FileBase 20160505--9--12.13.2016-15.00 ElecNo 3 UseFeatures 11111111111111111100001 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 2 MaxClusters 12 MaxPossibleClusters 1000 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0.rc3-3-geed5 Setting RAM limit to total physical memory, 62.82 GB. Expected memory usage by array (largest first): Array LogP will use between 0.31 and 0.46 GB. - 8 bytes per element (scalar), 20595000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.01 and 0.01 GB. - 8 bytes per element (scalar), 391305 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.01 and 0.01 GB. - 8 bytes per element (scalar), 361000 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Array Data will use between 0.00 and 0.00 GB. - 2 bytes per element (data_int), 391305 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 391305 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 391305 elements when full. - Memory usage scales as nPoints*nDims. Note that nPoints=20595, nDims=19, MaxPossibleClusters=1000 Total memory usage will be between 0.32 and 0.48 GB. RAM limit is set at 62.82 GB. ---------------------------------------------------------- Loaded 20595 data points of dimension 19. MEMO: A lower score indicates a better clustering Starting from 2 clusters... ------ Clustering full data set of 20595 points ------ SP: Assigned 2 initial classes randomly. Iteration 0F (0.272791 sec): 2 clusters Score: Raw -893654.912583 + Penalty 1042.944379 = -892611.968205 nChanged 254 Iteration 1Q (0.331644 sec): 2 clusters Score: Raw -923732.942056 + Penalty 1042.944379 = -922689.997677 nChanged 93 Iteration 2Q (0.389670 sec): 2 clusters Score: Raw -924044.081128 + Penalty 1042.944379 = -923001.136749 nChanged 21 Iteration 3Q (0.464654 sec): 2 clusters Score: Raw -924053.502733 + Penalty 1042.944379 = -923010.558354 nChanged 3 Iteration 4Q (0.549667 sec): 2 clusters Score: Raw -924054.140840 + Penalty 1042.944379 = -923011.196461 nChanged 1 Iteration 5Q (0.634068 sec): 2 clusters Score: Raw -924054.317228 + Penalty 1042.944379 = -923011.372849 nChanged 0 Iteration 6F (0.712013 sec): 2 clusters Score: Raw -924054.317228 + Penalty 1042.944379 = -923011.372849 nChanged 0 Compute initial score before splitting: Score: Raw -924054.317228 + Penalty 1042.944379 = -923011.372849 Trying to split cluster 1 (20223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.840259 sec): 2 clusters Score: Raw -925915.112979 + Penalty 1041.030464 = -924874.082515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.965860 sec): 3 clusters Score: Raw -914013.353016 + Penalty 2082.060928 = -911931.292088 nChanged 9569 SP:Iteration 1F (1.050312 sec): 3 clusters Score: Raw -941505.091123 + Penalty 2082.060928 = -939423.030194 nChanged 4249 SP:Iteration 2F (1.140901 sec): 3 clusters Score: Raw -964879.055821 + Penalty 2082.060928 = -962796.994893 nChanged 1392 SP:Iteration 3F (1.233724 sec): 3 clusters Score: Raw -970657.107729 + Penalty 2082.060928 = -968575.046800 nChanged 539 SP:Iteration 4Q (1.326559 sec): 3 clusters Score: Raw -971262.878768 + Penalty 2082.060928 = -969180.817839 nChanged 242 SP:Iteration 5Q (1.414213 sec): 3 clusters Score: Raw -971377.862534 + Penalty 2082.060928 = -969295.801605 nChanged 136 SP:Iteration 6Q (1.501080 sec): 3 clusters Score: Raw -971428.875233 + Penalty 2082.060928 = -969346.814305 nChanged 108 SP:Iteration 7Q (1.581746 sec): 3 clusters Score: Raw -971463.888300 + Penalty 2082.060928 = -969381.827371 nChanged 77 SP:Iteration 8Q (1.664224 sec): 3 clusters Score: Raw -971489.937845 + Penalty 2082.060928 = -969407.876916 nChanged 54 SP:Iteration 9Q (1.739151 sec): 3 clusters Score: Raw -971504.204376 + Penalty 2082.060928 = -969422.143447 nChanged 36 SP:Iteration 10Q (1.818028 sec): 3 clusters Score: Raw -971511.573229 + Penalty 2082.060928 = -969429.512300 nChanged 24 SP:Iteration 11Q (1.897516 sec): 3 clusters Score: Raw -971514.718731 + Penalty 2082.060928 = -969432.657802 nChanged 10 SP:Iteration 12Q (1.977748 sec): 3 clusters Score: Raw -971515.318717 + Penalty 2082.060928 = -969433.257788 nChanged 3 SP:Iteration 13Q (2.057986 sec): 3 clusters Score: Raw -971515.488254 + Penalty 2082.060928 = -969433.427325 nChanged 4 SP:Iteration 14Q (2.137900 sec): 3 clusters Score: Raw -971515.707625 + Penalty 2082.060928 = -969433.646697 nChanged 1 SP:Iteration 15Q (2.300837 sec): 3 clusters Score: Raw -971515.738126 + Penalty 2082.060928 = -969433.677197 nChanged 0 SP:Iteration 16F (2.430822 sec): 3 clusters Score: Raw -971515.738126 + Penalty 2082.060928 = -969433.677197 nChanged 0 Score: Raw -969654.942374 + Penalty 2085.888757 = -967569.053617 Splitting cluster 1 changes total score from -923011.372849 to -967569.053617 So it's getting split into cluster 2. Iteration 7F (2.701729 sec): 3 clusters Score: Raw -971331.128709 + Penalty 2085.888757 = -969245.239952 nChanged 116 Iteration 8Q (2.770702 sec): 3 clusters Score: Raw -971528.772377 + Penalty 2085.888757 = -969442.883620 nChanged 63 Iteration 9Q (2.866445 sec): 3 clusters Score: Raw -971538.334286 + Penalty 2085.888757 = -969452.445529 nChanged 33 Iteration 10Q (2.941863 sec): 3 clusters Score: Raw -971540.715021 + Penalty 2085.888757 = -969454.826263 nChanged 10 Iteration 11Q (3.016245 sec): 3 clusters Score: Raw -971541.078586 + Penalty 2085.888757 = -969455.189828 nChanged 4 Iteration 12Q (3.104230 sec): 3 clusters Score: Raw -971541.201155 + Penalty 2085.888757 = -969455.312398 nChanged 2 Iteration 13Q (3.192167 sec): 3 clusters Score: Raw -971541.265982 + Penalty 2085.888757 = -969455.377225 nChanged 3 Iteration 14Q (3.271145 sec): 3 clusters Score: Raw -971541.401350 + Penalty 2085.888757 = -969455.512593 nChanged 4 Iteration 15Q (3.346835 sec): 3 clusters Score: Raw -971541.589230 + Penalty 2085.888757 = -969455.700473 nChanged 3 Iteration 16Q (3.430725 sec): 3 clusters Score: Raw -971541.684980 + Penalty 2085.888757 = -969455.796222 nChanged 1 Iteration 17Q (3.510807 sec): 3 clusters Score: Raw -971541.707258 + Penalty 2085.888757 = -969455.818500 nChanged 0 Iteration 18F (3.597114 sec): 3 clusters Score: Raw -971541.707258 + Penalty 2085.888757 = -969455.818500 nChanged 0 Compute initial score before splitting: Score: Raw -971541.707258 + Penalty 2085.888757 = -969455.818500 Trying to split cluster 1 (13389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.695466 sec): 2 clusters Score: Raw -708472.694261 + Penalty 997.729819 = -707474.964442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.859330 sec): 3 clusters Score: Raw -700557.058578 + Penalty 1995.459638 = -698561.598939 nChanged 6149 SP:Iteration 1F (4.017545 sec): 3 clusters Score: Raw -707650.575883 + Penalty 1995.459638 = -705655.116245 nChanged 1937 SP:Iteration 2F (4.158371 sec): 3 clusters Score: Raw -711037.623258 + Penalty 1995.459638 = -709042.163619 nChanged 1612 SP:Iteration 3F (4.213037 sec): 3 clusters Score: Raw -712934.583017 + Penalty 1995.459638 = -710939.123379 nChanged 913 SP:Iteration 4F (4.277812 sec): 3 clusters Score: Raw -713638.129702 + Penalty 1995.459638 = -711642.670064 nChanged 494 SP:Iteration 5Q (4.341886 sec): 3 clusters Score: Raw -713925.404992 + Penalty 1995.459638 = -711929.945354 nChanged 309 SP:Iteration 6Q (4.400615 sec): 3 clusters Score: Raw -714081.635755 + Penalty 1995.459638 = -712086.176116 nChanged 221 SP:Iteration 7Q (4.458873 sec): 3 clusters Score: Raw -714177.329298 + Penalty 1995.459638 = -712181.869659 nChanged 193 SP:Iteration 8Q (4.525975 sec): 3 clusters Score: Raw -714260.269638 + Penalty 1995.459638 = -712264.809999 nChanged 172 SP:Iteration 9Q (4.593622 sec): 3 clusters Score: Raw -714336.466995 + Penalty 1995.459638 = -712341.007356 nChanged 157 SP:Iteration 10Q (4.661676 sec): 3 clusters Score: Raw -714403.395341 + Penalty 1995.459638 = -712407.935703 nChanged 144 SP:Iteration 11Q (4.729616 sec): 3 clusters Score: Raw -714461.365521 + Penalty 1995.459638 = -712465.905882 nChanged 113 SP:Iteration 12Q (4.797661 sec): 3 clusters Score: Raw -714504.370967 + Penalty 1995.459638 = -712508.911329 nChanged 79 SP:Iteration 13Q (4.866074 sec): 3 clusters Score: Raw -714526.833349 + Penalty 1995.459638 = -712531.373711 nChanged 52 SP:Iteration 14Q (4.934018 sec): 3 clusters Score: Raw -714536.589683 + Penalty 1995.459638 = -712541.130045 nChanged 32 SP:Iteration 15Q (5.005715 sec): 3 clusters Score: Raw -714540.630421 + Penalty 1995.459638 = -712545.170783 nChanged 19 SP:Iteration 16Q (5.078472 sec): 3 clusters Score: Raw -714542.482575 + Penalty 1995.459638 = -712547.022937 nChanged 12 SP:Iteration 17Q (5.155458 sec): 3 clusters Score: Raw -714543.786067 + Penalty 1995.459638 = -712548.326429 nChanged 16 SP:Iteration 18Q (5.226034 sec): 3 clusters Score: Raw -714545.061626 + Penalty 1995.459638 = -712549.601988 nChanged 13 SP:Iteration 19Q (5.321588 sec): 3 clusters Score: Raw -714546.272097 + Penalty 1995.459638 = -712550.812458 nChanged 16 SP:Iteration 20F (5.531248 sec): 3 clusters Score: Raw -714548.452755 + Penalty 1995.459638 = -712552.993117 nChanged 15 SP:Iteration 21Q (5.693081 sec): 3 clusters Score: Raw -714550.706984 + Penalty 1995.459638 = -712555.247346 nChanged 15 SP:Iteration 22Q (5.849949 sec): 3 clusters Score: Raw -714551.960220 + Penalty 1995.459638 = -712556.500582 nChanged 8 SP:Iteration 23Q (5.919616 sec): 3 clusters Score: Raw -714552.403730 + Penalty 1995.459638 = -712556.944092 nChanged 4 SP:Iteration 24Q (5.984899 sec): 3 clusters Score: Raw -714552.606573 + Penalty 1995.459638 = -712557.146934 nChanged 1 SP:Iteration 25Q (6.157943 sec): 3 clusters Score: Raw -714552.642343 + Penalty 1995.459638 = -712557.182705 nChanged 1 SP:Iteration 26Q (6.241550 sec): 3 clusters Score: Raw -714552.837278 + Penalty 1995.459638 = -712557.377640 nChanged 3 SP:Iteration 27Q (6.307528 sec): 3 clusters Score: Raw -714553.074173 + Penalty 1995.459638 = -712557.614534 nChanged 1 SP:Iteration 28Q (6.386451 sec): 3 clusters Score: Raw -714553.286480 + Penalty 1995.459638 = -712557.826842 nChanged 3 SP:Iteration 29Q (6.464070 sec): 3 clusters Score: Raw -714553.458903 + Penalty 1995.459638 = -712557.999265 nChanged 1 SP:Iteration 30Q (6.534190 sec): 3 clusters Score: Raw -714553.474732 + Penalty 1995.459638 = -712558.015093 nChanged 0 SP:Iteration 31F (6.606230 sec): 3 clusters Score: Raw -714553.474732 + Penalty 