 16 clusters Score: Raw -10221553.340492 + Penalty 28026.732816 = -10193526.607676 nChanged 690 Iteration 35Q (339.214798 sec): 16 clusters Score: Raw -10221898.491360 + Penalty 28026.732816 = -10193871.758544 nChanged 678 Iteration 36Q (339.944093 sec): 16 clusters Score: Raw -10222220.378140 + Penalty 28026.732816 = -10194193.645323 nChanged 617 Iteration 37Q (340.589302 sec): 16 clusters Score: Raw -10222473.411178 + Penalty 28026.732816 = -10194446.678362 nChanged 545 Iteration 38Q (341.259172 sec): 16 clusters Score: Raw -10222682.300636 + Penalty 28026.732816 = -10194655.567819 nChanged 468 Iteration 39Q (341.960165 sec): 16 clusters Score: Raw -10222852.761343 + Penalty 28026.732816 = -10194826.028526 nChanged 468 Iteration 40F (343.192337 sec): 16 clusters Score: Raw -10223054.199602 + Penalty 28026.732816 = -10195027.466786 nChanged 431 Iteration 41Q (343.918952 sec): 16 clusters Score: Raw -10223260.159036 + Penalty 28026.732816 = -10195233.426220 nChanged 421 Iteration 42Q (344.597017 sec): 16 clusters Score: Raw -10223413.446365 + Penalty 28026.732816 = -10195386.713549 nChanged 397 Iteration 43Q (345.283295 sec): 16 clusters Score: Raw -10223569.413635 + Penalty 28026.732816 = -10195542.680819 nChanged 423 Iteration 44Q (345.972011 sec): 16 clusters Score: Raw -10223766.411395 + Penalty 28026.732816 = -10195739.678579 nChanged 440 Iteration 45Q (346.698317 sec): 16 clusters Score: Raw -10223998.929851 + Penalty 28026.732816 = -10195972.197034 nChanged 476 Iteration 46Q (347.418590 sec): 16 clusters Score: Raw -10224300.110880 + Penalty 28026.732816 = -10196273.378063 nChanged 567 Iteration 47Q (348.147957 sec): 16 clusters Score: Raw -10224755.764337 + Penalty 28026.732816 = -10196729.031521 nChanged 662 Iteration 48Q (348.795814 sec): 16 clusters Score: Raw -10225487.077916 + Penalty 28026.732816 = -10197460.345100 nChanged 839 Iteration 49Q (349.421647 sec): 16 clusters Score: Raw -10226452.106728 + Penalty 28026.732816 = -10198425.373911 nChanged 839 Iteration 50Q (350.147976 sec): 16 clusters Score: Raw -10227223.806438 + Penalty 28026.732816 = -10199197.073622 nChanged 705 Iteration 51Q (350.876384 sec): 16 clusters Score: Raw -10227685.422350 + Penalty 28026.732816 = -10199658.689534 nChanged 510 Iteration 52Q (351.613071 sec): 16 clusters Score: Raw -10228028.325285 + Penalty 28026.732816 = -10200001.592469 nChanged 389 Iteration 53Q (352.309843 sec): 16 clusters Score: Raw -10228326.427218 + Penalty 28026.732816 = -10200299.694401 nChanged 314 Iteration 54Q (352.993970 sec): 16 clusters Score: Raw -10228700.420132 + Penalty 28026.732816 = -10200673.687316 nChanged 247 Iteration 55Q (353.675567 sec): 16 clusters Score: Raw -10229153.658658 + Penalty 28026.732816 = -10201126.925842 nChanged 216 Iteration 56Q (354.420731 sec): 16 clusters Score: Raw -10230260.506945 + Penalty 28026.732816 = -10202233.774129 nChanged 257 Iteration 57Q (355.137908 sec): 16 clusters Score: Raw -10230927.881607 + Penalty 28026.732816 = -10202901.148791 nChanged 195 Iteration 58Q (355.807268 sec): 16 clusters Score: Raw -10231035.436037 + Penalty 28026.732816 = -10203008.703221 nChanged 153 Writing temp clu file Because OldScore, -10202901.148791, is greater than current (better) Score,-10203008.703221 Compute initial score before splitting: Score: Raw -10231035.436037 + Penalty 28026.732816 = -10203008.703221 Trying to split cluster 1 (2452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.867326 sec): 2 clusters Score: Raw -249093.542400 + Penalty 1268.257136 = -247825.285264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.917443 sec): 3 clusters Score: Raw -247977.211320 + Penalty 2536.514272 = -245440.697048 nChanged 879 SP:Iteration 1F (355.962001 sec): 3 clusters Score: Raw -248498.856159 + Penalty 2536.514272 = -245962.341887 nChanged 190 SP:Iteration 2F (356.018078 sec): 3 clusters Score: Raw -248592.582850 + Penalty 2536.514272 = -246056.068578 nChanged 106 SP:Iteration 3Q (356.074256 sec): 3 clusters Score: Raw -248662.611105 + Penalty 2536.514272 = -246126.096833 nChanged 91 SP:Iteration 4Q (356.117420 sec): 3 clusters Score: Raw -248715.329724 + Penalty 2536.514272 = -246178.815452 nChanged 77 SP:Iteration 5Q (356.169786 sec): 3 clusters Score: Raw -248760.164462 + Penalty 2536.514272 = -246223.650190 nChanged 66 SP:Iteration 6Q (356.220475 sec): 3 clusters Score: Raw -248794.221778 + Penalty 2536.514272 = -246257.707506 nChanged 46 SP:Iteration 7Q (356.271974 sec): 3 clusters Score: Raw -248819.715293 + Penalty 2536.514272 = -246283.201021 nChanged 44 SP:Iteration 8Q (356.326009 sec): 3 clusters Score: Raw -248837.784778 + Penalty 2536.514272 = -246301.270506 nChanged 26 SP:Iteration 9Q (356.368889 sec): 3 clusters Score: Raw -248851.852498 + Penalty 2536.514272 = -246315.338227 nChanged 28 SP:Iteration 10Q (356.420853 sec): 3 clusters Score: Raw -248866.908542 + Penalty 2536.514272 = -246330.394270 nChanged 36 SP:Iteration 11Q (356.469800 sec): 3 clusters Score: Raw -248883.691253 + Penalty 2536.514272 = -246347.176981 nChanged 26 SP:Iteration 12Q (356.527408 sec): 3 clusters Score: Raw -248898.534891 + Penalty 2536.514272 = -246362.020619 nChanged 29 SP:Iteration 13Q (356.568746 sec): 3 clusters Score: Raw -248911.411987 + Penalty 2536.514272 = -246374.897716 nChanged 19 SP:Iteration 14Q (356.618694 sec): 3 clusters Score: Raw -248920.931466 + Penalty 2536.514272 = -246384.417194 nChanged 18 SP:Iteration 15Q (356.661788 sec): 3 clusters Score: Raw -248929.393867 + Penalty 2536.514272 = -246392.879596 nChanged 17 SP:Iteration 16Q (356.715150 sec): 3 clusters Score: Raw -248937.231163 + Penalty 2536.514272 = -246400.716891 nChanged 23 SP:Iteration 17Q (356.763734 sec): 3 clusters Score: Raw -248945.440135 + Penalty 2536.514272 = -246408.925863 nChanged 16 SP:Iteration 18Q (356.825373 sec): 3 clusters Score: Raw -248950.798919 + Penalty 2536.514272 = -246414.284647 nChanged 14 SP:Iteration 19Q (356.867772 sec): 3 clusters Score: Raw -248955.990744 + Penalty 2536.514272 = -246419.476473 nChanged 10 SP:Iteration 20F (356.927273 sec): 3 clusters Score: Raw -248960.999727 + Penalty 2536.514272 = -246424.485455 nChanged 10 SP:Iteration 21Q (356.977881 sec): 3 clusters Score: Raw -248964.544234 + Penalty 2536.514272 = -246428.029963 nChanged 11 SP:Iteration 22Q (357.021789 sec): 3 clusters Score: Raw -248967.921972 + Penalty 2536.514272 = -246431.407701 nChanged 5 SP:Iteration 23Q (357.075448 sec): 3 clusters Score: Raw -248969.371691 + Penalty 2536.514272 = -246432.857420 nChanged 4 SP:Iteration 24Q (357.125291 sec): 3 clusters Score: Raw -248970.485510 + Penalty 2536.514272 = -246433.971238 nChanged 6 SP:Iteration 25Q (357.174024 sec): 3 clusters Score: Raw -248972.331193 + Penalty 2536.514272 = -246435.816922 nChanged 7 SP:Iteration 26Q (357.227853 sec): 3 clusters Score: Raw -248976.219754 + Penalty 2536.514272 = -246439.705482 nChanged 8 SP:Iteration 27Q (357.267594 sec): 3 clusters Score: Raw -248978.398452 + Penalty 2536.514272 = -246441.884180 nChanged 7 SP:Iteration 28Q (357.319243 sec): 3 clusters Score: Raw -248981.193087 + Penalty 2536.514272 = -246444.678815 nChanged 6 SP:Iteration 29Q (357.376099 sec): 3 clusters Score: Raw -248983.906400 + Penalty 2536.514272 = -246447.392128 nChanged 4 SP:Iteration 30Q (357.430316 sec): 3 clusters Score: Raw -248986.368327 + Penalty 2536.514272 = -246449.854056 nChanged 3 SP:Iteration 31Q (357.478683 sec): 3 clusters Score: Raw -248987.879442 + Penalty 2536.514272 = -246451.365171 nChanged 4 SP:Iteration 32Q (357.533152 sec): 3 clusters Score: Raw -248989.051817 + Penalty 2536.514272 = -246452.537545 nChanged 6 SP:Iteration 33Q (357.571489 sec): 3 clusters Score: Raw -248991.079476 + Penalty 2536.514272 = -246454.565205 nChanged 4 SP:Iteration 34Q (357.619950 sec): 3 clusters Score: Raw -248992.429970 + Penalty 2536.514272 = -246455.915698 nChanged 4 SP:Iteration 35Q (357.681509 sec): 3 clusters Score: Raw -248993.483137 + Penalty 2536.514272 = -246456.968865 nChanged 3 SP:Iteration 36Q (357.724238 sec): 3 clusters Score: Raw -248994.523664 + Penalty 2536.514272 = -246458.009393 nChanged 4 SP:Iteration 37Q (357.775231 sec): 3 clusters Score: Raw -248995.784001 + Penalty 2536.514272 = -246459.269729 nChanged 2 SP:Iteration 38Q (357.815828 sec): 3 clusters Score: Raw -248996.918640 + Penalty 2536.514272 = -246460.404369 nChanged 4 SP:Iteration 39Q (357.868623 sec): 3 clusters Score: Raw -248997.961160 + Penalty 2536.514272 = -246461.446888 nChanged 3 SP:Iteration 40F (357.923540 sec): 3 clusters Score: Raw -248998.722415 + Penalty 2536.514272 = -246462.208144 nChanged 1 SP:Iteration 41Q (357.968130 sec): 3 clusters Score: Raw -248999.239645 + Penalty 2536.514272 = -246462.725374 nChanged 2 SP:Iteration 42Q (358.028960 sec): 3 clusters Score: Raw -248999.872083 + Penalty 2536.514272 = -246463.357811 nChanged 3 SP:Iteration 43Q (358.084823 sec): 3 clusters Score: Raw -249000.639178 + Penalty 2536.514272 = -246464.124906 nChanged 4 SP:Iteration 44Q (358.125369 sec): 3 clusters Score: Raw -249001.707346 + Penalty 2536.514272 = -246465.193075 nChanged 5 SP:Iteration 45Q (358.181250 sec): 3 clusters Score: Raw -249003.677402 + Penalty 2536.514272 = -246467.163130 nChanged 9 SP:Iteration 46Q (358.228095 sec): 3 clusters Score: Raw -249006.476733 + Penalty 2536.514272 = -246469.962461 nChanged 6 SP:Iteration 47Q (358.273336 sec): 3 clusters Score: Raw -249007.869215 + Penalty 2536.514272 = -246471.354943 nChanged 6 SP:Iteration 48Q (358.309483 sec): 3 clusters Score: Raw -249009.227356 + Penalty 2536.514272 = -246472.713085 nChanged 7 SP:Iteration 49Q (358.360849 sec): 3 clusters Score: Raw -249011.447218 + Penalty 2536.514272 = -246474.932947 nChanged 7 SP:Iteration 50Q (358.416032 sec): 3 clusters Score: Raw -249013.600083 + Penalty 2536.514272 = -246477.085811 nChanged 7 SP:Iteration 51Q (358.465321 sec): 3 clusters Score: Raw -249017.487100 + Penalty 2536.514272 = -246480.972829 nChanged 6 SP:Iteration 52Q (358.525302 sec): 3 clusters Score: Raw -249019.579657 + Penalty 2536.514272 = -246483.065385 nChanged 4 SP:Iteration 53Q (358.570963 sec): 3 clusters Score: Raw -249021.189533 + Penalty 2536.514272 = -246484.675262 nChanged 3 SP:Iteration 54Q (358.625795 sec): 3 clusters Score: Raw -249022.200486 + Penalty 2536.514272 = -246485.686215 nChanged 1 SP:Iteration 55Q (358.679360 sec): 3 clusters Score: Raw -249022.478750 + Penalty 2536.514272 = -246485.964479 nChanged 1 SP:Iteration 56Q (358.727059 sec): 3 clusters Score: Raw -249022.527795 + Penalty 2536.514272 = -246486.013523 nChanged 0 SP:Iteration 57F (358.779261 sec): 3 clusters Score: Raw -249022.527795 + Penalty 2536.514272 = -246486.013523 nChanged 0 Trying to split cluster 2 (4301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.813776 sec): 2 clusters Score: Raw -465086.063668 + Penalty 1359.572960 = -463726.490708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.869207 sec): 3 clusters Score: Raw -462901.066951 + Penalty 2719.145921 = -460181.921030 nChanged 1681 SP:Iteration 1F (358.920638 sec): 3 clusters Score: Raw -463763.541026 + Penalty 2719.145921 = -461044.395105 nChanged 268 SP:Iteration 2F (358.975784 sec): 3 clusters Score: Raw -463892.481929 + Penalty 2719.145921 = -461173.336008 nChanged 202 SP:Iteration 3Q (359.028250 sec): 3 clusters Score: Raw -463989.737814 + Penalty 2719.145921 = -461270.591894 nChanged 161 SP:Iteration 4Q (359.079811 sec): 3 clusters Score: Raw -464069.437440 + Penalty 2719.145921 = -461350.291520 nChanged 148 SP:Iteration 5Q (359.122950 sec): 3 clusters Score: Raw -464136.080663 + Penalty 2719.145921 = -461416.934743 nChanged 135 SP:Iteration 6Q (359.169755 sec): 3 clusters Score: Raw -464200.498134 + Penalty 2719.145921 = -461481.352213 nChanged 120 SP:Iteration 7Q (359.228260 sec): 3 clusters Score: Raw -464254.940821 + Penalty 2719.145921 = -461535.794901 nChanged 113 SP:Iteration 8Q (359.282218 sec): 3 clusters Score: Raw -464304.341563 + Penalty 2719.145921 = -461585.195643 nChanged 108 SP:Iteration 9Q (359.330132 sec): 3 clusters Score: Raw -464345.305074 + Penalty 2719.145921 = -461626.159154 nChanged 75 SP:Iteration 10Q (359.380980 sec): 3 clusters Score: Raw -464377.496453 + Penalty 2719.145921 = -461658.350532 nChanged 92 SP:Iteration 11Q (359.442178 sec): 3 clusters Score: Raw -464416.485524 + Penalty 2719.145921 = -461697.339603 nChanged 87 SP:Iteration 12Q (359.501512 sec): 3 clusters Score: Raw -464455.709372 + Penalty 2719.145921 = -461736.563451 nChanged 68 SP:Iteration 13Q (359.557886 sec): 3 clusters Score: Raw -464487.317852 + Penalty 2719.145921 = -461768.171931 nChanged 76 SP:Iteration 14Q (359.609709 sec): 3 clusters Score: Raw -464518.875786 + Penalty 2719.145921 = -461799.729865 nChanged 76 SP:Iteration 15Q (359.653418 sec): 3 clusters Score: Raw -464558.472891 + Penalty 2719.145921 = -461839.326970 nChanged 90 SP:Iteration 16Q (359.704567 sec): 3 clusters Score: Raw -464605.235471 + Penalty 2719.145921 = -461886.089550 nChanged 99 SP:Iteration 17Q (359.763967 sec): 3 clusters Score: Raw -464666.011009 + Penalty 2719.145921 = -461946.865088 nChanged 107 SP:Iteration 18Q (359.817816 sec): 3 clusters Score: Raw -464730.777005 + Penalty 2719.145921 = -462011.631085 nChanged 106 SP:Iteration 19Q (359.873545 sec): 3 clusters Score: Raw -464792.125905 + Penalty 2719.145921 = -462072.979985 nChanged 91 SP:Iteration 20F (359.926051 sec): 3 clusters Score: Raw -464843.945828 + Penalty 2719.145921 = -462124.799907 nChanged 98 SP:Iteration 21Q (359.980084 sec): 3 clusters Score: Raw -464905.306935 + Penalty 2719.145921 = -462186.161014 nChanged 89 SP:Iteration 22Q (360.036942 sec): 3 clusters Score: Raw -464954.754928 + Penalty 2719.145921 = -462235.609007 nChanged 67 SP:Iteration 23Q (360.088984 sec): 3 clusters Score: Raw -464998.818407 + Penalty 2719.145921 = -462279.672487 nChanged 76 SP:Iteration 24Q (360.147642 sec): 3 clusters Score: Raw -465057.345956 + Penalty 2719.145921 = -462338.200035 nChanged 81 SP:Iteration 25Q (360.209575 sec): 3 clusters Score: Raw -465106.325455 + Penalty 2719.145921 = -462387.179534 nChanged 61 SP:Iteration 26Q (360.254912 sec): 3 clusters Score: Raw -465135.512327 + Penalty 2719.145921 = -462416.366406 nChanged 48 SP:Iteration 27Q (360.311108 sec): 3 clusters Score: Raw -465157.744532 + Penalty 2719.145921 = -462438.598611 nChanged 34 SP:Iteration 28Q (360.365036 sec): 3 clusters Score: Raw -465170.285569 + Penalty 2719.145921 = -462451.139648 nChanged 23 SP:Iteration 29Q (360.416630 sec): 3 clusters Score: Raw -465178.735156 + Penalty 2719.145921 = -462459.589235 nChanged 21 SP:Iteration 30Q (360.461658 sec): 3 clusters Score: Raw -465185.279788 + Penalty 2719.145921 = -462466.133867 nChanged 19 SP:Iteration 31Q (360.528391 sec): 3 clusters Score: Raw -465191.517893 + Penalty 2719.145921 = -462472.371972 nChanged 9 SP:Iteration 32Q (360.566375 sec): 3 clusters Score: Raw -465194.343548 + Penalty 2719.145921 = -462475.197627 nChanged 10 SP:Iteration 33Q (360.630528 sec): 3 clusters Score: Raw -465199.313850 + Penalty 2719.145921 = -462480.167929 nChanged 9 SP:Iteration 34Q (360.684560 sec): 3 clusters Score: Raw -465202.612072 + Penalty 2719.145921 = -462483.466151 nChanged 4 SP:Iteration 35Q (360.736939 sec): 3 clusters Score: Raw -465203.629788 + Penalty 2719.145921 = -462484.483868 nChanged 5 SP:Iteration 36Q (360.781096 sec): 3 clusters Score: Raw -465205.295296 + Penalty 2719.145921 = -462486.149375 nChanged 6 SP:Iteration 37Q (360.838754 sec): 3 clusters Score: Raw -465207.591043 + Penalty 2719.145921 = -462488.445122 nChanged 6 SP:Iteration 38Q (360.892677 sec): 3 clusters Score: Raw -465209.791106 + Penalty 2719.145921 = -462490.645185 nChanged 4 SP:Iteration 39Q (360.945306 sec): 3 clusters Score: Raw -465211.385220 + Penalty 2719.145921 = -462492.239299 nChanged 4 SP:Iteration 40F (361.001231 sec): 3 clusters Score: Raw -465212.254354 + Penalty 2719.145921 = -462493.108433 nChanged 2 SP:Iteration 41Q (361.055550 sec): 3 clusters Score: Raw -465212.822325 + Penalty 2719.145921 = -462493.676405 nChanged 3 SP:Iteration 42Q (361.104697 sec): 3 clusters Score: Raw -465213.922688 + Penalty 2719.145921 = -462494.776768 nChanged 4 SP:Iteration 43Q (361.152340 sec): 3 clusters Score: Raw -465214.882041 + Penalty 2719.145921 = -462495.736121 nChanged 3 SP:Iteration 44Q (361.212504 sec): 3 clusters Score: Raw -465215.759133 + Penalty 2719.145921 = -462496.613212 nChanged 1 SP:Iteration 45Q (361.262344 sec): 3 clusters Score: Raw -465215.910043 + Penalty 2719.145921 = -462496.764122 nChanged 1 SP:Iteration 46Q (361.316885 sec): 3 clusters Score: Raw -465216.105248 + Penalty 2719.145921 = -462496.959327 nChanged 1 SP:Iteration 47Q (361.381183 sec): 3 clusters Score: Raw -465216.457891 + Penalty 2719.145921 = -462497.311971 nChanged 0 SP:Iteration 48F (361.435807 sec): 3 clusters Score: Raw -465216.457891 + Penalty 2719.145921 = -462497.311971 nChanged 0 Trying to split cluster 3 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (361.462077 sec): 2 clusters Score: Raw -11165.102933 + Penalty 817.446162 = -10347.656771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (361.504357 sec): 3 clusters Score: Raw -11306.360699 + Penalty 1634.892324 = -9671.468375 nChanged 16 SP:Iteration 1F (361.556898 sec): 3 clusters Score: Raw -11381.611865 + Penalty 1634.892324 = -9746.719540 nChanged 3 SP:Iteration 2Q (361.610346 sec): 3 clusters Score: Raw -11392.502067 + Penalty 1634.892324 = -9757.609742 nChanged 0 SP:Iteration 3F (361.650377 sec): 3 clusters Score: Raw -11392.502067 + Penalty 1634.892324 = -9757.609742 nChanged 0 Trying to split cluster 4 (1788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (361.691528 sec): 2 clusters Score: Raw -194388.738912 + Penalty 1216.938605 = -193171.800306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (361.739086 sec): 3 clusters Score: Raw -193624.141648 + Penalty 2433.877211 = -191190.264437 nChanged 640 SP:Iteration 1F (361.786088 sec): 3 clusters Score: Raw -194041.714456 + Penalty 2433.877211 = -191607.837245 nChanged 114 SP:Iteration 2F (361.826028 sec): 3 clusters Score: Raw -194110.585556 + Penalty 2433.877211 = -191676.708345 nChanged 67 SP:Iteration 3Q (361.876301 sec): 3 clusters Score: Raw -194153.044662 + Penalty 2433.877211 = -191719.167451 nChanged 42 SP:Iteration 4Q (361.913320 sec): 3 clusters Score: Raw -194182.748663 + Penalty 2433.877211 = -191748.871453 nChanged 40 SP:Iteration 5Q (361.951998 sec): 3 clusters Score: Raw -194209.630307 + Penalty 2433.877211 = -191775.753097 nChanged 29 SP:Iteration 6Q (361.988300 sec): 3 clusters Score: Raw -194224.911134 + Penalty 2433.877211 = -191791.033924 nChanged 24 SP:Iteration 7Q (362.024729 sec): 3 clusters Score: Raw -194238.972487 + Penalty 2433.877211 = -191805.095276 nChanged 19 SP:Iteration 8Q (362.061691 sec): 3 clusters Score: Raw -194248.960073 + Penalty 2433.877211 = -191815.082862 nChanged 16 SP:Iteration 9Q (362.096101 sec): 3 clusters Score: Raw -194257.533484 + Penalty 2433.877211 = -191823.656273 nChanged 14 SP:Iteration 10Q (362.141367 sec): 3 clusters Score: Raw -194266.828393 + Penalty 2433.877211 = -191832.951182 nChanged 12 SP:Iteration 11Q (362.198529 sec): 3 clusters Score: Raw -194273.287631 + Penalty 2433.877211 = -191839.410420 nChanged 5 SP:Iteration 12Q (362.231099 sec): 3 clusters Score: Raw -194277.281561 + Penalty 2433.877211 = -191843.404351 nChanged 5 SP:Iteration 13Q (362.282893 sec): 3 clusters Score: Raw -194278.895487 + Penalty 2433.877211 = -191845.018276 nChanged 3 SP:Iteration 14Q (362.323689 sec): 3 clusters Score: Raw -194280.462545 + Penalty 2433.877211 = -191846.585334 nChanged 3 SP:Iteration 15Q (362.375331 sec): 3 clusters Score: Raw -194281.025967 + Penalty 2433.877211 = -191847.148757 nChanged 1 SP:Iteration 16Q (362.431897 sec): 3 clusters Score: Raw -194281.305035 + Penalty 2433.877211 = -191847.427824 nChanged 0 SP:Iteration 17F (362.478179 sec): 3 clusters Score: Raw -194281.305035 + Penalty 2433.877211 = -191847.427824 nChanged 0 Trying to split cluster 5 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.496461 sec): 2 clusters Score: Raw -112173.493869 + Penalty 1130.283799 = -111043.210070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.555810 sec): 3 clusters Score: Raw -111794.269925 + Penalty 2260.567598 = -109533.702327 nChanged 293 SP:Iteration 1F (362.604898 sec): 3 clusters Score: Raw -112031.873430 + Penalty 2260.567598 = -109771.305832 nChanged 75 SP:Iteration 2F (362.646127 sec): 3 clusters Score: Raw -112115.493041 + Penalty 2260.567598 = -109854.925443 nChanged 49 SP:Iteration 3Q (362.681425 sec): 3 clusters Score: Raw -112168.521419 + Penalty 2260.567598 = -109907.953822 nChanged 34 SP:Iteration 4Q (362.732321 sec): 3 clusters Score: Raw -112207.602806 + Penalty 2260.567598 = -109947.035209 nChanged 26 SP:Iteration 5Q (362.785728 sec): 3 clusters Score: Raw -112239.229111 + Penalty 2260.567598 = -109978.661513 nChanged 12 SP:Iteration 6Q (362.827375 sec): 3 clusters Score: Raw -112250.299709 + Penalty 2260.567598 = -109989.732111 nChanged 8 SP:Iteration 7Q (362.869042 sec): 3 clusters Score: Raw -112258.070270 + Penalty 2260.567598 = -109997.502672 nChanged 7 SP:Iteration 8Q (362.927517 sec): 3 clusters Score: Raw -112266.605359 + Penalty 2260.567598 = -110006.037762 nChanged 5 SP:Iteration 9Q (362.966016 sec): 3 clusters Score: Raw -112272.906472 + Penalty 2260.567598 = -110012.338874 nChanged 3 SP:Iteration 10Q (363.017102 sec): 3 clusters Score: Raw -112274.424174 + Penalty 2260.567598 = -110013.856577 nChanged 2 SP:Iteration 11Q (363.070962 sec): 3 clusters Score: Raw -112275.304492 + Penalty 2260.567598 = -110014.736894 nChanged 2 SP:Iteration 12Q (363.109149 sec): 3 clusters Score: Raw -112277.179456 + Penalty 2260.567598 = -110016.611859 nChanged 1 SP:Iteration 13Q (363.149766 sec): 3 clusters Score: Raw -112277.781528 + Penalty 2260.567598 = -110017.213931 nChanged 0 SP:Iteration 14F (363.199870 sec): 3 clusters Score: Raw -112277.781528 + Penalty 2260.567598 = -110017.213931 nChanged 0 Trying to split cluster 6 (28386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (363.265692 sec): 2 clusters Score: Raw -3014170.121499 + Penalty 1666.218344 = -3012503.903155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (363.361826 sec): 3 clusters Score: Raw -2996685.432175 + Penalty 3332.436687 = -2993352.995488 nChanged 13147 SP:Iteration 1F (363.452118 sec): 3 clusters Score: Raw -3004145.942249 + Penalty 3332.436687 = -3000813.505562 nChanged 1408 SP:Iteration 2Q (363.546745 sec): 3 clusters Score: Raw -3004863.089524 + Penalty 3332.436687 = -3001530.652837 nChanged 1581 SP:Iteration 3F (363.638257 sec): 3 clusters Score: Raw -3005977.772646 + Penalty 3332.436687 = -3002645.335959 nChanged 1941 SP:Iteration 4F (363.732411 sec): 3 clusters Score: Raw -3007655.101706 + Penalty 3332.436687 = -3004322.665019 nChanged 2256 SP:Iteration 5F (363.827268 sec): 3 clusters Score: Raw -3009669.411139 + Penalty 3332.436687 = -3006336.974452 nChanged 2285 SP:Iteration 6F (363.924133 sec): 3 clusters Score: Raw -3011792.623603 + Penalty 3332.436687 = -3008460.186916 nChanged 2053 SP:Iteration 7F (364.013155 sec): 3 clusters Score: Raw -3013574.556412 + Penalty 3332.436687 = -3010242.119725 nChanged 1574 SP:Iteration 8F (364.103942 sec): 3 clusters Score: Raw -3014901.946018 + Penalty 3332.436687 = -3011569.509331 nChanged 1181 SP:Iteration 9Q (364.206932 sec): 3 clusters Score: Raw -3015897.890054 + Penalty 3332.436687 = -3012565.453367 nChanged 895 SP:Iteration 10Q (364.299531 sec): 3 clusters Score: Raw -3016678.330029 + Penalty 3332.436687 = -3013345.893342 nChanged 711 SP:Iteration 11Q (364.395158 sec): 3 clusters Score: Raw -3017383.251993 + Penalty 3332.436687 = -3014050.815306 nChanged 630 SP:Iteration 12Q (364.487103 sec): 3 clusters Score: Raw -3018109.455915 + Penalty 3332.436687 = -3014777.019228 nChanged 498 SP:Iteration 13Q (364.579951 sec): 3 clusters Score: Raw -3018588.143179 + Penalty 3332.436687 = -3015255.706492 nChanged 330 SP:Iteration 14Q (364.662870 sec): 3 clusters Score: Raw -3018789.439003 + Penalty 3332.436687 = -3015457.002316 nChanged 222 SP:Iteration 15Q (364.762025 sec): 3 clusters Score: Raw -3018849.797513 + Penalty 3332.436687 = -3015517.360826 nChanged 122 SP:Iteration 16Q (364.844738 sec): 3 clusters Score: Raw -3018869.467111 + Penalty 3332.436687 = -3015537.030423 nChanged 76 SP:Iteration 17Q (364.937415 sec): 3 clusters Score: Raw -3018877.307855 + Penalty 3332.436687 = -3015544.871168 nChanged 35 SP:Iteration 18Q (365.017022 sec): 3 clusters Score: Raw -3018880.008332 + Penalty 3332.436687 = -3015547.571645 nChanged 24 SP:Iteration 19Q (365.105493 sec): 3 clusters Score: Raw -3018881.534150 + Penalty 3332.436687 = -3015549.097463 nChanged 16 SP:Iteration 20F (365.204938 sec): 3 clusters Score: Raw -3018882.624338 + Penalty 3332.436687 = -3015550.187651 nChanged 11 SP:Iteration 21Q (365.294598 sec): 3 clusters Score: Raw -3018883.190478 + Penalty 3332.436687 = -3015550.753791 nChanged 10 SP:Iteration 22Q (365.384372 sec): 3 clusters Score: Raw -3018883.584819 + Penalty 3332.436687 = -3015551.148132 nChanged 4 SP:Iteration 23Q (365.471427 sec): 3 clusters Score: Raw -3018883.691422 + Penalty 3332.436687 = -3015551.254735 nChanged 1 SP:Iteration 24Q (365.552269 sec): 3 clusters Score: Raw -3018883.752163 + Penalty 3332.436687 = -3015551.315476 nChanged 2 SP:Iteration 25Q (365.641204 sec): 3 clusters Score: Raw -3018883.832750 + Penalty 3332.436687 = -3015551.396063 nChanged 1 SP:Iteration 26Q (365.734599 sec): 3 clusters Score: Raw -3018883.865465 + Penalty 3332.436687 = -3015551.428778 nChanged 0 SP:Iteration 27F (365.827983 sec): 3 clusters Score: Raw -3018883.865465 + Penalty 3332.436687 = -3015551.428778 nChanged 0 Score: Raw -10235802.410765 + Penalty 29895.181671 = -10205907.229094 