1995.459638 = -712558.015093 nChanged 0 Score: Raw -977622.487728 + Penalty 3128.833136 = -974493.654592 Splitting cluster 1 changes total score from -969455.818500 to -974493.654592 So it's getting split into cluster 3. Trying to split cluster 2 (6955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.782587 sec): 2 clusters Score: Raw -277489.023500 + Penalty 928.957691 = -276560.065809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.851927 sec): 3 clusters Score: Raw -273757.400662 + Penalty 1857.915382 = -271899.485280 nChanged 3140 SP:Iteration 1F (6.918325 sec): 3 clusters Score: Raw -278101.249505 + Penalty 1857.915382 = -276243.334123 nChanged 1179 SP:Iteration 2F (6.974319 sec): 3 clusters Score: Raw -280435.863948 + Penalty 1857.915382 = -278577.948566 nChanged 625 SP:Iteration 3F (7.021080 sec): 3 clusters Score: Raw -281370.691304 + Penalty 1857.915382 = -279512.775922 nChanged 304 SP:Iteration 4Q (7.150763 sec): 3 clusters Score: Raw -281831.851390 + Penalty 1857.915382 = -279973.936008 nChanged 203 SP:Iteration 5Q (7.286749 sec): 3 clusters Score: Raw -282170.877741 + Penalty 1857.915382 = -280312.962359 nChanged 134 SP:Iteration 6Q (7.415573 sec): 3 clusters Score: Raw -282333.086100 + Penalty 1857.915382 = -280475.170718 nChanged 120 SP:Iteration 7Q (7.532751 sec): 3 clusters Score: Raw -282396.417963 + Penalty 1857.915382 = -280538.502581 nChanged 73 SP:Iteration 8Q (7.622952 sec): 3 clusters Score: Raw -282436.694022 + Penalty 1857.915382 = -280578.778640 nChanged 59 SP:Iteration 9Q (7.670202 sec): 3 clusters Score: Raw -282459.915711 + Penalty 1857.915382 = -280602.000329 nChanged 46 SP:Iteration 10Q (7.717553 sec): 3 clusters Score: Raw -282476.309927 + Penalty 1857.915382 = -280618.394545 nChanged 38 SP:Iteration 11Q (7.764986 sec): 3 clusters Score: Raw -282486.054929 + Penalty 1857.915382 = -280628.139548 nChanged 30 SP:Iteration 12Q (7.814213 sec): 3 clusters Score: Raw -282497.600036 + Penalty 1857.915382 = -280639.684654 nChanged 21 SP:Iteration 13Q (7.865196 sec): 3 clusters Score: Raw -282504.278472 + Penalty 1857.915382 = -280646.363090 nChanged 13 SP:Iteration 14Q (7.916124 sec): 3 clusters Score: Raw -282506.210461 + Penalty 1857.915382 = -280648.295079 nChanged 9 SP:Iteration 15Q (7.966921 sec): 3 clusters Score: Raw -282509.818819 + Penalty 1857.915382 = -280651.903437 nChanged 17 SP:Iteration 16Q (8.017763 sec): 3 clusters Score: Raw -282514.475218 + Penalty 1857.915382 = -280656.559836 nChanged 13 SP:Iteration 17Q (8.067415 sec): 3 clusters Score: Raw -282517.729377 + Penalty 1857.915382 = -280659.813996 nChanged 10 SP:Iteration 18Q (8.117287 sec): 3 clusters Score: Raw -282520.872699 + Penalty 1857.915382 = -280662.957317 nChanged 8 SP:Iteration 19Q (8.166462 sec): 3 clusters Score: Raw -282521.767831 + Penalty 1857.915382 = -280663.852449 nChanged 5 SP:Iteration 20F (8.216469 sec): 3 clusters Score: Raw -282522.336106 + Penalty 1857.915382 = -280664.420724 nChanged 4 SP:Iteration 21Q (8.265608 sec): 3 clusters Score: Raw -282522.491569 + Penalty 1857.915382 = -280664.576187 nChanged 2 SP:Iteration 22Q (8.315013 sec): 3 clusters Score: Raw -282523.706203 + Penalty 1857.915382 = -280665.790821 nChanged 7 SP:Iteration 23Q (8.364965 sec): 3 clusters Score: Raw -282526.652915 + Penalty 1857.915382 = -280668.737533 nChanged 4 SP:Iteration 24Q (8.415312 sec): 3 clusters Score: Raw -282529.789920 + Penalty 1857.915382 = -280671.874538 nChanged 13 SP:Iteration 25Q (8.465198 sec): 3 clusters Score: Raw -282536.129509 + Penalty 1857.915382 = -280678.214127 nChanged 14 SP:Iteration 26Q (8.515956 sec): 3 clusters Score: Raw -282540.884587 + Penalty 1857.915382 = -280682.969205 nChanged 13 SP:Iteration 27Q (8.566700 sec): 3 clusters Score: Raw -282548.286756 + Penalty 1857.915382 = -280690.371375 nChanged 12 SP:Iteration 28Q (8.617689 sec): 3 clusters Score: Raw -282551.134531 + Penalty 1857.915382 = -280693.219149 nChanged 10 SP:Iteration 29Q (8.667298 sec): 3 clusters Score: Raw -282553.271803 + Penalty 1857.915382 = -280695.356421 nChanged 5 SP:Iteration 30Q (8.718830 sec): 3 clusters Score: Raw -282554.420295 + Penalty 1857.915382 = -280696.504913 nChanged 2 SP:Iteration 31Q (8.766327 sec): 3 clusters Score: Raw -282555.853387 + Penalty 1857.915382 = -280697.938005 nChanged 5 SP:Iteration 32Q (8.814970 sec): 3 clusters Score: Raw -282558.022771 + Penalty 1857.915382 = -280700.107389 nChanged 10 SP:Iteration 33Q (8.867477 sec): 3 clusters Score: Raw -282559.849099 + Penalty 1857.915382 = -280701.933717 nChanged 8 SP:Iteration 34Q (9.012946 sec): 3 clusters Score: Raw -282560.985420 + Penalty 1857.915382 = -280703.070038 nChanged 3 SP:Iteration 35Q (9.128877 sec): 3 clusters Score: Raw -282561.283169 + Penalty 1857.915382 = -280703.367787 nChanged 2 SP:Iteration 36Q (9.253696 sec): 3 clusters Score: Raw -282561.897493 + Penalty 1857.915382 = -280703.982111 nChanged 2 SP:Iteration 37Q (9.376668 sec): 3 clusters Score: Raw -282561.981933 + Penalty 1857.915382 = -280704.066551 nChanged 1 SP:Iteration 38Q (9.495131 sec): 3 clusters Score: Raw -282562.553797 + Penalty 1857.915382 = -280704.638415 nChanged 2 SP:Iteration 39Q (9.616732 sec): 3 clusters Score: Raw -282563.224950 + Penalty 1857.915382 = -280705.309568 nChanged 2 SP:Iteration 40F (9.738375 sec): 3 clusters Score: Raw -282563.882259 + Penalty 1857.915382 = -280705.966877 nChanged 6 SP:Iteration 41Q (9.859755 sec): 3 clusters Score: Raw -282566.246572 + Penalty 1857.915382 = -280708.331190 nChanged 5 SP:Iteration 42Q (9.961764 sec): 3 clusters Score: Raw -282568.271867 + Penalty 1857.915382 = -280710.356485 nChanged 4 SP:Iteration 43Q (10.086188 sec): 3 clusters Score: Raw -282569.425604 + Penalty 1857.915382 = -280711.510222 nChanged 5 SP:Iteration 44Q (10.208796 sec): 3 clusters Score: Raw -282572.040732 + Penalty 1857.915382 = -280714.125350 nChanged 10 SP:Iteration 45Q (10.332302 sec): 3 clusters Score: Raw -282573.773410 + Penalty 1857.915382 = -280715.858028 nChanged 3 SP:Iteration 46Q (10.460946 sec): 3 clusters Score: Raw -282573.906217 + Penalty 1857.915382 = -280715.990835 nChanged 1 SP:Iteration 47Q (10.512850 sec): 3 clusters Score: Raw -282573.927526 + Penalty 1857.915382 = -280716.012144 nChanged 0 SP:Iteration 48F (10.562284 sec): 3 clusters Score: Raw -282573.927526 + Penalty 1857.915382 = -280716.012144 nChanged 0 Score: Raw -982707.391755 + Penalty 4171.777515 = -978535.614240 Splitting cluster 2 changes total score from -969455.818500 to -978535.614240 So it's getting split into cluster 4. Iteration 19F (10.968917 sec): 5 clusters Score: Raw -983598.064083 + Penalty 4171.777515 = -979426.286568 nChanged 531 Writing temp clu file Because OldScore, -969455.818500, is greater than current (better) Score,-979426.286568 Compute initial score before splitting: Score: Raw -983598.064083 + Penalty 4171.777515 = -979426.286568 Trying to split cluster 1 (10543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.019944 sec): 2 clusters Score: Raw -573198.330030 + Penalty 972.637828 = -572225.692201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.174785 sec): 3 clusters Score: Raw -567006.286370 + Penalty 1945.275656 = -565061.010713 nChanged 4784 SP:Iteration 1F (11.228685 sec): 3 clusters Score: Raw -570758.163512 + Penalty 1945.275656 = -568812.887856 nChanged 1199 SP:Iteration 2F (11.285567 sec): 3 clusters Score: Raw -572349.958654 + Penalty 1945.275656 = -570404.682998 nChanged 1216 SP:Iteration 3F (11.342412 sec): 3 clusters Score: Raw -574045.064810 + Penalty 1945.275656 = -572099.789153 nChanged 950 SP:Iteration 4F (11.404878 sec): 3 clusters Score: Raw -575200.660485 + Penalty 1945.275656 = -573255.384829 nChanged 646 SP:Iteration 5F (11.472627 sec): 3 clusters Score: Raw -575986.050099 + Penalty 1945.275656 = -574040.774442 nChanged 512 SP:Iteration 6Q (11.538734 sec): 3 clusters Score: Raw -577032.093737 + Penalty 1945.275656 = -575086.818081 nChanged 506 SP:Iteration 7Q (11.604026 sec): 3 clusters Score: Raw -578505.225534 + Penalty 1945.275656 = -576559.949877 nChanged 304 SP:Iteration 8Q (11.666071 sec): 3 clusters Score: Raw -578854.793052 + Penalty 1945.275656 = -576909.517396 nChanged 145 SP:Iteration 9Q (11.725814 sec): 3 clusters Score: Raw -578917.629706 + Penalty 1945.275656 = -576972.354050 nChanged 75 SP:Iteration 10Q (11.865568 sec): 3 clusters Score: Raw -578944.988080 + Penalty 1945.275656 = -576999.712424 nChanged 40 SP:Iteration 11Q (11.989844 sec): 3 clusters Score: Raw -578958.564211 + Penalty 1945.275656 = -577013.288554 nChanged 39 SP:Iteration 12Q (12.126112 sec): 3 clusters Score: Raw -578971.490950 + Penalty 1945.275656 = -577026.215293 nChanged 33 SP:Iteration 13Q (12.261525 sec): 3 clusters Score: Raw -578981.870884 + Penalty 1945.275656 = -577036.595228 nChanged 28 SP:Iteration 14Q (12.318533 sec): 3 clusters Score: Raw -578990.285740 + Penalty 1945.275656 = -577045.010083 nChanged 22 SP:Iteration 15Q (12.375684 sec): 3 clusters Score: Raw -578993.446084 + Penalty 1945.275656 = -577048.170428 nChanged 12 SP:Iteration 16Q (12.434059 sec): 3 clusters Score: Raw -578995.089525 + Penalty 1945.275656 = -577049.813869 nChanged 11 SP:Iteration 17Q (12.496089 sec): 3 clusters Score: Raw -578996.570879 + Penalty 1945.275656 = -577051.295223 nChanged 10 SP:Iteration 18Q (12.557960 sec): 3 clusters Score: Raw -578997.568982 + Penalty 1945.275656 = -577052.293325 nChanged 5 SP:Iteration 19Q (12.620925 sec): 3 clusters Score: Raw -578997.961048 + Penalty 1945.275656 = -577052.685391 nChanged 3 SP:Iteration 20F (12.686726 sec): 3 clusters Score: Raw -578998.298519 + Penalty 1945.275656 = -577053.022862 nChanged 2 SP:Iteration 21Q (12.748515 sec): 3 clusters Score: Raw -578998.575621 + Penalty 1945.275656 = -577053.299965 nChanged 3 SP:Iteration 22Q (12.807484 sec): 3 clusters Score: Raw -578998.786910 + Penalty 1945.275656 = -577053.511253 nChanged 3 SP:Iteration 23Q (12.866856 sec): 3 clusters Score: Raw -578998.945020 + Penalty 1945.275656 = -577053.669363 nChanged 2 SP:Iteration 24Q (12.931722 sec): 3 clusters Score: Raw -578999.105814 + Penalty 1945.275656 = -577053.830158 nChanged 1 SP:Iteration 25Q (12.998877 sec): 3 clusters Score: Raw -578999.163809 + Penalty 1945.275656 = -577053.888152 nChanged 1 SP:Iteration 26Q (13.155423 sec): 3 clusters Score: Raw -578999.210819 + Penalty 1945.275656 = -577053.935162 nChanged 0 SP:Iteration 27F (13.236997 sec): 3 clusters Score: Raw -578999.210819 + Penalty 1945.275656 = -577053.935162 nChanged 0 Score: Raw -989628.966398 + Penalty 5214.721894 = -984414.244504 Splitting cluster 1 changes total score from -979426.286568 to -984414.244504 So it's getting split into cluster 5. Trying to split cluster 2 (3245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.459285 sec): 2 clusters Score: Raw -133577.019436 + Penalty 848.911416 = -132728.108020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.491610 sec): 3 clusters Score: Raw -132013.478673 + Penalty 1697.822832 = -130315.655841 nChanged 1330 SP:Iteration 1F (13.524422 sec): 3 clusters Score: Raw -133576.185318 + Penalty 1697.822832 = -131878.362486 nChanged 509 SP:Iteration 2F (13.559649 sec): 3 clusters Score: Raw -134765.548553 + Penalty 1697.822832 = -133067.725721 nChanged 418 SP:Iteration 3F (13.595063 sec): 3 clusters Score: Raw -135917.930281 + Penalty 1697.822832 = -134220.107449 nChanged 261 SP:Iteration 4F (13.630255 sec): 3 clusters Score: Raw -136645.342023 + Penalty 1697.822832 = -134947.519191 nChanged 157 SP:Iteration 5Q (13.665402 sec): 3 clusters Score: Raw -136992.300077 + Penalty 1697.822832 = -135294.477245 nChanged 98 SP:Iteration 6Q (13.700205 sec): 3 clusters Score: Raw -137119.869306 + Penalty 1697.822832 = -135422.046474 nChanged 58 SP:Iteration 7Q (13.730276 sec): 3 clusters Score: Raw -137153.771600 + Penalty 1697.822832 = -135455.948768 nChanged 32 SP:Iteration 8Q (13.760498 sec): 3 clusters Score: Raw -137174.619133 + Penalty 1697.822832 = -135476.796301 nChanged 30 SP:Iteration 9Q (13.790594 sec): 3 clusters Score: Raw -137188.987282 + Penalty 1697.822832 = -135491.164450 nChanged 20 SP:Iteration 10Q (13.820663 sec): 3 clusters Score: Raw -137195.576033 + Penalty 1697.822832 = -135497.753201 nChanged 15 SP:Iteration 11Q (13.850941 sec): 3 clusters Score: Raw -137200.464098 + Penalty 1697.822832 = -135502.641266 nChanged 5 SP:Iteration 12Q (13.880939 sec): 3 clusters Score: Raw -137203.957691 + Penalty 1697.822832 = -135506.134859 nChanged 8 SP:Iteration 13Q (13.918034 sec): 3 clusters Score: Raw -137206.530318 + Penalty 1697.822832 = -135508.707486 nChanged 4 SP:Iteration 14Q (13.948093 sec): 3 clusters Score: Raw -137207.449810 + Penalty 1697.822832 = -135509.626978 nChanged 3 SP:Iteration 15Q (13.978209 sec): 3 clusters Score: Raw -137208.099956 + Penalty 1697.822832 = -135510.277124 nChanged 3 SP:Iteration 16Q (14.008317 sec): 3 clusters Score: Raw -137208.942587 + Penalty 1697.822832 = -135511.119755 nChanged 5 SP:Iteration 17Q (14.038462 sec): 3 clusters Score: Raw -137210.061042 + Penalty 1697.822832 = -135512.238210 nChanged 2 SP:Iteration 18Q (14.068505 sec): 3 clusters Score: Raw -137210.556071 + Penalty 1697.822832 = -135512.733239 nChanged 3 SP:Iteration 19Q (14.098709 sec): 3 clusters Score: Raw -137211.307845 + Penalty 1697.822832 = -135513.485013 nChanged 1 SP:Iteration 20F (14.128930 sec): 3 clusters Score: Raw -137211.549106 + Penalty 1697.822832 = -135513.726274 nChanged 2 SP:Iteration 21Q (14.158948 sec): 3 clusters Score: Raw -137212.238361 + Penalty 1697.822832 = -135514.415529 nChanged 3 SP:Iteration 22Q (14.189084 sec): 3 clusters Score: Raw -137212.870656 + Penalty 1697.822832 = -135515.047824 nChanged 4 SP:Iteration 23Q (14.219129 sec): 3 clusters Score: Raw -137213.510549 + Penalty 1697.822832 = -135515.687717 nChanged 2 SP:Iteration 24Q (14.249175 sec): 3 clusters Score: Raw -137213.923244 + Penalty 1697.822832 = -135516.100412 nChanged 2 SP:Iteration 25Q (14.280095 sec): 3 clusters Score: Raw -137214.543228 + Penalty 1697.822832 = -135516.720396 nChanged 2 SP:Iteration 26Q (14.310153 sec): 3 clusters Score: Raw -137215.189983 + Penalty 1697.822832 = -135517.367151 nChanged 3 SP:Iteration 27Q (14.340203 sec): 3 clusters Score: Raw -137215.938941 + Penalty 1697.822832 = -135518.116109 nChanged 2 SP:Iteration 28Q (14.370313 sec): 3 clusters Score: Raw -137216.395626 + Penalty 1697.822832 = -135518.572794 nChanged 0 SP:Iteration 29F (14.400641 sec): 3 clusters Score: Raw -137216.395626 + Penalty 1697.822832 = -135518.572794 nChanged 0 Score: Raw -993268.342588 + Penalty 6257.666272 = -987010.676316 Splitting cluster 2 changes total score from -979426.286568 to -987010.676316 So it's getting split into cluster 6. Trying to split cluster 3 (2872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.920313 sec): 2 clusters Score: Raw -150089.538258 + Penalty 836.090213 = -149253.448046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.033167 sec): 3 clusters Score: Raw -148638.656422 + Penalty 1672.180425 = -146966.475997 nChanged 1153 SP:Iteration 1F (15.147581 sec): 3 clusters Score: Raw -149673.585204 + Penalty 1672.180425 = -148001.404779 nChanged 380 SP:Iteration 2F (15.178411 sec): 3 clusters Score: Raw -150646.464996 + Penalty 1672.180425 = -148974.284571 nChanged 369 SP:Iteration 3F (15.208929 sec): 3 clusters Score: Raw -151624.814142 + Penalty 1672.180425 = -149952.633717 nChanged 265 SP:Iteration 4F (15.236472 sec): 3 clusters Score: Raw -152243.527261 + Penalty 1672.180425 = -150571.346835 nChanged 146 SP:Iteration 5F (15.265532 sec): 3 clusters Score: Raw -152457.432820 + Penalty 1672.180425 = -150785.252394 nChanged 80 SP:Iteration 6Q (15.292565 sec): 3 clusters Score: Raw -152538.655633 + Penalty 1672.180425 = -150866.475208 nChanged 42 SP:Iteration 7Q (15.319918 sec): 3 clusters Score: Raw -152571.033780 + Penalty 1672.180425 = -150898.853355 nChanged 30 SP:Iteration 8Q (15.347095 sec): 3 clusters Score: Raw -152591.248578 + Penalty 1672.180425 = -150919.068152 nChanged 23 SP:Iteration 9Q (15.373902 sec): 3 clusters Score: Raw -152602.537202 + Penalty 1672.180425 = -150930.356777 nChanged 17 SP:Iteration 10Q (15.400741 sec): 3 clusters Score: Raw -152609.976811 + Penalty 1672.180425 = -150937.796385 nChanged 11 SP:Iteration 11Q (15.436493 sec): 3 clusters Score: Raw -152615.210198 + Penalty 1672.180425 = -150943.029773 nChanged 14 SP:Iteration 12Q (15.463474 sec): 3 clusters Score: Raw -152620.797315 + Penalty 1672.180425 = -150948.616890 nChanged 11 SP:Iteration 13Q (15.490676 sec): 3 clusters Score: Raw -152625.601723 + Penalty 1672.180425 = -150953.421298 nChanged 7 SP:Iteration 14Q (15.517837 sec): 3 clusters Score: Raw -152629.858300 + Penalty 1672.180425 = -150957.677875 nChanged 11 SP:Iteration 15Q (15.544674 sec): 3 clusters Score: Raw -152633.517650 + Penalty 1672.180425 = -150961.337224 nChanged 8 SP:Iteration 16Q (15.571394 sec): 3 clusters Score: Raw -152636.763664 + Penalty 1672.180425 = -150964.583239 nChanged 12 SP:Iteration 17Q (15.598161 sec): 3 clusters Score: Raw -152641.504819 + Penalty 1672.180425 = -150969.324394 nChanged 4 SP:Iteration 18Q (15.625008 sec): 3 clusters Score: Raw -152644.849472 + Penalty 1672.180425 = -150972.669047 nChanged 6 SP:Iteration 19Q (15.652617 sec): 3 clusters Score: Raw -152648.906438 + Penalty 1672.180425 = -150976.726013 nChanged 3 SP:Iteration 20F (15.680283 sec): 3 clusters Score: Raw -152652.791217 + Penalty 1672.180425 = -150980.610792 nChanged 5 SP:Iteration 21Q (15.707165 sec): 3 clusters Score: Raw -152657.176963 + Penalty 1672.180425 = -150984.996538 nChanged 4 SP:Iteration 22Q (15.733908 sec): 3 clusters Score: Raw -152661.439135 + Penalty 1672.180425 = -150989.258710 nChanged 10 SP:Iteration 23Q (15.760670 sec): 3 clusters Score: Raw -152670.907251 + Penalty 1672.180425 = -150998.726825 nChanged 10 SP:Iteration 24Q (15.787417 sec): 3 clusters Score: Raw -152675.189445 + Penalty 1672.180425 = -151003.009019 nChanged 6 SP:Iteration 25Q (15.814536 sec): 3 clusters Score: Raw -152677.945543 + Penalty 1672.180425 = -151005.765118 nChanged 8 SP:Iteration 26Q (15.841582 sec): 3 clusters Score: Raw -152684.220418 + Penalty 1672.180425 = -151012.039992 nChanged 11 SP:Iteration 27Q (15.868275 sec): 3 clusters Score: Raw -152697.033645 + Penalty 1672.180425 = -151024.853220 nChanged 14 SP:Iteration 28Q (15.894994 sec): 3 clusters Score: Raw -152704.032512 + Penalty 1672.180425 = -151031.852087 nChanged 9 SP:Iteration 29Q (15.921888 sec): 3 clusters Score: Raw -152708.341314 + Penalty 1672.180425 = -151036.160889 nChanged 5 SP:Iteration 30Q (15.948527 sec): 3 clusters Score: Raw -152714.447083 + Penalty 1672.180425 = -151042.266658 nChanged 13 SP:Iteration 31Q (15.975451 sec): 3 clusters Score: Raw -152729.064100 + Penalty 1672.180425 = -151056.883675 nChanged 9 SP:Iteration 32Q (16.002881 sec): 3 clusters Score: Raw -152733.506659 + Penalty 1672.180425 = -151061.326233 nChanged 4 SP:Iteration 33Q (16.029572 sec): 3 clusters Score: Raw -152735.155804 + Penalty 1672.180425 = -151062.975379 nChanged 4 SP:Iteration 34Q (16.056232 sec): 3 clusters Score: Raw -152737.577064 + Penalty 1672.180425 = -151065.396639 nChanged 2 SP:Iteration 35Q (16.082821 sec): 3 clusters Score: Raw -152737.833255 + Penalty 1672.180425 = -151065.652830 nChanged 0 SP:Iteration 36F (16.110212 sec): 3 clusters Score: Raw -152737.833255 + Penalty 1672.180425 = -151065.652830 nChanged 0 Score: Raw -995916.637585 + Penalty 7300.610651 = -988616.026934 Splitting cluster 3 changes total score from -979426.286568 to -988616.026934 So it's getting split into cluster 7. Trying to split cluster 4 (3687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.354539 sec): 2 clusters Score: Raw -153111.656236 + Penalty 862.319682 = -152249.336554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.390995 sec): 3 clusters Score: Raw -151236.414829 + Penalty 1724.639364 = -149511.775466 nChanged 1588 SP:Iteration 1F (16.481744 sec): 3 clusters Score: Raw -152733.511103 + Penalty 1724.639364 = -151008.871739 nChanged 449 SP:Iteration 2F (16.634245 sec): 3 clusters Score: Raw -153310.402283 + Penalty 1724.639364 = -151585.762919 nChanged 290 SP:Iteration 3F (16.730472 sec): 3 clusters Score: Raw -153672.542297 + Penalty 1724.639364 = -151947.902933 nChanged 210 SP:Iteration 4F (16.848562 sec): 3 clusters Score: Raw -153896.076640 + Penalty 1724.639364 = -152171.437276 nChanged 146 SP:Iteration 5Q (16.966539 sec): 3 clusters Score: Raw -154077.780391 + Penalty 1724.639364 = -152353.141027 nChanged 110 SP:Iteration 6Q (17.000105 sec): 3 clusters Score: Raw -154207.662647 + Penalty 1724.639364 = -152483.023283 nChanged 88 SP:Iteration 