Splitting cluster 6 changes total score from -10203008.703221 to -10205907.229094 So it's getting split into cluster 8. Trying to split cluster 7 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (367.148774 sec): 2 clusters Score: Raw -63394.061818 + Penalty 1054.001128 = -62340.060690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (367.198302 sec): 3 clusters Score: Raw -63243.052827 + Penalty 2108.002256 = -61135.050571 nChanged 186 SP:Iteration 1F (367.240624 sec): 3 clusters Score: Raw -63429.529210 + Penalty 2108.002256 = -61321.526954 nChanged 44 SP:Iteration 2F (367.283548 sec): 3 clusters Score: Raw -63491.247634 + Penalty 2108.002256 = -61383.245377 nChanged 24 SP:Iteration 3Q (367.334052 sec): 3 clusters Score: Raw -63526.606858 + Penalty 2108.002256 = -61418.604601 nChanged 20 SP:Iteration 4Q (367.383768 sec): 3 clusters Score: Raw -63557.600930 + Penalty 2108.002256 = -61449.598674 nChanged 16 SP:Iteration 5Q (367.428126 sec): 3 clusters Score: Raw -63578.623209 + Penalty 2108.002256 = -61470.620952 nChanged 6 SP:Iteration 6Q (367.485149 sec): 3 clusters Score: Raw -63583.314764 + Penalty 2108.002256 = -61475.312508 nChanged 4 SP:Iteration 7Q (367.523930 sec): 3 clusters Score: Raw -63585.567700 + Penalty 2108.002256 = -61477.565443 nChanged 2 SP:Iteration 8Q (367.570196 sec): 3 clusters Score: Raw -63587.262211 + Penalty 2108.002256 = -61479.259955 nChanged 0 SP:Iteration 9F (367.626299 sec): 3 clusters Score: Raw -63587.262211 + Penalty 2108.002256 = -61479.259955 nChanged 0 Trying to split cluster 11 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (367.651554 sec): 2 clusters Score: Raw -20070.500935 + Penalty 900.455326 = -19170.045609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (367.704922 sec): 3 clusters Score: Raw -20236.426058 + Penalty 1800.910652 = -18435.515405 nChanged 43 SP:Iteration 1F (367.750009 sec): 3 clusters Score: Raw -20324.400839 + Penalty 1800.910652 = -18523.490186 nChanged 11 SP:Iteration 2Q (367.799908 sec): 3 clusters Score: Raw -20352.371378 + Penalty 1800.910652 = -18551.460726 nChanged 7 SP:Iteration 3Q (367.851046 sec): 3 clusters Score: Raw -20375.621222 + Penalty 1800.910652 = -18574.710570 nChanged 4 SP:Iteration 4Q (367.891282 sec): 3 clusters Score: Raw -20390.415888 + Penalty 1800.910652 = -18589.505236 nChanged 2 SP:Iteration 5Q (367.938062 sec): 3 clusters Score: Raw -20395.245852 + Penalty 1800.910652 = -18594.335200 nChanged 0 SP:Iteration 6F (367.981288 sec): 3 clusters Score: Raw -20395.245852 + Penalty 1800.910652 = -18594.335200 nChanged 0 Trying to split cluster 12 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (368.012550 sec): 2 clusters Score: Raw -39345.269633 + Penalty 980.376511 = -38364.893122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (368.045434 sec): 3 clusters Score: Raw -39345.171930 + Penalty 1960.753022 = -37384.418908 nChanged 96 SP:Iteration 1F (368.101486 sec): 3 clusters Score: Raw -39501.847536 + Penalty 1960.753022 = -37541.094514 nChanged 19 SP:Iteration 2Q (368.142484 sec): 3 clusters Score: Raw -39550.826256 + Penalty 1960.753022 = -37590.073233 nChanged 10 SP:Iteration 3Q (368.178677 sec): 3 clusters Score: Raw -39568.543237 + Penalty 1960.753022 = -37607.790215 nChanged 7 SP:Iteration 4Q (368.224367 sec): 3 clusters Score: Raw -39577.307862 + Penalty 1960.753022 = -37616.554840 nChanged 6 SP:Iteration 5Q (368.268459 sec): 3 clusters Score: Raw -39586.010106 + Penalty 1960.753022 = -37625.257084 nChanged 3 SP:Iteration 6Q (368.321156 sec): 3 clusters Score: Raw -39587.509752 + Penalty 1960.753022 = -37626.756730 nChanged 1 SP:Iteration 7Q (368.369969 sec): 3 clusters Score: Raw -39587.908603 + Penalty 1960.753022 = -37627.155581 nChanged 2 SP:Iteration 8Q (368.419701 sec): 3 clusters Score: Raw -39590.960621 + Penalty 1960.753022 = -37630.207599 nChanged 1 SP:Iteration 9Q (368.469137 sec): 3 clusters Score: Raw -39592.127437 + Penalty 1960.753022 = -37631.374414 nChanged 1 SP:Iteration 10Q (368.518082 sec): 3 clusters Score: Raw -39593.283754 + Penalty 1960.753022 = -37632.530732 nChanged 2 SP:Iteration 11Q (368.561360 sec): 3 clusters Score: Raw -39594.954099 + Penalty 1960.753022 = -37634.201077 nChanged 3 SP:Iteration 12Q (368.592014 sec): 3 clusters Score: Raw -39598.796239 + Penalty 1960.753022 = -37638.043217 nChanged 1 SP:Iteration 13Q (368.650538 sec): 3 clusters Score: Raw -39599.270272 + Penalty 1960.753022 = -37638.517250 nChanged 1 SP:Iteration 14Q (368.696507 sec): 3 clusters Score: Raw -39599.560822 + Penalty 1960.753022 = -37638.807800 nChanged 0 SP:Iteration 15F (368.741266 sec): 3 clusters Score: Raw -39599.560822 + Penalty 1960.753022 = -37638.807800 nChanged 0 Trying to split cluster 13 (17212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (368.794506 sec): 2 clusters Score: Raw -1802729.324307 + Penalty 1584.921340 = -1801144.402966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (368.872461 sec): 3 clusters Score: Raw -1792447.035512 + Penalty 3169.842681 = -1789277.192831 nChanged 7761 SP:Iteration 1F (368.946966 sec): 3 clusters Score: Raw -1796712.887801 + Penalty 3169.842681 = -1793543.045121 nChanged 920 SP:Iteration 2F (369.022471 sec): 3 clusters Score: Raw -1797064.041659 + Penalty 3169.842681 = -1793894.198978 nChanged 826 SP:Iteration 3Q (369.102709 sec): 3 clusters Score: Raw -1797381.876649 + Penalty 3169.842681 = -1794212.033968 nChanged 782 SP:Iteration 4Q (369.180637 sec): 3 clusters Score: Raw -1797682.030645 + Penalty 3169.842681 = -1794512.187965 nChanged 718 SP:Iteration 5Q (369.257023 sec): 3 clusters Score: Raw -1797975.065559 + Penalty 3169.842681 = -1794805.222878 nChanged 735 SP:Iteration 6Q (369.333357 sec): 3 clusters Score: Raw -1798280.477549 + Penalty 3169.842681 = -1795110.634869 nChanged 718 SP:Iteration 7Q (369.412181 sec): 3 clusters Score: Raw -1798620.115574 + Penalty 3169.842681 = -1795450.272893 nChanged 697 SP:Iteration 8Q (369.484914 sec): 3 clusters Score: Raw -1798968.651175 + Penalty 3169.842681 = -1795798.808494 nChanged 748 SP:Iteration 9Q (369.565889 sec): 3 clusters Score: Raw -1799430.289860 + Penalty 3169.842681 = -1796260.447179 nChanged 790 SP:Iteration 10Q (369.641467 sec): 3 clusters Score: Raw -1799976.552155 + Penalty 3169.842681 = -1796806.709475 nChanged 764 SP:Iteration 11Q (369.718208 sec): 3 clusters Score: Raw -1800550.901298 + Penalty 3169.842681 = -1797381.058617 nChanged 697 SP:Iteration 12Q (369.797399 sec): 3 clusters Score: Raw -1801103.846034 + Penalty 3169.842681 = -1797934.003354 nChanged 590 SP:Iteration 13Q (369.861988 sec): 3 clusters Score: Raw -1801534.464232 + Penalty 3169.842681 = -1798364.621552 nChanged 473 SP:Iteration 14Q (369.941802 sec): 3 clusters Score: Raw -1801866.727748 + Penalty 3169.842681 = -1798696.885067 nChanged 389 SP:Iteration 15Q (370.020257 sec): 3 clusters Score: Raw -1802088.363874 + Penalty 3169.842681 = -1798918.521193 nChanged 273 SP:Iteration 16Q (370.095089 sec): 3 clusters Score: Raw -1802224.160692 + Penalty 3169.842681 = -1799054.318012 nChanged 216 SP:Iteration 17Q (370.165042 sec): 3 clusters Score: Raw -1802313.489216 + Penalty 3169.842681 = -1799143.646536 nChanged 201 SP:Iteration 18Q (370.228749 sec): 3 clusters Score: Raw -1802386.229664 + Penalty 3169.842681 = -1799216.386984 nChanged 177 SP:Iteration 19Q (370.314131 sec): 3 clusters Score: Raw -1802449.609650 + Penalty 3169.842681 = -1799279.766970 nChanged 163 SP:Iteration 20F (370.381616 sec): 3 clusters Score: Raw -1802507.343316 + Penalty 3169.842681 = -1799337.500636 nChanged 149 SP:Iteration 21Q (370.465243 sec): 3 clusters Score: Raw -1802554.126290 + Penalty 3169.842681 = -1799384.283609 nChanged 119 SP:Iteration 22Q (370.532399 sec): 3 clusters Score: Raw -1802589.504764 + Penalty 3169.842681 = -1799419.662083 nChanged 108 SP:Iteration 23Q (370.617336 sec): 3 clusters Score: Raw -1802618.549272 + Penalty 3169.842681 = -1799448.706591 nChanged 98 SP:Iteration 24Q (370.689683 sec): 3 clusters Score: Raw -1802645.524865 + Penalty 3169.842681 = -1799475.682184 nChanged 84 SP:Iteration 25Q (370.762003 sec): 3 clusters Score: Raw -1802663.998727 + Penalty 3169.842681 = -1799494.156047 nChanged 71 SP:Iteration 26Q (370.835780 sec): 3 clusters Score: Raw -1802682.283065 + Penalty 3169.842681 = -1799512.440385 nChanged 70 SP:Iteration 27Q (370.910957 sec): 3 clusters Score: Raw -1802700.693640 + Penalty 3169.842681 = -1799530.850959 nChanged 60 SP:Iteration 28Q (370.985504 sec): 3 clusters Score: Raw -1802713.575312 + Penalty 3169.842681 = -1799543.732632 nChanged 47 SP:Iteration 29Q (371.055277 sec): 3 clusters Score: Raw -1802720.991645 + Penalty 3169.842681 = -1799551.148964 nChanged 37 SP:Iteration 30Q (371.127933 sec): 3 clusters Score: Raw -1802727.188135 + Penalty 3169.842681 = -1799557.345455 nChanged 33 SP:Iteration 31Q (371.199753 sec): 3 clusters Score: Raw -1802732.242175 + Penalty 3169.842681 = -1799562.399494 nChanged 30 SP:Iteration 32Q (371.274714 sec): 3 clusters Score: Raw -1802737.229332 + Penalty 3169.842681 = -1799567.386652 nChanged 29 SP:Iteration 33Q (371.347701 sec): 3 clusters Score: Raw -1802741.407949 + Penalty 3169.842681 = -1799571.565269 nChanged 24 SP:Iteration 34Q (371.412609 sec): 3 clusters Score: Raw -1802745.719606 + Penalty 3169.842681 = -1799575.876925 nChanged 34 SP:Iteration 35Q (371.493104 sec): 3 clusters Score: Raw -1802750.841476 + Penalty 3169.842681 = -1799580.998795 nChanged 32 SP:Iteration 36Q (371.566281 sec): 3 clusters Score: Raw -1802754.995067 + Penalty 3169.842681 = -1799585.152386 nChanged 30 SP:Iteration 37Q (371.639149 sec): 3 clusters Score: Raw -1802759.808217 + Penalty 3169.842681 = -1799589.965537 nChanged 36 SP:Iteration 38Q (371.710712 sec): 3 clusters Score: Raw -1802766.527575 + Penalty 3169.842681 = -1799596.684894 nChanged 33 SP:Iteration 39Q (371.781834 sec): 3 clusters Score: Raw -1802772.394416 + Penalty 3169.842681 = -1799602.551735 nChanged 33 SP:Iteration 40F (371.858616 sec): 3 clusters Score: Raw -1802777.535991 + Penalty 3169.842681 = -1799607.693310 nChanged 31 SP:Iteration 41Q (371.927810 sec): 3 clusters Score: Raw -1802781.560235 + Penalty 3169.842681 = -1799611.717554 nChanged 27 SP:Iteration 42Q (372.003472 sec): 3 clusters Score: Raw -1802786.817287 + Penalty 3169.842681 = -1799616.974606 nChanged 36 SP:Iteration 43Q (372.072650 sec): 3 clusters Score: Raw -1802793.084720 + Penalty 3169.842681 = -1799623.242040 nChanged 26 SP:Iteration 44Q (372.136630 sec): 3 clusters Score: Raw -1802796.716698 + Penalty 3169.842681 = -1799626.874018 nChanged 23 SP:Iteration 45Q (372.204048 sec): 3 clusters Score: Raw -1802799.685792 + Penalty 3169.842681 = -1799629.843112 nChanged 21 SP:Iteration 46Q (372.284776 sec): 3 clusters Score: Raw -1802802.470394 + Penalty 3169.842681 = -1799632.627714 nChanged 15 SP:Iteration 47Q (372.361068 sec): 3 clusters Score: Raw -1802804.485342 + Penalty 3169.842681 = -1799634.642662 nChanged 16 SP:Iteration 48Q (372.431562 sec): 3 clusters Score: Raw -1802806.500761 + Penalty 3169.842681 = -1799636.658080 nChanged 16 SP:Iteration 49Q (372.490574 sec): 3 clusters Score: Raw -1802808.313625 + Penalty 3169.842681 = -1799638.470944 nChanged 11 SP:Iteration 50Q (372.561767 sec): 3 clusters Score: Raw -1802809.312923 + Penalty 3169.842681 = -1799639.470242 nChanged 7 SP:Iteration 51Q (372.644726 sec): 3 clusters Score: Raw -1802810.195738 + Penalty 3169.842681 = -1799640.353058 nChanged 5 SP:Iteration 52Q (372.716508 sec): 3 clusters Score: Raw -1802810.712255 + Penalty 3169.842681 = -1799640.869574 nChanged 4 SP:Iteration 53Q (372.779593 sec): 3 clusters Score: Raw -1802811.088639 + Penalty 3169.842681 = -1799641.245959 nChanged 4 SP:Iteration 54Q (372.864155 sec): 3 clusters Score: Raw -1802811.727833 + Penalty 3169.842681 = -1799641.885152 nChanged 7 SP:Iteration 55Q (372.934594 sec): 3 clusters Score: Raw -1802812.859632 + Penalty 3169.842681 = -1799643.016951 nChanged 9 SP:Iteration 56Q (373.008310 sec): 3 clusters Score: Raw -1802814.172410 + Penalty 3169.842681 = -1799644.329729 nChanged 12 SP:Iteration 57Q (373.081203 sec): 3 clusters Score: Raw -1802815.709928 + Penalty 3169.842681 = -1799645.867247 nChanged 13 SP:Iteration 58Q (373.160116 sec): 3 clusters Score: Raw -1802816.986306 + Penalty 3169.842681 = -1799647.143625 nChanged 14 SP:Iteration 59Q (373.238300 sec): 3 clusters Score: Raw -1802819.011385 + Penalty 3169.842681 = -1799649.168704 nChanged 9 SP:Iteration 60F (373.315427 sec): 3 clusters Score: Raw -1802819.903399 + Penalty 3169.842681 = -1799650.060719 nChanged 11 SP:Iteration 61Q (373.387245 sec): 3 clusters Score: Raw -1802820.544386 + Penalty 3169.842681 = -1799650.701706 nChanged 3 SP:Iteration 62Q (373.458061 sec): 3 clusters Score: Raw -1802820.873241 + Penalty 3169.842681 = -1799651.030561 nChanged 5 SP:Iteration 63Q (373.530959 sec): 3 clusters Score: Raw -1802821.675634 + Penalty 3169.842681 = -1799651.832954 nChanged 10 SP:Iteration 64Q (373.598815 sec): 3 clusters Score: Raw -1802822.731708 + Penalty 3169.842681 = -1799652.889027 nChanged 7 SP:Iteration 65Q (373.665360 sec): 3 clusters Score: Raw -1802823.531312 + Penalty 3169.842681 = -1799653.688631 nChanged 8 SP:Iteration 66Q (373.726860 sec): 3 clusters Score: Raw -1802824.232557 + Penalty 3169.842681 = -1799654.389876 nChanged 5 SP:Iteration 67Q (373.805031 sec): 3 clusters Score: Raw -1802824.614407 + Penalty 3169.842681 = -1799654.771726 nChanged 4 SP:Iteration 68Q (373.878367 sec): 3 clusters Score: Raw -1802825.253533 + Penalty 3169.842681 = -1799655.410852 nChanged 4 SP:Iteration 69Q (373.955134 sec): 3 clusters Score: Raw -1802825.783106 + Penalty 3169.842681 = -1799655.940425 nChanged 6 SP:Iteration 70Q (374.027695 sec): 3 clusters Score: Raw -1802826.543176 + Penalty 3169.842681 = -1799656.700496 nChanged 4 SP:Iteration 71Q (374.098905 sec): 3 clusters Score: Raw -1802826.832624 + Penalty 3169.842681 = -1799656.989943 nChanged 3 SP:Iteration 72Q (374.166997 sec): 3 clusters Score: Raw -1802827.098359 + Penalty 3169.842681 = -1799657.255679 nChanged 2 SP:Iteration 73Q (374.226035 sec): 3 clusters Score: Raw -1802827.196918 + Penalty 3169.842681 = -1799657.354237 nChanged 1 SP:Iteration 74Q (374.306683 sec): 3 clusters Score: Raw -1802827.363278 + Penalty 3169.842681 = -1799657.520598 nChanged 0 SP:Iteration 75F (374.383986 sec): 3 clusters Score: Raw -1802827.363278 + Penalty 3169.842681 = -1799657.520598 nChanged 0 Trying to split cluster 14 (1432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (374.413787 sec): 2 clusters Score: Raw -149896.858778 + Penalty 1180.859444 = -148715.999334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (374.460034 sec): 3 clusters Score: Raw -149322.059590 + Penalty 2361.718888 = -146960.340702 nChanged 454 SP:Iteration 1F (374.514384 sec): 3 clusters Score: Raw -149642.322450 + Penalty 2361.718888 = -147280.603562 nChanged 100 SP:Iteration 2F (374.564380 sec): 3 clusters Score: Raw -149732.725025 + Penalty 2361.718888 = -147371.006137 nChanged 57 SP:Iteration 3Q (374.618053 sec): 3 clusters Score: Raw -149778.364663 + Penalty 2361.718888 = -147416.645775 nChanged 31 SP:Iteration 4Q (374.656320 sec): 3 clusters Score: Raw -149800.083626 + Penalty 2361.718888 = -147438.364738 nChanged 22 SP:Iteration 5Q (374.701447 sec): 3 clusters Score: Raw -149813.209503 + Penalty 2361.718888 = -147451.490615 nChanged 16 SP:Iteration 6Q (374.750146 sec): 3 clusters Score: Raw -149823.681390 + Penalty 2361.718888 = -147461.962502 nChanged 15 SP:Iteration 7Q (374.804176 sec): 3 clusters Score: Raw -149835.740498 + Penalty 2361.718888 = -147474.021610 nChanged 15 SP:Iteration 8Q (374.844750 sec): 3 clusters Score: Raw -149846.913251 + Penalty 2361.718888 = -147485.194363 nChanged 16 SP:Iteration 9Q (374.895822 sec): 3 clusters Score: Raw -149861.629766 + Penalty 2361.718888 = -147499.910878 nChanged 14 SP:Iteration 10Q (374.941820 sec): 3 clusters Score: Raw -149873.653855 + Penalty 2361.718888 = -147511.934967 nChanged 12 SP:Iteration 11Q (374.992537 sec): 3 clusters Score: Raw -149880.964478 + Penalty 2361.718888 = -147519.245590 nChanged 10 SP:Iteration 12Q (375.037179 sec): 3 clusters Score: Raw -149886.780764 + Penalty 2361.718888 = -147525.061876 nChanged 14 SP:Iteration 13Q (375.090182 sec): 3 clusters Score: Raw -149895.308232 + Penalty 2361.718888 = -147533.589344 nChanged 6 SP:Iteration 14Q (375.141893 sec): 3 clusters Score: Raw -149899.468241 + Penalty 2361.718888 = -147537.749353 nChanged 10 SP:Iteration 15Q (375.197730 sec): 3 clusters Score: Raw -149905.008398 + Penalty 2361.718888 = -147543.289510 nChanged 11 SP:Iteration 16Q (375.244443 sec): 3 clusters Score: Raw -149912.045040 + Penalty 2361.718888 = -147550.326152 nChanged 6 SP:Iteration 17Q (375.291857 sec): 3 clusters Score: Raw -149915.398189 + Penalty 2361.718888 = -147553.679301 nChanged 3 SP:Iteration 18Q (375.339723 sec): 3 clusters Score: Raw -149917.884889 + Penalty 2361.718888 = -147556.166001 nChanged 4 SP:Iteration 19Q (375.378338 sec): 3 clusters Score: Raw -149919.989008 + Penalty 2361.718888 = -147558.270120 nChanged 3 SP:Iteration 20F (375.428928 sec): 3 clusters Score: Raw -149922.485323 + Penalty 2361.718888 = -147560.766435 nChanged 3 SP:Iteration 21Q (375.483421 sec): 3 clusters Score: Raw -149925.428505 + Penalty 2361.718888 = -147563.709617 nChanged 4 SP:Iteration 22Q (375.539795 sec): 3 clusters Score: Raw -149927.147058 + Penalty 2361.718888 = -147565.428170 nChanged 4 SP:Iteration 23Q (375.591545 sec): 3 clusters Score: Raw -149930.526384 + Penalty 2361.718888 = -147568.807496 nChanged 7 SP:Iteration 24Q (375.629487 sec): 3 clusters Score: Raw -149937.215222 + Penalty 2361.718888 = -147575.496334 nChanged 4 SP:Iteration 25Q (375.690390 sec): 3 clusters Score: Raw -149939.382288 + Penalty 2361.718888 = -147577.663400 nChanged 2 SP:Iteration 26Q (375.742201 sec): 3 clusters Score: Raw -149939.699568 + Penalty 2361.718888 = -147577.980681 nChanged 2 SP:Iteration 27Q (375.784642 sec): 3 clusters Score: Raw -149941.049966 + Penalty 2361.718888 = -147579.331078 nChanged 3 SP:Iteration 28Q (375.829561 sec): 3 clusters Score: Raw -149941.955978 + Penalty 2361.718888 = -147580.237090 nChanged 3 SP:Iteration 29Q (375.880346 sec): 3 clusters Score: Raw -149942.832701 + Penalty 2361.718888 = -147581.113813 nChanged 3 SP:Iteration 30Q (375.930112 sec): 3 clusters Score: Raw -149945.306634 + Penalty 2361.718888 = -147583.587746 nChanged 3 SP:Iteration 31Q (375.980537 sec): 3 clusters Score: Raw -149947.334748 + Penalty 2361.718888 = -147585.615860 nChanged 1 SP:Iteration 32Q (376.029866 sec): 3 clusters Score: Raw -149947.541667 + Penalty 2361.718888 = -147585.822779 nChanged 0 SP:Iteration 33F (376.079995 sec): 3 clusters Score: Raw -149947.541667 + Penalty 2361.718888 = -147585.822779 nChanged 0 Trying to split cluster 15 (13326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (376.131905 sec): 2 clusters Score: Raw -1392510.102387 + Penalty 1543.339248 = -1390966.763139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (376.200051 sec): 3 clusters Score: Raw -1384665.764655 + Penalty 3086.678495 = -1381579.086160 nChanged 5886 SP:Iteration 1F (376.267016 sec): 3 clusters Score: Raw -1387956.689339 + Penalty 3086.678495 = -1384870.010844 nChanged 819 SP:Iteration 2F (376.336928 sec): 3 clusters Score: Raw -1388387.336000 + Penalty 3086.678495 = -1385300.657504 nChanged 749 SP:Iteration 3F (376.406366 sec): 3 clusters Score: Raw -1388929.903268 + Penalty 3086.678495 = -1385843.224773 nChanged 740 SP:Iteration 4F (376.473060 sec): 3 clusters Score: Raw -1389473.459411 + Penalty 3086.678495 = -1386386.780916 nChanged 741 SP:Iteration 5F (376.535014 sec): 3 clusters Score: Raw -1389977.164003 + Penalty 3086.678495 = -1386890.485508 nChanged 686 SP:Iteration 6F (376.607865 sec): 3 clusters Score: Raw -1390348.104878 + Penalty 3086.678495 = -1387261.426382 nChanged 593 SP:Iteration 7Q (376.677355 sec): 3 clusters Score: Raw -1390682.334753 + Penalty 3086.678495 = -1387595.656258 nChanged 640 SP:Iteration 8Q (376.753333 sec): 3 clusters Score: Raw -1391056.972136 + Penalty 3086.678495 = -1387970.293641 nChanged 601 SP:Iteration 9Q (376.818837 sec): 3 clusters Score: Raw -1391470.125929 + Penalty 3086.678495 = -1388383.447434 nChanged 627 SP:Iteration 10Q (376.878653 sec): 3 clusters Score: Raw -1391972.178357 + Penalty 3086.678495 = -1388885.499862 nChanged 609 SP:Iteration 11Q (376.956667 sec): 3 clusters Score: Raw -1392497.024790 + Penalty 3086.678495 = -1389410.346295 nChanged 617 SP:Iteration 12Q (377.026771 sec): 3 clusters Score: Raw -1393060.906658 + Penalty 3086.678495 = -1389974.228163 nChanged 552 SP:Iteration 13Q (377.090568 sec): 3 clusters Score: Raw -1393549.089657 + Penalty 3086.678495 = -1390462.411161 nChanged 463 SP:Iteration 14Q (377.146711 sec): 3 clusters Score: Raw -1393850.404692 + Penalty 3086.678495 = -1390763.726197 nChanged 313 SP:Iteration 15Q (377.223062 sec): 3 clusters Score: Raw -1393990.655435 + Penalty 3086.678495 = -1390903.976940 nChanged 181 SP:Iteration 16Q (377.287276 sec): 3 clusters Score: Raw -1394051.918867 + Penalty 3086.678495 = -1390965.240372 nChanged 113 SP:Iteration 17Q (377.367180 sec): 3 clusters Score: Raw -1394074.964661 + Penalty 3086.678495 = -1390988.286166 nChanged 66 SP:Iteration 18Q (377.425354 sec): 3 clusters Score: Raw -1394084.790617 + Penalty 3086.678495 = -1390998.112122 nChanged 48 SP:Iteration 19Q (377.492505 sec): 3 clusters Score: Raw -1394090.798368 + Penalty 3086.678495 = -1391004.119872 nChanged 29 SP:Iteration 20F (377.567385 sec): 3 clusters Score: Raw -1394094.349023 + Penalty 3086.678495 = -1391007.670528 nChanged 19 SP:Iteration 21Q (377.625953 sec): 3 clusters Score: Raw -1394096.058905 + Penalty 3086.678495 = -1391009.380410 nChanged 11 SP:Iteration 22Q (377.699577 sec): 3 clusters Score: Raw -1394097.014931 + Penalty 3086.678495 = -1391010.336436 nChanged 6 SP:Iteration 23Q (377.754774 sec): 3 clusters Score: Raw -1394097.382569 + Penalty 3086.678495 = -1391010.704074 nChanged 2 SP:Iteration 24Q (377.834405 sec): 3 clusters Score: Raw -1394097.601573 + Penalty 3086.678495 = -1391010.923078 nChanged 3 SP:Iteration 25Q (377.894180 sec): 3 clusters Score: Raw -1394097.946066 + Penalty 3086.678495 = -1391011.267571 nChanged 2 SP:Iteration 26Q (377.974310 sec): 3 clusters Score: Raw -1394098.031272 + Penalty 3086.678495 = -1391011.352777 nChanged 0 SP:Iteration 27F (378.036578 sec): 3 clusters Score: Raw -1394098.031272 + Penalty 3086.678495 = -1391011.352777 nChanged 0 Score: Raw -10237390.339650 + Penalty 31763.630525 = -10205626.709125 Splitting cluster 15 changes total score from -10203008.703221 to -10205626.709125 So it's getting split into cluster 9. Trying to split cluster 18 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.457355 sec): 2 clusters Score: Raw -96531.221126 + Penalty 1121.695695 = -95409.525431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.499218 sec): 3 clusters Score: Raw -96215.896347 + Penalty 2243.391390 = -93972.504957 nChanged 289 SP:Iteration 1F (379.546023 sec): 3 clusters Score: Raw -96475.589817 + Penalty 2243.391390 = -94232.198427 nChanged 75 SP:Iteration 2F (379.600440 sec): 3 clusters Score: Raw -96544.895815 + Penalty 2243.391390 = -94301.504426 nChanged 31 SP:Iteration 3Q (379.647998 sec): 3 clusters Score: Raw -96580.657639 + Penalty 2243.391390 = -94337.266250 nChanged 29 SP:Iteration 4Q (379.685659 sec): 3 clusters Score: Raw -96605.746917 + Penalty 2243.391390 = -94362.355528 nChanged 14 SP:Iteration 5Q (379.728905 sec): 3 clusters Score: Raw -96617.094803 + Penalty 2243.391390 = -94373.703414 nChanged 6 SP:Iteration 6Q (379.781269 sec): 3 clusters Score: Raw -96622.763377 + Penalty 2243.391390 = -94379.371987 nChanged 6 SP:Iteration 7Q (379.829111 sec): 3 clusters Score: Raw -96628.589610 + Penalty 2243.391390 = -94385.198220 nChanged 6 SP:Iteration 8Q (379.884435 sec): 3 clusters Score: Raw -96631.530131 + Penalty 2243.391390 = -94388.138741 nChanged 4 SP:Iteration 9Q (379.934031 sec): 3 clusters Score: Raw -96634.743557 + Penalty 2243.391390 = -94391.352168 nChanged 6 SP:Iteration 10Q (379.979268 sec): 3 clusters Score: Raw -96641.619942 + Penalty 2243.391390 = -94398.228552 nChanged 7 SP:Iteration 11Q (380.025383 sec): 3 clusters Score: Raw -96645.426352 + Penalty 2243.391390 = -94402.034962 nChanged 1 SP:Iteration 12Q (380.068587 sec): 3 clusters Score: Raw -96646.703344 + Penalty 2243.391390 = -94403.311954 nChanged 3 SP:Iteration 13Q (380.120595 sec): 3 clusters Score: Raw -96648.403192 + Penalty 2243.391390 = -94405.011802 nChanged 4 SP:Iteration 14Q (380.165506 sec): 3 clusters Score: Raw -96651.436021 + Penalty 2243.391390 = -94408.044632 nChanged 5 SP:Iteration 15Q (380.223787 sec): 3 clusters Score: Raw -96656.539952 + Penalty 2243.391390 = -94413.148563 nChanged 4 SP:Iteration 16Q (380.262495 sec): 3 clusters Score: Raw -96661.399898 + Penalty 2243.391390 = -94418.008508 nChanged 5 SP:Iteration 17Q (380.317242 sec): 3 clusters Score: Raw -96664.086228 + Penalty 2243.391390 = -94420.694838 nChanged 5 SP:Iteration 18Q (380.365170 sec): 3 clusters Score: Raw -96668.994729 + Penalty 2243.391390 = -94425.603339 nChanged 7 SP:Iteration 19Q (380.420382 sec): 3 clusters Score: Raw -96677.013086 + Penalty 2243.391390 = -94433.621697 nChanged 6 SP:Iteration 20F (380.468473 sec): 3 clusters Score: Raw -96680.531967 + Penalty 2243.391390 = -94437.140578 nChanged 3 SP:Iteration 21Q (380.520552 sec): 3 clusters Score: Raw -96682.803561 + Penalty 2243.391390 = -94439.412171 nChanged 2 SP:Iteration 22Q (380.558318 sec): 3 clusters Score: Raw -96683.941512 + Penalty 2243.391390 = -94440.550122 nChanged 2 SP:Iteration 23Q (380.616136 sec): 3 clusters Score: Raw -96685.534804 + Penalty 2243.391390 = -94442.143415 nChanged 4 SP:Iteration 24Q (380.673116 sec): 3 clusters Score: Raw -96688.156593 + Penalty 2243.391390 = -94444.765203 nChanged 2 SP:Iteration 25Q (380.728629 sec): 3 clusters Score: Raw -96690.082020 + Penalty 2243.391390 = -94446.690631 nChanged 1 SP:Iteration 26Q (380.774227 sec): 3 clusters Score: Raw -96692.057067 + Penalty 2243.391390 = -94448.665677 nChanged 4 SP:Iteration 27Q (380.820288 sec): 3 clusters Score: Raw -96694.542823 + Penalty 2243.391390 = -94451.151433 nChanged 1 SP:Iteration 28Q (380.860449 sec): 3 clusters Score: Raw -96695.219119 + Penalty 2243.391390 = -94451.827729 nChanged 1 SP:Iteration 29Q (380.909074 sec): 3 clusters Score: Raw -96695.493160 + Penalty 2243.391390 = -94452.101771 nChanged 1 SP:Iteration 30Q (380.954735 sec): 3 clusters Score: Raw -96696.162320 + Penalty 2243.391390 = -94452.770930 nChanged 0 SP:Iteration 31F (381.008362 sec): 3 clusters Score: Raw -96696.162320 + Penalty 2243.391390 = -94452.770930 nChanged 0 Trying to split cluster 19 (25928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.067021 sec): 2 clusters Score: Raw -2792902.643339 + Penalty 1651.500296 = -2791251.143043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.157562 sec): 3 clusters Score: Raw -2777044.893741 + Penalty 3303.000592 = -2773741.893149 nChanged 11907 SP:Iteration 1F (381.239678 sec): 3 clusters Score: Raw -2783642.546430 + Penalty 3303.000592 = -2780339.545838 nChanged 1306 SP:Iteration 2F (381.320254 sec): 3 clusters Score: Raw -2784170.866169 + Penalty 3303.000592 = -2780867.865577 nChanged 1406 SP:Iteration 3F (381.405604 sec): 3 clusters Score: Raw -2784849.362281 + Penalty 3303.000592 = -2781546.361689 nChanged 1551 SP:Iteration 4F (381.506265 sec): 3 clusters Score: Raw -2785746.984436 + Penalty 3303.000592 = -2782443.983843 nChanged 1749 SP:Iteration 5F (381.596272 sec): 3 clusters Score: Raw -2786974.840080 + Penalty 3303.000592 = -2783671.839488 nChanged 1797 SP:Iteration 6F (381.683408 sec): 3 clusters Score: Raw -2788378.004798 + Penalty 3303.000592 = -2785075.004206 nChanged 1585 SP:Iteration 7F (381.777656 sec): 3 clusters Score: Raw -2789749.765815 + Penalty 3303.000592 = -2786446.765223 nChanged 1243 SP:Iteration 8Q (381.865443 sec): 3 clusters Score: Raw -2790863.883984 + Penalty 3303.000592 = -2787560.883392 nChanged 847 SP:Iteration 9Q (381.960029 sec): 3 clusters Score: Raw -2791717.624070 + Penalty 3303.000592 = -2788414.623478 nChanged 529 SP:Iteration 10Q (382.045417 sec): 3 clusters Score: Raw -2792312.317312 + Penalty 3303.000592 = -2789009.316720 nChanged 320 SP:Iteration 11Q (382.133505 sec): 3 clusters Score: Raw -2792640.413250 + Penalty 3303.000592 = -2789337.412658 nChanged 212 SP:Iteration 12Q (382.210898 sec): 3 clusters Score: Raw -2792842.576677 + Penalty 3303.000592 = -2789539.576085 nChanged 138 SP:Iteration 13Q (382.304575 sec): 3 clusters Score: Raw -2792947.747164 + Penalty 3303.000592 = -2789644.746572 nChanged 105 SP:Iteration 14Q (382.377559 sec): 3 clusters Score: Raw -2793009.097868 + Penalty 3303.000592 = -2789706.097276 nChanged 64 SP:Iteration 15Q (382.457956 sec): 3 clusters Score: Raw -2793036.743852 + Penalty 3303.000592 = -2789733.743260 nChanged 46 SP:Iteration 16Q (382.548406 sec): 3 clusters Score: Raw -2793057.467105 + Penalty 3303.000592 = -2789754.466513 nChanged 41 SP:Iteration 17Q (382.622992 sec): 3 clusters Score: Raw -2793077.122574 + Penalty 3303.000592 = -2789774.121982 nChanged 36 SP:Iteration 18Q (382.703610 sec): 3 clusters Score: Raw -2793097.748883 + Penalty 3303.000592 = -2789794.748291 nChanged 40 SP:Iteration 19Q (382.784260 sec): 3 clusters Score: Raw -2793117.961341 + Penalty 3303.000592 = -2789814.960749 nChanged 30 SP:Iteration 20F (382.875444 sec): 3 clusters Score: Raw -2793132.057976 + Penalty 3303.000592 = -2789829.057384 nChanged 25 SP:Iteration 21Q (382.951025 sec): 3 clusters Score: Raw -2793142.523677 + Penalty 3303.000592 = -2789839.523085 nChanged 22 SP:Iteration 22Q (383.046192 sec): 3 clusters Score: Raw -2793153.035237 + Penalty 3303.000592 = -2789850.034645 nChanged 30 SP:Iteration 23Q (383.112872 sec): 3 clusters Score: Raw -2793163.983546 + Penalty 3303.000592 = -2789860.982954 nChanged 16 SP:Iteration 24Q (383.183427 sec): 3 clusters Score: Raw -2793168.260610 + Penalty 3303.000592 = -2789865.260018 nChanged 7 SP:Iteration 25Q (383.265038 sec): 3 clusters Score: Raw -2793170.446279 + Penalty 3303.000592 = -2789867.445687 nChanged 4 SP:Iteration 26Q (383.344631 sec): 3 clusters Score: Raw -2793171.113973 + Penalty 3303.000592 = -2789868.113381 nChanged 2 SP:Iteration 27Q (383.433019 sec): 3 clusters Score: Raw -2793171.576272 + Penalty 3303.000592 = -2789868.575680 nChanged 1 SP:Iteration 28Q (383.513392 sec): 3 clusters Score: Raw -2793171.898542 + Penalty 3303.000592 = -2789868.897950 nChanged 0 SP:Iteration 29F (383.600022 sec): 3 clusters Score: Raw -2793171.898542 + Penalty 3303.000592 = -2789868.897950 nChanged 0 Trying to split cluster 20 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (383.624322 sec): 2 clusters Score: Raw -8647.577031 + Penalty 818.504798 = -7829.072234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (383.657953 sec): 3 clusters Score: Raw -8838.498184 + Penalty 1637.009596 = -7201.488588 nChanged 24 SP:Iteration 1F (383.710178 sec): 3 clusters Score: Raw -8972.556034 + Penalty 1637.009596 = -7335.546438 nChanged 6 SP:Iteration 2Q (383.762357 sec): 3 clusters Score: Raw -8993.937697 + Penalty 1637.009596 = -7356.928101 nChanged 3 SP:Iteration 3Q (383.804804 sec): 3 clusters Score: Raw -9004.086489 + Penalty 1637.009596 = -7367.076893 nChanged 1 SP:Iteration 4Q (383.854194 sec): 3 clusters Score: Raw -9013.048240 + Penalty 1637.009596 = -7376.038644 nChanged 1 SP:Iteration 5Q (383.892370 sec): 3 clusters Score: Raw -9024.562952 + Penalty 1637.009596 = -7387.553357 nChanged 1 SP:Iteration 6Q (383.945788 sec): 3 clusters Score: Raw -9052.782116 + Penalty 1637.009596 = -7415.772520 nChanged 0 SP:Iteration 7F (383.981925 sec): 3 clusters Score: Raw -9052.782116 + Penalty 1637.009596 = -7415.772520 nChanged 0 Iteration 59Q (384.849038 sec): 18 clusters Score: Raw -10237886.269535 + Penalty 31763.630525 = -10206122.639009 nChanged 880 Iteration 60F (386.251585 sec): 18 clusters Score: Raw -10238736.730771 + Penalty 31763.630525 = -10206973.100246 nChanged 964 Iteration 61Q (387.073226 sec): 18 clusters Score: Raw -10239226.946204 + Penalty 31763.630525 = -10207463.315679 nChanged 653 Iteration 62Q (387.855112 sec): 18 clusters Score: Raw -10239476.697196 + Penalty 31763.630525 = -10207713.066671 nChanged 487 Iteration 63Q (388.584764 sec): 18 clusters Score: Raw -10239643.508099 + Penalty 31763.630525 = -10207879.877574 nChanged 423 Iteration 64Q (389.313615 sec): 18 clusters Score: Raw -10239749.603407 + Penalty 31763.630525 = -10207985.972882 nChanged 314 Deleting Class 5 (770 points): Lose 1824.644685 but Gain 1868.448854 Iteration 65Q (390.107257 sec): 17 clusters Score: Raw -10237992.363639 + Penalty 29895.181671 = -10208097.181969 nChanged 1017 Iteration 66Q (390.870527 sec): 17 clusters Score: Raw -10239295.056494 + Penalty 29895.181671 = -10209399.874824 nChanged 384 Iteration 67Q (391.549625 sec): 17 clusters Score: Raw -10239370.693417 + Penalty 29895.181671 = -10209475.511747 nChanged 295 Iteration 68Q (392.248738 sec): 17 clusters Score: Raw -10239419.900653 + Penalty 29895.181671 = -10209524.718982 nChanged 232 Iteration 69Q (392.965084 sec): 17 clusters Score: Raw -10239453.194393 + Penalty 29895.181671 = -10209558.012723 nChanged 194 Iteration 70Q (393.706836 sec): 17 clusters Score: Raw -10239482.635373 + Penalty 29895.181671 = -10209587.453703 nChanged 174 Iteration 71Q (394.476081 sec): 17 clusters Score: Raw -10239511.130726 + Penalty 29895.181671 = -10209615.949055 nChanged 150 Iteration 72Q (395.223810 sec): 17 clusters Score: Raw -10239535.798980 + Penalty 29895.181671 = -10209640.617310 nChanged 139 Iteration 73Q (395.941464 sec): 17 clusters Score: Raw -10239559.833830 + Penalty 29895.181671 = -10209664.652160 nChanged 159 Iteration 74Q (396.633064 sec): 17 clusters Score: Raw -10239585.784590 + Penalty 29895.181671 = -10209690.602919 nChanged 146 Iteration 75Q (397.339310 sec): 17 clusters Score: Raw -10239610.461504 + Penalty 29895.181671 = -10209715.279833 nChanged 149 Iteration 76Q (398.066947 sec): 17 clusters Score: Raw -10239635.423070 + Penalty 29895.181671 = -10209740.241399 nChanged 128 Iteration 77Q (398.733561 sec): 17 clusters Score: Raw -10239658.586396 + Penalty 29895.181671 = -10209763.404726 nChanged 128 Iteration 78Q (399.414352 sec): 17 clusters Score: Raw -10239685.599418 + Penalty 29895.181671 = -10209790.417747 nChanged 127 Iteration 79Q (400.121898 sec): 17 clusters Score: Raw -10239710.962520 + Penalty 29895.181671 = -10209815.780849 nChanged 122 Iteration 80F (401.433579 sec): 17 clusters Score: Raw -10239738.811577 + Penalty 29895.181671 = -10209843.629906 nChanged 125 Iteration 81Q (402.165885 sec): 17 clusters Score: Raw -10239768.410909 + Penalty 29895.181671 = -10209873.229238 nChanged 124 Iteration 82Q (402.867058 sec): 17 clusters Score: Raw -10239804.677054 + Penalty 29895.181671 = -10209909.495383 nChanged 137 Iteration 83Q (403.583103 sec): 17 clusters Score: Raw -10239858.344937 + Penalty 29895.181671 = -10209963.163266 nChanged 131 Iteration 84Q (404.332416 sec): 17 clusters Score: Raw -10239903.855126 + Penalty 29895.181671 = -10210008.673456 nChanged 137 Iteration 85Q (405.119737 sec): 17 clusters Score: Raw -10239954.570680 + Penalty 29895.181671 = -10210059.389010 nChanged 148 Iteration 86Q (405.871080 sec): 17 clusters Score: Raw -10240019.276015 + Penalty 29895.181671 = -10210124.094344 nChanged 153 Iteration 87Q (406.641885 sec): 17 clusters Score: Raw -10240074.336240 + Penalty 29895.181671 = -10210179.154570 nChanged 152 Iteration 88Q (407.359937 sec): 17 clusters Score: Raw -10240133.418436 + Penalty 29895.181671 = -10210238.236765 nChanged 163 Iteration 89Q (408.104438 sec): 17 clusters Score: Raw -10240196.946014 + Penalty 29895.181671 = -10210301.764343 nChanged 139 Iteration 90Q (408.889710 sec): 17 clusters Score: Raw -10240252.469946 + Penalty 29895.181671 = -10210357.288275 nChanged 127 Iteration 91Q (409.657297 sec): 17 clusters Score: Raw -10240292.063427 + Penalty 29895.181671 = -10210396.881756 nChanged 107 Iteration 92Q (410.404912 sec): 17 clusters Score: Raw -10240329.678759 + Penalty 29895.181671 = -10210434.497088 nChanged 112 Iteration 93Q (411.126304 sec): 17 clusters Score: Raw -10240360.047678 + Penalty 29895.181671 = -10210464.866008 nChanged 101 Iteration 94Q (411.838963 sec): 17 clusters Score: Raw -10240382.427587 + Penalty 29895.181671 = -10210487.245916 nChanged 75 Iteration 95Q (412.533115 sec): 17 clusters Score: Raw -10240402.241886 + Penalty 29895.181671 = -10210507.060215 nChanged 73 Iteration 96Q (413.239629 sec): 17 clusters Score: Raw -10240421.717103 + Penalty 29895.181671 = -10210526.535432 nChanged 63 Iteration 97Q (413.998892 sec): 17 clusters Score: Raw -10240434.505335 + Penalty 29895.181671 = -10210539.323664 nChanged 62 Iteration 98Q (414.731329 sec): 17 clusters Score: Raw -10240446.228003 + Penalty 29895.181671 = -10210551.046332 nChanged 65 Writing temp clu file Because OldScore, -10210539.323664, is greater than current (better) Score,-10210551.046332 Compute initial score before splitting: Score: Raw -10240446.228003 + Penalty 29895.181671 = -10210551.046332 Trying to split cluster 1 (2834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (414.792455 sec): 2 clusters Score: Raw -287681.194932 + Penalty 1291.784718 = -286389.410213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (414.839879 sec): 3 clusters Score: Raw -286352.041758 + Penalty 2583.569437 = -283768.472321 nChanged 1056 SP:Iteration 1F (414.890617 sec): 3 clusters Score: Raw -286951.309146 + Penalty 2583.569437 = -284367.739710 nChanged 214 SP:Iteration 2F (414.938357 sec): 3 clusters Score: Raw -287091.858303 + Penalty 2583.569437 = -284508.288866 nChanged 149 SP:Iteration 3F (414.992008 sec): 3 clusters Score: Raw -287183.876425 + Penalty 2583.569437 = -284600.306988 nChanged 101 SP:Iteration 4Q (415.051834 sec): 3 clusters Score: Raw -287240.841708 + Penalty 2583.569437 = -284657.272271 nChanged 92 SP:Iteration 5Q (415.092333 sec): 3 clusters Score: Raw -287292.262534 + Penalty 2583.569437 = -284708.693097 nChanged 77 SP:Iteration 6Q (415.147553 sec): 3 clusters Score: Raw -287338.501019 + Penalty 2583.569437 = -284754.931582 nChanged 61 SP:Iteration 7Q (415.199308 sec): 3 clusters Score: Raw -287376.226005 + Penalty 2583.569437 = -284792.656569 nChanged 59 SP:Iteration 8Q (415.254834 sec): 3 clusters Score: Raw -287406.812451 + Penalty 2583.569437 = -284823.243014 nChanged 44 SP:Iteration 9Q (415.307916 sec): 3 clusters Score: Raw -287427.935272 + Penalty 2583.569437 = -284844.365835 nChanged 46 SP:Iteration 10Q (415.355324 sec): 3 clusters Score: Raw -287448.363981 + Penalty 2583.569437 = -284864.794544 nChanged 34 SP:Iteration 11Q (415.398878 sec): 3 clusters Score: Raw -287464.070679 + Penalty 2583.569437 = -284880.501243 nChanged 33 SP:Iteration 12Q (415.461048 sec): 3 clusters Score: Raw -287477.660576 + Penalty 2583.569437 = -284894.091139 nChanged 40 SP:Iteration 13Q (415.511661 sec): 3 clusters Score: Raw -287499.748620 + Penalty 2583.569437 = -284916.179184 nChanged 41 SP:Iteration 14Q (415.558023 sec): 3 clusters Score: Raw -287520.526744 + Penalty 2583.569437 = -284936.957308 nChanged 34 SP:Iteration 15Q (415.605929 sec): 3 clusters Score: Raw -287536.946612 + Penalty 2583.569437 = -284953.377176 nChanged 32 SP:Iteration 16Q (415.669773 sec): 3 clusters Score: Raw -287553.337281 + Penalty 2583.569437 = -284969.767844 nChanged 31 SP:Iteration 17Q (415.721526 sec): 3 clusters Score: Raw -287566.850870 + Penalty 2583.569437 = -284983.281434 nChanged 26 SP:Iteration 18Q (415.764418 sec): 3 clusters Score: Raw -287581.018080 + Penalty 2583.569437 = -284997.448644 nChanged 32 SP:Iteration 19Q (415.826716 sec): 3 clusters Score: Raw -287597.789975 + Penalty 2583.569437 = -285014.220539 nChanged 22 SP:Iteration 20F (415.877939 sec): 3 clusters Score: Raw -287608.673711 + Penalty 2583.569437 = -285025.104275 nChanged 12 SP:Iteration 21Q (415.932513 sec): 3 clusters Score: Raw -287614.733487 + Penalty 2583.569437 = -285031.164051 nChanged 15 SP:Iteration 22Q (415.982356 sec): 3 clusters Score: Raw -287622.409801 + Penalty 2583.569437 = -285038.840364 nChanged 16 SP:Iteration 23Q (416.031630 sec): 3 clusters Score: Raw -287632.412366 + Penalty 2583.569437 = -285048.842929 nChanged 13 SP:Iteration 24Q (416.081260 sec): 3 clusters Score: Raw -287639.759254 + Penalty 2583.569437 = -285056.189817 nChanged 15 SP:Iteration 25Q (416.126636 sec): 3 clusters Score: Raw -287650.190496 + Penalty 2583.569437 = -285066.621059 nChanged 22 SP:Iteration 26Q (416.182607 sec): 3 clusters Score: Raw -287668.860167 + Penalty 2583.569437 = -285085.290731 nChanged 25 SP:Iteration 27Q (416.228715 sec): 3 clusters Score: Raw -287690.405380 + Penalty 2583.569437 = -285106.835943 nChanged 18 SP:Iteration 28Q (416.284459 sec): 3 clusters Score: Raw -287702.822522 + Penalty 2583.569437 = -285119.253085 nChanged 11 SP:Iteration 29Q (416.336220 sec): 3 clusters Score: Raw -287713.428879 + Penalty 2583.569437 = -285129.859443 nChanged 16 SP:Iteration 30Q (416.377294 sec): 3 clusters Score: Raw -287729.116080 + Penalty 2583.569437 = -285145.546643 nChanged 20 SP:Iteration 31Q (416.436364 sec): 3 clusters Score: Raw -287748.071371 + Penalty 2583.569437 = -285164.501934 nChanged 14 SP:Iteration 32Q (416.483954 sec): 3 clusters Score: Raw -287761.612027 + Penalty 2583.569437 = -285178.042590 nChanged 9 SP:Iteration 33Q (416.532118 sec): 3 clusters Score: Raw -287768.668483 + Penalty 2583.569437 = -285185.099046 nChanged 6 SP:Iteration 34Q (416.580371 sec): 3 clusters Score: Raw -287771.395521 + Penalty 2583.569437 = -285187.826085 nChanged 4 SP:Iteration 35Q (416.633812 sec): 3 clusters Score: Raw -287773.706928 + Penalty 2583.569437 = -285190.137491 nChanged 1 SP:Iteration 36Q (416.686336 sec): 3 clusters Score: Raw -287774.388921 + Penalty 2583.569437 = -285190.819485 nChanged 1 SP:Iteration 37Q (416.737792 sec): 3 clusters Score: Raw -287776.794560 + Penalty 2583.569437 = -285193.225124 nChanged 2 SP:Iteration 38Q (416.781317 sec): 3 clusters Score: Raw -287778.423769 + Penalty 2583.569437 = -285194.854332 nChanged 4 SP:Iteration 39Q (416.834939 sec): 3 clusters Score: Raw -287780.764162 + Penalty 2583.569437 = -285197.194725 nChanged 7 SP:Iteration 40F (416.888309 sec): 3 clusters Score: Raw -287785.379695 + Penalty 2583.569437 = -285201.810259 nChanged 4 SP:Iteration 41Q (416.930278 sec): 3 clusters Score: Raw -287788.773620 + Penalty 2583.569437 = -285205.204184 nChanged 7 SP:Iteration 42Q (416.987119 sec): 3 clusters Score: Raw -287794.055523 + Penalty 2583.569437 = -285210.486086 nChanged 4 SP:Iteration 43Q (417.039720 sec): 3 clusters Score: Raw -287798.313218 + Penalty 2583.569437 = -285214.743781 nChanged 6 SP:Iteration 44Q (417.097940 sec): 3 clusters Score: Raw -287801.429009 + Penalty 2583.569437 = -285217.859573 nChanged 4 SP:Iteration 45Q (417.147940 sec): 3 clusters Score: Raw -287804.248230 + Penalty 2583.569437 = -285220.678794 nChanged 2 SP:Iteration 46Q (417.188799 sec): 3 clusters Score: Raw -287806.188829 + Penalty 2583.569437 = -285222.619392 nChanged 2 SP:Iteration 47Q (417.238769 sec): 3 clusters Score: Raw -287807.068837 + Penalty 2583.569437 = -285223.499401 nChanged 1 SP:Iteration 48Q (417.293437 sec): 3 clusters Score: Raw -287807.863168 + Penalty 2583.569437 = -285224.293731 nChanged 1 SP:Iteration 49Q (417.339214 sec): 3 clusters Score: Raw -287808.455215 + Penalty 2583.569437 = -285224.885778 nChanged 1 SP:Iteration 50Q (417.384016 sec): 3 clusters Score: Raw -287809.414425 + Penalty 2583.569437 = -285225.844989 nChanged 3 SP:Iteration 51Q (417.436613 sec): 3 clusters Score: Raw -287811.902692 + Penalty 2583.569437 = -285228.333256 nChanged 1 SP:Iteration 52Q (417.491720 sec): 3 clusters Score: Raw -287812.291951 + Penalty 2583.569437 = -285228.722514 nChanged 0 SP:Iteration 53F (417.531914 sec): 3 clusters Score: Raw -287812.291951 + Penalty 2583.569437 = -285228.722514 nChanged 0 Trying to split cluster 2 (6408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (417.575155 sec): 2 clusters Score: Raw -687720.776115 + Penalty 1424.361654 = -686296.414461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (417.633131 sec): 3 clusters Score: Raw -684296.654353 + Penalty 2848.723309 = -681447.931044 nChanged 2621 SP:Iteration 1F (417.692099 sec): 3 clusters Score: Raw -685729.064531 + Penalty 2848.723309 = -682880.341222 nChanged 448 SP:Iteration 2F (417.751653 sec): 3 clusters Score: Raw -685938.827650 + Penalty 2848.723309 = -683090.104341 nChanged 314 SP:Iteration 3Q (417.799428 sec): 3 clusters Score: Raw -686095.900213 + Penalty 2848.723309 = -683247.176904 nChanged 265 SP:Iteration 4Q (417.864015 sec): 3 clusters Score: Raw -686236.654133 + Penalty 2848.723309 = -683387.930824 nChanged 237 SP:Iteration 5Q (417.926767 sec): 3 clusters Score: Raw -686344.782066 + Penalty 2848.723309 = -683496.058757 nChanged 219 SP:Iteration 6Q (417.981937 sec): 3 clusters Score: Raw -686465.983890 + Penalty 2848.723309 = -683617.260582 nChanged 238 SP:Iteration 7Q (418.052500 sec): 3 clusters Score: Raw -686584.012079 + Penalty 2848.723309 = -683735.288771 nChanged 208 SP:Iteration 8Q (418.100059 sec): 3 clusters Score: Raw -686691.365928 + Penalty 2848.723309 = -683842.642619 nChanged 196 SP:Iteration 9Q (418.161340 sec): 3 clusters Score: Raw -686806.418453 + Penalty 2848.723309 = -683957.695144 nChanged 208 SP:Iteration 10Q (418.219882 sec): 3 clusters Score: Raw -686930.533365 + Penalty 2848.723309 = -684081.810056 nChanged 205 SP:Iteration 11Q (418.277862 sec): 3 clusters Score: Raw -687046.900200 + Penalty 2848.723309 = -684198.176891 nChanged 181 SP:Iteration 12Q (418.334196 sec): 3 clusters Score: Raw -687141.067816 + Penalty 2848.723309 = -684292.344507 nChanged 161 SP:Iteration 13Q (418.382713 sec): 3 clusters Score: Raw -687225.272323 + Penalty 2848.723309 = -684376.549014 nChanged 128 SP:Iteration 14Q (418.439298 sec): 3 clusters Score: Raw -687287.854041 + Penalty 2848.723309 = -684439.130732 nChanged 114 SP:Iteration 15Q (418.500667 sec): 3 clusters Score: Raw -687347.432571 + Penalty 2848.723309 = -684498.709262 nChanged 138 SP:Iteration 16Q (418.553392 sec): 3 clusters Score: Raw -687427.181024 + Penalty 2848.723309 = -684578.457715 nChanged 107 SP:Iteration 17Q (418.612304 sec): 3 clusters Score: Raw -687497.691349 + Penalty 2848.723309 = -684648.968040 nChanged 111 SP:Iteration 18Q (418.671279 sec): 3 clusters Score: Raw -687584.072471 + Penalty 2848.723309 = -684735.349162 nChanged 103 SP:Iteration 19Q (418.731400 sec): 3 clusters Score: Raw -687670.303646 + Penalty 2848.723309 = -684821.580337 nChanged 82 SP:Iteration 20F (418.801640 sec): 3 clusters Score: Raw -687732.593526 + Penalty 2848.723309 = -684883.870217 nChanged 67 SP:Iteration 21Q (418.846697 sec): 3 clusters Score: Raw -687784.846957 + Penalty 2848.723309 = -684936.123649 nChanged 62 SP:Iteration 22Q (418.918090 sec): 3 clusters Score: Raw -687823.391231 + Penalty 2848.723309 = -684974.667922 nChanged 48 SP:Iteration 23Q (418.975321 sec): 3 clusters Score: Raw -687856.777665 + Penalty 2848.723309 = -685008.054357 nChanged 44 SP:Iteration 24Q (419.021937 sec): 3 clusters Score: Raw -687892.078061 + Penalty 2848.723309 = -685043.354752 nChanged 42 SP:Iteration 25Q (419.077826 sec): 3 clusters Score: Raw -687925.487913 + Penalty 2848.723309 = -685076.764604 nChanged 23 SP:Iteration 26Q (419.135946 sec): 3 clusters Score: Raw -687938.914399 + Penalty 2848.723309 = -685090.191090 nChanged 22 SP:Iteration 27Q (419.202995 sec): 3 clusters Score: Raw -687954.467034 + Penalty 2848.723309 = -685105.743725 nChanged 20 SP:Iteration 28Q (419.262459 sec): 3 clusters Score: Raw -687967.183697 + Penalty 2848.723309 = -685118.460388 nChanged 13 SP:Iteration 29Q (419.317542 sec): 3 clusters Score: Raw -687972.908826 + Penalty 2848.723309 = -685124.185517 nChanged 6 SP:Iteration 30Q (419.373781 sec): 3 clusters Score: Raw -687975.382645 + Penalty 2848.723309 = -685126.659336 nChanged 7 SP:Iteration 31Q (419.430982 sec): 3 clusters Score: Raw -687977.865199 + Penalty 2848.723309 = -685129.141890 nChanged 3 SP:Iteration 32Q (419.484291 sec): 3 clusters Score: Raw -687978.801820 + Penalty 2848.723309 = -685130.078511 nChanged 1 SP:Iteration 33Q (419.538742 sec): 3 clusters Score: Raw -687978.937649 + Penalty 2848.723309 = -685130.214340 nChanged 1 SP:Iteration 34Q (419.592131 sec): 3 clusters Score: Raw -687979.249982 + Penalty 2848.723309 = -685130.526673 nChanged 0 SP:Iteration 35F (419.652079 sec): 3 clusters Score: Raw -687979.249982 + Penalty 2848.723309 = -685130.526673 nChanged 0 Trying to split cluster 3 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (419.663925 sec): 2 clusters Score: Raw -11165.102933 + Penalty 817.446162 = -10347.656771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (419.715646 sec): 3 clusters Score: Raw -11349.798527 + Penalty 1634.892324 = -9714.906203 nChanged 14 SP:Iteration 1F (419.771321 sec): 3 clusters Score: Raw -11402.058491 + Penalty 1634.892324 = -9767.166167 nChanged 6 SP:Iteration 2Q (419.805088 sec): 3 clusters Score: Raw -11418.854259 + Penalty 1634.892324 = -9783.961935 nChanged 3 SP:Iteration 3Q (419.857681 sec): 3 clusters Score: Raw -11424.836044 + Penalty 1634.892324 = -9789.943719 nChanged 1 SP:Iteration 4Q (419.909576 sec): 3 clusters Score: Raw -11432.738730 + Penalty 1634.892324 = -9797.846405 nChanged 1 SP:Iteration 5Q (419.958799 sec): 3 clusters Score: Raw -11441.575550 + Penalty 1634.892324 = -9806.683226 nChanged 1 SP:Iteration 6Q (420.004607 sec): 3 clusters Score: Raw -11443.696848 + Penalty 1634.892324 = -9808.804524 nChanged 0 SP:Iteration 7F (420.052063 sec): 3 clusters Score: Raw -11443.696848 + Penalty 1634.892324 = -9808.804524 nChanged 0 Trying to split cluster 4 (3324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (420.080185 sec): 2 clusters Score: Raw -356457.037846 + Penalty 1317.700175 = -355139.337670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (420.119303 sec): 3 clusters Score: Raw -354791.707913 + Penalty 2635.400351 = -352156.307562 nChanged 1282 SP:Iteration 1F (420.179255 sec): 3 clusters Score: Raw -355492.680379 + Penalty 2635.400351 = -352857.280028 nChanged 237 SP:Iteration 2F (420.229931 sec): 3 clusters Score: Raw -355616.193989 + Penalty 2635.400351 = -352980.793639 nChanged 170 SP:Iteration 3F (420.282367 sec): 3 clusters Score: Raw -355711.510416 + Penalty 2635.400351 = -353076.110065 nChanged 124 SP:Iteration 4Q (420.334153 sec): 3 clusters Score: Raw -355767.525284 + Penalty 2635.400351 = -353132.124933 nChanged 83 SP:Iteration 5Q (420.389655 sec): 3 clusters Score: Raw -355807.495702 + Penalty 2635.400351 = -353172.095352 nChanged 67 SP:Iteration 6Q (420.427593 sec): 3 clusters Score: Raw -355839.849447 + Penalty 2635.400351 = -353204.449096 nChanged 70 SP:Iteration 7Q (420.487243 sec): 3 clusters Score: Raw -355874.448788 + Penalty 2635.400351 = -353239.048437 nChanged 59 SP:Iteration 8Q (420.530286 sec): 3 clusters Score: Raw -355902.699813 + Penalty 2635.400351 = -353267.299462 nChanged 67 SP:Iteration 9Q (420.582022 sec): 3 clusters Score: Raw -355930.974454 + Penalty 2635.400351 = -353295.574103 nChanged 61 SP:Iteration 10Q (420.639890 sec): 3 clusters Score: Raw -355959.332027 + Penalty 2635.400351 = -353323.931676 nChanged 53 SP:Iteration 11Q (420.693359 sec): 3 clusters Score: Raw -355979.815920 + Penalty 2635.400351 = -353344.415569 nChanged 37 SP:Iteration 12Q (420.747126 sec): 3 clusters Score: Raw -355992.923169 + Penalty 2635.400351 = -353357.522818 