7Q (17.035241 sec): 3 clusters Score: Raw -154291.750533 + Penalty 1724.639364 = -152567.111169 nChanged 59 SP:Iteration 8Q (17.069814 sec): 3 clusters Score: Raw -154329.436467 + Penalty 1724.639364 = -152604.797103 nChanged 41 SP:Iteration 9Q (17.103861 sec): 3 clusters Score: Raw -154360.728025 + Penalty 1724.639364 = -152636.088661 nChanged 38 SP:Iteration 10Q (17.138157 sec): 3 clusters Score: Raw -154386.563342 + Penalty 1724.639364 = -152661.923978 nChanged 34 SP:Iteration 11Q (17.172884 sec): 3 clusters Score: Raw -154414.634492 + Penalty 1724.639364 = -152689.995128 nChanged 37 SP:Iteration 12Q (17.207503 sec): 3 clusters Score: Raw -154431.841742 + Penalty 1724.639364 = -152707.202378 nChanged 22 SP:Iteration 13Q (17.241656 sec): 3 clusters Score: Raw -154445.757927 + Penalty 1724.639364 = -152721.118563 nChanged 25 SP:Iteration 14Q (17.276068 sec): 3 clusters Score: Raw -154466.102049 + Penalty 1724.639364 = -152741.462686 nChanged 23 SP:Iteration 15Q (17.310285 sec): 3 clusters Score: Raw -154479.491720 + Penalty 1724.639364 = -152754.852356 nChanged 13 SP:Iteration 16Q (17.344417 sec): 3 clusters Score: Raw -154482.891118 + Penalty 1724.639364 = -152758.251754 nChanged 8 SP:Iteration 17Q (17.378877 sec): 3 clusters Score: Raw -154484.316081 + Penalty 1724.639364 = -152759.676718 nChanged 5 SP:Iteration 18Q (17.413099 sec): 3 clusters Score: Raw -154487.987659 + Penalty 1724.639364 = -152763.348296 nChanged 7 SP:Iteration 19Q (17.447339 sec): 3 clusters Score: Raw -154490.713492 + Penalty 1724.639364 = -152766.074128 nChanged 3 SP:Iteration 20F (17.481292 sec): 3 clusters Score: Raw -154491.523035 + Penalty 1724.639364 = -152766.883671 nChanged 5 SP:Iteration 21Q (17.515643 sec): 3 clusters Score: Raw -154491.954088 + Penalty 1724.639364 = -152767.314724 nChanged 2 SP:Iteration 22Q (17.550179 sec): 3 clusters Score: Raw -154492.235711 + Penalty 1724.639364 = -152767.596347 nChanged 1 SP:Iteration 23Q (17.662400 sec): 3 clusters Score: Raw -154492.300807 + Penalty 1724.639364 = -152767.661443 nChanged 0 SP:Iteration 24F (17.717320 sec): 3 clusters Score: Raw -154492.300807 + Penalty 1724.639364 = -152767.661443 nChanged 0 Score: Raw -997297.282156 + Penalty 8343.555030 = -988953.727126 Splitting cluster 4 changes total score from -979426.286568 to -988953.727126 So it's getting split into cluster 8. Iteration 20F (18.219769 sec): 9 clusters Score: Raw -999348.912643 + Penalty 8343.555030 = -991005.357613 nChanged 1256 Iteration 21F (18.548017 sec): 9 clusters Score: Raw -1000503.051907 + Penalty 8343.555030 = -992159.496878 nChanged 529 Iteration 22Q (19.095178 sec): 9 clusters Score: Raw -1001027.808523 + Penalty 8343.555030 = -992684.253493 nChanged 352 Iteration 23Q (19.391165 sec): 9 clusters Score: Raw -1001399.957299 + Penalty 8343.555030 = -993056.402269 nChanged 280 Iteration 24Q (19.555867 sec): 9 clusters Score: Raw -1001577.788358 + Penalty 8343.555030 = -993234.233329 nChanged 190 Iteration 25Q (19.746380 sec): 9 clusters Score: Raw -1001679.323090 + Penalty 8343.555030 = -993335.768060 nChanged 167 Iteration 26Q (19.924261 sec): 9 clusters Score: Raw -1001770.934449 + Penalty 8343.555030 = -993427.379419 nChanged 145 Iteration 27Q (20.102200 sec): 9 clusters Score: Raw -1001832.783465 + Penalty 8343.555030 = -993489.228436 nChanged 110 Iteration 28Q (20.260871 sec): 9 clusters Score: Raw -1001880.811421 + Penalty 8343.555030 = -993537.256391 nChanged 86 Iteration 29Q (20.533999 sec): 9 clusters Score: Raw -1001908.199589 + Penalty 8343.555030 = -993564.644560 nChanged 69 Iteration 30Q (20.996314 sec): 9 clusters Score: Raw -1001926.686698 + Penalty 8343.555030 = -993583.131668 nChanged 37 Iteration 31Q (21.147722 sec): 9 clusters Score: Raw -1001945.468166 + Penalty 8343.555030 = -993601.913136 nChanged 21 Iteration 32Q (21.329456 sec): 9 clusters Score: Raw -1001951.595261 + Penalty 8343.555030 = -993608.040231 nChanged 21 Iteration 33Q (21.509174 sec): 9 clusters Score: Raw -1001956.826279 + Penalty 8343.555030 = -993613.271249 nChanged 16 Iteration 34Q (21.689765 sec): 9 clusters Score: Raw -1001960.533933 + Penalty 8343.555030 = -993616.978903 nChanged 14 Iteration 35Q (21.865513 sec): 9 clusters Score: Raw -1001963.202027 + Penalty 8343.555030 = -993619.646997 nChanged 17 Iteration 36Q (22.021448 sec): 9 clusters Score: Raw -1001965.943369 + Penalty 8343.555030 = -993622.388340 nChanged 16 Iteration 37Q (22.401265 sec): 9 clusters Score: Raw -1001969.505659 + Penalty 8343.555030 = -993625.950629 nChanged 15 Iteration 38Q (22.938155 sec): 9 clusters Score: Raw -1001973.443560 + Penalty 8343.555030 = -993629.888530 nChanged 14 Iteration 39Q (23.108677 sec): 9 clusters Score: Raw -1001977.909016 + Penalty 8343.555030 = -993634.353986 nChanged 19 Iteration 40F (23.376676 sec): 9 clusters Score: Raw -1002069.830874 + Penalty 8343.555030 = -993726.275845 nChanged 35 Iteration 41Q (23.538497 sec): 9 clusters Score: Raw -1002199.934430 + Penalty 8343.555030 = -993856.379401 nChanged 49 Iteration 42Q (23.725695 sec): 9 clusters Score: Raw -1002225.096297 + Penalty 8343.555030 = -993881.541267 nChanged 48 Iteration 43Q (23.908218 sec): 9 clusters Score: Raw -1002237.648966 + Penalty 8343.555030 = -993894.093936 nChanged 36 Iteration 44Q (24.085512 sec): 9 clusters Score: Raw -1002247.518195 + Penalty 8343.555030 = -993903.963165 nChanged 32 Iteration 45Q (24.245204 sec): 9 clusters Score: Raw -1002255.956167 + Penalty 8343.555030 = -993912.401137 nChanged 22 Iteration 46Q (24.431743 sec): 9 clusters Score: Raw -1002261.421701 + Penalty 8343.555030 = -993917.866671 nChanged 27 Iteration 47Q (24.613056 sec): 9 clusters Score: Raw -1002267.930399 + Penalty 8343.555030 = -993924.375369 nChanged 30 Iteration 48Q (24.789955 sec): 9 clusters Score: Raw -1002278.217850 + Penalty 8343.555030 = -993934.662820 nChanged 41 Iteration 49Q (24.970235 sec): 9 clusters Score: Raw -1002295.472972 + Penalty 8343.555030 = -993951.917942 nChanged 60 Iteration 50Q (25.255073 sec): 9 clusters Score: Raw -1002319.946577 + Penalty 8343.555030 = -993976.391547 nChanged 71 Iteration 51Q (25.465156 sec): 9 clusters Score: Raw -1002356.831817 + Penalty 8343.555030 = -994013.276787 nChanged 88 Iteration 52Q (25.665376 sec): 9 clusters Score: Raw -1002402.392275 + Penalty 8343.555030 = -994058.837245 nChanged 95 Iteration 53Q (25.904267 sec): 9 clusters Score: Raw -1002469.760643 + Penalty 8343.555030 = -994126.205613 nChanged 118 Iteration 54Q (26.081300 sec): 9 clusters Score: Raw -1002547.258706 + Penalty 8343.555030 = -994203.703676 nChanged 135 Iteration 55Q (26.259594 sec): 9 clusters Score: Raw -1002609.410523 + Penalty 8343.555030 = -994265.855493 nChanged 107 Iteration 56Q (26.417288 sec): 9 clusters Score: Raw -1002656.513427 + Penalty 8343.555030 = -994312.958397 nChanged 85 Iteration 57Q (26.603596 sec): 9 clusters Score: Raw -1002693.379857 + Penalty 8343.555030 = -994349.824827 nChanged 61 Iteration 58Q (26.784318 sec): 9 clusters Score: Raw -1002717.479952 + Penalty 8343.555030 = -994373.924923 nChanged 56 Writing temp clu file Because OldScore, -994349.824827, is greater than current (better) Score,-994373.924923 Compute initial score before splitting: Score: Raw -1002717.479952 + Penalty 8343.555030 = -994373.924923 Trying to split cluster 1 (6170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.903532 sec): 2 clusters Score: Raw -352765.688136 + Penalty 916.382682 = -351849.305454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.089566 sec): 3 clusters Score: Raw -349298.426619 + Penalty 1832.765365 = -347465.661255 nChanged 2697 SP:Iteration 1F (27.138773 sec): 3 clusters Score: Raw -350900.676755 + Penalty 1832.765365 = -349067.911390 nChanged 484 SP:Iteration 2F (27.190269 sec): 3 clusters Score: Raw -351230.420957 + Penalty 1832.765365 = -349397.655592 nChanged 477 SP:Iteration 3F (27.239164 sec): 3 clusters Score: Raw -351613.117091 + Penalty 1832.765365 = -349780.351727 nChanged 451 SP:Iteration 4F (27.288173 sec): 3 clusters Score: Raw -351933.049631 + Penalty 1832.765365 = -350100.284267 nChanged 349 SP:Iteration 5F (27.336999 sec): 3 clusters Score: Raw -352175.478132 + Penalty 1832.765365 = -350342.712768 nChanged 273 SP:Iteration 6Q (27.387325 sec): 3 clusters Score: Raw -352404.276137 + Penalty 1832.765365 = -350571.510773 nChanged 269 SP:Iteration 7Q (27.439941 sec): 3 clusters Score: Raw -352665.542339 + Penalty 1832.765365 = -350832.776975 nChanged 261 SP:Iteration 8Q (27.491727 sec): 3 clusters Score: Raw -352957.300191 + Penalty 1832.765365 = -351124.534826 nChanged 264 SP:Iteration 9Q (27.543046 sec): 3 clusters Score: Raw -353295.602884 + Penalty 1832.765365 = -351462.837520 nChanged 233 SP:Iteration 10Q (27.592371 sec): 3 clusters Score: Raw -353659.910049 + Penalty 1832.765365 = -351827.144684 nChanged 226 SP:Iteration 11Q (27.639328 sec): 3 clusters Score: Raw -354005.675985 + Penalty 1832.765365 = -352172.910621 nChanged 190 SP:Iteration 12Q (27.685918 sec): 3 clusters Score: Raw -354247.439741 + Penalty 1832.765365 = -352414.674377 nChanged 189 SP:Iteration 13Q (27.732585 sec): 3 clusters Score: Raw -354462.738033 + Penalty 1832.765365 = -352629.972668 nChanged 166 SP:Iteration 14Q (27.781664 sec): 3 clusters Score: Raw -354715.764006 + Penalty 1832.765365 = -352882.998641 nChanged 149 SP:Iteration 15Q (27.830682 sec): 3 clusters Score: Raw -355049.229443 + Penalty 1832.765365 = -353216.464079 nChanged 122 SP:Iteration 16Q (27.878981 sec): 3 clusters Score: Raw -355288.272021 + Penalty 1832.765365 = -353455.506657 nChanged 51 SP:Iteration 17Q (28.009663 sec): 3 clusters Score: Raw -355332.639692 + Penalty 1832.765365 = -353499.874327 nChanged 20 SP:Iteration 18Q (28.136410 sec): 3 clusters Score: Raw -355341.452575 + Penalty 1832.765365 = -353508.687210 nChanged 9 SP:Iteration 19Q (28.263854 sec): 3 clusters Score: Raw -355343.925837 + Penalty 1832.765365 = -353511.160472 nChanged 4 SP:Iteration 20F (28.308235 sec): 3 clusters Score: Raw -355345.230524 + Penalty 1832.765365 = -353512.465160 nChanged 5 SP:Iteration 21Q (28.351181 sec): 3 clusters Score: Raw -355346.424709 + Penalty 1832.765365 = -353513.659344 nChanged 1 SP:Iteration 22Q (28.473368 sec): 3 clusters Score: Raw -355346.512325 + Penalty 1832.765365 = -353513.746960 nChanged 0 SP:Iteration 23F (28.592217 sec): 3 clusters Score: Raw -355346.512325 + Penalty 1832.765365 = -353513.746960 nChanged 0 Score: Raw -1005313.910130 + Penalty 9386.499408 = -995927.410722 Splitting cluster 1 changes total score from -994373.924923 to -995927.410722 So it's getting split into cluster 9. Trying to split cluster 2 (1490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.898599 sec): 2 clusters Score: Raw -50416.525563 + Penalty 767.185797 = -49649.339766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.915781 sec): 3 clusters Score: Raw -49889.167964 + Penalty 1534.371594 = -48354.796371 nChanged 587 SP:Iteration 1F (28.931742 sec): 3 clusters Score: Raw -50972.022645 + Penalty 1534.371594 = -49437.651051 nChanged 222 SP:Iteration 2F (28.947683 sec): 3 clusters Score: Raw -51478.201220 + Penalty 1534.371594 = -49943.829626 nChanged 145 SP:Iteration 3F (28.963636 sec): 3 clusters Score: Raw -51806.639550 + Penalty 1534.371594 = -50272.267957 nChanged 98 SP:Iteration 4F (28.999638 sec): 3 clusters Score: Raw -52033.579309 + Penalty 1534.371594 = -50499.207715 nChanged 64 SP:Iteration 5Q (29.015498 sec): 3 clusters Score: Raw -52166.616408 + Penalty 1534.371594 = -50632.244814 nChanged 53 SP:Iteration 6Q (29.031223 sec): 3 clusters Score: Raw -52259.411440 + Penalty 1534.371594 = -50725.039846 nChanged 30 SP:Iteration 7Q (29.046903 sec): 3 clusters Score: Raw -52298.503438 + Penalty 1534.371594 = -50764.131844 nChanged 13 SP:Iteration 8Q (29.062171 sec): 3 clusters Score: Raw -52310.976938 + Penalty 1534.371594 = -50776.605344 nChanged 10 SP:Iteration 9Q (29.077611 sec): 3 clusters Score: Raw -52317.810973 + Penalty 1534.371594 = -50783.439379 nChanged 5 SP:Iteration 10Q (29.092955 sec): 3 clusters Score: Raw -52321.047177 + Penalty 1534.371594 = -50786.675584 nChanged 2 SP:Iteration 11Q (29.108263 sec): 3 clusters Score: Raw -52321.493250 + Penalty 1534.371594 = -50787.121657 nChanged 1 SP:Iteration 12Q (29.123623 sec): 3 clusters Score: Raw -52321.683219 + Penalty 1534.371594 = -50787.311625 nChanged 0 SP:Iteration 13F (29.139427 sec): 3 clusters Score: Raw -52321.683219 + Penalty 1534.371594 = -50787.311625 nChanged 0 Score: Raw -1007219.067787 + Penalty 10429.443787 = -996789.623999 Splitting cluster 2 changes total score from -994373.924923 to -996789.623999 So it's getting split into cluster 10. Trying to split cluster 3 (1148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.458424 sec): 2 clusters Score: Raw -62147.907358 + Penalty 739.806541 = -61408.100818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.472120 sec): 3 clusters Score: Raw -61675.074571 + Penalty 1479.613081 = -60195.461490 nChanged 415 SP:Iteration 1F (29.484904 sec): 3 clusters Score: Raw -61969.677356 + Penalty 1479.613081 = -60490.064275 nChanged 106 SP:Iteration 2F (29.497932 sec): 3 clusters Score: Raw -62071.780276 + Penalty 1479.613081 = -60592.167195 nChanged 68 SP:Iteration 3F (29.510889 sec): 3 clusters Score: Raw -62122.835762 + Penalty 1479.613081 = -60643.222680 nChanged 40 SP:Iteration 4Q (29.526187 sec): 3 clusters Score: Raw -62150.646731 + Penalty 1479.613081 = -60671.033650 nChanged 30 SP:Iteration 5Q (29.539340 sec): 3 clusters Score: Raw -62170.969413 + Penalty 1479.613081 = -60691.356332 nChanged 19 SP:Iteration 6Q (29.552444 sec): 3 clusters Score: Raw -62196.546534 + Penalty 1479.613081 = -60716.933453 nChanged 26 SP:Iteration 7Q (29.565597 sec): 3 clusters Score: Raw -62229.912638 + Penalty 1479.613081 = -60750.299557 nChanged 27 SP:Iteration 8Q (29.578733 sec): 3 clusters Score: Raw -62260.658231 + Penalty 1479.613081 = -60781.045150 nChanged 29 SP:Iteration 9Q (29.591740 sec): 3 clusters Score: Raw -62305.190912 + Penalty 1479.613081 = -60825.577831 nChanged 32 SP:Iteration 10Q (29.604945 sec): 3 clusters Score: Raw -62347.356623 + Penalty 1479.613081 = -60867.743542 nChanged 29 SP:Iteration 11Q (29.618017 sec): 3 clusters Score: Raw -62408.292601 + Penalty 1479.613081 = -60928.679520 nChanged 32 SP:Iteration 12Q (29.631084 sec): 3 clusters Score: Raw -62469.357684 + Penalty 1479.613081 = -60989.744603 nChanged 35 SP:Iteration 13Q (29.644164 sec): 3 clusters Score: Raw -62518.508486 + Penalty 1479.613081 = -61038.895405 nChanged 32 SP:Iteration 14Q (29.657172 sec): 3 clusters Score: Raw -62550.726998 + Penalty 1479.613081 = -61071.113917 nChanged 21 SP:Iteration 15Q (29.670205 sec): 3 clusters Score: Raw -62580.643770 + Penalty 1479.613081 = -61101.030689 nChanged 21 SP:Iteration 16Q (29.683196 sec): 3 clusters Score: Raw -62599.655710 + Penalty 1479.613081 = -61120.042629 nChanged 13 SP:Iteration 17Q (29.696219 sec): 3 clusters Score: Raw -62617.630216 + Penalty 1479.613081 = -61138.017135 nChanged 11 SP:Iteration 18Q (29.709223 sec): 3 clusters Score: Raw -62636.132329 + Penalty 1479.613081 = -61156.519248 nChanged 15 SP:Iteration 19Q (29.741550 sec): 3 clusters Score: Raw -62659.711875 + Penalty 1479.613081 = -61180.098794 nChanged 10 SP:Iteration 20F (29.754671 sec): 3 clusters Score: Raw -62669.721755 + Penalty 1479.613081 = -61190.108674 nChanged 8 SP:Iteration 21Q (29.767687 sec): 3 clusters Score: Raw -62675.709513 + Penalty 1479.613081 = -61196.096432 nChanged 3 SP:Iteration 22Q (29.780629 sec): 3 clusters Score: Raw -62678.109839 + Penalty 1479.613081 = -61198.496758 nChanged 5 SP:Iteration 23Q (29.793513 sec): 3 clusters Score: Raw -62683.112940 + Penalty 1479.613081 = -61203.499859 nChanged 6 SP:Iteration 24Q (29.806483 sec): 3 clusters Score: Raw -62687.842548 + Penalty 1479.613081 = -61208.229467 nChanged 5 SP:Iteration 25Q (29.819462 sec): 3 clusters Score: Raw -62689.877157 + Penalty 1479.613081 = -61210.264076 nChanged 2 SP:Iteration 26Q (29.832348 sec): 3 clusters Score: Raw -62691.205419 + Penalty 1479.613081 = -61211.592338 nChanged 1 SP:Iteration 27Q (29.845208 sec): 3 clusters Score: Raw -62692.103758 + Penalty 1479.613081 = -61212.490677 nChanged 1 SP:Iteration 28Q (29.858059 sec): 3 clusters Score: Raw -62693.559936 + Penalty 1479.613081 = -61213.946855 nChanged 4 SP:Iteration 29Q (29.870962 sec): 3 clusters Score: Raw -62696.825156 + Penalty 1479.613081 = -61217.212074 nChanged 2 SP:Iteration 30Q (29.883862 sec): 3 clusters Score: Raw -62698.369462 + Penalty 1479.613081 = -61218.756381 nChanged 5 SP:Iteration 31Q (29.896783 sec): 3 clusters Score: Raw -62701.593295 + Penalty 1479.613081 = -61221.980214 nChanged 1 SP:Iteration 32Q (29.909676 sec): 3 clusters Score: Raw -62701.866732 + Penalty 1479.613081 = -61222.253651 nChanged 1 SP:Iteration 33Q (29.922530 sec): 3 clusters Score: Raw -62702.159294 + Penalty 1479.613081 = -61222.546213 nChanged 0 SP:Iteration 34F (29.935359 sec): 3 clusters Score: Raw -62702.159294 + Penalty 1479.613081 = -61222.546213 nChanged 0 Trying to split cluster 4 (1557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.967767 sec): 2 clusters Score: Raw -67422.484244 + Penalty 771.804198 = -66650.680046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.984974 sec): 3 clusters Score: Raw -66768.429783 + Penalty 1543.608396 = -65224.821386 nChanged 558 SP:Iteration 1F (30.001260 sec): 3 clusters Score: Raw -67242.116004 + Penalty 1543.608396 = -65698.507608 nChanged 144 SP:Iteration 2F (30.017557 sec): 3 clusters Score: Raw -67376.131941 + Penalty 1543.608396 = -65832.523545 nChanged 94 SP:Iteration 3F (30.033834 sec): 3 clusters Score: Raw -67464.593293 + Penalty 1543.608396 = -65920.984897 nChanged 74 SP:Iteration 4Q (30.050338 sec): 3 clusters Score: Raw -67538.024918 + Penalty 1543.608396 = -65994.416522 nChanged 49 SP:Iteration 5Q (30.066864 sec): 3 clusters Score: Raw -67584.044326 + Penalty 1543.608396 = -66040.435930 nChanged 50 SP:Iteration 6Q (30.083691 sec): 3 clusters Score: Raw -67630.496707 + Penalty 1543.608396 = -66086.888311 nChanged 39 SP:Iteration 7Q (30.100267 sec): 3 clusters Score: Raw -67671.007442 + Penalty 1543.608396 = -66127.399046 nChanged 28 SP:Iteration 8Q (30.116652 sec): 3 clusters Score: Raw -67697.566259 + Penalty 1543.608396 = -66153.957863 nChanged 31 SP:Iteration 9Q (30.133100 sec): 3 clusters Score: Raw -67731.690684 + Penalty 1543.608396 = -66188.082288 nChanged 37 SP:Iteration 10Q (30.149548 sec): 3 clusters Score: Raw -67778.014842 + Penalty 1543.608396 = -66234.406446 nChanged 48 SP:Iteration 11Q (30.165944 sec): 3 clusters Score: Raw -67828.142643 + Penalty 1543.608396 = -66284.534247 nChanged 36 SP:Iteration 12Q (30.182344 sec): 3 clusters Score: Raw -67858.136940 + Penalty 1543.608396 = -66314.528544 nChanged 19 SP:Iteration 13Q (30.198773 sec): 3 clusters Score: Raw -67871.314235 + Penalty 1543.608396 = -66327.705839 nChanged 16 SP:Iteration 14Q (30.215209 sec): 3 clusters Score: Raw -67890.038816 + Penalty 1543.608396 = -66346.430420 nChanged 24 SP:Iteration 15Q (30.248030 sec): 3 clusters Score: Raw -67911.393872 + Penalty 1543.608396 = -66367.785476 nChanged 13 SP:Iteration 16Q (30.264699 sec): 3 clusters Score: Raw -67919.946398 + Penalty 1543.608396 = -66376.338001 nChanged 8 SP:Iteration 17Q (30.281078 sec): 3 clusters Score: Raw -67925.297587 + Penalty 1543.608396 = -66381.689191 nChanged 5 SP:Iteration 18Q (30.297386 sec): 3 clusters Score: Raw -67928.456451 + Penalty 1543.608396 = -66384.848055 nChanged 4 SP:Iteration 19Q (30.314966 sec): 3 clusters Score: Raw -67931.691405 + Penalty 1543.608396 = -66388.083009 nChanged 5 SP:Iteration 20F (30.331189 sec): 3 clusters Score: Raw -67933.292473 + Penalty 1543.608396 = -66389.684077 nChanged 3 SP:Iteration 21Q (30.347557 sec): 3 clusters Score: Raw -67935.668039 + Penalty 1543.608396 = -66392.059643 nChanged 2 SP:Iteration 22Q (30.363834 sec): 3 clusters Score: Raw -67936.831079 + Penalty 1543.608396 = -66393.222683 nChanged 2 SP:Iteration 23Q (30.380108 sec): 3 clusters Score: Raw -67938.196938 + Penalty 1543.608396 = -66394.588542 nChanged 2 SP:Iteration 24Q (30.396514 sec): 3 clusters Score: Raw -67939.173249 + Penalty 1543.608396 = -66395.564853 nChanged 2 SP:Iteration 25Q (30.412741 sec): 3 clusters Score: Raw -67940.033561 + Penalty 1543.608396 = -66396.425165 nChanged 2 SP:Iteration 26Q (30.428997 sec): 3 clusters Score: Raw -67940.589499 + Penalty 1543.608396 = -66396.981103 nChanged 3 SP:Iteration 27Q (30.445310 sec): 3 clusters Score: Raw -67941.775103 + Penalty 1543.608396 = -66398.166707 nChanged 4 SP:Iteration 28Q (30.461666 sec): 3 clusters Score: Raw -67943.481322 + Penalty 1543.608396 = -66399.872926 nChanged 3 SP:Iteration 29Q (30.477968 sec): 3 clusters Score: Raw -67945.601235 + Penalty 1543.608396 = -66401.992839 nChanged 4 SP:Iteration 30Q (30.494280 sec): 3 clusters Score: Raw -67948.538456 + Penalty 1543.608396 = -66404.930060 nChanged 2 SP:Iteration 31Q (30.510637 sec): 3 clusters Score: Raw -67950.057200 + Penalty 1543.608396 = -66406.448804 nChanged 3 SP:Iteration 32Q (30.526947 sec): 3 clusters Score: Raw -67952.818910 + Penalty 1543.608396 = -66409.210514 nChanged 2 SP:Iteration 33Q (30.543263 sec): 3 clusters Score: Raw -67953.840978 + Penalty 1543.608396 = -66410.232582 nChanged 2 SP:Iteration 34Q (30.559587 sec): 3 clusters Score: Raw -67954.979320 + Penalty 1543.608396 = -66411.370924 nChanged 0 SP:Iteration 35F (30.575690 sec): 3 clusters Score: Raw -67954.979320 + Penalty 1543.608396 = -66411.370924 nChanged 0 Trying to split cluster 5 (3824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.615637 sec): 2 clusters Score: Raw -207031.333215 + Penalty 866.150489 = -206165.182726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.655776 sec): 3 clusters Score: Raw -204993.934586 + Penalty 1732.300978 = -203261.633608 nChanged 1600 SP:Iteration 1F (30.693789 sec): 3 clusters Score: Raw -206179.860200 + Penalty 1732.300978 = -204447.559223 nChanged 371 SP:Iteration 2F (30.731654 sec): 3 clusters Score: Raw -206522.432067 + Penalty 1732.300978 = -204790.131089 nChanged 244 SP:Iteration 3F (30.769514 sec): 3 clusters Score: Raw -206714.170774 + Penalty 1732.300978 = -204981.869796 nChanged 186 SP:Iteration 4Q (30.807807 sec): 3 clusters Score: Raw -206865.429195 + Penalty 1732.300978 = -205133.128218 nChanged 155 SP:Iteration 5Q (30.843877 sec): 3 clusters Score: Raw -206974.080896 + Penalty 1732.300978 = -205241.779918 nChanged 139 SP:Iteration 6Q (30.879926 sec): 3 clusters Score: Raw -207060.398890 + Penalty 1732.300978 = -205328.097913 nChanged 113 SP:Iteration 7Q (30.915961 sec): 3 clusters Score: Raw -207127.541998 + Penalty 1732.300978 = -205395.241020 nChanged 101 SP:Iteration 8Q (30.951832 sec): 3 clusters Score: Raw -207183.563406 + Penalty 1732.300978 = -205451.262428 nChanged 81 SP:Iteration 9Q (31.055918 sec): 3 clusters Score: Raw -207240.373396 + Penalty 1732.300978 = -205508.072418 nChanged 89 SP:Iteration 10Q (31.092032 sec): 3 clusters Score: Raw -207290.175842 + Penalty 1732.300978 = -205557.874865 nChanged 65 SP:Iteration 11Q (31.127967 sec): 3 clusters Score: Raw -207324.748849 + Penalty 1732.300978 = -205592.447871 nChanged 50 SP:Iteration 12Q (31.163768 sec): 3 clusters Score: Raw -207350.539103 + Penalty 1732.300978 = -205618.238126 nChanged 58 SP:Iteration 13Q (31.199589 sec): 3 clusters Score: Raw -207382.791037 + Penalty 1732.300978 = -205650.490059 nChanged 76 SP:Iteration 14Q (31.235235 sec): 3 clusters Score: Raw -207435.423752 + Penalty 1732.300978 = -205703.122775 nChanged 99 SP:Iteration 15Q (31.271307 sec): 3 clusters Score: Raw -207520.735473 + Penalty 1732.300978 = -205788.434495 nChanged 119 SP:Iteration 16Q (31.306973 sec): 3 clusters Score: Raw -207627.643694 + Penalty 1732.300978 = -205895.342717 nChanged 101 SP:Iteration 17Q (31.342568 sec): 3 clusters Score: Raw -207750.749626 + Penalty 1732.300978 = -206018.448649 nChanged 105 SP:Iteration 18Q (31.378036 sec): 3 clusters Score: Raw -207876.039665 + Penalty 1732.300978 = -206143.738687 nChanged 77 SP:Iteration 19Q (31.413232 sec): 3 clusters Score: Raw -207980.699114 + Penalty 1732.300978 = -206248.398137 nChanged 67 SP:Iteration 20F (31.448943 sec): 3 clusters Score: Raw -208073.825159 + Penalty 1732.300978 = -206341.524181 nChanged 70 SP:Iteration 21Q (31.483796 sec): 3 clusters Score: Raw -208167.808588 + Penalty 1732.300978 = -206435.507611 nChanged 69 SP:Iteration 22Q (31.518512 sec): 3 clusters Score: Raw -208316.939893 + Penalty 1732.300978 = -206584.638915 nChanged 98 SP:Iteration 23Q (31.553178 sec): 3 clusters Score: Raw -208654.729563 + Penalty 1732.300978 = -206922.428585 nChanged 142 SP:Iteration 24Q (31.587371 sec): 3 clusters Score: Raw -209259.718140 + Penalty 1732.300978 = -207527.417162 nChanged 123 SP:Iteration 25Q (31.621534 sec): 3 clusters Score: Raw -209782.133244 + Penalty 1732.300978 = -208049.832266 nChanged 62 SP:Iteration 26Q (31.737559 sec): 3 clusters Score: Raw -209966.644298 + Penalty 1732.300978 = -208234.343320 nChanged 38 SP:Iteration 27Q (31.850833 sec): 3 clusters Score: Raw -210033.995718 + Penalty 1732.300978 = -208301.694741 nChanged 22 SP:Iteration 28Q (31.885567 sec): 3 clusters Score: Raw -210055.072851 + Penalty 1732.300978 = -208322.771873 nChanged 15 SP:Iteration 29Q (31.921427 sec): 3 clusters Score: Raw -210063.636126 + Penalty 1732.300978 = -208331.335148 nChanged 5 SP:Iteration 30Q (31.954953 sec): 3 clusters Score: Raw -210066.412654 + Penalty 1732.300978 = -208334.111676 nChanged 4 SP:Iteration 31Q (31.988498 sec): 3 clusters Score: Raw -210068.610749 + Penalty 1732.300978 = -208336.309772 nChanged 3 SP:Iteration 32Q (32.021952 sec): 3 clusters Score: Raw -210069.241324 + Penalty 1732.300978 = -208336.940347 nChanged 0 SP:Iteration 33F (32.057130 sec): 3 clusters Score: Raw -210069.241324 + Penalty 1732.300978 = -208336.940347 nChanged 0 Score: Raw -1010256.975897 + Penalty 11472.388166 = -998784.587731 Splitting cluster 5 changes total score from -994373.924923 to -998784.587731 So it's getting split into cluster 11. Trying to split cluster 6 (2001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.392148 sec): 2 clusters Score: Raw -94529.969234 + Penalty 798.147245 = -93731.821989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.413826 sec): 3 clusters Score: Raw -93616.556563 + Penalty 1596.294490 = -92020.262073 nChanged 739 SP:Iteration 1F (32.434231 sec): 3 clusters Score: Raw -94364.792023 + Penalty 1596.294490 = -92768.497532 nChanged 262 SP:Iteration 2F (32.454539 sec): 3 clusters Score: Raw -94852.226894 + Penalty 1596.294490 = -93255.932403 nChanged 223 SP:Iteration 3F (32.474978 sec): 3 clusters Score: Raw -95307.800726 + Penalty 1596.294490 = -93711.506236 nChanged 152 SP:Iteration 4F (32.514547 sec): 3 clusters Score: Raw -95646.802150 + Penalty 1596.294490 = -94050.507660 nChanged 88 SP:Iteration 5Q (32.534762 sec): 3 clusters Score: Raw -95766.852360 + Penalty 1596.294490 = -94170.557870 nChanged 40 SP:Iteration 6Q (32.554719 sec): 3 clusters Score: Raw -95808.335517 + Penalty 1596.294490 = -94212.041026 nChanged 21 SP:Iteration 7Q (32.574877 sec): 3 clusters Score: Raw -95823.947234 + Penalty 1596.294490 = -94227.652744 nChanged 23 SP:Iteration 8Q (32.594712 sec): 3 clusters Score: Raw -95836.684886 + Penalty 1596.294490 = -94240.390396 nChanged 10 SP:Iteration 9Q (32.614411 sec): 3 clusters Score: Raw -95842.221375 + Penalty 1596.294490 = -94245.926885 nChanged 6 SP:Iteration 10Q (32.634008 sec): 3 clusters Score: Raw -95845.658614 + Penalty 1596.294490 = -94249.364124 nChanged 3 SP:Iteration 11Q (32.653859 sec): 3 clusters Score: Raw -95847.727004 + Penalty 1596.294490 = -94251.432514 nChanged 4 SP:Iteration 12Q (32.673469 sec): 3 clusters Score: Raw -95849.640811 + Penalty 1596.294490 = -94253.346320 nChanged 2 SP:Iteration 13Q (32.693191 sec): 3 clusters Score: Raw -95850.309327 + Penalty 1596.294490 = -94254.014837 nChanged 0 SP:Iteration 14F (32.789132 sec): 3 clusters Score: Raw -95850.309327 + Penalty 1596.294490 = -94254.014837 nChanged 0 Score: Raw -1011577.315989 + Penalty 12515.332545 = -999061.983445 Splitting cluster 6 changes total score from -994373.924923 to -999061.983445 So it's getting split into cluster 12. Trying to split cluster 7 (1959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.219835 sec): 2 clusters Score: Raw -105061.313071 + Penalty 795.919889 = -104265.393182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.240810 sec): 3 clusters Score: Raw -104145.920061 + Penalty 1591.839778 = -102554.080283 nChanged 759 SP:Iteration 1F (33.260701 sec): 3 clusters Score: Raw -104759.602472 + Penalty 1591.839778 = -103167.762694 nChanged 229 SP:Iteration 2F (33.280562 sec): 3 clusters Score: Raw -104998.271312 + Penalty 1591.839778 = -103406.431534 nChanged 147 SP:Iteration 3F (33.300403 sec): 3 clusters Score: Raw -105145.530213 + Penalty 1591.839778 = -103553.690435 nChanged 110 SP:Iteration 4F (33.320248 sec): 3 clusters Score: Raw -105291.565399 + Penalty 1591.839778 = -103699.725621 nChanged 84 SP:Iteration 5Q (33.340278 sec): 3 clusters Score: Raw -105383.878348 + Penalty 1591.839778 = -103792.038570 nChanged 78 SP:Iteration 6Q (33.360449 sec): 3 clusters Score: Raw -105473.534792 + Penalty 1591.839778 = -103881.695014 nChanged 73 SP:Iteration 7Q (33.380554 sec): 3 clusters Score: Raw -105561.263875 + Penalty 1591.839778 = -103969.424097 nChanged 56 SP:Iteration 8Q (33.400526 sec): 3 clusters Score: Raw -105630.012726 + Penalty 1591.839778 = -104038.172948 nChanged 55 SP:Iteration 9Q (33.420543 sec): 3 clusters Score: Raw -105712.566478 + Penalty 1591.839778 = -104120.726701 nChanged 35 SP:Iteration 10Q (33.439917 sec): 3 clusters Score: Raw -105747.722118 + Penalty 1591.839778 = -104155.882340 nChanged 27 SP:Iteration 11Q (33.459681 sec): 3 clusters Score: Raw -105768.525734 + Penalty 1591.839778 = -104176.685957 nChanged 20 SP:Iteration 12Q (33.479260 sec): 3 clusters Score: Raw -105781.051341 + Penalty 1591.839778 = -104189.211563 nChanged 11 SP:Iteration 13Q (33.498795 sec): 3 clusters Score: Raw -105787.979983 + Penalty 1591.839778 = -104196.140206 nChanged 7 SP:Iteration 14Q (33.518467 sec): 3 clusters Score: Raw -105790.228286 + Penalty 1591.839778 = -104198.388508 nChanged 2 SP:Iteration 15Q (33.538096 sec): 3 clusters Score: Raw -105790.850971 + Penalty 1591.839778 = -104199.011193 nChanged 1 SP:Iteration 16Q (33.557663 sec): 3 clusters Score: Raw -105791.214106 + Penalty 1591.839778 = -104199.374328 nChanged 1 SP:Iteration 17Q (33.577246 sec): 3 clusters Score: Raw -105791.540035 + Penalty 1591.839778 = -104199.700257 nChanged 0 SP:Iteration 18F (33.611024 sec): 3 clusters Score: Raw -105791.540035 + Penalty 1591.839778 = -104199.700257 nChanged 0 Trying to split cluster 8 (2259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.645811 sec): 2 clusters Score: Raw -103619.412337 + Penalty 810.881139 = -102808.531198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.669560 sec): 3 clusters Score: Raw -102519.841024 + Penalty 1621.762278 = -100898.078746 nChanged 899 SP:Iteration 1F (33.692421 sec): 3 clusters Score: Raw -103395.489365 + Penalty 1621.762278 = -101773.727087 nChanged 274 SP:Iteration 2F (33.714805 sec): 3 clusters Score: Raw -103800.526220 + Penalty 1621.762278 = -102178.763942 nChanged 220 SP:Iteration 3F (33.765563 sec): 3 clusters Score: Raw -104131.323914 + Penalty 1621.762278 = -102509.561636 nChanged 172 SP:Iteration 4F (33.870981 sec): 3 clusters Score: Raw -104362.034439 + Penalty 1621.762278 = -102740.272160 nChanged 125 SP:Iteration 5F (33.904404 sec): 3 clusters Score: Raw -104540.055191 + Penalty 1621.762278 = -102918.292913 nChanged 101 SP:Iteration 6Q (33.949064 sec): 3 clusters Score: Raw -104758.446510 + Penalty 1621.762278 = -103136.684232 nChanged 92 SP:Iteration 7Q (33.971684 sec): 3 clusters Score: Raw -104951.591446 + Penalty 1621.762278 = -103329.829168 nChanged 66 SP:Iteration 8Q (33.993923 sec): 3 clusters Score: Raw -105043.083414 + Penalty 1621.762278 = -103421.321136 nChanged 39 SP:Iteration 9Q (34.016029 sec): 3 clusters Score: Raw -105072.229399 + Penalty 1621.762278 = -103450.467120 nChanged 32 SP:Iteration 10Q (34.038224 sec): 3 clusters Score: Raw -105112.518164 + Penalty 1621.762278 = -103490.755885 nChanged 37 SP:Iteration 11Q (34.060313 sec): 3 clusters Score: Raw -105177.930018 + Penalty 1621.762278 = -103556.167739 nChanged 45 SP:Iteration 12Q (34.082452 sec): 3 clusters Score: Raw -105262.451471 + Penalty 1621.762278 = -103640.689193 nChanged 44 SP:Iteration 13Q (34.104602 sec): 3 clusters Score: Raw -105384.148066 + Penalty 1621.762278 = -103762.385788 nChanged 47 SP:Iteration 14Q (34.126593 sec): 3 clusters Score: Raw -105506.670488 + Penalty 1621.762278 = -103884.908210 nChanged 35 SP:Iteration 15Q (34.148354 sec): 3 clusters Score: Raw -105591.248989 + Penalty 1621.762278 = -103969.486710 nChanged 31 SP:Iteration 16Q (34.170136 sec): 3 clusters Score: Raw -105667.136978 + Penalty 1621.762278 = -104045.374700 nChanged 31 SP:Iteration 17Q (34.191742 sec): 3 clusters Score: Raw -105772.014164 + Penalty 1621.762278 = -104150.251885 nChanged 29 SP:Iteration 18Q (34.213450 sec): 3 clusters Score: Raw -105866.857714 + Penalty 1621.762278 = -104245.095435 nChanged 24 SP:Iteration 19Q (34.235264 sec): 3 clusters Score: Raw -105927.398764 + Penalty 1621.762278 = -104305.636486 nChanged 21 SP:Iteration 20F (34.257538 sec): 3 clusters Score: Raw -105993.526545 + Penalty 1621.762278 = -104371.764267 nChanged 16 SP:Iteration 21Q (34.279052 sec): 3 clusters Score: Raw -106049.013801 + Penalty 1621.762278 = -104427.251523 nChanged 8 SP:Iteration 22Q (34.300648 sec): 3 clusters Score: Raw -106057.324381 + Penalty 1621.762278 = -104435.562102 nChanged 5 SP:Iteration 23Q (34.322182 sec): 3 clusters Score: Raw -106061.896757 + Penalty 1621.762278 = -104440.134479 nChanged 4 SP:Iteration 24Q (34.343772 sec): 3 clusters Score: Raw -106064.257502 + Penalty 1621.762278 = -104442.495223 nChanged 1 SP:Iteration 25Q (34.365438 sec): 3 clusters Score: Raw -106064.447375 + Penalty 1621.762278 = -104442.685097 nChanged 0 SP:Iteration 26F (34.387704 sec): 3 clusters Score: Raw -106064.447375 + Penalty 1621.762278 = -104442.685097 nChanged 0 Score: Raw -1014022.351027 + Penalty 13558.276923 = -1000464.074104 Splitting cluster 8 changes total score from -994373.924923 to -1000464.074104 So it's getting split into cluster 13. Iteration 59Q (35.100699 sec): 14 clusters Score: Raw -1015130.960864 + Penalty 13558.276923 = -1001572.683940 nChanged 693 Iteration 60F (35.456152 sec): 14 clusters Score: Raw -1015892.632430 + Penalty 13558.276923 = -1002334.355506 nChanged 506 Iteration 61Q (35.675060 sec): 14 clusters Score: Raw -1016275.271496 + Penalty 13558.276923 = -1002716.994573 nChanged 255 Iteration 62Q (35.900469 sec): 14 clusters Score: Raw -1016451.998633 + Penalty 13558.276923 = -1002893.721710 nChanged 161 Iteration 63Q (36.121918 sec): 14 clusters Score: Raw -1016552.674365 + Penalty 13558.276923 = -1002994.397442 nChanged 116 Iteration 64Q (36.368060 sec): 14 clusters Score: Raw -1016621.648870 + Penalty 13558.276923 = -1003063.371947 nChanged 85 Iteration 65Q (36.584082 sec): 14 clusters Score: Raw -1016657.186785 + Penalty 13558.276923 = -1003098.909861 nChanged 44 Iteration 66Q (36.820277 sec): 14 clusters Score: Raw -1016675.587596 + Penalty 13558.276923 = -1003117.310673 nChanged 44 Iteration 67Q (37.035538 sec): 14 clusters Score: Raw -1016693.896645 + Penalty 13558.276923 = -1003135.619722 nChanged 29 Iteration 68Q (37.319661 sec): 14 clusters Score: Raw -1016701.497386 + Penalty 13558.276923 = -1003143.220463 nChanged 26 Iteration 69Q (37.597451 sec): 14 clusters Score: Raw -1016708.131476 + Penalty 13558.276923 = -1003149.854553 nChanged 15 Iteration 70Q (37.930780 sec): 14 clusters Score: Raw -1016711.762597 + Penalty 13558.276923 = -1003153.485673 nChanged 9 Iteration 71Q (38.158075 sec): 14 clusters Score: Raw -1016719.764643 + Penalty 13558.276923 = -1003161.487720 nChanged 5 Iteration 72Q (38.385649 sec): 14 clusters Score: Raw -1016721.063637 + Penalty 13558.276923 = -1003162.786713 nChanged 3 Iteration 73Q (38.602564 sec): 14 clusters Score: Raw -1016721.718058 + Penalty 13558.276923 = -1003163.441135 nChanged 2 Iteration 74Q (38.824753 sec): 14 clusters Score: Raw -1016722.295588 + Penalty 13558.276923 = -1003164.018664 nChanged 3 Iteration 75Q (39.049433 sec): 14 clusters Score: Raw -1016722.841596 + Penalty 13558.276923 = -1003164.564672 nChanged 2 Iteration 76Q (39.284990 sec): 14 clusters Score: Raw -1016723.409264 + Penalty 13558.276923 = -1003165.132341 nChanged 2 Iteration 77Q (39.519182 sec): 14 clusters Score: Raw -1016723.667731 + Penalty 13558.276923 = -1003165.390808 nChanged 0 Iteration 78F (39.894107 sec): 14 clusters Score: Raw -1017012.217246 + Penalty 13558.276923 = -1003453.940322 nChanged 38 Iteration 79Q (40.111981 sec): 14 clusters Score: Raw -1018024.739240 + Penalty 13558.276923 = -1004466.462316 nChanged 26 Iteration 80F (40.478252 sec): 14 clusters Score: Raw -1018930.224040 + Penalty 13558.276923 = -1005371.947117 nChanged 51 Iteration 81Q (40.682054 sec): 14 clusters Score: Raw -1019321.342516 + Penalty 13558.276923 = -1005763.065593 nChanged 16 Iteration 82Q (40.903498 sec): 14 clusters Score: Raw -1019337.283662 + Penalty 13558.276923 = -1005779.006739 nChanged 2 Iteration 83Q (41.125578 sec): 14 clusters Score: Raw -1019337.820523 + Penalty 13558.276923 = -1005779.543599 nChanged 2 Iteration 84Q (41.451180 sec): 14 clusters Score: Raw -1019338.500315 + Penalty 13558.276923 = -1005780.223392 nChanged 2 Iteration 85Q (41.695346 sec): 14 clusters Score: Raw -1019342.044232 + Penalty 13558.276923 = -1005783.767308 nChanged 4 Iteration 86Q (41.917000 sec): 14 clusters Score: Raw -1019344.997785 + Penalty 13558.276923 = -1005786.720862 nChanged 3 Iteration 87Q (42.162016 sec): 14 clusters Score: Raw -1019348.100631 + Penalty 13558.276923 = -1005789.823707 nChanged 3 Iteration 88Q (42.382423 sec): 14 clusters Score: Raw -1019349.818153 + Penalty 13558.276923 = -1005791.541229 nChanged 1 Iteration 89Q (42.604391 sec): 14 clusters Score: Raw -1019350.025210 + Penalty 13558.276923 = -1005791.748286 nChanged 0 Iteration 90F (42.982198 sec): 14 clusters Score: Raw -1019534.567054 + Penalty 13558.276923 = -1005976.290131 nChanged 8 Iteration 91Q (43.195783 sec): 14 clusters Score: Raw -1019577.961986 + Penalty 13558.276923 = -1006019.685062 nChanged 3 Iteration 92Q (43.453493 sec): 14 clusters Score: Raw -1019580.687101 + Penalty 13558.276923 = -1006022.410178 nChanged 3 Iteration 93Q (43.678852 sec): 14 clusters Score: Raw -1019585.448463 + Penalty 13558.276923 = -1006027.171540 nChanged 5 Iteration 94Q (43.915658 sec): 14 clusters Score: Raw -1019592.975468 + Penalty 13558.276923 = -1006034.698545 nChanged 4 Iteration 95Q (44.152475 sec): 14 clusters Score: Raw -1019602.864607 + Penalty 13558.276923 = -1006044.587684 nChanged 3 Iteration 96Q (44.379630 sec): 14 clusters Score: Raw -1019606.518954 + Penalty 13558.276923 = -1006048.242031 nChanged 2 Iteration 97Q (44.793028 sec): 14 clusters Score: Raw -1019615.615320 + Penalty 13558.276923 = -1006057.338396 nChanged 5 Iteration 98Q (45.020152 sec): 14 clusters Score: Raw -1019638.860616 + Penalty 13558.276923 = -1006080.583692 nChanged 5 Writing temp clu file Because OldScore, -1006057.338396, is greater than current (better) Score,-1006080.583692 Compute initial score before splitting: Score: Raw -1019638.860616 + Penalty 13558.276923 = -1006080.583692 Trying to split cluster 1 (3566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.077675 sec): 2 clusters Score: Raw -208804.855112 + Penalty 858.815979 = -207946.039133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.115664 sec): 3 clusters Score: Raw -206928.585730 + Penalty 1717.631958 = -205210.953772 nChanged 1462 SP:Iteration 1F (45.154959 sec): 3 clusters Score: Raw -207808.872082 + Penalty 1717.631958 = -206091.240125 nChanged 262 SP:Iteration 2F (45.194551 sec): 3 clusters Score: Raw -207963.982730 + Penalty 1717.631958 = -206246.350772 nChanged 204 SP:Iteration 3F (45.232920 sec): 3 clusters Score: Raw -208062.686316 + Penalty 1717.631958 = -206345.054359 nChanged 137 SP:Iteration 4Q (45.267298 sec): 3 clusters Score: Raw -208125.748071 + Penalty 1717.631958 = -206408.116114 nChanged 113 SP:Iteration 5Q (45.301736 sec): 3 clusters Score: Raw -208175.135671 + Penalty 1717.631958 = -206457.503714 nChanged 98 SP:Iteration 6Q (45.357889 sec): 3 clusters Score: Raw -208220.979938 + Penalty 1717.631958 = -206503.347981 nChanged 107 SP:Iteration 7Q (45.392254 sec): 3 clusters Score: Raw -208269.481068 + Penalty 1717.631958 = -206551.849110 nChanged 88 SP:Iteration 8Q (45.425899 sec): 3 clusters Score: Raw -208320.439161 + Penalty 1717.631958 = -206602.807204 nChanged 106 SP:Iteration 9Q (45.484821 sec): 3 clusters Score: Raw -208389.591957 + Penalty 1717.631958 = -206671.959999 nChanged 101 SP:Iteration 10Q (45.518349 sec): 3 clusters Score: Raw -208453.114539 + Penalty 1717.631958 = -206735.482582 nChanged 81 SP:Iteration 11Q (45.551952 sec): 3 clusters Score: Raw -208503.954181 + Penalty 1717.631958 = -206786.322223 nChanged 82 SP:Iteration 12Q (45.585391 