nChanged 30 SP:Iteration 13Q (420.800687 sec): 3 clusters Score: Raw -356004.712993 + Penalty 2635.400351 = -353369.312642 nChanged 35 SP:Iteration 14Q (420.853764 sec): 3 clusters Score: Raw -356019.980463 + Penalty 2635.400351 = -353384.580112 nChanged 43 SP:Iteration 15Q (420.906860 sec): 3 clusters Score: Raw -356040.531850 + Penalty 2635.400351 = -353405.131499 nChanged 50 SP:Iteration 16Q (420.960070 sec): 3 clusters Score: Raw -356063.881456 + Penalty 2635.400351 = -353428.481105 nChanged 44 SP:Iteration 17Q (420.999769 sec): 3 clusters Score: Raw -356089.712657 + Penalty 2635.400351 = -353454.312307 nChanged 47 SP:Iteration 18Q (421.066104 sec): 3 clusters Score: Raw -356115.709261 + Penalty 2635.400351 = -353480.308910 nChanged 46 SP:Iteration 19Q (421.116840 sec): 3 clusters Score: Raw -356142.808344 + Penalty 2635.400351 = -353507.407993 nChanged 55 SP:Iteration 20F (421.169667 sec): 3 clusters Score: Raw -356178.187079 + Penalty 2635.400351 = -353542.786728 nChanged 63 SP:Iteration 21Q (421.222291 sec): 3 clusters Score: Raw -356208.063821 + Penalty 2635.400351 = -353572.663470 nChanged 52 SP:Iteration 22Q (421.272520 sec): 3 clusters Score: Raw -356236.032093 + Penalty 2635.400351 = -353600.631742 nChanged 48 SP:Iteration 23Q (421.323396 sec): 3 clusters Score: Raw -356266.062693 + Penalty 2635.400351 = -353630.662342 nChanged 50 SP:Iteration 24Q (421.376121 sec): 3 clusters Score: Raw -356297.083611 + Penalty 2635.400351 = -353661.683260 nChanged 48 SP:Iteration 25Q (421.429571 sec): 3 clusters Score: Raw -356331.964329 + Penalty 2635.400351 = -353696.563979 nChanged 45 SP:Iteration 26Q (421.480503 sec): 3 clusters Score: Raw -356366.310988 + Penalty 2635.400351 = -353730.910637 nChanged 41 SP:Iteration 27Q (421.532876 sec): 3 clusters Score: Raw -356398.586610 + Penalty 2635.400351 = -353763.186259 nChanged 40 SP:Iteration 28Q (421.584237 sec): 3 clusters Score: Raw -356427.443913 + Penalty 2635.400351 = -353792.043563 nChanged 31 SP:Iteration 29Q (421.631467 sec): 3 clusters Score: Raw -356449.738633 + Penalty 2635.400351 = -353814.338282 nChanged 29 SP:Iteration 30Q (421.684336 sec): 3 clusters Score: Raw -356472.765406 + Penalty 2635.400351 = -353837.365055 nChanged 34 SP:Iteration 31Q (421.737385 sec): 3 clusters Score: Raw -356495.959930 + Penalty 2635.400351 = -353860.559580 nChanged 24 SP:Iteration 32Q (421.784767 sec): 3 clusters Score: Raw -356509.658387 + Penalty 2635.400351 = -353874.258036 nChanged 16 SP:Iteration 33Q (421.838064 sec): 3 clusters Score: Raw -356522.627090 + Penalty 2635.400351 = -353887.226740 nChanged 23 SP:Iteration 34Q (421.893606 sec): 3 clusters Score: Raw -356542.705736 + Penalty 2635.400351 = -353907.305386 nChanged 18 SP:Iteration 35Q (421.943208 sec): 3 clusters Score: Raw -356554.303219 + Penalty 2635.400351 = -353918.902869 nChanged 11 SP:Iteration 36Q (421.992885 sec): 3 clusters Score: Raw -356560.419195 + Penalty 2635.400351 = -353925.018844 nChanged 10 SP:Iteration 37Q (422.049356 sec): 3 clusters Score: Raw -356567.846209 + Penalty 2635.400351 = -353932.445859 nChanged 8 SP:Iteration 38Q (422.102598 sec): 3 clusters Score: Raw -356573.141390 + Penalty 2635.400351 = -353937.741040 nChanged 9 SP:Iteration 39Q (422.155194 sec): 3 clusters Score: Raw -356581.759020 + Penalty 2635.400351 = -353946.358669 nChanged 11 SP:Iteration 40F (422.195585 sec): 3 clusters Score: Raw -356593.013010 + Penalty 2635.400351 = -353957.612659 nChanged 9 SP:Iteration 41Q (422.258122 sec): 3 clusters Score: Raw -356604.113865 + Penalty 2635.400351 = -353968.713515 nChanged 8 SP:Iteration 42Q (422.309162 sec): 3 clusters Score: Raw -356609.167618 + Penalty 2635.400351 = -353973.767268 nChanged 5 SP:Iteration 43Q (422.364085 sec): 3 clusters Score: Raw -356611.626849 + Penalty 2635.400351 = -353976.226499 nChanged 1 SP:Iteration 44Q (422.419614 sec): 3 clusters Score: Raw -356612.806135 + Penalty 2635.400351 = -353977.405785 nChanged 1 SP:Iteration 45Q (422.475758 sec): 3 clusters Score: Raw -356613.523936 + Penalty 2635.400351 = -353978.123586 nChanged 0 SP:Iteration 46F (422.523134 sec): 3 clusters Score: Raw -356613.523936 + Penalty 2635.400351 = -353978.123586 nChanged 0 Trying to split cluster 6 (21230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (422.570996 sec): 2 clusters Score: Raw -2266611.325392 + Penalty 1619.015215 = -2264992.310177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (422.658702 sec): 3 clusters Score: Raw -2253751.809908 + Penalty 3238.030430 = -2250513.779478 nChanged 9690 SP:Iteration 1F (422.744130 sec): 3 clusters Score: Raw -2259466.796607 + Penalty 3238.030430 = -2256228.766176 nChanged 1539 SP:Iteration 2F (422.826051 sec): 3 clusters Score: Raw -2260510.695500 + Penalty 3238.030430 = -2257272.665070 nChanged 1788 SP:Iteration 3F (422.898212 sec): 3 clusters Score: Raw -2261957.180449 + Penalty 3238.030430 = -2258719.150019 nChanged 1817 SP:Iteration 4F (422.983335 sec): 3 clusters Score: Raw -2263560.155659 + Penalty 3238.030430 = -2260322.125229 nChanged 1515 SP:Iteration 5F (423.065539 sec): 3 clusters Score: Raw -2264978.591779 + Penalty 3238.030430 = -2261740.561349 nChanged 1038 SP:Iteration 6Q (423.152131 sec): 3 clusters Score: Raw -2265970.453075 + Penalty 3238.030430 = -2262732.422645 nChanged 632 SP:Iteration 7Q (423.218116 sec): 3 clusters Score: Raw -2266479.689982 + Penalty 3238.030430 = -2263241.659551 nChanged 422 SP:Iteration 8Q (423.310113 sec): 3 clusters Score: Raw -2266714.030265 + Penalty 3238.030430 = -2263475.999835 nChanged 247 SP:Iteration 9Q (423.386897 sec): 3 clusters Score: Raw -2266828.274855 + Penalty 3238.030430 = -2263590.244425 nChanged 174 SP:Iteration 10Q (423.456126 sec): 3 clusters Score: Raw -2266902.219716 + Penalty 3238.030430 = -2263664.189285 nChanged 158 SP:Iteration 11Q (423.540138 sec): 3 clusters Score: Raw -2266964.525598 + Penalty 3238.030430 = -2263726.495167 nChanged 132 SP:Iteration 12Q (423.610111 sec): 3 clusters Score: Raw -2267012.724023 + Penalty 3238.030430 = -2263774.693593 nChanged 108 SP:Iteration 13Q (423.692184 sec): 3 clusters Score: Raw -2267053.510708 + Penalty 3238.030430 = -2263815.480277 nChanged 92 SP:Iteration 14Q (423.769343 sec): 3 clusters Score: Raw -2267086.632999 + Penalty 3238.030430 = -2263848.602569 nChanged 78 SP:Iteration 15Q (423.844461 sec): 3 clusters Score: Raw -2267110.312305 + Penalty 3238.030430 = -2263872.281874 nChanged 63 SP:Iteration 16Q (423.924425 sec): 3 clusters Score: Raw -2267130.646888 + Penalty 3238.030430 = -2263892.616458 nChanged 56 SP:Iteration 17Q (424.002788 sec): 3 clusters Score: Raw -2267149.248898 + Penalty 3238.030430 = -2263911.218467 nChanged 52 SP:Iteration 18Q (424.081451 sec): 3 clusters Score: Raw -2267172.055519 + Penalty 3238.030430 = -2263934.025089 nChanged 65 SP:Iteration 19Q (424.155578 sec): 3 clusters Score: Raw -2267201.557441 + Penalty 3238.030430 = -2263963.527010 nChanged 73 SP:Iteration 20F (424.242412 sec): 3 clusters Score: Raw -2267241.206774 + Penalty 3238.030430 = -2264003.176344 nChanged 81 SP:Iteration 21Q (424.319869 sec): 3 clusters Score: Raw -2267278.938731 + Penalty 3238.030430 = -2264040.908300 nChanged 63 SP:Iteration 22Q (424.399402 sec): 3 clusters Score: Raw -2267307.402850 + Penalty 3238.030430 = -2264069.372420 nChanged 59 SP:Iteration 23Q (424.479649 sec): 3 clusters Score: Raw -2267336.195528 + Penalty 3238.030430 = -2264098.165097 nChanged 49 SP:Iteration 24Q (424.557003 sec): 3 clusters Score: Raw -2267372.672143 + Penalty 3238.030430 = -2264134.641713 nChanged 65 SP:Iteration 25Q (424.630599 sec): 3 clusters Score: Raw -2267418.637115 + Penalty 3238.030430 = -2264180.606685 nChanged 70 SP:Iteration 26Q (424.709357 sec): 3 clusters Score: Raw -2267464.970614 + Penalty 3238.030430 = -2264226.940184 nChanged 69 SP:Iteration 27Q (424.784025 sec): 3 clusters Score: Raw -2267531.346753 + Penalty 3238.030430 = -2264293.316322 nChanged 74 SP:Iteration 28Q (424.863751 sec): 3 clusters Score: Raw -2267604.781817 + Penalty 3238.030430 = -2264366.751386 nChanged 90 SP:Iteration 29Q (424.940250 sec): 3 clusters Score: Raw -2267665.602029 + Penalty 3238.030430 = -2264427.571598 nChanged 83 SP:Iteration 30Q (425.021753 sec): 3 clusters Score: Raw -2267703.453624 + Penalty 3238.030430 = -2264465.423194 nChanged 62 SP:Iteration 31Q (425.095239 sec): 3 clusters Score: Raw -2267729.691550 + Penalty 3238.030430 = -2264491.661120 nChanged 58 SP:Iteration 32Q (425.173832 sec): 3 clusters Score: Raw -2267752.072516 + Penalty 3238.030430 = -2264514.042086 nChanged 46 SP:Iteration 33Q (425.247955 sec): 3 clusters Score: Raw -2267767.343462 + Penalty 3238.030430 = -2264529.313032 nChanged 38 SP:Iteration 34Q (425.325103 sec): 3 clusters Score: Raw -2267781.896380 + Penalty 3238.030430 = -2264543.865950 nChanged 29 SP:Iteration 35Q (425.399418 sec): 3 clusters Score: Raw -2267790.249161 + Penalty 3238.030430 = -2264552.218731 nChanged 16 SP:Iteration 36Q (425.473174 sec): 3 clusters Score: Raw -2267793.231707 + Penalty 3238.030430 = -2264555.201277 nChanged 13 SP:Iteration 37Q (425.561202 sec): 3 clusters Score: Raw -2267795.906436 + Penalty 3238.030430 = -2264557.876006 nChanged 10 SP:Iteration 38Q (425.638991 sec): 3 clusters Score: Raw -2267797.723352 + Penalty 3238.030430 = -2264559.692922 nChanged 5 SP:Iteration 39Q (425.714788 sec): 3 clusters Score: Raw -2267798.459688 + Penalty 3238.030430 = -2264560.429258 nChanged 2 SP:Iteration 40F (425.796527 sec): 3 clusters Score: Raw -2267798.752237 + Penalty 3238.030430 = -2264560.721807 nChanged 2 SP:Iteration 41Q (425.871620 sec): 3 clusters Score: Raw -2267799.073209 + Penalty 3238.030430 = -2264561.042778 nChanged 2 SP:Iteration 42Q (425.946907 sec): 3 clusters Score: Raw -2267799.410470 + Penalty 3238.030430 = -2264561.380040 nChanged 1 SP:Iteration 43Q (426.024898 sec): 3 clusters Score: Raw -2267799.624962 + Penalty 3238.030430 = -2264561.594532 nChanged 2 SP:Iteration 44Q (426.093672 sec): 3 clusters Score: Raw -2267799.941946 + Penalty 3238.030430 = -2264561.911516 nChanged 5 SP:Iteration 45Q (426.175734 sec): 3 clusters Score: Raw -2267801.021851 + Penalty 3238.030430 = -2264562.991421 nChanged 3 SP:Iteration 46Q (426.251787 sec): 3 clusters Score: Raw -2267801.372578 + Penalty 3238.030430 = -2264563.342148 nChanged 3 SP:Iteration 47Q (426.320096 sec): 3 clusters Score: Raw -2267801.795178 + Penalty 3238.030430 = -2264563.764748 nChanged 1 SP:Iteration 48Q (426.398268 sec): 3 clusters Score: Raw -2267802.224017 + Penalty 3238.030430 = -2264564.193587 nChanged 2 SP:Iteration 49Q (426.473128 sec): 3 clusters Score: Raw -2267802.737742 + Penalty 3238.030430 = -2264564.707312 nChanged 2 SP:Iteration 50Q (426.550041 sec): 3 clusters Score: Raw -2267802.965016 + Penalty 3238.030430 = -2264564.934586 nChanged 1 SP:Iteration 51Q (426.623400 sec): 3 clusters Score: Raw -2267803.013039 + Penalty 3238.030430 = -2264564.982609 nChanged 0 SP:Iteration 52F (426.699454 sec): 3 clusters Score: Raw -2267803.013039 + Penalty 3238.030430 = -2264564.982609 nChanged 0 Trying to split cluster 7 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (426.729088 sec): 2 clusters Score: Raw -60125.792618 + Penalty 1045.613809 = -59080.178809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (426.772683 sec): 3 clusters Score: Raw -60022.675588 + Penalty 2091.227619 = -57931.447969 nChanged 151 SP:Iteration 1F (426.819469 sec): 3 clusters Score: Raw -60200.712811 + Penalty 2091.227619 = -58109.485192 nChanged 39 SP:Iteration 2F (426.862255 sec): 3 clusters Score: Raw -60254.287901 + Penalty 2091.227619 = -58163.060282 nChanged 18 SP:Iteration 3Q (426.907227 sec): 3 clusters Score: Raw -60281.280915 + Penalty 2091.227619 = -58190.053297 nChanged 9 SP:Iteration 4Q (426.947104 sec): 3 clusters Score: Raw -60292.548141 + Penalty 2091.227619 = -58201.320523 nChanged 7 SP:Iteration 5Q (426.990994 sec): 3 clusters Score: Raw -60301.770489 + Penalty 2091.227619 = -58210.542870 nChanged 5 SP:Iteration 6Q (427.035626 sec): 3 clusters Score: Raw -60308.035351 + Penalty 2091.227619 = -58216.807732 nChanged 2 SP:Iteration 7Q (427.084936 sec): 3 clusters Score: Raw -60310.165082 + Penalty 2091.227619 = -58218.937463 nChanged 5 SP:Iteration 8Q (427.124718 sec): 3 clusters Score: Raw -60318.526218 + Penalty 2091.227619 = -58227.298599 nChanged 4 SP:Iteration 9Q (427.179225 sec): 3 clusters Score: Raw -60322.188420 + Penalty 2091.227619 = -58230.960802 nChanged 0 SP:Iteration 10F (427.224119 sec): 3 clusters Score: Raw -60322.188420 + Penalty 2091.227619 = -58230.960802 nChanged 0 Trying to split cluster 8 (8293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (427.259780 sec): 2 clusters Score: Raw -887361.266203 + Penalty 1466.264648 = -885895.001555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (427.323673 sec): 3 clusters Score: Raw -882723.995649 + Penalty 2932.529296 = -879791.466353 nChanged 3540 SP:Iteration 1F (427.375620 sec): 3 clusters Score: Raw -884590.765292 + Penalty 2932.529296 = -881658.235996 nChanged 492 SP:Iteration 2F (427.436587 sec): 3 clusters Score: Raw -884803.653275 + Penalty 2932.529296 = -881871.123979 nChanged 426 SP:Iteration 3F (427.500050 sec): 3 clusters Score: Raw -884972.685096 + Penalty 2932.529296 = -882040.155800 nChanged 381 SP:Iteration 4Q (427.557267 sec): 3 clusters Score: Raw -885130.394129 + Penalty 2932.529296 = -882197.864833 nChanged 333 SP:Iteration 5Q (427.621765 sec): 3 clusters Score: Raw -885276.809882 + Penalty 2932.529296 = -882344.280586 nChanged 343 SP:Iteration 6Q (427.682715 sec): 3 clusters Score: Raw -885444.758630 + Penalty 2932.529296 = -882512.229334 nChanged 329 SP:Iteration 7Q (427.756481 sec): 3 clusters Score: Raw -885618.873774 + Penalty 2932.529296 = -882686.344478 nChanged 352 SP:Iteration 8Q (427.812844 sec): 3 clusters Score: Raw -885853.260334 + Penalty 2932.529296 = -882920.731038 nChanged 383 SP:Iteration 9Q (427.867215 sec): 3 clusters Score: Raw -886169.471103 + Penalty 2932.529296 = -883236.941807 nChanged 405 SP:Iteration 10Q (427.937289 sec): 3 clusters Score: Raw -886542.123163 + Penalty 2932.529296 = -883609.593867 nChanged 337 SP:Iteration 11Q (427.985076 sec): 3 clusters Score: Raw -886845.000769 + Penalty 2932.529296 = -883912.471473 nChanged 255 SP:Iteration 12Q (428.043167 sec): 3 clusters Score: Raw -887071.093216 + Penalty 2932.529296 = -884138.563920 nChanged 206 SP:Iteration 13Q (428.104390 sec): 3 clusters Score: Raw -887253.501870 + Penalty 2932.529296 = -884320.972574 nChanged 164 SP:Iteration 14Q (428.156729 sec): 3 clusters Score: Raw -887368.929017 + Penalty 2932.529296 = -884436.399721 nChanged 120 SP:Iteration 15Q (428.212689 sec): 3 clusters Score: Raw -887448.981821 + Penalty 2932.529296 = -884516.452525 nChanged 104 SP:Iteration 16Q (428.271976 sec): 3 clusters Score: Raw -887522.786900 + Penalty 2932.529296 = -884590.257604 nChanged 87 SP:Iteration 17Q (428.341164 sec): 3 clusters Score: Raw -887575.513296 + Penalty 2932.529296 = -884642.984000 nChanged 61 SP:Iteration 18Q (428.397416 sec): 3 clusters Score: Raw -887608.607492 + Penalty 2932.529296 = -884676.078196 nChanged 49 SP:Iteration 19Q (428.457713 sec): 3 clusters Score: Raw -887631.813986 + Penalty 2932.529296 = -884699.284690 nChanged 43 SP:Iteration 20F (428.519126 sec): 3 clusters Score: Raw -887652.121766 + Penalty 2932.529296 = -884719.592470 nChanged 37 SP:Iteration 21Q (428.577216 sec): 3 clusters Score: Raw -887663.257296 + Penalty 2932.529296 = -884730.728000 nChanged 27 SP:Iteration 22Q (428.635919 sec): 3 clusters Score: Raw -887674.794300 + Penalty 2932.529296 = -884742.265004 nChanged 23 SP:Iteration 23Q (428.698374 sec): 3 clusters Score: Raw -887681.568137 + Penalty 2932.529296 = -884749.038841 nChanged 10 SP:Iteration 24Q (428.757982 sec): 3 clusters Score: Raw -887685.045920 + Penalty 2932.529296 = -884752.516624 nChanged 7 SP:Iteration 25Q (428.819887 sec): 3 clusters Score: Raw -887687.788659 + Penalty 2932.529296 = -884755.259363 nChanged 7 SP:Iteration 26Q (428.867294 sec): 3 clusters Score: Raw -887689.695851 + Penalty 2932.529296 = -884757.166556 nChanged 7 SP:Iteration 27Q (428.933992 sec): 3 clusters Score: Raw -887691.725099 + Penalty 2932.529296 = -884759.195803 nChanged 5 SP:Iteration 28Q (428.992178 sec): 3 clusters Score: Raw -887694.378980 + Penalty 2932.529296 = -884761.849684 nChanged 10 SP:Iteration 29Q (429.036880 sec): 3 clusters Score: Raw -887697.387531 + Penalty 2932.529296 = -884764.858235 nChanged 5 SP:Iteration 30Q (429.090158 sec): 3 clusters Score: Raw -887698.766982 + Penalty 2932.529296 = -884766.237686 nChanged 6 SP:Iteration 31Q (429.143903 sec): 3 clusters Score: Raw -887700.101572 + Penalty 2932.529296 = -884767.572277 nChanged 0 SP:Iteration 32F (429.200500 sec): 3 clusters Score: Raw -887700.101572 + Penalty 2932.529296 = -884767.572277 nChanged 0 Trying to split cluster 9 (5094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (429.230473 sec): 2 clusters Score: Raw -536956.680393 + Penalty 1387.070532 = -535569.609862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (429.281614 sec): 3 clusters Score: Raw -534287.430368 + Penalty 2774.141063 = -531513.289305 nChanged 2063 SP:Iteration 1F (429.344351 sec): 3 clusters Score: Raw -535403.620156 + Penalty 2774.141063 = -532629.479093 nChanged 346 SP:Iteration 2F (429.396310 sec): 3 clusters Score: Raw -535580.527622 + Penalty 2774.141063 = -532806.386559 nChanged 288 SP:Iteration 3F (429.443040 sec): 3 clusters Score: Raw -535724.473092 + Penalty 2774.141063 = -532950.332029 nChanged 237 SP:Iteration 4Q (429.494428 sec): 3 clusters Score: Raw -535844.250871 + Penalty 2774.141063 = -533070.109808 nChanged 189 SP:Iteration 5Q (429.560328 sec): 3 clusters Score: Raw -535972.463355 + Penalty 2774.141063 = -533198.322292 nChanged 224 SP:Iteration 6Q (429.617790 sec): 3 clusters Score: Raw -536164.920230 + Penalty 2774.141063 = -533390.779167 nChanged 256 SP:Iteration 7F (429.669472 sec): 3 clusters Score: Raw -536402.129692 + Penalty 2774.141063 = -533627.988629 nChanged 279 SP:Iteration 8F (429.728091 sec): 3 clusters Score: Raw -536614.952945 + Penalty 2774.141063 = -533840.811882 nChanged 266 SP:Iteration 9F (429.774465 sec): 3 clusters Score: Raw -536792.268180 + Penalty 2774.141063 = -534018.127117 nChanged 196 SP:Iteration 10Q (429.837356 sec): 3 clusters Score: Raw -536906.759678 + Penalty 2774.141063 = -534132.618615 nChanged 156 SP:Iteration 11Q (429.881346 sec): 3 clusters Score: Raw -536988.921075 + Penalty 2774.141063 = -534214.780012 nChanged 122 SP:Iteration 12Q (429.947637 sec): 3 clusters Score: Raw -537056.765590 + Penalty 2774.141063 = -534282.624527 nChanged 111 SP:Iteration 13Q (429.998534 sec): 3 clusters Score: Raw -537110.175843 + Penalty 2774.141063 = -534336.034780 nChanged 107 SP:Iteration 14Q (430.059659 sec): 3 clusters Score: Raw -537161.464573 + Penalty 2774.141063 = -534387.323510 nChanged 79 SP:Iteration 15Q (430.115134 sec): 3 clusters Score: Raw -537198.456579 + Penalty 2774.141063 = -534424.315516 nChanged 73 SP:Iteration 16Q (430.168963 sec): 3 clusters Score: Raw -537225.604715 + Penalty 2774.141063 = -534451.463651 nChanged 47 SP:Iteration 17Q (430.214587 sec): 3 clusters Score: Raw -537238.555171 + Penalty 2774.141063 = -534464.414108 nChanged 34 SP:Iteration 18Q (430.262263 sec): 3 clusters Score: Raw -537250.928146 + Penalty 2774.141063 = -534476.787083 nChanged 30 SP:Iteration 19Q (430.316879 sec): 3 clusters Score: Raw -537259.756884 + Penalty 2774.141063 = -534485.615821 nChanged 24 SP:Iteration 20F (430.369298 sec): 3 clusters Score: Raw -537265.395414 + Penalty 2774.141063 = -534491.254351 nChanged 17 SP:Iteration 21Q (430.422238 sec): 3 clusters Score: Raw -537269.589179 + Penalty 2774.141063 = -534495.448116 nChanged 15 SP:Iteration 22Q (430.480910 sec): 3 clusters Score: Raw -537274.070830 + Penalty 2774.141063 = -534499.929767 nChanged 17 SP:Iteration 23Q (430.534686 sec): 3 clusters Score: Raw -537278.725781 + Penalty 2774.141063 = -534504.584718 nChanged 13 SP:Iteration 24Q (430.585133 sec): 3 clusters Score: Raw -537281.439864 + Penalty 2774.141063 = -534507.298800 nChanged 12 SP:Iteration 25Q (430.649168 sec): 3 clusters Score: Raw -537283.744149 + Penalty 2774.141063 = -534509.603086 nChanged 11 SP:Iteration 26Q (430.702503 sec): 3 clusters Score: Raw -537285.816102 + Penalty 2774.141063 = -534511.675039 nChanged 8 SP:Iteration 27Q (430.758057 sec): 3 clusters Score: Raw -537287.919627 + Penalty 2774.141063 = -534513.778564 nChanged 8 SP:Iteration 28Q (430.806421 sec): 3 clusters Score: Raw -537288.792338 + Penalty 2774.141063 = -534514.651275 nChanged 4 SP:Iteration 29Q (430.863552 sec): 3 clusters Score: Raw -537289.248725 + Penalty 2774.141063 = -534515.107661 nChanged 2 SP:Iteration 30Q (430.917885 sec): 3 clusters Score: Raw -537289.549258 + Penalty 2774.141063 = -534515.408194 nChanged 1 SP:Iteration 31Q (430.973628 sec): 3 clusters Score: Raw -537289.689650 + Penalty 2774.141063 = -534515.548587 nChanged 0 SP:Iteration 32F (431.027487 sec): 3 clusters Score: Raw -537289.689650 + Penalty 2774.141063 = -534515.548587 nChanged 0 Trying to split cluster 11 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.049395 sec): 2 clusters Score: Raw -19658.642206 + Penalty 897.237399 = -18761.404806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.098043 sec): 3 clusters Score: Raw -19793.320809 + Penalty 1794.474798 = -17998.846011 nChanged 50 SP:Iteration 1F (431.134848 sec): 3 clusters Score: Raw -19920.952069 + Penalty 1794.474798 = -18126.477271 nChanged 11 SP:Iteration 2Q (431.182105 sec): 3 clusters Score: Raw -19979.174152 + Penalty 1794.474798 = -18184.699354 nChanged 13 SP:Iteration 3F (431.231657 sec): 3 clusters Score: Raw -20044.766868 + Penalty 1794.474798 = -18250.292070 nChanged 6 SP:Iteration 4Q (431.270689 sec): 3 clusters Score: Raw -20062.767299 + Penalty 1794.474798 = -18268.292501 nChanged 3 SP:Iteration 5Q (431.326711 sec): 3 clusters Score: Raw -20066.888807 + Penalty 1794.474798 = -18272.414009 nChanged 1 SP:Iteration 6Q (431.370789 sec): 3 clusters Score: Raw -20071.039088 + Penalty 1794.474798 = -18276.564289 nChanged 0 SP:Iteration 7F (431.418496 sec): 3 clusters Score: Raw -20071.039088 + Penalty 1794.474798 = -18276.564289 nChanged 0 Trying to split cluster 12 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.443496 sec): 2 clusters Score: Raw -40315.524080 + Penalty 984.227402 = -39331.296677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.487049 sec): 3 clusters Score: Raw -40359.576921 + Penalty 1968.454804 = -38391.122117 nChanged 101 SP:Iteration 1F (431.538366 sec): 3 clusters Score: Raw -40514.130649 + Penalty 1968.454804 = -38545.675845 nChanged 21 SP:Iteration 2Q (431.586613 sec): 3 clusters Score: Raw -40551.840024 + Penalty 1968.454804 = -38583.385220 nChanged 11 SP:Iteration 3Q (431.630207 sec): 3 clusters Score: Raw -40573.544769 + Penalty 1968.454804 = -38605.089965 nChanged 9 SP:Iteration 4Q (431.682217 sec): 3 clusters Score: Raw -40590.965141 + Penalty 1968.454804 = -38622.510337 nChanged 6 SP:Iteration 5Q (431.730352 sec): 3 clusters Score: Raw -40601.447185 + Penalty 1968.454804 = -38632.992380 nChanged 1 SP:Iteration 6Q (431.766929 sec): 3 clusters Score: Raw -40602.512940 + Penalty 1968.454804 = -38634.058136 nChanged 1 SP:Iteration 7Q (431.815215 sec): 3 clusters Score: Raw -40604.613997 + Penalty 1968.454804 = -38636.159193 nChanged 0 SP:Iteration 8F (431.860680 sec): 3 clusters Score: Raw -40604.613997 + Penalty 1968.454804 = -38636.159193 nChanged 0 Trying to split cluster 13 (15006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.910807 sec): 2 clusters Score: Raw -1576086.299048 + Penalty 1562.633378 = -1574523.665670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.985368 sec): 3 clusters Score: Raw -1567283.714461 + Penalty 3125.266755 = -1564158.447706 nChanged 6690 SP:Iteration 1F (432.057170 sec): 3 clusters Score: Raw -1570997.384234 + Penalty 3125.266755 = -1567872.117479 nChanged 823 SP:Iteration 2F (432.127712 sec): 3 clusters Score: Raw -1571307.807310 + Penalty 3125.266755 = -1568182.540555 nChanged 695 SP:Iteration 3Q (432.191832 sec): 3 clusters Score: Raw -1571570.501058 + Penalty 3125.266755 = -1568445.234303 nChanged 672 SP:Iteration 4Q (432.266846 sec): 3 clusters Score: Raw -1571862.301061 + Penalty 3125.266755 = -1568737.034306 nChanged 700 SP:Iteration 5Q (432.334935 sec): 3 clusters Score: Raw -1572242.625513 + Penalty 3125.266755 = -1569117.358758 nChanged 774 SP:Iteration 6F (432.409215 sec): 3 clusters Score: Raw -1572744.685986 + Penalty 3125.266755 = -1569619.419231 nChanged 775 SP:Iteration 7F (432.482793 sec): 3 clusters Score: Raw -1573298.962976 + Penalty 3125.266755 = -1570173.696221 nChanged 766 SP:Iteration 8F (432.543879 sec): 3 clusters Score: Raw -1573844.895518 + Penalty 3125.266755 = -1570719.628763 nChanged 690 SP:Iteration 9Q (432.624484 sec): 3 clusters Score: Raw -1574307.049883 + Penalty 3125.266755 = -1571181.783128 nChanged 587 SP:Iteration 10Q (432.696705 sec): 3 clusters Score: Raw -1574608.203877 + Penalty 3125.266755 = -1571482.937122 nChanged 446 SP:Iteration 11Q (432.769925 sec): 3 clusters Score: Raw -1574808.669524 + Penalty 3125.266755 = -1571683.402769 nChanged 354 SP:Iteration 12Q (432.834394 sec): 3 clusters Score: Raw -1574942.000960 + Penalty 3125.266755 = -1571816.734205 nChanged 285 SP:Iteration 13Q (432.907716 sec): 3 clusters Score: Raw -1575044.434978 + Penalty 3125.266755 = -1571919.168223 nChanged 223 SP:Iteration 14Q (432.986700 sec): 3 clusters Score: Raw -1575118.007163 + Penalty 3125.266755 = -1571992.740408 nChanged 177 SP:Iteration 15Q (433.047484 sec): 3 clusters Score: Raw -1575176.286217 + Penalty 3125.266755 = -1572051.019462 nChanged 152 SP:Iteration 16Q (433.119624 sec): 3 clusters Score: Raw -1575228.914453 + Penalty 3125.266755 = -1572103.647698 nChanged 137 SP:Iteration 17Q (433.190386 sec): 3 clusters Score: Raw -1575269.989879 + Penalty 3125.266755 = -1572144.723124 nChanged 125 SP:Iteration 18Q (433.265755 sec): 3 clusters Score: Raw -1575302.520904 + Penalty 3125.266755 = -1572177.254149 nChanged 103 SP:Iteration 19Q (433.342963 sec): 3 clusters Score: Raw -1575326.552442 + Penalty 3125.266755 = -1572201.285687 nChanged 96 SP:Iteration 20F (433.416586 sec): 3 clusters Score: Raw -1575351.367282 + Penalty 3125.266755 = -1572226.100526 nChanged 99 SP:Iteration 21Q (433.488579 sec): 3 clusters Score: Raw -1575377.820218 + Penalty 3125.266755 = -1572252.553463 nChanged 91 SP:Iteration 22Q (433.560555 sec): 3 clusters Score: Raw -1575399.316055 + Penalty 3125.266755 = -1572274.049299 nChanged 94 SP:Iteration 23Q (433.625415 sec): 3 clusters Score: Raw -1575421.351783 + Penalty 3125.266755 = -1572296.085028 nChanged 89 SP:Iteration 24Q (433.701781 sec): 3 clusters Score: Raw -1575441.043888 + Penalty 3125.266755 = -1572315.777133 nChanged 75 SP:Iteration 25Q (433.757755 sec): 3 clusters Score: Raw -1575457.235484 + Penalty 3125.266755 = -1572331.968729 nChanged 60 SP:Iteration 26Q (433.838856 sec): 3 clusters Score: Raw -1575470.394790 + Penalty 3125.266755 = -1572345.128035 nChanged 64 SP:Iteration 27Q (433.911967 sec): 3 clusters Score: Raw -1575482.081457 + Penalty 3125.266755 = -1572356.814702 nChanged 56 SP:Iteration 28Q (433.983475 sec): 3 clusters Score: Raw -1575495.285836 + Penalty 3125.266755 = -1572370.019081 nChanged 73 SP:Iteration 29Q (434.056104 sec): 3 clusters Score: Raw -1575513.412921 + Penalty 3125.266755 = -1572388.146165 nChanged 73 SP:Iteration 30Q (434.116240 sec): 3 clusters Score: Raw -1575529.643132 + Penalty 3125.266755 = -1572404.376377 nChanged 79 SP:Iteration 31Q (434.183400 sec): 3 clusters Score: Raw -1575548.256493 + Penalty 3125.266755 = -1572422.989738 nChanged 73 SP:Iteration 32Q (434.255343 sec): 3 clusters Score: Raw -1575564.989615 + Penalty 3125.266755 = -1572439.722860 nChanged 77 SP:Iteration 33Q (434.329949 sec): 3 clusters Score: Raw -1575584.362063 + Penalty 3125.266755 = -1572459.095308 nChanged 95 SP:Iteration 34Q (434.395514 sec): 3 clusters Score: Raw -1575608.098644 + Penalty 3125.266755 = -1572482.831889 nChanged 93 SP:Iteration 35Q (434.463553 sec): 3 clusters Score: Raw -1575634.858897 + Penalty 3125.266755 = -1572509.592142 nChanged 97 SP:Iteration 36Q (434.542646 sec): 3 clusters Score: Raw -1575665.575069 + Penalty 3125.266755 = -1572540.308314 nChanged 99 SP:Iteration 37Q (434.611762 sec): 3 clusters Score: Raw -1575693.143680 + Penalty 3125.266755 = -1572567.876925 nChanged 82 SP:Iteration 38Q (434.676845 sec): 3 clusters Score: Raw -1575720.733145 + Penalty 3125.266755 = -1572595.466390 nChanged 82 SP:Iteration 39Q (434.748043 sec): 3 clusters Score: Raw -1575745.629395 + Penalty 3125.266755 = -1572620.362639 nChanged 78 SP:Iteration 40F (434.830871 sec): 3 clusters Score: Raw -1575776.110557 + Penalty 3125.266755 = -1572650.843802 nChanged 86 SP:Iteration 41Q (434.882505 sec): 3 clusters Score: Raw -1575806.868068 + Penalty 3125.266755 = -1572681.601313 nChanged 87 SP:Iteration 42Q (434.964357 sec): 3 clusters Score: Raw -1575834.148160 + Penalty 3125.266755 = -1572708.881405 nChanged 80 SP:Iteration 43Q (435.036960 sec): 3 clusters Score: Raw -1575859.739854 + Penalty 3125.266755 = -1572734.473099 nChanged 68 SP:Iteration 44Q (435.102986 sec): 3 clusters Score: Raw -1575880.839473 + Penalty 3125.266755 = -1572755.572718 nChanged 68 SP:Iteration 45Q (435.176170 sec): 3 clusters Score: Raw -1575900.497290 + Penalty 3125.266755 = -1572775.230535 nChanged 61 SP:Iteration 46Q (435.246747 sec): 3 clusters Score: Raw -1575917.837407 + Penalty 3125.266755 = -1572792.570652 nChanged 52 SP:Iteration 47Q (435.314630 sec): 3 clusters Score: Raw -1575935.470459 + Penalty 3125.266755 = -1572810.203704 nChanged 47 SP:Iteration 48Q (435.380964 sec): 3 clusters Score: Raw -1575953.075808 + Penalty 3125.266755 = -1572827.809053 nChanged 36 SP:Iteration 49Q (435.451291 sec): 3 clusters Score: Raw -1575965.758072 + Penalty 3125.266755 = -1572840.491317 nChanged 47 SP:Iteration 50Q (435.514276 sec): 3 clusters Score: Raw -1575983.833721 + Penalty 3125.266755 = -1572858.566966 nChanged 42 SP:Iteration 51Q (435.583348 sec): 3 clusters Score: Raw -1575999.120025 + Penalty 3125.266755 = -1572873.853270 nChanged 46 SP:Iteration 52Q (435.653270 sec): 3 clusters Score: Raw -1576017.860132 + Penalty 3125.266755 = -1572892.593377 nChanged 58 SP:Iteration 53Q (435.722350 sec): 3 clusters Score: Raw -1576040.276014 + Penalty 3125.266755 = -1572915.009259 nChanged 50 SP:Iteration 54Q (435.790315 sec): 3 clusters Score: Raw -1576062.831522 + Penalty 3125.266755 = -1572937.564767 nChanged 36 SP:Iteration 55Q (435.855175 sec): 3 clusters Score: Raw -1576078.723993 + Penalty 3125.266755 = -1572953.457238 nChanged 41 SP:Iteration 56Q (435.918907 sec): 3 clusters Score: Raw -1576094.306765 + Penalty 3125.266755 = -1572969.040010 nChanged 45 SP:Iteration 57Q (435.984983 sec): 3 clusters Score: Raw -1576111.678420 + Penalty 3125.266755 = -1572986.411665 nChanged 41 SP:Iteration 58Q (436.054863 sec): 3 clusters Score: Raw -1576124.104294 + Penalty 3125.266755 = -1572998.837539 nChanged 50 SP:Iteration 59Q (436.124771 sec): 3 clusters Score: Raw -1576147.073745 + Penalty 3125.266755 = -1573021.806990 nChanged 47 SP:Iteration 60F (436.197161 sec): 3 clusters Score: Raw -1576171.852848 + Penalty 3125.266755 = -1573046.586093 nChanged 44 SP:Iteration 61Q (436.262307 sec): 3 clusters Score: Raw -1576191.037405 + Penalty 3125.266755 = -1573065.770650 nChanged 45 SP:Iteration 62Q (436.327869 sec): 3 clusters Score: Raw -1576211.361646 + Penalty 3125.266755 = -1573086.094891 nChanged 50 SP:Iteration 63Q (436.383932 sec): 3 clusters Score: Raw -1576240.383694 + Penalty 3125.266755 = -1573115.116939 nChanged 43 SP:Iteration 64Q (436.451501 sec): 3 clusters Score: Raw -1576261.172942 + Penalty 3125.266755 = -1573135.906187 nChanged 43 SP:Iteration 65Q (436.528869 sec): 3 clusters Score: Raw -1576274.269490 + Penalty 3125.266755 = -1573149.002735 nChanged 40 SP:Iteration 66Q (436.594092 sec): 3 clusters Score: Raw -1576291.373737 + Penalty 3125.266755 = -1573166.106982 nChanged 34 SP:Iteration 67Q (436.661364 sec): 3 clusters Score: Raw -1576308.848378 + Penalty 3125.266755 = -1573183.581622 nChanged 41 SP:Iteration 68Q (436.728468 sec): 3 clusters Score: Raw -1576326.164319 + Penalty 3125.266755 = -1573200.897564 nChanged 39 SP:Iteration 69Q (436.793958 sec): 3 clusters Score: Raw -1576343.534012 + Penalty 3125.266755 = -1573218.267257 nChanged 39 SP:Iteration 70Q (436.861771 sec): 3 clusters Score: Raw -1576360.234940 + Penalty 3125.266755 = -1573234.968185 nChanged 29 SP:Iteration 71Q (436.929382 sec): 3 clusters Score: Raw -1576370.506732 + Penalty 3125.266755 = -1573245.239977 nChanged 17 SP:Iteration 72Q (437.000136 sec): 3 clusters Score: Raw -1576375.218479 + Penalty 3125.266755 = -1573249.951724 nChanged 14 SP:Iteration 73Q (437.068806 sec): 3 clusters Score: Raw -1576380.272204 + Penalty 3125.266755 = -1573255.005449 nChanged 13 SP:Iteration 74Q (437.134045 sec): 3 clusters Score: Raw -1576384.056280 + Penalty 3125.266755 = -1573258.789525 nChanged 6 SP:Iteration 75Q (437.200347 sec): 3 clusters Score: Raw -1576385.448211 + Penalty 3125.266755 = -1573260.181456 nChanged 7 SP:Iteration 76Q (437.269352 sec): 3 clusters Score: Raw -1576388.244444 + Penalty 3125.266755 = -1573262.977689 nChanged 9 SP:Iteration 77Q (437.333912 sec): 3 clusters Score: Raw -1576390.362315 + Penalty 3125.266755 = -1573265.095560 nChanged 8 SP:Iteration 78Q (437.398456 sec): 3 clusters Score: Raw -1576392.037633 + Penalty 3125.266755 = -1573266.770878 nChanged 11 SP:Iteration 79Q (437.466782 sec): 3 clusters Score: Raw -1576395.421187 + Penalty 3125.266755 = -1573270.154432 nChanged 10 SP:Iteration 80F (437.536760 sec): 3 clusters Score: Raw -1576398.817038 + Penalty 3125.266755 = -1573273.550283 nChanged 13 SP:Iteration 81Q (437.600232 sec): 3 clusters Score: Raw -1576401.945751 + Penalty 3125.266755 = -1573276.678996 nChanged 5 SP:Iteration 82Q (437.667977 sec): 3 clusters Score: Raw -1576403.126009 + Penalty 3125.266755 = -1573277.859254 nChanged 9 SP:Iteration 83Q (437.737051 sec): 3 clusters Score: Raw -1576404.816659 + Penalty 3125.266755 = -1573279.549904 nChanged 4 SP:Iteration 84Q (437.804162 sec): 3 clusters Score: Raw -1576405.810677 + Penalty 3125.266755 = -1573280.543922 nChanged 4 SP:Iteration 85Q (437.870469 sec): 3 clusters Score: Raw -1576406.531152 + Penalty 3125.266755 = -1573281.264397 nChanged 3 SP:Iteration 86Q (437.934696 sec): 3 clusters Score: Raw -1576407.857998 + Penalty 3125.266755 = -1573282.591243 nChanged 6 SP:Iteration 87Q (438.006352 sec): 3 clusters Score: Raw -1576409.983268 + Penalty 3125.266755 = -1573284.716513 nChanged 8 SP:Iteration 88Q (438.075491 sec): 3 clusters Score: Raw -1576412.416636 + Penalty 3125.266755 = -1573287.149881 nChanged 9 SP:Iteration 89Q (438.148493 sec): 3 clusters Score: Raw -1576414.527075 + Penalty 3125.266755 = -1573289.260320 nChanged 6 SP:Iteration 90Q (438.218631 sec): 3 clusters Score: Raw -1576415.847263 + Penalty 3125.266755 = -1573290.580508 nChanged 2 SP:Iteration 91Q (438.287706 sec): 3 clusters Score: Raw -1576416.479238 + Penalty 3125.266755 = -1573291.212483 nChanged 0 SP:Iteration 92F (438.359958 sec): 3 clusters Score: Raw -1576416.479238 + Penalty 3125.266755 = -1573291.212483 nChanged 0 Trying to split cluster 14 (1388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (438.382509 sec): 2 clusters Score: Raw -144999.100068 + Penalty 1175.788110 = -143823.311957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (438.418281 sec): 3 clusters Score: Raw -144426.155720 + Penalty 2351.576221 = -142074.579499 nChanged 489 SP:Iteration 1F (438.454853 sec): 3 clusters Score: Raw -144761.177769 + Penalty 2351.576221 = -142409.601548 nChanged 116 SP:Iteration 2F (438.495363 sec): 3 clusters Score: Raw -144867.395481 + Penalty 2351.576221 = -142515.819261 nChanged 65 SP:Iteration 3Q (438.547032 sec): 3 clusters Score: Raw -144919.845872 + Penalty 2351.576221 = -142568.269651 nChanged 44 SP:Iteration 4Q (438.601875 sec): 3 clusters Score: Raw -144954.305987 + Penalty 2351.576221 = -142602.729766 nChanged 35 SP:Iteration 5Q (438.638578 sec): 3 clusters Score: Raw -144977.733488 + Penalty 2351.576221 = -142626.157267 nChanged 16 SP:Iteration 6Q (438.691648 sec): 3 clusters Score: Raw -144989.800609 + Penalty 2351.576221 = -142638.224388 nChanged 13 SP:Iteration 7Q (438.751380 sec): 3 clusters Score: Raw -144997.049607 + Penalty 2351.576221 = -142645.473386 nChanged 7 SP:Iteration 8Q (438.787859 sec): 3 clusters Score: Raw -145001.545265 + Penalty 2351.576221 = -142649.969044 nChanged 7 SP:Iteration 9Q (438.840178 sec): 3 clusters Score: Raw -145007.519418 + Penalty 2351.576221 = -142655.943198 nChanged 5 SP:Iteration 10Q (438.884316 sec): 3 clusters Score: Raw -145014.495097 + Penalty 2351.576221 = -142662.918876 nChanged 8 SP:Iteration 11Q (438.934617 sec): 3 clusters Score: Raw -145019.104921 + Penalty 2351.576221 = -142667.528700 nChanged 3 SP:Iteration 12Q (438.983416 sec): 3 clusters Score: Raw -145020.595192 + Penalty 2351.576221 = -142669.018971 nChanged 3 SP:Iteration 13Q (439.030047 sec): 3 clusters Score: Raw -145022.560824 + Penalty 2351.576221 = -142670.984603 nChanged 4 SP:Iteration 14Q (439.083574 sec): 3 clusters Score: Raw -145025.636640 + Penalty 2351.576221 = -142674.060419 nChanged 2 SP:Iteration 15Q (439.136386 sec): 3 clusters Score: Raw -145026.104229 + Penalty 2351.576221 = -142674.528008 nChanged 3 SP:Iteration 16Q (439.188252 sec): 3 clusters Score: Raw -145027.022377 + Penalty 2351.576221 = -142675.446157 nChanged 1 SP:Iteration 17Q (439.230520 sec): 3 clusters Score: Raw -145027.411633 + Penalty 2351.576221 = -142675.835412 nChanged 0 SP:Iteration 18F (439.265483 sec): 3 clusters Score: Raw -145027.411633 + Penalty 2351.576221 = -142675.835412 nChanged 0 Trying to split cluster 15 (7195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (439.308167 sec): 2 clusters Score: Raw -758684.778095 + Penalty 1443.185513 = -757241.592582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (439.363038 sec): 3 clusters Score: Raw -754788.066494 + Penalty 2886.371026 = -751901.695467 nChanged 2993 SP:Iteration 1F (439.411405 sec): 3 clusters Score: Raw -756395.439232 + Penalty 2886.371026 = -753509.068206 nChanged 408 SP:Iteration 2F (439.477305 sec): 3 clusters Score: Raw -756558.689959 + Penalty 2886.371026 = -753672.318933 nChanged 329 SP:Iteration 3Q (439.540342 sec): 3 clusters Score: Raw -756690.397295 + Penalty 2886.371026 = -753804.026269 nChanged 275 SP:Iteration 4Q (439.586688 sec): 3 clusters Score: Raw -756799.941459 + Penalty 2886.371026 = -753913.570433 nChanged 239 SP:Iteration 5Q (439.642889 sec): 3 clusters Score: Raw -756895.130771 + Penalty 2886.371026 = -754008.759744 nChanged 232 SP:Iteration 6Q (439.700994 sec): 3 clusters Score: Raw -757000.260822 + Penalty 2886.371026 = -754113.889796 nChanged 248 SP:Iteration 7Q (439.766811 sec): 3 clusters Score: Raw -757123.462821 + Penalty 2886.371026 = -754237.091794 nChanged 292 SP:Iteration 8Q (439.815342 sec): 3 clusters Score: Raw -757292.155855 + Penalty 2886.371026 = -754405.784829 nChanged 297 SP:Iteration 9Q (439.878424 sec): 3 clusters Score: Raw -757492.422327 + Penalty 2886.371026 = -754606.051301 nChanged 333 SP:Iteration 10Q (439.936152 sec): 3 clusters Score: Raw -757807.462126 + Penalty 2886.371026 = -754921.091100 nChanged 350 SP:Iteration 11Q (439.994740 sec): 3 clusters Score: Raw -758248.932579 + Penalty 2886.371026 = -755362.561552 nChanged 375 SP:Iteration 12F (440.052683 sec): 3 clusters Score: Raw -758767.791466 + Penalty 2886.371026 = -755881.420440 nChanged 367 SP:Iteration 13F (440.100919 sec): 3 clusters Score: Raw -759323.011176 + Penalty 2886.371026 = -756436.640149 nChanged 368 SP:Iteration 14F (440.157770 sec): 3 clusters Score: Raw -759819.429598 + Penalty 2886.371026 = -756933.058572 nChanged 279 SP:Iteration 15Q (440.212381 sec): 3 clusters Score: Raw -760114.731364 + Penalty 2886.371026 = -757228.360338 nChanged 182 SP:Iteration 16Q (440.274193 sec): 3 clusters Score: Raw -760247.987139 + Penalty 2886.371026 = -757361.616113 nChanged 113 SP:Iteration 17Q (440.327725 sec): 3 clusters Score: Raw -760314.273352 + Penalty 2886.371026 = -757427.902326 nChanged 93 SP:Iteration 18Q (440.380378 sec): 3 clusters Score: Raw -760369.000084 + Penalty 2886.371026 = -757482.629058 nChanged 73 SP:Iteration 19Q (440.433806 sec): 3 clusters Score: Raw -760407.425230 + Penalty 2886.371026 = -757521.054204 nChanged 65 SP:Iteration 20F (440.498574 sec): 3 clusters Score: Raw -760429.938100 + Penalty 2886.371026 = -757543.567074 nChanged 38 SP:Iteration 21Q (440.558325 sec): 3 clusters Score: Raw -760441.030737 + Penalty 2886.371026 = -757554.659711 nChanged 27 SP:Iteration 22Q (440.610247 sec): 3 clusters Score: Raw -760448.265183 + Penalty 2886.371026 = -757561.894157 nChanged 21 SP:Iteration 23Q (440.669744 sec): 3 clusters Score: Raw -760452.221651 + Penalty 2886.371026 = -757565.850624 nChanged 16 SP:Iteration 24Q (440.730193 sec): 3 clusters Score: Raw -760455.849794 + Penalty 2886.371026 = -757569.478768 nChanged 20 SP:Iteration 25Q (440.788375 sec): 3 clusters Score: Raw -760460.956023 + Penalty 2886.371026 = -757574.584997 nChanged 26 SP:Iteration 26Q (440.839013 sec): 3 clusters Score: Raw -760466.469807 + Penalty 2886.371026 = -757580.098780 nChanged 25 SP:Iteration 27Q (440.901022 sec): 3 clusters Score: Raw -760473.910600 + Penalty 2886.371026 = -757587.539574 nChanged 19 SP:Iteration 28Q (440.960315 sec): 3 clusters Score: Raw -760480.143277 + Penalty 2886.371026 = -757593.772250 nChanged 25 SP:Iteration 29Q (441.018091 sec): 3 clusters Score: Raw -760486.369918 + Penalty 2886.371026 = -757599.998891 nChanged 18 SP:Iteration 30Q (441.076236 sec): 3 clusters Score: Raw -760490.135829 + Penalty 2886.371026 = -757603.764803 nChanged 13 SP:Iteration 31Q (441.134957 sec): 3 clusters Score: Raw -760493.158696 + Penalty 2886.371026 = -757606.787670 nChanged 20 SP:Iteration 32Q (441.194350 sec): 3 clusters Score: Raw -760497.825141 + Penalty 2886.371026 = -757611.454114 nChanged 16 SP:Iteration 33Q (441.247568 sec): 3 clusters Score: Raw -760500.252533 + Penalty 2886.371026 = -757613.881507 nChanged 6 SP:Iteration 34Q (441.297016 sec): 3 clusters Score: Raw -760501.249620 + Penalty 2886.371026 = -757614.878594 nChanged 9 SP:Iteration 35Q (441.356836 sec): 3 clusters Score: Raw -760502.940882 + Penalty 2886.371026 = -757616.569855 nChanged 7 SP:Iteration 36Q (441.412661 sec): 3 clusters Score: Raw -760504.142178 + Penalty 2886.371026 = -757617.771152 nChanged 9 SP:Iteration 37Q (441.471194 sec): 3 clusters Score: Raw -760505.830683 + Penalty 2886.371026 = -757619.459657 nChanged 6 SP:Iteration 38Q (441.534601 sec): 3 clusters Score: Raw -760506.643980 + Penalty 2886.371026 = -757620.272953 nChanged 4 SP:Iteration 39Q (441.590505 sec): 3 clusters Score: Raw -760507.418236 + Penalty 2886.371026 = -757621.047210 nChanged 8 SP:Iteration 40F (441.653276 sec): 3 clusters Score: Raw -760508.753021 + Penalty 2886.371026 = -757622.381995 nChanged 4 SP:Iteration 41Q (441.701398 sec): 3 clusters Score: Raw -760509.814849 + Penalty 2886.371026 = -757623.443822 nChanged 8 SP:Iteration 42Q (441.756007 sec): 3 clusters Score: Raw -760511.779060 + Penalty 2886.371026 = -757625.408033 nChanged 12 SP:Iteration 43Q (441.818620 sec): 3 clusters Score: Raw -760513.558114 + Penalty 2886.371026 = -757627.187088 nChanged 8 SP:Iteration 44Q (441.875954 sec): 3 clusters Score: Raw -760516.231964 + Penalty 2886.371026 = -757629.860938 nChanged 13 SP:Iteration 45Q (441.921790 sec): 3 clusters Score: Raw -760519.089503 + Penalty 2886.371026 = -757632.718477 nChanged 8 SP:Iteration 46Q (441.980949 sec): 3 clusters Score: Raw -760520.600269 + Penalty 2886.371026 = -757634.229243 nChanged 7 SP:Iteration 47Q (442.040039 sec): 3 clusters Score: Raw -760522.495461 + Penalty 2886.371026 = -757636.124435 nChanged 9 SP:Iteration 48Q (442.094186 sec): 3 clusters Score: Raw -760524.460777 + Penalty 2886.371026 = -757638.089751 nChanged 8 SP:Iteration 49Q (442.154424 sec): 3 clusters Score: Raw -760526.158025 + Penalty 2886.371026 = -757639.786998 nChanged 11 SP:Iteration 50Q (442.220797 sec): 3 clusters Score: Raw -760528.669262 + Penalty 2886.371026 = -757642.298236 nChanged 15 SP:Iteration 51Q (442.282768 sec): 3 clusters Score: Raw -760532.659384 + Penalty 2886.371026 = -757646.288357 nChanged 11 SP:Iteration 52Q (442.332344 sec): 3 clusters Score: Raw -760534.818883 + Penalty 2886.371026 = -757648.447856 nChanged 4 SP:Iteration 53Q (442.387507 sec): 3 clusters Score: Raw -760535.392118 + Penalty 2886.371026 = -757649.021092 nChanged 4 SP:Iteration 54Q (442.447340 sec): 3 clusters Score: Raw -760535.754858 + Penalty 2886.371026 = -757649.383831 nChanged 1 SP:Iteration 55Q (442.509723 sec): 3 clusters Score: Raw -760535.930756 + Penalty 2886.371026 = -757649.559729 nChanged 2 SP:Iteration 56Q (442.548804 sec): 3 clusters Score: Raw -760536.152423 + Penalty 2886.371026 = -757649.781397 nChanged 1 SP:Iteration 57Q (442.604691 sec): 3 clusters Score: Raw -760536.334763 + Penalty 2886.371026 = -757649.963736 nChanged 3 SP:Iteration 58Q (442.657423 sec): 3 clusters Score: Raw -760536.961998 + Penalty 2886.371026 = -757650.590971 nChanged 5 SP:Iteration 59Q (442.696209 sec): 3 clusters Score: Raw -760538.531162 + Penalty 2886.371026 = -757652.160135 nChanged 6 SP:Iteration 60F (442.760977 sec): 3 clusters Score: Raw -760539.866146 + Penalty 2886.371026 = -757653.495120 nChanged 7 SP:Iteration 61Q (442.819790 sec): 3 clusters Score: Raw -760541.111253 + Penalty 2886.371026 = -757654.740227 nChanged 4 SP:Iteration 62Q (442.878915 sec): 3 clusters Score: Raw -760541.552284 + Penalty 2886.371026 = -757655.181258 nChanged 4 SP:Iteration 63Q (442.936807 sec): 3 clusters Score: Raw -760542.052545 + Penalty 2886.371026 = -757655.681519 nChanged 5 SP:Iteration 64Q (442.996153 sec): 3 clusters Score: Raw -760542.908836 + Penalty 2886.371026 = -757656.537810 nChanged 2 SP:Iteration 65Q (443.054739 sec): 3 clusters Score: Raw -760543.059276 + Penalty 2886.371026 = -757656.688250 nChanged 2 SP:Iteration 66Q (443.113535 sec): 3 clusters Score: Raw -760543.633797 + Penalty 2886.371026 = -757657.262770 nChanged 4 SP:Iteration 67Q (443.171632 sec): 3 clusters Score: Raw -760544.351854 + Penalty 2886.371026 = -757657.980827 nChanged 2 SP:Iteration 68Q (443.219825 sec): 3 clusters Score: Raw -760544.705441 + Penalty 2886.371026 = -757658.334415 nChanged 3 SP:Iteration 69Q (443.285943 sec): 3 clusters Score: Raw -760545.247991 + Penalty 2886.371026 = -757658.876965 nChanged 4 SP:Iteration 70Q (443.337860 sec): 3 clusters Score: Raw -760545.630557 + Penalty 2886.371026 = -757659.259531 nChanged 3 SP:Iteration 71Q (443.388170 sec): 3 clusters Score: Raw -760546.226633 + Penalty 2886.371026 = -757659.855607 nChanged 3 SP:Iteration 72Q (443.454316 sec): 3 clusters Score: Raw -760546.602998 + Penalty 2886.371026 = -757660.231971 nChanged 4 SP:Iteration 73Q (443.500078 sec): 3 clusters Score: Raw -760547.304250 + Penalty 2886.371026 = -757660.933224 nChanged 5 SP:Iteration 74Q (443.567929 sec): 3 clusters Score: Raw -760547.914874 + Penalty 2886.371026 = -757661.543848 nChanged 6 SP:Iteration 75Q (443.626739 sec): 3 clusters Score: Raw -760549.141240 + Penalty 2886.371026 = -757662.770214 nChanged 5 SP:Iteration 76Q (443.677835 sec): 3 clusters Score: Raw -760549.648289 + Penalty 2886.371026 = -757663.277263 nChanged 0 SP:Iteration 77F (443.738094 sec): 3 clusters Score: Raw -760549.648289 + Penalty 2886.371026 = -757663.277263 nChanged 0 Score: Raw -10242318.660152 + Penalty 31763.630525 = -10210555.029626 Splitting cluster 15 changes total score from -10210551.046332 to -10210555.029626 So it's getting split into cluster 5. Trying to split cluster 18 (993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (445.143182 sec): 2 clusters Score: Raw -96173.391493 + Penalty 1121.368733 = -95052.022761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (445.194223 sec): 3 clusters Score: Raw -95884.725024 + Penalty 2242.737466 = -93641.987558 nChanged 284 SP:Iteration 1F (445.244775 sec): 3 clusters Score: Raw -96124.866138 + Penalty 2242.737466 = -93882.128672 nChanged 75 SP:Iteration 2F (445.295490 sec): 3 clusters Score: Raw -96190.756189 + Penalty 2242.737466 = -93948.018723 nChanged 34 SP:Iteration 3Q (445.342271 sec): 3 clusters Score: Raw -96215.841279 + Penalty 2242.737466 = -93973.103813 nChanged 18 SP:Iteration 4Q (445.389376 sec): 3 clusters Score: Raw -96227.612912 + Penalty 2242.737466 = -93984.875446 nChanged 11 SP:Iteration 5Q (445.434466 sec): 3 clusters Score: Raw -96238.711430 + Penalty 2242.737466 = -93995.973964 nChanged 12 SP:Iteration 6Q (445.486570 sec): 3 clusters Score: Raw -96252.143511 + Penalty 2242.737466 = -94009.406045 nChanged 8 SP:Iteration 7Q (445.526926 sec): 3 clusters Score: Raw -96260.602802 + Penalty 2242.737466 = -94017.865336 nChanged 4 SP:Iteration 8Q (445.565468 sec): 3 clusters Score: Raw -96263.920171 + Penalty 2242.737466 = -94021.182705 nChanged 5 SP:Iteration 9Q (445.611463 sec): 3 clusters Score: Raw -96269.279678 + Penalty 2242.737466 = -94026.542212 nChanged 2 SP:Iteration 10Q (445.655360 sec): 3 clusters Score: Raw -96273.241319 + Penalty 2242.737466 = -94030.503853 nChanged 5 SP:Iteration 11Q (445.701996 sec): 3 clusters Score: Raw -96279.426040 + Penalty 2242.737466 = -94036.688574 nChanged 9 SP:Iteration 12Q (445.749925 sec): 3 clusters Score: Raw -96289.367517 + Penalty 2242.737466 = -94046.630051 nChanged 9 SP:Iteration 13Q (445.787714 sec): 3 clusters Score: Raw -96297.734307 + Penalty 2242.737466 = -94054.996841 nChanged 6 SP:Iteration 14Q (445.836451 sec): 3 clusters Score: Raw -96302.181309 + Penalty 2242.737466 = -94059.443844 nChanged 4 SP:Iteration 15Q (445.880444 sec): 3 clusters Score: Raw -96306.330065 + Penalty 2242.737466 = -94063.592599 nChanged 5 SP:Iteration 16Q (445.919782 sec): 3 clusters Score: Raw -96311.840993 + Penalty 2242.737466 = -94069.103527 nChanged 7 SP:Iteration 17Q (445.967778 sec): 3 clusters Score: Raw -96320.295151 + Penalty 2242.737466 = -94077.557685 nChanged 7 SP:Iteration 18Q (446.018606 sec): 3 clusters Score: Raw -96325.378080 + Penalty 2242.737466 = -94082.640614 nChanged 1 SP:Iteration 19Q (446.058915 sec): 3 clusters Score: Raw -96325.948541 + Penalty 2242.737466 = -94083.211075 nChanged 1 SP:Iteration 20F (446.096380 sec): 3 clusters Score: Raw -96326.614137 + Penalty 2242.737466 = -94083.876671 nChanged 1 SP:Iteration 21Q (446.141279 sec): 3 clusters Score: Raw -96327.609587 + Penalty 2242.737466 = -94084.872121 nChanged 3 SP:Iteration 22Q (446.190025 sec): 3 clusters Score: Raw -96328.960771 + Penalty 2242.737466 = -94086.223305 nChanged 3 SP:Iteration 23Q (446.229372 sec): 3 clusters Score: Raw -96330.460326 + Penalty 2242.737466 = -94087.722860 nChanged 0 SP:Iteration 24F (446.273825 sec): 3 clusters Score: Raw -96330.460326 + Penalty 2242.737466 = -94087.722860 nChanged 0 Trying to split cluster 19 (25132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (446.342692 sec): 2 clusters Score: Raw -2709882.736216 + Penalty 1646.433297 = -2708236.302919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (446.432327 sec): 3 clusters Score: Raw -2694519.463429 + Penalty 3292.866594 = -2691226.596835 nChanged 11504 SP:Iteration 1F (446.521358 sec): 3 clusters Score: Raw -2700778.076993 + Penalty 3292.866594 = -2697485.210398 nChanged 1141 SP:Iteration 2Q (446.610961 sec): 3 clusters Score: Raw -2701125.404470 + Penalty 3292.866594 = -2697832.537875 nChanged 1065 SP:Iteration 3Q (446.695987 sec): 3 clusters Score: Raw -2701441.418000 + Penalty 3292.866594 = -2698148.551405 nChanged 974 SP:Iteration 4Q (446.785949 sec): 3 clusters Score: Raw -2701747.569922 + Penalty 3292.866594 = -2698454.703327 nChanged 986 SP:Iteration 5Q (446.865337 sec): 3 clusters Score: Raw -2702106.817805 + Penalty 3292.866594 = -2698813.951211 nChanged 1030 SP:Iteration 6Q (446.963513 sec): 3 clusters Score: Raw -2702556.697510 + Penalty 3292.866594 = -2699263.830915 nChanged 1231 SP:Iteration 7Q (447.051478 sec): 3 clusters Score: Raw -2703236.503374 + Penalty 3292.866594 = -2699943.636779 nChanged 1467 SP:Iteration 8F (447.135643 sec): 3 clusters Score: Raw -2704176.604679 + Penalty 3292.866594 = -2700883.738085 nChanged 1630 SP:Iteration 9F (447.219596 sec): 3 clusters Score: Raw -2705391.590968 + Penalty 3292.866594 = -2702098.724374 nChanged 1643 SP:Iteration 10F (447.314479 sec): 3 clusters Score: Raw -2706772.192993 + Penalty 3292.866594 = -2703479.326398 nChanged 1387 SP:Iteration 11F (447.397149 sec): 3 clusters Score: Raw -2708013.693003 + Penalty 3292.866594 = -2704720.826409 nChanged 945 SP:Iteration 12Q (447.493586 sec): 3 clusters Score: Raw -2708859.767086 + Penalty 3292.866594 = -2705566.900492 nChanged 631 SP:Iteration 13Q (447.587382 sec): 3 clusters Score: Raw -2709413.662739 + Penalty 3292.866594 = -2706120.796145 nChanged 356 SP:Iteration 14Q (447.670256 sec): 3 clusters Score: Raw -2709724.875770 + Penalty 3292.866594 = -2706432.009175 nChanged 189 SP:Iteration 15Q (447.754330 sec): 3 clusters Score: Raw -2709889.131984 + Penalty 3292.866594 = -2706596.265390 nChanged 85 SP:Iteration 16Q (447.840305 sec): 3 clusters Score: Raw -2709966.268333 + Penalty 3292.866594 = -2706673.401739 nChanged 46 SP:Iteration 17Q (447.914973 sec): 3 clusters Score: Raw -2710010.832383 + Penalty 3292.866594 = -2706717.965788 nChanged 29 SP:Iteration 18Q (447.995422 sec): 3 clusters Score: Raw -2710035.584941 + Penalty 3292.866594 = -2706742.718347 nChanged 18 SP:Iteration 19Q (448.073154 sec): 3 clusters Score: Raw -2710049.166515 + Penalty 3292.866594 = -2706756.299920 nChanged 15 SP:Iteration 20F (448.158673 sec): 3 clusters Score: Raw -2710064.845367 + Penalty 3292.866594 = -2706771.978773 nChanged 11 SP:Iteration 21Q (448.239757 sec): 3 clusters Score: Raw -2710073.500147 + Penalty 3292.866594 = -2706780.633552 nChanged 3 SP:Iteration 22Q (448.318120 sec): 3 clusters Score: Raw -2710077.054554 + Penalty 3292.866594 = -2706784.187960 nChanged 2 SP:Iteration 23Q (448.393762 sec): 3 clusters Score: Raw -2710079.002452 + Penalty 3292.866594 = -2706786.135857 nChanged 3 SP:Iteration 24Q (448.475960 sec): 3 clusters Score: Raw -2710081.554557 + Penalty 3292.866594 = -2706788.687963 nChanged 1 SP:Iteration 25Q (448.551455 sec): 3 clusters Score: Raw -2710082.804768 + Penalty 3292.866594 = -2706789.938174 nChanged 0 SP:Iteration 26F (448.632068 sec): 3 clusters Score: Raw -2710082.804768 + Penalty 3292.866594 = -2706789.938174 nChanged 0 Trying to split cluster 20 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (448.665696 sec): 2 clusters Score: Raw -8674.604781 + Penalty 819.556581 = -7855.048199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (448.713827 sec): 3 clusters Score: Raw -8861.610871 + Penalty 1639.113163 = -7222.497708 nChanged 28 SP:Iteration 1F (448.760069 sec): 3 clusters Score: Raw -8994.261541 + Penalty 1639.113163 = -7355.148378 nChanged 6 SP:Iteration 2Q (448.792533 sec): 3 clusters Score: Raw -9013.817085 + Penalty 1639.113163 = -7374.703922 nChanged 1 SP:Iteration 3Q (448.845896 sec): 3 clusters Score: Raw -9026.462814 + Penalty 1639.113163 = -7387.349651 nChanged 1 SP:Iteration 4Q (448.881717 sec): 3 clusters Score: Raw -9031.470318 + Penalty 1639.113163 = -7392.357155 nChanged 0 SP:Iteration 5F (448.923729 sec): 3 clusters Score: Raw -9031.470318 + Penalty 1639.113163 = -7392.357155 nChanged 0 Iteration 99Q (449.737242 sec): 18 clusters Score: Raw -10242464.035668 + Penalty 31763.630525 = -10210700.405143 nChanged 269 Iteration 100F (451.144450 sec): 18 clusters Score: Raw -10242560.689509 + Penalty 31763.630525 = -10210797.058984 nChanged 162 Iteration 101Q (451.917285 sec): 18 clusters Score: Raw -10242594.336290 + Penalty 31763.630525 = -10210830.705765 nChanged 88 Iteration 102Q (452.690874 sec): 18 clusters Score: Raw -10242612.010598 + Penalty 31763.630525 = -10210848.380072 nChanged 66 Iteration 103Q (453.435002 sec): 18 clusters Score: Raw -10242624.421717 + Penalty 31763.630525 = -10210860.791192 nChanged 55 Iteration 104Q (454.162939 sec): 18 clusters Score: Raw -10242631.480955 + Penalty 31763.630525 = -10210867.850430 nChanged 43 Iteration 105Q (454.962080 sec): 18 clusters Score: Raw -10242636.215131 + Penalty 31763.630525 = -10210872.584606 nChanged 28 Iteration 106Q (455.795678 sec): 18 clusters Score: Raw -10242639.080612 + Penalty 31763.630525 = -10210875.450087 nChanged 23 Iteration 107Q (456.570984 sec): 18 clusters Score: Raw -10242641.373969 + Penalty 31763.630525 = -10210877.743443 nChanged 15 Iteration 108Q (457.319208 sec): 18 clusters Score: Raw -10242643.179339 + Penalty 31763.630525 = -10210879.548814 nChanged 16 Iteration 109Q (458.095668 sec): 18 clusters Score: Raw -10242645.069468 + Penalty 31763.630525 = -10210881.438943 nChanged 11 Iteration 110Q (458.895377 sec): 18 clusters Score: Raw -10242646.394333 + Penalty 31763.630525 = -10210882.763808 nChanged 11 Iteration 111Q (459.661874 sec): 18 clusters Score: Raw -10242647.330701 + Penalty 31763.630525 = -10210883.700176 nChanged 10 Iteration 112Q (460.368707 sec): 18 clusters Score: Raw -10242647.872327 + Penalty 31763.630525 = -10210884.241802 nChanged 11 Iteration 113Q (461.096695 sec): 18 clusters Score: Raw -10242648.763826 + Penalty 31763.630525 = -10210885.133301 nChanged 18 Iteration 114Q (461.842687 sec): 18 clusters Score: Raw -10242649.644121 + Penalty 31763.630525 = -10210886.013596 nChanged 12 Iteration 115Q (462.636207 sec): 18 clusters Score: Raw -10242650.275960 + Penalty 31763.630525 = -10210886.645435 nChanged 15 Iteration 116Q (463.474708 sec): 18 clusters Score: Raw -10242651.040269 + Penalty 31763.630525 = -10210887.409744 nChanged 13 Iteration 117Q (464.273490 sec): 18 clusters Score: Raw -10242651.645225 + Penalty 31763.630525 = -10210888.014700 nChanged 10 Iteration 118Q (465.058195 sec): 18 clusters Score: Raw -10242652.083839 + Penalty 31763.630525 = -10210888.453313 nChanged 9 Iteration 119Q (465.814347 sec): 18 clusters Score: Raw -10242652.433492 + Penalty 31763.630525 = -10210888.802967 nChanged 2 Iteration 120F (467.212311 sec): 18 clusters Score: Raw -10242652.584782 + Penalty 31763.630525 = -10210888.954257 nChanged 1 Iteration 121Q (468.018725 sec): 18 clusters Score: Raw -10242652.625172 + Penalty 31763.630525 = -10210888.994647 nChanged 3 Iteration 122Q (468.830208 sec): 18 clusters Score: Raw -10242652.861170 + Penalty 31763.630525 = -10210889.230645 nChanged 10 Iteration 123Q (469.591064 sec): 18 clusters Score: Raw -10242653.319151 + Penalty 31763.630525 = -10210889.688626 nChanged 10 Iteration 124Q (470.360616 sec): 18 clusters Score: Raw -10242653.623161 + Penalty 31763.630525 = -10210889.992635 nChanged 10 Iteration 125Q (471.153609 sec): 18 clusters Score: Raw -10242654.136123 + Penalty 31763.630525 = -10210890.505598 nChanged 9 Iteration 126Q (471.988713 sec): 18 clusters Score: Raw -10242654.393004 + Penalty 31763.630525 = -10210890.762479 nChanged 2 Iteration 127Q (472.706710 sec): 18 clusters Score: Raw -10242654.471567 + Penalty 31763.630525 = -10210890.841042 nChanged 0 Iteration 128F (474.066731 sec): 18 clusters Score: Raw -10242654.471567 + Penalty 31763.630525 = -10210890.841042 nChanged 0 Compute initial score before splitting: Score: Raw -10242654.471567 + Penalty 31763.630525 = -10210890.841042 Trying to split cluster 1 (2907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (474.108509 sec): 2 clusters Score: Raw -295022.971798 + Penalty 1295.917496 = -293727.054301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (474.156757 sec): 3 clusters Score: Raw -293676.246862 + Penalty 2591.834993 = -291084.411869 nChanged 1078 SP:Iteration 1F (474.208773 sec): 3 clusters Score: Raw -294342.185135 + Penalty 2591.834993 = -291750.350142 nChanged 216 SP:Iteration 2F (474.260248 sec): 3 clusters Score: Raw -294481.861922 + Penalty 2591.834993 = -291890.026929 nChanged 145 SP:Iteration 3Q (474.300002 sec): 3 clusters Score: Raw -294573.012548 + Penalty 2591.834993 = -291981.177555 nChanged 111 SP:Iteration 4Q (474.362106 sec): 3 clusters Score: Raw -294641.526369 + Penalty 2591.834993 = -292049.691376 nChanged 89 SP:Iteration 5Q (474.416316 sec): 3 clusters Score: Raw -294704.159978 + Penalty 2591.834993 = -292112.324985 nChanged 82 SP:Iteration 6Q (474.469289 sec): 3 clusters Score: Raw -294774.152806 + Penalty 2591.834993 = -292182.317813 nChanged 81 SP:Iteration 7Q (474.520204 sec): 3 clusters Score: Raw -294835.381660 + Penalty 2591.834993 = -292243.546667 nChanged 67 SP:Iteration 8Q (474.559830 sec): 3 clusters Score: Raw -294879.195967 + Penalty 2591.834993 = -292287.360974 nChanged 60 SP:Iteration 9Q (474.618797 sec): 3 clusters Score: Raw -294913.279771 + Penalty 2591.834993 = -292321.444778 nChanged 55 SP:Iteration 10Q (474.658194 sec): 3 clusters Score: Raw -294942.213792 + Penalty 2591.834993 = -292350.378799 nChanged 50 SP:Iteration 11Q (474.715773 sec): 3 clusters Score: Raw -294973.514398 + Penalty 2591.834993 = -292381.679405 nChanged 48 SP:Iteration 12Q (474.766716 sec): 3 clusters Score: Raw -295000.799693 + Penalty 2591.834993 = -292408.964701 nChanged 41 SP:Iteration 13Q (474.822384 sec): 3 clusters Score: Raw -295025.350648 + Penalty 2591.834993 = -292433.515656 nChanged 44 SP:Iteration 14Q (474.875506 sec): 3 clusters Score: Raw -295047.984485 + Penalty 2591.834993 = -292456.149493 nChanged 38 SP:Iteration 15Q (474.926119 sec): 3 clusters Score: Raw -295068.167064 + Penalty 2591.834993 = -292476.332071 nChanged 40 SP:Iteration 16Q (474.978064 sec): 3 clusters Score: Raw -295085.307555 + Penalty 2591.834993 = -292493.472562 nChanged 36 SP:Iteration 17Q (475.031998 sec): 3 clusters Score: Raw -295108.762247 + Penalty 2591.834993 = -292516.927255 nChanged 43 SP:Iteration 18Q (475.070870 sec): 3 clusters Score: Raw -295132.445821 + Penalty 2591.834993 = -292540.610828 nChanged 31 SP:Iteration 19Q (475.134367 sec): 3 clusters Score: Raw -295148.485451 + Penalty 2591.834993 = -292556.650459 nChanged 29 SP:Iteration 20F (475.173234 sec): 3 clusters Score: Raw -295163.270496 + Penalty 2591.834993 = -292571.435503 nChanged 34 SP:Iteration 21Q (475.221444 sec): 3 clusters Score: Raw -295176.200888 + Penalty 2591.834993 = -292584.365895 nChanged 31 SP:Iteration 22Q (475.280303 sec): 3 clusters Score: Raw -295192.823103 + Penalty 2591.834993 = -292600.988110 nChanged 27 SP:Iteration 23Q (475.330778 sec): 3 clusters Score: Raw -295208.243390 + Penalty 2591.834993 = -292616.408397 nChanged 23 SP:Iteration 24Q (475.383381 sec): 3 clusters Score: Raw -295217.530390 + Penalty 2591.834993 = -292625.695397 nChanged 15 SP:Iteration 25Q (475.437700 sec): 3 clusters Score: Raw -295224.955026 + Penalty 2591.834993 = -292633.120034 nChanged 18 SP:Iteration 26Q (475.481649 sec): 3 clusters Score: Raw -295231.892101 + Penalty 2591.834993 = -292640.057109 nChanged 8 SP:Iteration 27Q (475.545765 sec): 3 clusters Score: Raw -295234.974587 + Penalty 2591.834993 = -292643.139594 nChanged 7 SP:Iteration 28Q (475.588147 sec): 3 clusters Score: Raw -295237.519662 + Penalty 2591.834993 = -292645.684669 nChanged 10 SP:Iteration 29Q (475.651620 sec): 3 clusters Score: Raw -295240.496043 + Penalty 2591.834993 = -292648.661050 nChanged 9 SP:Iteration 30Q (475.702124 sec): 3 clusters Score: Raw -295243.447643 + Penalty 2591.834993 = -292651.612650 nChanged 6 SP:Iteration 31Q (475.756496 sec): 3 clusters Score: Raw -295245.518429 + Penalty 2591.834993 = -292653.683436 nChanged 5 SP:Iteration 32Q (475.799576 sec): 3 clusters Score: Raw -295246.852023 + Penalty 2591.834993 = -292655.017030 nChanged 6 SP:Iteration 33Q (475.852447 sec): 3 clusters Score: Raw -295249.981055 + Penalty 2591.834993 = -292658.146062 nChanged 10 SP:Iteration 34Q (475.913705 sec): 3 clusters Score: Raw -295253.972787 + Penalty 2591.834993 = -292662.137795 nChanged 8 SP:Iteration 35Q (475.964825 sec): 3 clusters Score: Raw -295255.899301 + Penalty 2591.834993 = -292664.064308 nChanged 4 SP:Iteration 36Q (476.013164 sec): 3 clusters Score: Raw -295257.385412 + Penalty 2591.834993 = -292665.550419 nChanged 5 SP:Iteration 37Q (476.065451 sec): 3 clusters Score: Raw -295259.087783 + Penalty 2591.834993 = -292667.252790 nChanged 6 SP:Iteration 38Q (476.102148 sec): 3 clusters Score: Raw -295260.188769 + Penalty 2591.834993 = -292668.353776 nChanged 2 SP:Iteration 39Q (476.159867 sec): 3 clusters Score: Raw -295260.826991 + Penalty 2591.834993 = -292668.991998 nChanged 3 SP:Iteration 40F (476.203955 sec): 3 clusters Score: Raw -295261.777106 + Penalty 2591.834993 = -292669.942113 nChanged 2 SP:Iteration 41Q (476.260067 sec): 3 clusters Score: Raw -295262.640503 + Penalty 2591.834993 = -292670.805510 nChanged 2 SP:Iteration 42Q (476.304259 sec): 3 clusters Score: Raw -295263.266437 + Penalty 2591.834993 = -292671.431444 nChanged 3 SP:Iteration 43Q (476.363968 sec): 3 clusters Score: Raw -295264.421688 + Penalty 2591.834993 = -292672.586695 nChanged 5 SP:Iteration 44Q (476.411124 sec): 3 clusters Score: Raw -295266.132073 + Penalty 2591.834993 = -292674.297081 nChanged 8 SP:Iteration 45Q (476.462456 sec): 3 clusters Score: Raw -295269.397545 + Penalty 2591.834993 = -292677.562552 nChanged 4 SP:Iteration 46Q (476.502056 sec): 3 clusters Score: Raw -295270.170335 + Penalty 2591.834993 = -292678.335342 nChanged 3 SP:Iteration 47Q (476.557806 sec): 3 clusters Score: Raw -295271.174505 + Penalty 2591.834993 = -292679.339512 nChanged 1 SP:Iteration 48Q (476.612995 sec): 3 clusters Score: Raw -295271.522613 + Penalty 2591.834993 = -292679.687620 nChanged 1 SP:Iteration 49Q (476.671626 sec): 3 clusters Score: Raw -295271.784796 + Penalty 2591.834993 = -292679.949803 nChanged 0 SP:Iteration 50F (476.712304 sec): 3 clusters Score: Raw -295271.784796 + Penalty 2591.834993 = -292679.949803 nChanged 0 Trying to split cluster 2 (6478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (476.748761 sec): 2 clusters Score: Raw -695101.800524 + Penalty 1426.127154 = -693675.673371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (476.801511 sec): 3 clusters Score: Raw -691621.880340 + Penalty 2852.254307 = -688769.626033 nChanged 2701 SP:Iteration 1F (476.868968 sec): 3 clusters Score: Raw -692993.234703 + Penalty 2852.254307 = -690140.980395 nChanged 396 SP:Iteration 2F (476.922339 sec): 3 clusters Score: Raw -693154.759246 + Penalty 2852.254307 = -690302.504939 nChanged 308 SP:Iteration 3Q (476.985549 sec): 3 clusters Score: Raw -693271.795716 + Penalty 2852.254307 = -690419.541408 nChanged 238 SP:Iteration 4Q (477.043089 sec): 3 clusters Score: Raw -693362.486583 + Penalty 2852.254307 = -690510.232276 nChanged 198 SP:Iteration 5Q (477.102648 sec): 3 clusters Score: Raw -693442.667133 + Penalty 2852.254307 = -690590.412826 nChanged 200 SP:Iteration 6Q (477.159427 sec): 3 clusters Score: Raw -693517.847325 + Penalty 2852.254307 = -690665.593018 nChanged 185 SP:Iteration 7Q (477.217336 sec): 3 clusters Score: Raw -693589.750591 + Penalty 2852.254307 = -690737.496284 nChanged 168 SP:Iteration 8Q (477.271534 sec): 3 clusters Score: Raw -693656.742943 + Penalty 2852.254307 = -690804.488636 nChanged 164 SP:Iteration 9Q (477.323536 sec): 3 clusters Score: Raw -693720.523438 + Penalty 2852.254307 = -690868.269131 nChanged 158 SP:Iteration 10Q (477.387924 sec): 3 clusters Score: Raw -693777.193144 + Penalty 2852.254307 = -690924.938836 nChanged 148 SP:Iteration 11Q (477.450420 sec): 3 clusters Score: Raw -693839.407344 + Penalty 2852.254307 = -690987.153037 nChanged 169 SP:Iteration 12Q (477.508310 sec): 3 clusters Score: Raw -693929.726652 + Penalty 2852.254307 = -691077.472344 nChanged 208 SP:Iteration 13Q (477.551743 sec): 3 clusters Score: Raw -694059.011181 + Penalty 2852.254307 = -691206.756874 nChanged 239 SP:Iteration 14Q (477.619256 sec): 3 clusters Score: Raw -694209.418834 + Penalty 2852.254307 = -691357.164527 nChanged 210 SP:Iteration 15Q (477.674963 sec): 3 clusters Score: Raw -694334.865093 + Penalty 2852.254307 = -691482.610785 nChanged 197 SP:Iteration 16Q (477.733594 sec): 3 clusters Score: Raw -694441.472300 + Penalty 2852.254307 = -691589.217992 nChanged 155 SP:Iteration 17Q (477.791125 sec): 3 clusters Score: Raw -694531.014366 + Penalty 2852.254307 = -691678.760059 nChanged 155 SP:Iteration 18Q (477.850204 sec): 3 clusters Score: Raw -694618.341454 + Penalty 2852.254307 = -691766.087147 nChanged 123 SP:Iteration 19Q (477.906488 sec): 3 clusters Score: Raw -694685.191470 + Penalty 2852.254307 = -691832.937163 nChanged 130 SP:Iteration 20F (477.962067 sec): 3 clusters Score: Raw -694757.725536 + Penalty 2852.254307 = -691905.471228 nChanged 113 SP:Iteration 21Q (478.022182 sec): 3 clusters Score: Raw -694824.821312 + Penalty 2852.254307 = -691972.567005 nChanged 106 SP:Iteration 22Q (478.070776 sec): 3 clusters Score: Raw -694886.950041 + Penalty 2852.254307 = -692034.695734 nChanged 91 SP:Iteration 23Q (478.125692 sec): 3 clusters Score: Raw -694939.431522 + Penalty 2852.254307 = -692087.177214 nChanged 79 SP:Iteration 24Q (478.185286 sec): 3 clusters Score: Raw -694981.768802 + Penalty 2852.254307 = -692129.514494 nChanged 72 SP:Iteration 25Q (478.238357 sec): 3 clusters Score: Raw -695023.151595 + Penalty 2852.254307 = -692170.897288 nChanged 66 SP:Iteration 26Q (478.298820 sec): 3 clusters Score: Raw -695070.100880 + Penalty 2852.254307 = -692217.846573 nChanged 65 SP:Iteration 27Q (478.351612 sec): 3 clusters Score: Raw -695121.739751 + Penalty 2852.254307 = -692269.485444 nChanged 74 SP:Iteration 28Q (478.406163 sec): 3 clusters Score: Raw -695195.761741 + Penalty 2852.254307 = -692343.507434 nChanged 64 SP:Iteration 29Q (478.454016 sec): 3 clusters Score: Raw -695250.843606 + Penalty 2852.254307 = -692398.589298 nChanged 63 SP:Iteration 30Q (478.509156 sec): 3 clusters Score: Raw -695291.373004 + Penalty 2852.254307 = -692439.118697 nChanged 45 SP:Iteration 31Q (478.565711 sec): 3 clusters Score: Raw -695312.633241 + Penalty 2852.254307 = -692460.378933 nChanged 36 SP:Iteration 32Q (478.610120 sec): 3 clusters Score: Raw -695326.729440 + Penalty 2852.254307 = -692474.475133 nChanged 19 SP:Iteration 33Q (478.662171 sec): 3 clusters Score: Raw -695332.336925 + Penalty 2852.254307 = -692480.082618 nChanged 20 SP:Iteration 34Q (478.725937 sec): 3 clusters Score: Raw -695340.414642 + Penalty 2852.254307 = -692488.160334 nChanged 15 SP:Iteration 35Q (478.778573 sec): 3 clusters Score: Raw -695344.917103 + Penalty 2852.254307 = -692492.662796 nChanged 10 SP:Iteration 36Q (478.830399 sec): 3 clusters Score: Raw -695347.279133 + Penalty 2852.254307 = -692495.024826 nChanged 8 SP:Iteration 37Q (478.886205 sec): 3 clusters Score: Raw -695350.690277 + Penalty 2852.254307 = -692498.435970 nChanged 12 SP:Iteration 38Q (478.932438 sec): 3 clusters Score: Raw -695354.435661 + Penalty 2852.254307 = -692502.181354 nChanged 8 SP:Iteration 39Q (478.993938 sec): 3 clusters Score: Raw -695356.443936 + Penalty 2852.254307 = -692504.189629 nChanged 8 SP:Iteration 40F (479.058066 sec): 3 clusters Score: Raw -695359.501201 + Penalty 2852.254307 = -692507.246893 nChanged 8 SP:Iteration 41Q (479.108571 sec): 3 clusters Score: Raw -695361.720807 + Penalty 2852.254307 = -692509.466500 nChanged 4 SP:Iteration 42Q (479.161423 sec): 3 clusters Score: Raw -695362.869318 + Penalty 2852.254307 = -692510.615011 nChanged 5 SP:Iteration 43Q (479.219355 sec): 3 clusters Score: Raw -695364.073532 + Penalty 2852.254307 = -692511.819225 nChanged 4 SP:Iteration 44Q (479.265804 sec): 3 clusters Score: Raw -695364.912172 + Penalty 2852.254307 = -692512.657864 nChanged 2 SP:Iteration 45Q (479.313810 sec): 3 clusters Score: Raw -695366.551075 + Penalty 2852.254307 = -692514.296767 nChanged 4 SP:Iteration 46Q (479.374053 sec): 3 clusters Score: Raw -695368.346442 + Penalty 2852.254307 = -692516.092135 nChanged 3 SP:Iteration 47Q (479.435447 sec): 3 clusters Score: Raw -695369.198509 + Penalty 2852.254307 = -692516.944202 nChanged 2 SP:Iteration 48Q (479.489298 sec): 3 clusters Score: Raw -695369.695426 + Penalty 2852.254307 = -692517.441118 nChanged 1 SP:Iteration 49Q (479.548044 sec): 3 clusters Score: Raw -695370.133935 + Penalty 2852.254307 = -692517.879627 nChanged 1 SP:Iteration 50Q (479.591310 sec): 3 clusters Score: Raw -695370.213266 + Penalty 2852.254307 = -692517.958959 nChanged 0 SP:Iteration 51F (479.661584 sec): 3 clusters Score: Raw -695370.213266 + Penalty 2852.254307 = -692517.958959 nChanged 0 Trying to split cluster 3 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (479.675790 sec): 2 clusters Score: Raw -11165.102933 + Penalty 817.446162 = -10347.656771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (479.713714 sec): 3 clusters Score: Raw -11344.363115 + Penalty 1634.892324 = -9709.470790 nChanged 20 SP:Iteration 1F (479.769723 sec): 3 clusters Score: Raw -11402.380493 + Penalty 1634.892324 = -9767.488168 nChanged 2 SP:Iteration 2Q (479.810209 sec): 3 clusters Score: Raw -11406.715561 + Penalty 1634.892324 = -9771.823237 nChanged 2 SP:Iteration 3Q (479.854638 sec): 3 clusters Score: Raw -11415.599218 + Penalty 1634.892324 = -9780.706894 nChanged 1 SP:Iteration 4Q (479.891886 sec): 3 clusters Score: Raw -11418.410445 + Penalty 1634.892324 = -9783.518121 nChanged 0 SP:Iteration 5F (479.947404 sec): 3 clusters Score: Raw -11418.410445 + Penalty 1634.892324 = -9783.518121 nChanged 0 Trying to split cluster 4 (3512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (479.979916 sec): 2 clusters Score: Raw -376060.052275 + Penalty 1326.640405 = -374733.411870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.029979 sec): 3 clusters Score: Raw -374340.648902 + Penalty 2653.280810 = -371687.368092 nChanged 1355 SP:Iteration 1F (480.072899 sec): 3 clusters Score: Raw -375097.845565 + Penalty 2653.280810 = -372444.564755 nChanged 280 SP:Iteration 2F (480.128641 sec): 3 clusters Score: Raw -375261.931068 + Penalty 2653.280810 = -372608.650258 nChanged 184 SP:Iteration 3F (480.183418 sec): 3 clusters Score: Raw -375360.312395 + Penalty 2653.280810 = -372707.031585 nChanged 133 SP:Iteration 4Q (480.238482 sec): 3 clusters Score: Raw -375431.775328 + Penalty 2653.280810 = -372778.494518 nChanged 98 SP:Iteration 5Q (480.281329 sec): 3 clusters Score: Raw -375477.165486 + Penalty 2653.280810 = -372823.884676 nChanged 85 SP:Iteration 6Q (480.337741 sec): 3 clusters Score: Raw -375513.567670 + Penalty 2653.280810 = -372860.286860 nChanged 77 SP:Iteration 7Q (480.393713 sec): 3 clusters Score: Raw -375546.193218 + Penalty 2653.280810 = -372892.912408 nChanged 60 SP:Iteration 8Q (480.446686 sec): 3 clusters Score: Raw -375570.863130 + Penalty 2653.280810 = -372917.582320 nChanged 58 SP:Iteration 9Q (480.499849 sec): 3 clusters Score: Raw -375598.886962 + Penalty 2653.280810 = -372945.606152 nChanged 68 SP:Iteration 10Q (480.551842 sec): 3 clusters Score: Raw -375631.653002 + Penalty 2653.280810 = -372978.372192 nChanged 79 SP:Iteration 11Q (480.602523 sec): 3 clusters Score: Raw -375674.919962 + Penalty 2653.280810 = -373021.639152 nChanged 76 SP:Iteration 12Q (480.655856 sec): 3 clusters Score: Raw -375719.507780 + Penalty 2653.280810 = -373066.226969 nChanged 84 SP:Iteration 13Q (480.710076 sec): 3 clusters Score: Raw -375765.202996 + Penalty 2653.280810 = -373111.922186 nChanged 74 SP:Iteration 14Q (480.765126 sec): 3 clusters Score: Raw -375813.988029 + Penalty 2653.280810 = -373160.707218 nChanged 77 SP:Iteration 15Q (480.827280 sec): 3 clusters Score: Raw -375866.739721 + Penalty 2653.280810 = -373213.458910 nChanged 67 SP:Iteration 16Q (480.880034 sec): 3 clusters Score: Raw -375914.661534 + Penalty 2653.280810 = -373261.380723 nChanged 70 SP:Iteration 17Q (480.931487 sec): 3 clusters Score: Raw -375963.051154 + Penalty 2653.280810 = -373309.770344 nChanged 65 SP:Iteration 18Q (480.977609 sec): 3 clusters Score: Raw -376009.410354 + Penalty 2653.280810 = -373356.129543 nChanged 52 SP:Iteration 19Q (481.027445 sec): 3 clusters Score: Raw -376045.021073 + Penalty 2653.280810 = -373391.740263 nChanged 33 SP:Iteration 20F (481.077407 sec): 3 clusters Score: Raw -376067.301157 + Penalty 2653.280810 = -373414.020346 nChanged 32 SP:Iteration 21Q (481.129605 sec): 3 clusters Score: Raw -376086.049347 + Penalty 2653.280810 = -373432.768536 nChanged 22 SP:Iteration 22Q (481.178952 sec): 3 clusters Score: Raw -376101.808358 + Penalty 2653.280810 = -373448.527548 nChanged 24 SP:Iteration 23Q (481.228487 sec): 3 clusters Score: Raw -376119.493500 + Penalty 2653.280810 = -373466.212689 nChanged 18 SP:Iteration 24Q (481.267255 sec): 3 clusters Score: Raw -376132.825748 + Penalty 2653.280810 = -373479.544938 nChanged 9 SP:Iteration 25Q (481.314218 sec): 3 clusters Score: Raw -376140.238454 + Penalty 2653.280810 = -373486.957643 nChanged 7 SP:Iteration 26Q (481.362398 sec): 3 clusters Score: Raw -376145.692906 + Penalty 2653.280810 = -373492.412096 nChanged 8 SP:Iteration 27Q (481.419443 sec): 3 clusters Score: Raw -376149.487698 + Penalty 2653.280810 = -373496.206888 nChanged 5 SP:Iteration 28Q (481.467495 sec): 3 clusters Score: Raw -376151.906417 + Penalty 2653.280810 = -373498.625607 nChanged 2 SP:Iteration 29Q (481.516884 sec): 3 clusters Score: Raw -376152.763085 + Penalty 2653.280810 = -373499.482275 nChanged 1 SP:Iteration 30Q (481.566105 sec): 3 clusters Score: Raw -376153.748539 + Penalty 2653.280810 = -373500.467728 nChanged 1 SP:Iteration 31Q (481.604753 sec): 3 clusters Score: Raw -376154.237960 + Penalty 2653.280810 = -373500.957150 nChanged 1 SP:Iteration 32Q (481.653703 sec): 3 clusters Score: Raw -376155.279372 + Penalty 2653.280810 = -373501.998562 nChanged 2 SP:Iteration 33Q (481.707750 sec): 3 clusters Score: Raw -376156.397492 + Penalty 2653.280810 = -373503.116682 nChanged 2 SP:Iteration 34Q (481.759007 sec): 3 clusters Score: Raw -376157.586957 + Penalty 2653.280810 = -373504.306147 nChanged 0 SP:Iteration 35F (481.811875 sec): 3 clusters Score: Raw -376157.586957 + Penalty 2653.280810 = -373504.306147 nChanged 0 Trying to split cluster 5 (2779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (481.851933 sec): 2 clusters Score: Raw -296180.551544 + Penalty 1288.600045 = -294891.951499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (481.895992 sec): 3 clusters Score: Raw -294874.388032 + Penalty 2577.200090 = -292297.187942 nChanged 1032 SP:Iteration 1F (481.944522 sec): 3 clusters Score: Raw -295513.903338 + Penalty 2577.200090 = -292936.703248 nChanged 205 SP:Iteration 2F (481.996930 sec): 3 clusters Score: Raw -295647.945160 + Penalty 2577.200090 = -293070.745070 nChanged 140 SP:Iteration 3F (482.037227 sec): 3 clusters Score: Raw -295725.633512 + Penalty 2577.200090 = -293148.433422 nChanged 96 SP:Iteration 4Q (482.085685 sec): 3 clusters Score: Raw -295779.437026 + Penalty 2577.200090 = -293202.236936 nChanged 75 SP:Iteration 5Q (482.136054 sec): 3 clusters Score: Raw -295819.122321 + Penalty 2577.200090 = -293241.922231 nChanged 58 SP:Iteration 6Q (482.189918 sec): 3 clusters Score: Raw -295846.612685 + Penalty 2577.200090 = -293269.412596 nChanged 55 SP:Iteration 7Q (482.244991 sec): 3 clusters Score: Raw -295879.781298 + Penalty 2577.200090 = -293302.581208 nChanged 42 SP:Iteration 8Q (482.295499 sec): 3 clusters Score: Raw -295903.329262 + Penalty 2577.200090 = -293326.129172 nChanged 41 SP:Iteration 9Q (482.351955 sec): 3 clusters Score: Raw -295923.159501 + Penalty 2577.200090 = -293345.959411 nChanged 43 SP:Iteration 10Q (482.401366 sec): 3 clusters Score: Raw -295947.486308 + Penalty 2577.200090 = -293370.286218 nChanged 41 SP:Iteration 11Q (482.454870 sec): 3 clusters Score: Raw -295965.098243 + Penalty 2577.200090 = -293387.898154 nChanged 31 SP:Iteration 12Q (482.505598 sec): 3 clusters Score: Raw -295978.469205 + Penalty 2577.200090 = -293401.269115 nChanged 24 SP:Iteration 13Q (482.553470 sec): 3 clusters Score: Raw -295986.573175 + Penalty 2577.200090 = -293409.373086 nChanged 20 SP:Iteration 14Q (482.606699 sec): 3 clusters Score: Raw -295995.646317 + Penalty 2577.200090 = -293418.446227 nChanged 23 SP:Iteration 15Q (482.654477 sec): 3 clusters Score: Raw -296007.016373 + Penalty 2577.200090 = -293429.816284 nChanged 26 SP:Iteration 16Q (482.706059 sec): 3 clusters Score: Raw -296023.283321 + Penalty 2577.200090 = -293446.083231 nChanged 29 SP:Iteration 17Q (482.771141 sec): 3 clusters Score: Raw -296039.607196 + Penalty 2577.200090 = -293462.407106 nChanged 27 SP:Iteration 18Q (482.813425 sec): 3 clusters Score: Raw -296054.535858 + Penalty 2577.200090 = -293477.335768 nChanged 30 SP:Iteration 19Q (482.877525 sec): 3 clusters Score: Raw -296072.405647 + Penalty 2577.200090 = -293495.205558 nChanged 21 SP:Iteration 20F (482.922558 sec): 3 clusters Score: Raw -296082.639255 + Penalty 2577.200090 = -293505.439165 nChanged 23 SP:Iteration 21Q (482.975781 sec): 3 clusters Score: Raw -296094.576271 + Penalty 2577.200090 = -293517.376182 nChanged 16 SP:Iteration 22Q (483.028426 sec): 3 clusters Score: Raw -296100.295900 + Penalty 2577.200090 = -293523.095810 nChanged 21 SP:Iteration 23Q (483.081786 sec): 3 clusters Score: Raw -296111.578293 + Penalty 2577.200090 = -293534.378203 nChanged 15 SP:Iteration 24Q (483.123760 sec): 3 clusters Score: Raw -296118.512902 + Penalty 2577.200090 = -293541.312813 nChanged 12 SP:Iteration 25Q (483.176801 sec): 3 clusters Score: Raw -296124.451171 + Penalty 2577.200090 = -293547.251081 nChanged 17 SP:Iteration 26Q (483.216913 sec): 3 clusters Score: Raw -296131.544070 + Penalty 2577.200090 = -293554.343981 nChanged 13 SP:Iteration 27Q (483.249565 sec): 3 clusters Score: Raw -296137.264844 + Penalty 2577.200090 = -293560.064755 nChanged 12 SP:Iteration 28Q (483.302057 sec): 3 clusters Score: Raw -296144.058517 + Penalty 2577.200090 = -293566.858427 nChanged 15 SP:Iteration 29Q (483.345911 sec): 3 clusters Score: Raw -296151.245928 + Penalty 2577.200090 = -293574.045838 nChanged 17 SP:Iteration 30Q (483.408296 sec): 3 clusters Score: Raw -296160.438179 + Penalty 2577.200090 = -293583.238089 nChanged 17 SP:Iteration 31Q (483.455266 sec): 3 clusters Score: Raw -296170.184297 + Penalty 2577.200090 = -293592.984207 nChanged 17 SP:Iteration 32Q (483.494558 sec): 3 clusters Score: Raw -296180.310567 + Penalty 2577.200090 = -293603.110477 nChanged 18 SP:Iteration 33Q (483.536952 sec): 3 clusters Score: Raw -296192.270492 + Penalty 2577.200090 = -293615.070403 nChanged 15 SP:Iteration 34Q (483.591455 sec): 3 clusters Score: Raw -296200.926618 + Penalty 2577.200090 = -293623.726528 nChanged 17 SP:Iteration 35Q (483.634456 sec): 3 clusters Score: Raw -296211.501402 + Penalty 2577.200090 = -293634.301313 nChanged 20 SP:Iteration 36Q (483.691085 sec): 3 clusters Score: Raw -296226.496525 + Penalty 2577.200090 = -293649.296435 nChanged 16 SP:Iteration 37Q (483.735305 sec): 3 clusters Score: Raw -296238.876194 + Penalty 2577.200090 = -293661.676105 nChanged 9 SP:Iteration 38Q (483.796357 sec): 3 clusters Score: Raw -296243.876659 + Penalty 2577.200090 = -293666.676569 nChanged 10 SP:Iteration 39Q (483.852376 sec): 3 clusters Score: Raw -296248.809326 + Penalty 2577.200090 = -293671.609236 nChanged 6 SP:Iteration 40F (483.893324 sec): 3 clusters Score: Raw -296253.145639 + Penalty 2577.200090 = -293675.945549 nChanged 10 SP:Iteration 41Q (483.941631 sec): 3 clusters Score: Raw -296259.610623 + Penalty 2577.200090 = -293682.410533 nChanged 7 SP:Iteration 42Q (483.997186 sec): 3 clusters Score: Raw -296262.940566 + Penalty 2577.200090 = -293685.740476 nChanged 8 SP:Iteration 43Q (484.045688 sec): 3 clusters Score: Raw -296267.421290 + Penalty 2577.200090 = -293690.221201 nChanged 6 SP:Iteration 44Q (484.094070 sec): 3 clusters Score: Raw -296270.832072 + Penalty 2577.200090 = -293693.631982 nChanged 7 SP:Iteration 45Q (484.149666 sec): 3 clusters Score: Raw -296275.001014 + Penalty 2577.200090 = -293697.800924 nChanged 6 SP:Iteration 46Q (484.191826 sec): 3 clusters Score: Raw -296277.332789 + Penalty 2577.200090 = -293700.132699 nChanged 4 SP:Iteration 47Q (484.246707 sec): 3 clusters Score: Raw -296280.204634 + Penalty 2577.200090 = -293703.004544 nChanged 6 SP:Iteration 48Q (484.294653 sec): 3 clusters Score: Raw -296283.862198 + Penalty 2577.200090 = -293706.662108 nChanged 3 SP:Iteration 49Q (484.335770 sec): 3 clusters Score: Raw -296285.535597 + Penalty 2577.200090 = -293708.335508 nChanged 3 SP:Iteration 50Q (484.387783 sec): 3 clusters Score: Raw -296287.043870 + Penalty 2577.200090 = -293709.843780 nChanged 2 SP:Iteration 51Q (484.442190 sec): 3 clusters Score: Raw -296287.593232 + Penalty 2577.200090 = -293710.393142 nChanged 3 SP:Iteration 52Q (484.490211 sec): 3 clusters Score: Raw -296289.193706 + Penalty 2577.200090 = -293711.993617 nChanged 4 SP:Iteration 53Q (484.538273 sec): 3 clusters Score: Raw -296291.321633 + Penalty 2577.200090 = -293714.121544 nChanged 3 SP:Iteration 54Q (484.575606 sec): 3 clusters Score: Raw -296292.634577 + Penalty 2577.200090 = -293715.434487 nChanged 2 SP:Iteration 55Q (484.630551 sec): 3 clusters Score: Raw -296293.845050 + Penalty 2577.200090 = -293716.644960 nChanged 1 SP:Iteration 56Q (484.678502 sec): 3 clusters Score: Raw -296294.719491 + Penalty 2577.200090 = -293717.519401 nChanged 1 SP:Iteration 57Q (484.726444 sec): 3 clusters Score: Raw -296295.210023 + Penalty 2577.200090 = -293718.009933 nChanged 2 SP:Iteration 58Q (484.774460 sec): 3 clusters Score: Raw -296296.211834 + Penalty 2577.200090 = -293719.011744 nChanged 4 SP:Iteration 59Q (484.822258 sec): 3 clusters Score: Raw -296300.520921 + Penalty 2577.200090 = -293723.320832 nChanged 5 SP:Iteration 60F (484.870713 sec): 3 clusters Score: Raw -296302.875847 + Penalty 2577.200090 = -293725.675757 nChanged 3 SP:Iteration 61Q (484.906474 sec): 3 clusters Score: Raw -296304.285001 + Penalty 2577.200090 = -293727.084911 nChanged 2 SP:Iteration 62Q (484.953098 sec): 3 clusters Score: Raw -296305.103190 + Penalty 2577.200090 = -293727.903100 nChanged 2 SP:Iteration 63Q (485.007904 sec): 3 clusters Score: Raw -296306.751319 + Penalty 2577.200090 = -293729.551230 nChanged 1 SP:Iteration 64Q (485.048757 sec): 3 clusters Score: Raw -296307.388347 + Penalty 2577.200090 = -293730.188258 nChanged 0 SP:Iteration 65F (485.103814 sec): 3 clusters Score: Raw -296307.388347 + Penalty 2577.200090 = -293730.188258 nChanged 0 Trying to split cluster 6 (21323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.153623 sec): 2 clusters Score: Raw -2276218.885106 + Penalty 1619.725507 = -2274599.159599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.238306 sec): 3 clusters Score: Raw -2263310.206850 + Penalty 3239.451014 = -2260070.755836 nChanged 9660 SP:Iteration 1F (485.321640 sec): 3 clusters Score: Raw -2268509.886375 + Penalty 3239.451014 = -2265270.435361 nChanged 989 SP:Iteration 2Q (485.402090 sec): 3 clusters Score: Raw -2268830.494246 + Penalty 3239.451014 = -2265591.043232 nChanged 916 SP:Iteration 3Q (485.486240 sec): 3 clusters Score: Raw -2269172.036929 + Penalty 3239.451014 = -2265932.585915 nChanged 983 SP:Iteration 4Q (485.567952 sec): 3 clusters Score: Raw -2269650.976249 + Penalty 3239.451014 = -2266411.525235 nChanged 1138 SP:Iteration 5F (485.647452 sec): 3 clusters Score: Raw -2270386.814487 + Penalty 3239.451014 = -2267147.363473 nChanged 1377 SP:Iteration 6F (485.720952 sec): 3 clusters Score: Raw -2271388.209568 + Penalty 3239.451014 = -2268148.758554 nChanged 1567 SP:Iteration 7F (485.801721 sec): 3 clusters Score: Raw -2272574.006222 + Penalty 3239.451014 = -2269334.555208 nChanged 1596 SP:Iteration 8F (485.885436 sec): 3 clusters Score: Raw -2273930.956033 + Penalty 3239.451014 = -2270691.505019 nChanged 1376 SP:Iteration 9F (485.974830 sec): 3 clusters Score: Raw -2275311.550595 + Penalty 3239.451014 = -2272072.099581 nChanged 1017 SP:Iteration 10Q (486.058288 sec): 3 clusters Score: Raw -2276574.142832 + Penalty 3239.451014 = -2273334.691818 nChanged 585 SP:Iteration 11Q (486.141660 sec): 3 clusters Score: Raw -2277169.497333 + Penalty 3239.451014 = -2273930.046319 nChanged 361 SP:Iteration 12Q (486.220734 sec): 3 clusters Score: Raw -2277360.482149 + Penalty 3239.451014 = -2274121.031135 nChanged 191 SP:Iteration 13Q (486.297271 sec): 3 clusters Score: Raw -2277422.287942 + Penalty 3239.451014 = -2274182.836928 nChanged 100 SP:Iteration 14Q (486.373189 sec): 3 clusters Score: Raw -2277450.100907 + Penalty 3239.451014 = -2274210.649893 nChanged 74 SP:Iteration 15Q (486.450005 sec): 3 clusters Score: Raw -2277465.222336 + Penalty 3239.451014 = -2274225.771323 nChanged 51 SP:Iteration 16Q (486.518043 sec): 3 clusters Score: Raw -2277472.279776 + Penalty 3239.451014 = -2274232.828762 nChanged 25 SP:Iteration 17Q (486.595092 sec): 3 clusters Score: Raw -2277475.911688 + Penalty 3239.451014 = -2274236.460674 nChanged 30 SP:Iteration 18Q (486.671813 sec): 3 clusters Score: Raw -2277480.417049 + Penalty 3239.451014 = -2274240.966035 nChanged 22 SP:Iteration 19Q (486.750549 sec): 3 clusters Score: Raw -2277483.273383 + Penalty 3239.451014 = -2274243.822369 nChanged 20 SP:Iteration 20F (486.834522 sec): 3 clusters Score: Raw -2277486.113162 + Penalty 3239.451014 = -2274246.662148 nChanged 22 SP:Iteration 21Q (486.907976 sec): 3 clusters Score: Raw -2277489.208753 + Penalty 3239.451014 = -2274249.757739 nChanged 20 SP:Iteration 22Q (486.990304 sec): 3 clusters Score: Raw -2277491.462404 + Penalty 3239.451014 = -2274252.011390 nChanged 10 SP:Iteration 23Q (487.069852 sec): 3 clusters Score: Raw -2277492.747735 + Penalty 3239.451014 = -2274253.296721 nChanged 8 SP:Iteration 24Q (487.137176 sec): 3 clusters Score: Raw -2277493.355952 + Penalty 3239.451014 = -2274253.904938 nChanged 6 SP:Iteration 25Q (487.216480 sec): 3 clusters Score: Raw -2277493.669860 + Penalty 3239.451014 = -2274254.218846 nChanged 4 SP:Iteration 26Q (487.292646 sec): 3 clusters Score: Raw -2277493.957534 + Penalty 3239.451014 = -2274254.506520 nChanged 2 SP:Iteration 27Q (487.363374 sec): 3 clusters Score: Raw -2277494.126345 + Penalty 3239.451014 = -2274254.675331 nChanged 3 SP:Iteration 28Q (487.448584 sec): 3 clusters Score: Raw -2277494.444989 + Penalty 3239.451014 = -2274254.993975 nChanged 6 SP:Iteration 29Q (487.517447 sec): 3 clusters Score: Raw -2277494.969207 + Penalty 3239.451014 = -2274255.518194 nChanged 5 SP:Iteration 30Q (487.598407 sec): 3 clusters Score: Raw -2277495.479200 + Penalty 3239.451014 = -2274256.028186 nChanged 4 SP:Iteration 31Q (487.685038 sec): 3 clusters Score: Raw -2277495.911846 + Penalty 3239.451014 = -2274256.460832 nChanged 4 SP:Iteration 32Q (487.769363 sec): 3 clusters Score: Raw -2277496.231645 + Penalty 3239.451014 = -2274256.780631 nChanged 4 SP:Iteration 33Q (487.855661 sec): 3 clusters Score: Raw -2277496.514154 + Penalty 3239.451014 = -2274257.063140 nChanged 3 SP:Iteration 34Q (487.935870 sec): 3 clusters Score: Raw -2277496.833403 + Penalty 3239.451014 = -2274257.382389 nChanged 2 SP:Iteration 35Q (488.016706 sec): 3 clusters Score: Raw -2277497.131418 + Penalty 3239.451014 = -2274257.680404 nChanged 2 SP:Iteration 36Q (488.091084 sec): 3 clusters Score: Raw -2277497.305177 + Penalty 3239.451014 = -2274257.854163 nChanged 5 SP:Iteration 37Q (488.165685 sec): 3 clusters Score: Raw -2277497.776665 + Penalty 3239.451014 = -2274258.325651 nChanged 3 SP:Iteration 38Q (488.235248 sec): 3 clusters Score: Raw -2277497.901873 + Penalty 3239.451014 = -2274258.450859 nChanged 1 SP:Iteration 39Q (488.313208 sec): 3 clusters Score: Raw -2277497.998550 + Penalty 3239.451014 = -2274258.547536 nChanged 2 SP:Iteration 40F (488.410542 sec): 3 clusters Score: Raw -2277498.098549 + Penalty 3239.451014 = -2274258.647535 nChanged 2 SP:Iteration 41Q (488.490653 sec): 3 clusters Score: Raw -2277498.170446 + Penalty 3239.451014 = -2274258.719432 nChanged 1 SP:Iteration 42Q (488.564475 sec): 3 clusters Score: Raw -2277498.263397 + Penalty 3239.451014 = -2274258.812383 nChanged 2 SP:Iteration 43Q (488.637411 sec): 3 clusters Score: Raw -2277498.454621 + Penalty 3239.451014 = -2274259.003607 nChanged 2 SP:Iteration 44Q (488.720685 sec): 3 clusters Score: Raw -2277498.673039 + Penalty 3239.451014 = -2274259.222025 nChanged 1 SP:Iteration 45Q (488.797914 sec): 3 clusters Score: Raw -2277498.792813 + Penalty 3239.451014 = -2274259.341799 nChanged 0 SP:Iteration 46F (488.880360 sec): 3 clusters Score: Raw -2277498.792813 + Penalty 3239.451014 = -2274259.341799 nChanged 0 Trying to split cluster 7 (617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (488.896792 sec): 2 clusters Score: Raw -59517.626684 + Penalty 1044.041216 = -58473.585468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (488.952729 sec): 3 clusters Score: Raw -59402.343690 + Penalty 2088.082433 = -57314.261258 nChanged 156 SP:Iteration 1F (488.990968 sec): 3 clusters Score: Raw -59563.892435 + Penalty 2088.082433 = -57475.810002 nChanged 30 SP:Iteration 2Q (489.041244 sec): 3 clusters Score: Raw -59611.158893 + Penalty 2088.082433 = -57523.076460 nChanged 20 SP:Iteration 3Q (489.099269 sec): 3 clusters Score: Raw -59643.907055 + Penalty 2088.082433 = -57555.824622 nChanged 14 SP:Iteration 4Q (489.142472 sec): 3 clusters Score: Raw -59666.102004 + Penalty 2088.082433 = -57578.019571 nChanged 5 SP:Iteration 5Q (489.189479 sec): 3 clusters Score: Raw -59673.975956 + Penalty 2088.082433 = -57585.893523 nChanged 7 SP:Iteration 6Q (489.235497 sec): 3 clusters Score: Raw -59683.641858 + Penalty 2088.082433 = -57595.559426 nChanged 7 SP:Iteration 7Q (489.279855 sec): 3 clusters Score: Raw -59694.284276 + Penalty 2088.082433 = -57606.201843 nChanged 3 SP:Iteration 8Q (489.328238 sec): 3 clusters Score: Raw -59698.217131 + Penalty 2088.082433 = -57610.134698 nChanged 3 SP:Iteration 9Q (489.361103 sec): 3 clusters Score: Raw -59699.659000 + Penalty 2088.082433 = -57611.576567 nChanged 0 SP:Iteration 10F (489.404626 sec): 3 clusters Score: Raw -59699.659000 + Penalty 2088.082433 = -57611.576567 nChanged 0 Trying to split cluster 8 (8320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (489.441614 sec): 2 clusters Score: Raw -890222.418813 + Penalty 1466.792849 = -888755.625964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (489.494802 sec): 3 clusters Score: Raw -885556.828431 + Penalty 2933.585698 = -882623.242732 nChanged 3587 SP:Iteration 1F (489.554774 sec): 3 clusters Score: Raw -887561.582680 + Penalty 2933.585698 = -884627.996982 nChanged 523 SP:Iteration 2F (489.613948 sec): 3 clusters Score: Raw -887803.434546 + Penalty 2933.585698 = -884869.848847 nChanged 418 SP:Iteration 3F (489.673858 sec): 3 clusters Score: Raw -887990.756797 + Penalty 2933.585698 = -885057.171099 nChanged 330 SP:Iteration 4Q (489.741873 sec): 3 clusters Score: Raw -888127.563788 + Penalty 2933.585698 = -885193.978089 nChanged 296 SP:Iteration 5Q (489.805062 sec): 3 clusters Score: Raw -888258.675165 + Penalty 2933.585698 = -885325.089467 nChanged 315 SP:Iteration 6Q (489.857545 sec): 3 clusters Score: Raw -888418.769934 + Penalty 2933.585698 = -885485.184235 nChanged 307 SP:Iteration 7Q (489.921095 sec): 3 clusters Score: Raw -888560.575698 + Penalty 2933.585698 = -885626.990000 nChanged 288 SP:Iteration 8Q (489.976121 sec): 3 clusters Score: Raw -888684.889375 + Penalty 2933.585698 = -885751.303677 nChanged 287 SP:Iteration 9Q (490.041287 sec): 3 clusters Score: Raw -888831.626741 + Penalty 2933.585698 = -885898.041042 nChanged 288 SP:Iteration 10Q (490.103792 sec): 3 clusters Score: Raw -888995.846599 + Penalty 2933.585698 = -886062.260900 nChanged 319 SP:Iteration 11Q (490.166782 sec): 3 clusters Score: Raw -889186.266161 + Penalty 2933.585698 = -886252.680462 nChanged 308 SP:Iteration 12Q (490.221042 sec): 3 clusters Score: Raw -889401.572601 + Penalty 2933.585698 = -886467.986903 nChanged 304 SP:Iteration 13Q (490.283638 sec): 3 clusters Score: Raw -889625.035150 + Penalty 2933.585698 = -886691.449451 nChanged 268 SP:Iteration 14Q (490.352027 sec): 3 clusters Score: Raw -889812.617834 + Penalty 2933.585698 = -886879.032136 nChanged 215 SP:Iteration 15Q (490.412953 sec): 3 clusters Score: Raw -889958.418592 + Penalty 2933.585698 = -887024.832893 nChanged 175 SP:Iteration 16Q (490.481138 sec): 3 clusters Score: Raw -890061.351824 + Penalty 2933.585698 = -887127.766125 nChanged 137 SP:Iteration 17Q (490.541148 sec): 3 clusters Score: Raw -890140.833548 + Penalty 2933.585698 = -887207.247850 nChanged 124 SP:Iteration 18Q (490.588754 sec): 3 clusters Score: Raw -890211.967596 + Penalty 2933.585698 = -887278.381897 nChanged 108 SP:Iteration 19Q (490.644618 sec): 3 clusters Score: Raw -890268.516520 + Penalty 2933.585698 = -887334.930822 nChanged 80 SP:Iteration 20F (490.702352 sec): 3 clusters Score: Raw -890302.073966 + Penalty 2933.585698 = -887368.488268 nChanged 75 SP:Iteration 21Q (490.769305 sec): 3 clusters Score: Raw -890336.520317 + Penalty 2933.585698 = -887402.934618 nChanged 68 SP:Iteration 22Q (490.826301 sec): 3 clusters Score: Raw -890367.339569 + Penalty 2933.585698 = -887433.753870 nChanged 61 SP:Iteration 23Q (490.887054 sec): 3 clusters Score: Raw -890390.641312 + Penalty 2933.585698 = -887457.055613 nChanged 60 SP:Iteration 24Q (490.934760 sec): 3 clusters Score: Raw -890417.725603 + Penalty 2933.585698 = -887484.139904 nChanged 50 SP:Iteration 25Q (491.003062 sec): 3 clusters Score: Raw -890437.708342 + Penalty 2933.585698 = -887504.122643 nChanged 44 SP:Iteration 26Q (491.050391 sec): 3 clusters Score: Raw -890456.091099 + Penalty 2933.585698 = -887522.505401 nChanged 46 SP:Iteration 27Q (491.116391 sec): 3 clusters Score: Raw -890478.242852 + Penalty 2933.585698 = -887544.657154 nChanged 45 SP:Iteration 28Q (491.161295 sec): 3 clusters Score: Raw -890495.195349 + Penalty 2933.585698 = -887561.609650 nChanged 38 SP:Iteration 29Q (491.217547 sec): 3 clusters Score: Raw -890510.777206 + Penalty 2933.585698 = -887577.191508 nChanged 34 SP:Iteration 30Q (491.275847 sec): 3 clusters Score: Raw -890523.446826 + Penalty 2933.585698 = -887589.861128 nChanged 32 SP:Iteration 31Q (491.329986 sec): 3 clusters Score: Raw -890534.899116 + Penalty 2933.585698 = -887601.313418 nChanged 23 SP:Iteration 32Q (491.388550 sec): 3 clusters Score: Raw -890542.989984 + Penalty 2933.585698 = -887609.404285 nChanged 20 SP:Iteration 33Q (491.448401 sec): 3 clusters Score: Raw -890548.439767 + Penalty 2933.585698 = -887614.854069 nChanged 7 SP:Iteration 34Q (491.511873 sec): 3 clusters Score: Raw -890550.324061 + Penalty 2933.585698 = -887616.738363 nChanged 6 SP:Iteration 35Q (491.558468 sec): 3 clusters Score: Raw -890551.508030 + Penalty 2933.585698 = -887617.922332 nChanged 6 SP:Iteration 36Q (491.624297 sec): 3 clusters Score: Raw -890552.960252 + Penalty 2933.585698 = -887619.374554 nChanged 6 SP:Iteration 37Q (491.674343 sec): 3 clusters Score: Raw -890554.637067 + Penalty 2933.585698 = -887621.051369 nChanged 7 SP:Iteration 38Q (491.739405 sec): 3 clusters Score: Raw -890556.986873 + Penalty 2933.585698 = -887623.401175 nChanged 4 SP:Iteration 39Q (491.783109 sec): 3 clusters Score: Raw -890557.376804 + Penalty 2933.585698 = -887623.791105 nChanged 4 SP:Iteration 40F (491.840476 sec): 3 clusters Score: Raw -890558.345009 + Penalty 2933.585698 = -887624.759310 nChanged 6 SP:Iteration 41Q (491.896582 sec): 3 clusters Score: Raw -890559.830058 + Penalty 2933.585698 = -887626.244359 nChanged 6 SP:Iteration 42Q (491.953759 sec): 3 clusters Score: Raw -890561.182224 + Penalty 2933.585698 = -887627.596526 nChanged 4 SP:Iteration 43Q (492.014341 sec): 3 clusters Score: Raw -890561.981358 + Penalty 2933.585698 = -887628.395659 nChanged 2 SP:Iteration 44Q (492.059650 sec): 3 clusters Score: Raw -890562.203192 + Penalty 2933.585698 = -887628.617494 nChanged 1 SP:Iteration 45Q (492.120815 sec): 3 clusters Score: Raw -890562.438784 + Penalty 2933.585698 = -887628.853086 nChanged 3 SP:Iteration 46Q (492.180954 sec): 3 clusters Score: Raw -890563.410649 + Penalty 2933.585698 = -887629.824951 nChanged 6 SP:Iteration 47Q (492.236556 sec): 3 clusters Score: Raw -890564.148739 + Penalty 2933.585698 = -887630.563040 nChanged 4 SP:Iteration 48Q (492.289315 sec): 3 clusters Score: Raw -890564.938154 + Penalty 2933.585698 = -887631.352455 nChanged 2 SP:Iteration 49Q (492.360262 sec): 3 clusters Score: Raw -890565.424059 + Penalty 2933.585698 = -887631.838361 nChanged 2 SP:Iteration 50Q (492.406062 sec): 3 clusters Score: Raw -890565.669638 + Penalty 2933.585698 = -887632.083939 nChanged 1 SP:Iteration 51Q (492.459911 sec): 3 clusters Score: Raw -890565.807326 + Penalty 2933.585698 = -887632.221628 nChanged 0 SP:Iteration 52F (492.535747 sec): 3 clusters Score: Raw -890565.807326 + Penalty 2933.585698 = -887632.221628 nChanged 0 Trying to split cluster 9 (4962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (492.568192 sec): 2 clusters Score: Raw -523081.663228 + Penalty 1382.804177 = -521698.859051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (492.612646 sec): 3 clusters Score: Raw -520555.639989 + Penalty 2765.608353 = -517790.031636 nChanged 1973 SP:Iteration 1F (492.671692 sec): 3 clusters Score: Raw -521630.116947 + Penalty 2765.608353 = -518864.508593 nChanged 343 SP:Iteration 2F (492.724781 sec): 3 clusters Score: Raw -521827.381777 + Penalty 2765.608353 = -519061.773424 nChanged 260 SP:Iteration 3F (492.784403 sec): 3 clusters Score: Raw -521948.353026 + Penalty 2765.608353 = -519182.744673 nChanged 196 SP:Iteration 4Q (492.846503 sec): 3 clusters Score: Raw -522039.411951 + Penalty 2765.608353 = -519273.803598 nChanged 155 SP:Iteration 5Q (492.890747 sec): 3 clusters Score: Raw -522124.975640 + Penalty 2765.608353 = -519359.367287 nChanged 150 SP:Iteration 6Q (492.946506 sec): 3 clusters Score: Raw -522207.077838 + Penalty 2765.608353 = -519441.469485 nChanged 153 SP:Iteration 7Q (492.997685 sec): 3 clusters Score: Raw -522309.933819 + Penalty 2765.608353 = -519544.325466 nChanged 205 SP:Iteration 8Q (493.064618 sec): 3 clusters Score: Raw -522445.013276 + Penalty 2765.608353 = -519679.404923 nChanged 232 SP:Iteration 9Q (493.106187 sec): 3 clusters Score: Raw -522602.280192 + Penalty 2765.608353 = -519836.671838 nChanged 239 SP:Iteration 10Q (493.173105 sec): 3 clusters Score: Raw -522773.118887 + Penalty 2765.608353 = -520007.510533 nChanged 191 SP:Iteration 11Q (493.226586 sec): 3 clusters Score: Raw -522892.692858 + Penalty 2765.608353 = -520127.084505 nChanged 170 SP:Iteration 12Q (493.268471 sec): 3 clusters Score: Raw -522995.696600 + Penalty 2765.608353 = -520230.088247 nChanged 158 SP:Iteration 13Q (493.323212 sec): 3 clusters Score: Raw -523092.471726 + Penalty 2765.608353 = -520326.863372 nChanged 135 SP:Iteration 14Q (493.368737 sec): 3 clusters Score: Raw -523176.194912 + Penalty 2765.608353 = -520410.586559 nChanged 127 SP:Iteration 15Q (493.429657 sec): 3 clusters Score: Raw -523247.000343 + Penalty 2765.608353 = -520481.391989 nChanged 103 SP:Iteration 16Q (493.472014 sec): 3 clusters Score: Raw -523297.688254 + Penalty 2765.608353 = -520532.079900 nChanged 79 SP:Iteration 17Q (493.526050 sec): 3 clusters Score: Raw -523330.467143 + Penalty 2765.608353 = -520564.858789 nChanged 56 SP:Iteration 18Q (493.573715 sec): 3 clusters Score: Raw -523351.694334 + Penalty 2765.608353 = -520586.085981 nChanged 45 SP:Iteration 19Q (493.631808 sec): 3 clusters Score: Raw -523366.056640 + Penalty 2765.608353 = -520600.448286 nChanged 24 SP:Iteration 20F (493.675964 sec): 3 clusters Score: Raw -523372.684904 + Penalty 2765.608353 = -520607.076550 nChanged 14 SP:Iteration 21Q (493.725971 sec): 3 clusters Score: Raw -523376.968616 + Penalty 2765.608353 = -520611.360263 nChanged 16 SP:Iteration 22Q (493.793909 sec): 3 clusters Score: Raw -523381.403645 + Penalty 2765.608353 = -520615.795291 nChanged 14 SP:Iteration 23Q (493.852388 sec): 3 clusters Score: Raw -523384.679226 + Penalty 2765.608353 = -520619.070873 nChanged 7 SP:Iteration 24Q (493.895353 sec): 3 clusters Score: Raw -523387.318331 + Penalty 2765.608353 = -520621.709978 nChanged 11 SP:Iteration 25Q (493.953573 sec): 3 clusters Score: Raw -523391.295255 + Penalty 2765.608353 = -520625.686902 nChanged 16 SP:Iteration 26Q (494.019069 sec): 3 clusters Score: Raw -523398.669048 + Penalty 2765.608353 = -520633.060694 nChanged 21 SP:Iteration 27Q (494.059226 sec): 3 clusters Score: Raw -523405.437999 + Penalty 2765.608353 = -520639.829645 nChanged 19 SP:Iteration 28Q (494.122771 sec): 3 clusters Score: Raw -523410.966032 + Penalty 2765.608353 = -520645.357679 nChanged 22 SP:Iteration 29Q (494.165859 sec): 3 clusters Score: Raw -523416.503715 + Penalty 2765.608353 = -520650.895362 nChanged 12 SP:Iteration 30Q (494.223597 sec): 3 clusters Score: Raw -523420.007640 + Penalty 2765.608353 = -520654.399287 nChanged 12 SP:Iteration 31Q (494.280041 sec): 3 clusters Score: Raw -523422.295435 + Penalty 2765.608353 = -520656.687082 nChanged 9 SP:Iteration 32Q (494.338014 sec): 3 clusters Score: Raw -523423.610572 + Penalty 2765.608353 = -520658.002219 nChanged 2 SP:Iteration 33Q (494.393861 sec): 3 clusters Score: Raw -523423.825444 + Penalty 2765.608353 = -520658.217090 nChanged 3 SP:Iteration 34Q (494.453666 sec): 3 clusters Score: Raw -523424.254162 + Penalty 2765.608353 = -520658.645809 nChanged 0 SP:Iteration 35F (494.497827 sec): 3 clusters Score: Raw -523424.254162 + Penalty 2765.608353 = -520658.645809 nChanged 0 Trying to split cluster 11 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (494.533499 sec): 2 clusters Score: Raw -19490.724509 + Penalty 895.932171 = -18594.792337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (494.572434 sec): 3 clusters Score: Raw -19654.665371 + Penalty 1791.864343 = -17862.801029 nChanged 42 SP:Iteration 1F (494.626148 sec): 3 clusters Score: Raw -19779.162185 + Penalty 1791.864343 = -17987.297842 nChanged 13 SP:Iteration 2F (494.673713 sec): 3 clusters Score: Raw -19842.756133 + Penalty 1791.864343 = -18050.891791 nChanged 8 SP:Iteration 3Q (494.729799 sec): 3 clusters Score: Raw -19876.605311 + Penalty 1791.864343 = -18084.740969 nChanged 0 SP:Iteration 4F (494.771885 sec): 3 clusters Score: Raw -19876.605311 + Penalty 1791.864343 = -18084.740969 nChanged 0 Trying to split cluster 12 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (494.784420 sec): 2 clusters Score: Raw -40593.850620 + Penalty 985.365096 = -39608.485524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (494.828980 sec): 3 clusters Score: Raw -40577.064720 + Penalty 1970.730193 = -38606.334528 nChanged 85 SP:Iteration 1F (494.878251 sec): 3 clusters Score: Raw -40728.658812 + Penalty 1970.730193 = -38757.928619 nChanged 25 SP:Iteration 2F (494.919217 sec): 3 clusters Score: Raw -40773.033536 + Penalty 1970.730193 = -38802.303343 nChanged 7 SP:Iteration 3Q (494.967686 sec): 3 clusters Score: Raw -40784.707504 + Penalty 1970.730193 = -38813.977311 nChanged 6 SP:Iteration 4Q (495.014733 sec): 3 clusters Score: Raw -40797.695678 + Penalty 1970.730193 = -38826.965485 nChanged 10 SP:Iteration 5Q (495.064718 sec): 3 clusters Score: Raw -40819.037945 + Penalty 1970.730193 = -38848.307753 nChanged 11 SP:Iteration 6Q (495.114201 sec): 3 clusters Score: Raw -40836.198139 + Penalty 1970.730193 = -38865.467946 nChanged 6 SP:Iteration 7Q (495.151908 sec): 3 clusters Score: Raw -40842.413566 + Penalty 1970.730193 = -38871.683373 nChanged 9 SP:Iteration 8Q (495.200514 sec): 3 clusters Score: Raw -40854.933081 + Penalty 1970.730193 = -38884.202889 nChanged 3 SP:Iteration 9Q (495.246656 sec): 3 clusters Score: Raw -40858.193010 + Penalty 1970.730193 = -38887.462818 nChanged 0 SP:Iteration 10F (495.293940 sec): 3 clusters Score: Raw -40858.193010 + Penalty 1970.730193 = -38887.462818 nChanged 0 Trying to split cluster 13 (14778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (495.337413 sec): 2 clusters Score: Raw -1552683.771115 + Penalty 1560.145416 = -1551123.625699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (495.407686 sec): 3 clusters Score: Raw -1543967.634617 + Penalty 3120.290832 = -1540847.343786 nChanged 6563 SP:Iteration 1F (495.465467 sec): 3 clusters Score: Raw -1547702.402121 + Penalty 3120.290832 = -1544582.111289 nChanged 947 SP:Iteration 2F (495.549370 sec): 3 clusters Score: Raw -1548279.316958 + Penalty 3120.290832 = -1545159.026126 nChanged 986 SP:Iteration 3F (495.610346 sec): 3 clusters Score: Raw -1549022.977268 + Penalty 3120.290832 = -1545902.686436 nChanged 995 SP:Iteration 4F (495.689658 sec): 3 clusters Score: Raw -1549876.160866 + Penalty 3120.290832 = -1546755.870034 nChanged 952 SP:Iteration 5F (495.756371 sec): 3 clusters Score: Raw -1550793.391785 + Penalty 3120.290832 = -1547673.100953 nChanged 897 SP:Iteration 6F (495.824255 sec): 3 clusters Score: Raw -1551777.226624 + Penalty 3120.290832 = -1548656.935792 nChanged 803 SP:Iteration 7F (495.900435 sec): 3 clusters Score: Raw -1552575.273102 + Penalty 3120.290832 = -1549454.982270 nChanged 595 SP:Iteration 8Q (495.969929 sec): 3 clusters Score: Raw -1553038.547334 + Penalty 3120.290832 = -1549918.256502 nChanged 399 SP:Iteration 9Q (496.030333 sec): 3 clusters Score: Raw -1553254.716607 + Penalty 3120.290832 = -1550134.425775 nChanged 266 SP:Iteration 10Q (496.111347 sec): 3 clusters Score: Raw -1553370.276909 + Penalty 3120.290832 = -1550249.986077 nChanged 187 SP:Iteration 11Q (496.179530 sec): 3 clusters Score: Raw -1553432.402577 + Penalty 3120.290832 = -1550312.111745 nChanged 131 SP:Iteration 12Q (496.247527 sec): 3 clusters Score: Raw -1553464.085684 + Penalty 3120.290832 = -1550343.794852 nChanged 86 SP:Iteration 13Q (496.316345 sec): 3 clusters Score: Raw -1553481.071647 + Penalty 3120.290832 = -1550360.780815 nChanged 69 SP:Iteration 14Q (496.385978 sec): 3 clusters Score: Raw -1553491.251677 + Penalty 3120.290832 = -1550370.960845 nChanged 42 SP:Iteration 15Q (496.449651 sec): 3 clusters Score: Raw -1553497.738840 + Penalty 3120.290832 = -1550377.448008 nChanged 39 SP:Iteration 16Q (496.516660 sec): 3 clusters Score: Raw -1553502.689610 + Penalty 3120.290832 = -1550382.398778 nChanged 27 SP:Iteration 17Q (496.591160 sec): 3 clusters Score: Raw -1553506.148525 + Penalty 3120.290832 = -1550385.857693 nChanged 21 SP:Iteration 18Q (496.661536 sec): 3 clusters Score: Raw -1553508.766193 + Penalty 3120.290832 = -1550388.475361 nChanged 20 SP:Iteration 19Q (496.734454 sec): 3 clusters Score: Raw -1553511.535141 + Penalty 3120.290832 = -1550391.244309 nChanged 25 SP:Iteration 20F (496.797002 sec): 3 clusters Score: Raw -1553515.259870 + Penalty 3120.290832 = -1550394.969038 nChanged 24 SP:Iteration 21Q (496.866912 sec): 3 clusters Score: Raw -1553518.592644 + Penalty 3120.290832 = -1550398.301812 nChanged 22 SP:Iteration 22Q (496.947875 sec): 3 clusters Score: Raw -1553521.365048 + Penalty 3120.290832 = -1550401.074217 nChanged 14 SP:Iteration 23Q (497.014620 sec): 3 clusters Score: Raw -1553522.647016 + Penalty 3120.290832 = -1550402.356184 nChanged 8 SP:Iteration 24Q (497.076723 sec): 3 clusters Score: Raw -1553523.224254 + Penalty 3120.290832 = -1550402.933422 nChanged 4 SP:Iteration 25Q (497.146136 sec): 3 clusters Score: Raw -1553523.490823 + Penalty 3120.290832 = -1550403.199991 nChanged 2 SP:Iteration 26Q (497.216800 sec): 3 clusters Score: Raw -1553523.647305 + Penalty 3120.290832 = -1550403.356474 nChanged 1 SP:Iteration 27Q (497.286620 sec): 3 clusters Score: Raw -1553523.772088 + Penalty 3120.290832 = -1550403.481256 nChanged 2 SP:Iteration 28Q (497.355887 sec): 3 clusters Score: Raw -1553523.845769 + Penalty 3120.290832 = -1550403.554937 nChanged 1 SP:Iteration 29Q (497.427361 sec): 3 clusters Score: Raw -1553523.889594 + Penalty 3120.290832 = -1550403.598762 nChanged 1 SP:Iteration 30Q (497.497288 sec): 3 clusters Score: Raw -1553523.951976 + Penalty 3120.290832 = -1550403.661144 nChanged 2 SP:Iteration 31Q (497.565989 sec): 3 clusters Score: Raw -1553524.123656 + Penalty 3120.290832 = -1550403.832824 nChanged 2 SP:Iteration 32Q (497.631539 sec): 3 clusters Score: Raw -1553524.229603 + Penalty 3120.290832 = -1550403.938771 nChanged 1 SP:Iteration 33Q (497.702727 sec): 3 clusters Score: Raw -1553524.382458 + Penalty 3120.290832 = -1550404.091626 nChanged 3 SP:Iteration 34Q (497.771182 sec): 3 clusters Score: Raw -1553524.562005 + Penalty 3120.290832 = -1550404.271173 nChanged 0 SP:Iteration 35F (497.842807 sec): 3 clusters Score: Raw -1553524.562005 + Penalty 3120.290832 = -1550404.271173 nChanged 0 Trying to split cluster 14 (1390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (497.859044 sec): 2 clusters Score: Raw -145207.976473 + Penalty 1176.022092 = -144031.954381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.923231 sec): 3 clusters Score: Raw -144665.942776 + Penalty 2352.044183 = -142313.898592 nChanged 442 SP:Iteration 1F (497.974802 sec): 3 clusters Score: Raw -145016.724853 + Penalty 2352.044183 = -142664.680670 nChanged 92 SP:Iteration 2F (498.024155 sec): 3 clusters Score: Raw -145092.125904 + Penalty 2352.044183 = -142740.081721 nChanged 57 SP:Iteration 3Q (498.069065 sec): 3 clusters Score: Raw -145132.891844 + Penalty 2352.044183 = -142780.847661 nChanged 26 SP:Iteration 4Q (498.118960 sec): 3 clusters Score: Raw -145151.634723 + Penalty 2352.044183 = -142799.590540 nChanged 15 SP:Iteration 5Q (498.161179 sec): 3 clusters Score: Raw -145158.716989 + Penalty 2352.044183 = -142806.672806 nChanged 9 SP:Iteration 6Q (498.210023 sec): 3 clusters Score: Raw -145163.597104 + Penalty 2352.044183 = -142811.552921 nChanged 7 SP:Iteration 7Q (498.266710 sec): 3 clusters Score: Raw -145169.545023 + Penalty 2352.044183 = -142817.500839 nChanged 5 SP:Iteration 8Q (498.312179 sec): 3 clusters Score: Raw -145173.321529 + Penalty 2352.044183 = -142821.277345 nChanged 5 SP:Iteration 9Q (498.358325 sec): 3 clusters Score: Raw -145175.715800 + Penalty 2352.044183 = -142823.671616 nChanged 5 SP:Iteration 10Q (498.407508 sec): 3 clusters Score: Raw -145177.765131 + Penalty 2352.044183 = -142825.720947 nChanged 3 SP:Iteration 11Q (498.464067 sec): 3 clusters Score: Raw -145179.018271 + Penalty 2352.044183 = -142826.974088 nChanged 1 SP:Iteration 12Q (498.510761 sec): 3 clusters Score: Raw -145179.679105 + Penalty 2352.044183 = -142827.634922 nChanged 0 SP:Iteration 13F (498.559733 sec): 3 clusters Score: Raw -145179.679105 + Penalty 2352.044183 = -142827.634922 nChanged 0 Trying to split cluster 15 (4348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (498.594478 sec): 2 clusters Score: Raw -462662.803406 + Penalty 1361.339078 = -461301.464328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (498.650793 sec): 3 clusters Score: Raw -460485.888900 + Penalty 2722.678156 = -457763.210744 nChanged 1697 SP:Iteration 1F (498.694512 sec): 3 clusters Score: Raw -461420.400960 + Penalty 2722.678156 = -458697.722804 nChanged 298 SP:Iteration 2F (498.761293 sec): 3 clusters Score: Raw -461579.745683 + Penalty 2722.678156 = -458857.067528 nChanged 224 SP:Iteration 3F (498.802646 sec): 3 clusters Score: Raw -461704.217742 + Penalty 2722.678156 = -458981.539586 nChanged 202 SP:Iteration 4Q (498.867001 sec): 3 clusters Score: Raw -461827.479658 + Penalty 2722.678156 = -459104.801502 nChanged 194 SP:Iteration 5Q (498.923414 sec): 3 clusters Score: Raw -461954.486761 + Penalty 2722.678156 = -459231.808606 nChanged 185 SP:Iteration 6Q (498.981442 sec): 3 clusters Score: Raw -462081.610264 + Penalty 2722.678156 = -459358.932108 nChanged 184 SP:Iteration 7Q (499.026208 sec): 3 clusters Score: Raw -462212.005103 + Penalty 2722.678156 = -459489.326947 nChanged 164 SP:Iteration 8Q (499.082719 sec): 3 clusters Score: Raw -462313.533757 + Penalty 2722.678156 = -459590.855601 nChanged 117 SP:Iteration 9Q (499.145240 sec): 3 clusters Score: Raw -462385.058865 + Penalty 2722.678156 = -459662.380709 nChanged 115 SP:Iteration 10Q (499.184370 sec): 3 clusters Score: Raw -462469.214725 + Penalty 2722.678156 = -459746.536569 nChanged 110 SP:Iteration 11Q (499.253476 sec): 3 clusters Score: Raw -462557.332708 + Penalty 2722.678156 = -459834.654552 nChanged 100 SP:Iteration 12Q (499.309634 sec): 3 clusters Score: Raw -462645.739530 + Penalty 2722.678156 = -459923.061375 nChanged 74 SP:Iteration 13Q (499.361782 sec): 3 clusters Score: Raw -462703.991143 + Penalty 2722.678156 = -459981.312987 nChanged 50 SP:Iteration 14Q (499.419901 sec): 3 clusters Score: Raw -462742.046440 + Penalty 2722.678156 = -460019.368285 nChanged 24 SP:Iteration 15Q (499.468396 sec): 3 clusters Score: Raw -462758.354780 + Penalty 2722.678156 = -460035.676624 nChanged 24 SP:Iteration 16Q (499.518131 sec): 3 clusters Score: Raw -462772.244179 + Penalty 2722.678156 = -460049.566023 nChanged 5 SP:Iteration 17Q (499.579151 sec): 3 clusters Score: Raw -462774.510063 + Penalty 2722.678156 = -460051.831908 nChanged 5 SP:Iteration 18Q (499.632220 sec): 3 clusters Score: Raw -462780.647393 + Penalty 2722.678156 = -460057.969237 nChanged 11 SP:Iteration 19Q (499.685082 sec): 3 clusters Score: Raw -462791.446189 + Penalty 2722.678156 = -460068.768033 nChanged 20 SP:Iteration 20F (499.737269 sec): 3 clusters Score: Raw -462808.675819 + Penalty 2722.678156 = -460085.997663 nChanged 16 SP:Iteration 21Q (499.805419 sec): 3 clusters Score: Raw -462821.032372 + Penalty 2722.678156 = -460098.354217 nChanged 19 SP:Iteration 22Q (499.861156 sec): 3 clusters Score: Raw -462829.738314 + Penalty 2722.678156 = -460107.060159 nChanged 9 SP:Iteration 23Q (499.904768 sec): 3 clusters Score: Raw -462835.919708 + Penalty 2722.678156 = -460113.241553 nChanged 11 SP:Iteration 24Q (499.966681 sec): 3 clusters Score: Raw -462842.138981 + Penalty 2722.678156 = -460119.460825 nChanged 6 SP:Iteration 25Q (500.022061 sec): 3 clusters Score: Raw -462845.782894 + Penalty 2722.678156 = -460123.104739 nChanged 6 SP:Iteration 26Q (500.079019 sec): 3 clusters Score: Raw -462849.382225 + Penalty 2722.678156 = -460126.704069 nChanged 6 SP:Iteration 27Q (500.122416 sec): 3 clusters Score: Raw -462853.881138 + Penalty 2722.678156 = -460131.202982 nChanged 3 SP:Iteration 28Q (500.176935 sec): 3 clusters Score: Raw -462856.142236 + Penalty 2722.678156 = -460133.464081 nChanged 2 SP:Iteration 29Q (500.230877 sec): 3 clusters Score: Raw -462858.315203 + Penalty 2722.678156 = -460135.637047 nChanged 3 SP:Iteration 30Q (500.288361 sec): 3 clusters Score: Raw -462860.658241 + Penalty 2722.678156 = -460137.980085 nChanged 4 SP:Iteration 31Q (500.336087 sec): 3 clusters Score: Raw -462864.274805 + Penalty 2722.678156 = -460141.596650 nChanged 4 SP:Iteration 32Q (500.399798 sec): 3 clusters Score: Raw -462867.517488 + Penalty 2722.678156 = -460144.839332 nChanged 4 SP:Iteration 33Q (500.450393 sec): 3 clusters Score: Raw -462869.926454 + Penalty 2722.678156 = -460147.248298 nChanged 4 SP:Iteration 34Q (500.510608 sec): 3 clusters Score: Raw -462871.919078 + Penalty 2722.678156 = -460149.240923 nChanged 1 SP:Iteration 35Q (500.561030 sec): 3 clusters Score: Raw -462872.533868 + Penalty 2722.678156 = -460149.855712 nChanged 1 SP:Iteration 36Q (500.605328 sec): 3 clusters Score: Raw -462872.701400 + Penalty 2722.678156 = -460150.023244 nChanged 0 SP:Iteration 37F (500.671465 sec): 3 clusters Score: Raw -462872.701400 + Penalty 2722.678156 = -460150.023244 nChanged 0 Trying to split cluster 18 (1002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (500.687204 sec): 2 clusters Score: Raw -97045.544748 + Penalty 1122.834908 = -95922.709840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (500.745470 sec): 3 clusters Score: Raw -96702.679367 + Penalty 2245.669817 = -94457.009551 nChanged 309 SP:Iteration 1F (500.797153 sec): 3 clusters Score: Raw -96966.305390 + Penalty 2245.669817 = -94720.635573 nChanged 74 SP:Iteration 2F (500.848359 sec): 3 clusters Score: Raw -97028.815168 + Penalty 2245.669817 = -94783.145352 nChanged 32 SP:Iteration 3Q (500.886867 sec): 3 clusters Score: Raw -97061.519745 + Penalty 2245.669817 = -94815.849928 nChanged 30 SP:Iteration 4Q (500.931295 sec): 3 clusters Score: Raw -97088.263106 + Penalty 2245.669817 = -94842.593289 nChanged 21 SP:Iteration 5Q (500.979072 sec): 3 clusters Score: Raw -97106.718398 + Penalty 2245.669817 = -94861.048581 nChanged 17 SP:Iteration 6Q (501.016060 sec): 3 clusters Score: Raw -97125.158832 + Penalty 2245.669817 = -94879.489015 nChanged 17 SP:Iteration 7Q (501.060078 sec): 3 clusters Score: Raw -97136.961787 + Penalty 2245.669817 = -94891.291971 nChanged 10 SP:Iteration 8Q (501.104518 sec): 3 clusters Score: Raw -97147.951536 + Penalty 2245.669817 = -94902.281719 nChanged 9 SP:Iteration 9Q (501.145018 sec): 3 clusters Score: Raw -97156.446433 + Penalty 2245.669817 = -94910.776616 nChanged 8 SP:Iteration 10Q (501.200932 sec): 3 clusters Score: Raw -97170.831182 + Penalty 2245.669817 = -94925.161366 nChanged 8 SP:Iteration 11Q (501.242385 sec): 3 clusters Score: Raw -97178.850748 + Penalty 2245.669817 = -94933.180932 nChanged 6 SP:Iteration 12Q (501.276850 sec): 3 clusters Score: Raw -97184.149645 + Penalty 2245.669817 = -94938.479829 nChanged 3 SP:Iteration 13Q (501.327715 sec): 3 clusters Score: Raw -97186.302752 + Penalty 2245.669817 = -94940.632936 nChanged 4 SP:Iteration 14Q (501.361844 sec): 3 clusters Score: Raw -97189.502252 + Penalty 2245.669817 = -94943.832435 nChanged 3 SP:Iteration 15Q (501.405911 sec): 3 clusters Score: Raw -97192.523835 + Penalty 2245.669817 = -94946.854018 nChanged 0 SP:Iteration 16F (501.449405 sec): 3 clusters Score: Raw -97192.523835 + Penalty 2245.669817 = -94946.854018 nChanged 0 Trying to split cluster 19 (25103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.508343 sec): 2 clusters Score: Raw -2706862.150651 + Penalty 1646.245679 = -2705215.904972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.612812 sec): 3 clusters Score: Raw -2691636.533341 + Penalty 3292.491358 = -2688344.041983 nChanged 11435 SP:Iteration 1F (501.694410 sec): 3 clusters Score: Raw -2697907.672516 + Penalty 3292.491358 = -2694615.181158 nChanged 1287 SP:Iteration 2F (501.776280 sec): 3 clusters Score: Raw -2698406.213576 + Penalty 3292.491358 = -2695113.722219 nChanged 1230 SP:Iteration 3Q (501.862561 sec): 3 clusters Score: Raw -2698939.905021 + Penalty 3292.491358 = -2695647.413663 nChanged 1183 SP:Iteration 4Q (501.946991 sec): 3 clusters Score: Raw -2699530.639255 + Penalty 3292.491358 = -2696238.147897 nChanged 1223 SP:Iteration 5Q (502.028238 sec): 3 clusters Score: Raw -2700208.254597 + Penalty 3292.491358 = -2696915.763239 nChanged 1336 SP:Iteration 6F (502.116672 sec): 3 clusters Score: Raw -2701027.039588 + Penalty 3292.491358 = -2697734.548230 nChanged 1311 SP:Iteration 7F (502.213777 sec): 3 clusters Score: Raw -2701896.624089 + Penalty 3292.491358 = -2698604.132731 nChanged 1229 SP:Iteration 8Q (502.292334 sec): 3 clusters Score: Raw -2702727.341380 + Penalty 3292.491358 = -2699434.850022 nChanged 1050 SP:Iteration 9Q (502.381267 sec): 3 clusters Score: Raw -2703417.078328 + Penalty 3292.491358 = -2700124.586970 nChanged 912 SP:Iteration 10Q (502.469354 sec): 3 clusters Score: Raw -2703976.090451 + Penalty 3292.491358 = -2700683.599094 nChanged 730 SP:Iteration 11Q (502.553933 sec): 3 clusters Score: Raw -2704368.466682 + Penalty 3292.491358 = -2701075.975324 nChanged 590 SP:Iteration 12Q (502.631991 sec): 3 clusters Score: Raw -2704657.256435 + Penalty 3292.491358 = -2701364.765077 nChanged 525 SP:Iteration 13Q (502.717652 sec): 3 clusters Score: Raw -2704933.203301 + Penalty 3292.491358 = -2701640.711943 nChanged 521 SP:Iteration 14Q (502.806527 sec): 3 clusters Score: Raw -2705232.039930 + Penalty 3292.491358 = -2701939.548572 nChanged 444 SP:Iteration 15Q (502.894849 sec): 3 clusters Score: Raw -2705484.993792 + Penalty 3292.491358 = -2702192.502434 nChanged 417 SP:Iteration 16Q (502.974118 sec): 3 clusters Score: Raw -2705742.785806 + Penalty 3292.491358 = -2702450.294448 nChanged 389 SP:Iteration 17Q (503.054858 sec): 3 clusters Score: Raw -2705998.747438 + Penalty 3292.491358 = -2702706.256080 nChanged 334 SP:Iteration 18Q (503.132927 sec): 3 clusters Score: Raw -2706237.542577 + Penalty 3292.491358 = -2702945.051219 nChanged 294 SP:Iteration 19Q (503.216033 sec): 3 clusters Score: Raw -2706445.951784 + Penalty 3292.491358 = -2703153.460426 nChanged 225 SP:Iteration 20F (503.298218 sec): 3 clusters Score: Raw -2706603.899035 + Penalty 3292.491358 = -2703311.407677 nChanged 189 SP:Iteration 21Q (503.372337 sec): 3 clusters Score: Raw -2706748.035518 + Penalty 3292.491358 = -2703455.544160 nChanged 132 SP:Iteration 22Q (503.462215 sec): 3 clusters Score: Raw -2706840.809823 + Penalty 3292.491358 = -2703548.318465 nChanged 110 SP:Iteration 23Q (503.541995 sec): 3 clusters Score: Raw -2706912.370501 + Penalty 3292.491358 = -2703619.879143 nChanged 76 SP:Iteration 24Q (503.616728 sec): 3 clusters Score: Raw -2706961.596506 + Penalty 3292.491358 = -2703669.105148 nChanged 53 SP:Iteration 25Q (503.696841 sec): 3 clusters Score: Raw -2706994.141348 + Penalty 3292.491358 = -2703701.649990 nChanged 42 SP:Iteration 26Q (503.775283 sec): 3 clusters Score: Raw -2707020.040589 + Penalty 3292.491358 = -2703727.549231 nChanged 28 SP:Iteration 27Q (503.853337 sec): 3 clusters Score: Raw -2707033.542825 + Penalty 3292.491358 = -2703741.051467 nChanged 18 SP:Iteration 28Q (503.930863 sec): 3 clusters Score: Raw -2707042.862089 + Penalty 3292.491358 = -2703750.370731 nChanged 15 SP:Iteration 29Q (504.005220 sec): 3 clusters Score: Raw -2707053.462937 + Penalty 3292.491358 = -2703760.971579 nChanged 18 SP:Iteration 30Q (504.084939 sec): 3 clusters Score: Raw -2707065.598426 + Penalty 3292.491358 = -2703773.107068 nChanged 8 SP:Iteration 31Q (504.149764 sec): 3 clusters Score: Raw -2707071.401067 + Penalty 3292.491358 = -2703778.909709 nChanged 11 SP:Iteration 32Q (504.231192 sec): 3 clusters Score: Raw -2707077.478950 + Penalty 3292.491358 = -2703784.987592 nChanged 7 SP:Iteration 33Q (504.315538 sec): 3 clusters Score: Raw -2707081.669422 + Penalty 3292.491358 = -2703789.178064 nChanged 7 SP:Iteration 34Q (504.390129 sec): 3 clusters Score: Raw -2707085.903073 + Penalty 3292.491358 = -2703793.411715 nChanged 10 SP:Iteration 35Q (504.462417 sec): 3 clusters Score: Raw -2707091.900620 + Penalty 3292.491358 = -2703799.409262 nChanged 8 SP:Iteration 36Q (504.542762 sec): 3 clusters Score: Raw -2707097.290612 + Penalty 3292.491358 = -2703804.799254 nChanged 14 SP:Iteration 37Q (504.620284 sec): 3 clusters Score: Raw -2707107.986370 + Penalty 3292.491358 = -2703815.495012 nChanged 10 SP:Iteration 38Q (504.691411 sec): 3 clusters Score: Raw -2707114.323254 + Penalty 3292.491358 = -2703821.831896 nChanged 13 SP:Iteration 39Q (504.771901 sec): 3 clusters Score: Raw -2707121.849133 + Penalty 3292.491358 = -2703829.357775 nChanged 6 SP:Iteration 40F (504.857086 sec): 3 clusters Score: Raw -2707125.943857 + Penalty 3292.491358 = -2703833.452500 nChanged 4 SP:Iteration 41Q (504.927396 sec): 3 clusters Score: Raw -2707128.302443 + Penalty 3292.491358 = -2703835.811085 nChanged 3 SP:Iteration 42Q (504.995418 sec): 3 clusters Score: Raw -2707130.199015 + Penalty 3292.491358 = -2703837.707657 nChanged 2 SP:Iteration 43Q (505.081634 sec): 3 clusters Score: Raw -2707132.415381 + Penalty 3292.491358 = -2703839.924023 nChanged 2 SP:Iteration 44Q (505.159131 sec): 3 clusters Score: Raw -2707132.996164 + Penalty 3292.491358 = -2703840.504806 nChanged 0 SP:Iteration 45F (505.247992 sec): 3 clusters Score: Raw -2707132.996164 + Penalty 3292.491358 = -2703840.504806 nChanged 0 Trying to split cluster 20 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (505.273759 sec): 2 clusters Score: Raw -8674.604781 + Penalty 819.556581 = -7855.048199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (505.305851 sec): 3 clusters Score: Raw -8848.415788 + Penalty 1639.113163 = -7209.302625 nChanged 24 SP:Iteration 1F (505.352459 sec): 3 clusters Score: Raw -8919.669973 + Penalty 1639.113163 = -7280.556810 nChanged 7 SP:Iteration 2Q (505.403960 sec): 3 clusters Score: Raw -8944.126545 + Penalty 1639.113163 = -7305.013382 nChanged 5 SP:Iteration 3Q (505.447105 sec): 3 clusters Score: Raw -8972.156271 + Penalty 1639.113163 = -7333.043108 nChanged 4 SP:Iteration 4Q (505.492937 sec): 3 clusters Score: Raw -8984.081840 + Penalty 1639.113163 = -7344.968677 nChanged 3 SP:Iteration 5Q (505.540031 sec): 3 clusters Score: Raw -8995.290008 + Penalty 1639.113163 = -7356.176845 nChanged 1 SP:Iteration 6Q (505.591023 sec): 3 clusters Score: Raw -8998.284913 + Penalty 1639.113163 = -7359.171750 nChanged 0 SP:Iteration 7F (505.635218 sec): 3 clusters Score: Raw -8998.284913 + Penalty 1639.113163 = -7359.171750 nChanged 0 Time taken for this iteration:222.396599 seconds. 21->18 Clusters: Score -10210890.841042, best is -10212113.041693 Main iterations: 289 (time per iteration =1177.007993 ms) Total iterations: 4905 (time per iteration =69.348687 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 43083012672.000000 (time per metric unit =7.895346ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 1033992304128.000000 (time per metric unit=328.972768ps) That took 340.155310 seconds.