sec): 3 clusters Score: Raw -208553.069259 + Penalty 1717.631958 = -206835.437301 nChanged 85 SP:Iteration 13Q (45.618838 sec): 3 clusters Score: Raw -208607.995039 + Penalty 1717.631958 = -206890.363081 nChanged 75 SP:Iteration 14Q (45.652099 sec): 3 clusters Score: Raw -208669.539455 + Penalty 1717.631958 = -206951.907497 nChanged 79 SP:Iteration 15Q (45.685665 sec): 3 clusters Score: Raw -208722.176000 + Penalty 1717.631958 = -207004.544042 nChanged 68 SP:Iteration 16Q (45.718805 sec): 3 clusters Score: Raw -208765.472563 + Penalty 1717.631958 = -207047.840606 nChanged 51 SP:Iteration 17Q (45.751698 sec): 3 clusters Score: Raw -208796.661025 + Penalty 1717.631958 = -207079.029067 nChanged 47 SP:Iteration 18Q (45.784379 sec): 3 clusters Score: Raw -208830.568867 + Penalty 1717.631958 = -207112.936909 nChanged 43 SP:Iteration 19Q (45.816970 sec): 3 clusters Score: Raw -208857.822698 + Penalty 1717.631958 = -207140.190740 nChanged 31 SP:Iteration 20F (45.849447 sec): 3 clusters Score: Raw -208878.653724 + Penalty 1717.631958 = -207161.021766 nChanged 25 SP:Iteration 21Q (45.909278 sec): 3 clusters Score: Raw -208895.788276 + Penalty 1717.631958 = -207178.156318 nChanged 18 SP:Iteration 22Q (45.941933 sec): 3 clusters Score: Raw -208907.487721 + Penalty 1717.631958 = -207189.855764 nChanged 14 SP:Iteration 23Q (45.974241 sec): 3 clusters Score: Raw -208915.048200 + Penalty 1717.631958 = -207197.416242 nChanged 6 SP:Iteration 24Q (46.006577 sec): 3 clusters Score: Raw -208919.766426 + Penalty 1717.631958 = -207202.134468 nChanged 6 SP:Iteration 25Q (46.038978 sec): 3 clusters Score: Raw -208924.964523 + Penalty 1717.631958 = -207207.332565 nChanged 5 SP:Iteration 26Q (46.071319 sec): 3 clusters Score: Raw -208928.635811 + Penalty 1717.631958 = -207211.003853 nChanged 1 SP:Iteration 27Q (46.103933 sec): 3 clusters Score: Raw -208929.722527 + Penalty 1717.631958 = -207212.090570 nChanged 0 SP:Iteration 28F (46.136574 sec): 3 clusters Score: Raw -208929.722527 + Penalty 1717.631958 = -207212.090570 nChanged 0 Trying to split cluster 2 (1350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.172268 sec): 2 clusters Score: Raw -48023.015206 + Penalty 756.825287 = -47266.189920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.187849 sec): 3 clusters Score: Raw -47452.699624 + Penalty 1513.650573 = -45939.049051 nChanged 510 SP:Iteration 1F (46.202599 sec): 3 clusters Score: Raw -48049.279166 + Penalty 1513.650573 = -46535.628593 nChanged 173 SP:Iteration 2F (46.221041 sec): 3 clusters Score: Raw -48348.479418 + Penalty 1513.650573 = -46834.828845 nChanged 101 SP:Iteration 3F (46.235763 sec): 3 clusters Score: Raw -48498.180823 + Penalty 1513.650573 = -46984.530250 nChanged 61 SP:Iteration 4Q (46.250649 sec): 3 clusters Score: Raw -48558.445389 + Penalty 1513.650573 = -47044.794816 nChanged 23 SP:Iteration 5Q (46.265378 sec): 3 clusters Score: Raw -48576.591371 + Penalty 1513.650573 = -47062.940798 nChanged 17 SP:Iteration 6Q (46.280228 sec): 3 clusters Score: Raw -48589.050193 + Penalty 1513.650573 = -47075.399620 nChanged 11 SP:Iteration 7Q (46.294940 sec): 3 clusters Score: Raw -48594.427472 + Penalty 1513.650573 = -47080.776899 nChanged 4 SP:Iteration 8Q (46.309590 sec): 3 clusters Score: Raw -48595.985457 + Penalty 1513.650573 = -47082.334884 nChanged 1 SP:Iteration 9Q (46.325870 sec): 3 clusters Score: Raw -48596.410306 + Penalty 1513.650573 = -47082.759733 nChanged 0 SP:Iteration 10F (46.347825 sec): 3 clusters Score: Raw -48596.410306 + Penalty 1513.650573 = -47082.759733 nChanged 0 Trying to split cluster 3 (1093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.404895 sec): 2 clusters Score: Raw -59163.312456 + Penalty 734.651556 = -58428.660900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.485864 sec): 3 clusters Score: Raw -58703.189233 + Penalty 1469.303113 = -57233.886120 nChanged 387 SP:Iteration 1F (46.498565 sec): 3 clusters Score: Raw -59058.759473 + Penalty 1469.303113 = -57589.456360 nChanged 131 SP:Iteration 2F (46.510971 sec): 3 clusters Score: Raw -59264.675328 + Penalty 1469.303113 = -57795.372216 nChanged 111 SP:Iteration 3F (46.523506 sec): 3 clusters Score: Raw -59453.419644 + Penalty 1469.303113 = -57984.116532 nChanged 68 SP:Iteration 4F (46.535871 sec): 3 clusters Score: Raw -59543.869445 + Penalty 1469.303113 = -58074.566333 nChanged 38 SP:Iteration 5Q (46.548397 sec): 3 clusters Score: Raw -59589.272521 + Penalty 1469.303113 = -58119.969409 nChanged 21 SP:Iteration 6Q (46.560890 sec): 3 clusters Score: Raw -59621.502079 + Penalty 1469.303113 = -58152.198966 nChanged 21 SP:Iteration 7Q (46.573365 sec): 3 clusters Score: Raw -59644.507729 + Penalty 1469.303113 = -58175.204617 nChanged 10 SP:Iteration 8Q (46.585873 sec): 3 clusters Score: Raw -59653.849530 + Penalty 1469.303113 = -58184.546418 nChanged 10 SP:Iteration 9Q (46.598350 sec): 3 clusters Score: Raw -59659.855004 + Penalty 1469.303113 = -58190.551891 nChanged 10 SP:Iteration 10Q (46.629849 sec): 3 clusters Score: Raw -59669.739054 + Penalty 1469.303113 = -58200.435941 nChanged 5 SP:Iteration 11Q (46.642318 sec): 3 clusters Score: Raw -59673.054032 + Penalty 1469.303113 = -58203.750919 nChanged 2 SP:Iteration 12Q (46.654811 sec): 3 clusters Score: Raw -59673.955616 + Penalty 1469.303113 = -58204.652504 nChanged 3 SP:Iteration 13Q (46.667280 sec): 3 clusters Score: Raw -59676.108133 + Penalty 1469.303113 = -58206.805021 nChanged 2 SP:Iteration 14Q (46.679666 sec): 3 clusters Score: Raw -59677.221699 + Penalty 1469.303113 = -58207.918587 nChanged 4 SP:Iteration 15Q (46.692140 sec): 3 clusters Score: Raw -59682.289602 + Penalty 1469.303113 = -58212.986489 nChanged 9 SP:Iteration 16Q (46.704719 sec): 3 clusters Score: Raw -59689.750434 + Penalty 1469.303113 = -58220.447322 nChanged 4 SP:Iteration 17Q (46.717152 sec): 3 clusters Score: Raw -59693.651548 + Penalty 1469.303113 = -58224.348436 nChanged 5 SP:Iteration 18Q (46.729621 sec): 3 clusters Score: Raw -59697.654461 + Penalty 1469.303113 = -58228.351348 nChanged 4 SP:Iteration 19Q (46.741898 sec): 3 clusters Score: Raw -59704.333584 + Penalty 1469.303113 = -58235.030471 nChanged 6 SP:Iteration 20F (46.754339 sec): 3 clusters Score: Raw -59707.274701 + Penalty 1469.303113 = -58237.971588 nChanged 0 Trying to split cluster 4 (1489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.787484 sec): 2 clusters Score: Raw -64841.825242 + Penalty 767.115303 = -64074.709939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.804169 sec): 3 clusters Score: Raw -64170.197599 + Penalty 1534.230607 = -62635.966992 nChanged 535 SP:Iteration 1F (46.820260 sec): 3 clusters Score: Raw -64582.857630 + Penalty 1534.230607 = -63048.627023 nChanged 149 SP:Iteration 2F (46.836114 sec): 3 clusters Score: Raw -64764.648358 + Penalty 1534.230607 = -63230.417752 nChanged 125 SP:Iteration 3F (46.851999 sec): 3 clusters Score: Raw -64914.811509 + Penalty 1534.230607 = -63380.580902 nChanged 96 SP:Iteration 4F (46.935415 sec): 3 clusters Score: Raw -65036.476612 + Penalty 1534.230607 = -63502.246005 nChanged 88 SP:Iteration 5F (46.951434 sec): 3 clusters Score: Raw -65147.131742 + Penalty 1534.230607 = -63612.901135 nChanged 69 SP:Iteration 6Q (46.967426 sec): 3 clusters Score: Raw -65230.188767 + Penalty 1534.230607 = -63695.958160 nChanged 50 SP:Iteration 7Q (46.985073 sec): 3 clusters Score: Raw -65288.819751 + Penalty 1534.230607 = -63754.589144 nChanged 38 SP:Iteration 8Q (47.001142 sec): 3 clusters Score: Raw -65327.456104 + Penalty 1534.230607 = -63793.225497 nChanged 38 SP:Iteration 9Q (47.017068 sec): 3 clusters Score: Raw -65361.228969 + Penalty 1534.230607 = -63826.998362 nChanged 32 SP:Iteration 10Q (47.033020 sec): 3 clusters Score: Raw -65393.828692 + Penalty 1534.230607 = -63859.598086 nChanged 32 SP:Iteration 11Q (47.048901 sec): 3 clusters Score: Raw -65419.196089 + Penalty 1534.230607 = -63884.965482 nChanged 23 SP:Iteration 12Q (47.064290 sec): 3 clusters Score: Raw -65435.835462 + Penalty 1534.230607 = -63901.604855 nChanged 10 SP:Iteration 13Q (47.080298 sec): 3 clusters Score: Raw -65440.528333 + Penalty 1534.230607 = -63906.297726 nChanged 8 SP:Iteration 14Q (47.096091 sec): 3 clusters Score: Raw -65446.217722 + Penalty 1534.230607 = -63911.987116 nChanged 10 SP:Iteration 15Q (47.111807 sec): 3 clusters Score: Raw -65452.011617 + Penalty 1534.230607 = -63917.781010 nChanged 9 SP:Iteration 16Q (47.127719 sec): 3 clusters Score: Raw -65457.162848 + Penalty 1534.230607 = -63922.932241 nChanged 9 SP:Iteration 17Q (47.143522 sec): 3 clusters Score: Raw -65460.582983 + Penalty 1534.230607 = -63926.352376 nChanged 4 SP:Iteration 18Q (47.159321 sec): 3 clusters Score: Raw -65461.735606 + Penalty 1534.230607 = -63927.505000 nChanged 2 SP:Iteration 19Q (47.175182 sec): 3 clusters Score: Raw -65462.684797 + Penalty 1534.230607 = -63928.454191 nChanged 0 SP:Iteration 20F (47.207988 sec): 3 clusters Score: Raw -65462.684797 + Penalty 1534.230607 = -63928.454191 nChanged 0 Trying to split cluster 5 (2428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.243160 sec): 2 clusters Score: Raw -135529.506102 + Penalty 818.456431 = -134711.049671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.268273 sec): 3 clusters Score: Raw -134340.034769 + Penalty 1636.912862 = -132703.121907 nChanged 959 SP:Iteration 1F (47.292350 sec): 3 clusters Score: Raw -134952.702607 + Penalty 1636.912862 = -133315.789745 nChanged 234 SP:Iteration 2F (47.316305 sec): 3 clusters Score: Raw -135192.727541 + Penalty 1636.912862 = -133555.814679 nChanged 200 SP:Iteration 3F (47.340285 sec): 3 clusters Score: Raw -135374.687050 + Penalty 1636.912862 = -133737.774188 nChanged 155 SP:Iteration 4F (47.364273 sec): 3 clusters Score: Raw -135496.861690 + Penalty 1636.912862 = -133859.948828 nChanged 129 SP:Iteration 5F (47.388104 sec): 3 clusters Score: Raw -135616.175971 + Penalty 1636.912862 = -133979.263109 nChanged 107 SP:Iteration 6Q (47.492883 sec): 3 clusters Score: Raw -135731.959927 + Penalty 1636.912862 = -134095.047065 nChanged 101 SP:Iteration 7Q (47.526649 sec): 3 clusters Score: Raw -135829.245076 + Penalty 1636.912862 = -134192.332215 nChanged 78 SP:Iteration 8Q (47.550576 sec): 3 clusters Score: Raw -135933.840079 + Penalty 1636.912862 = -134296.927217 nChanged 83 SP:Iteration 9Q (47.574326 sec): 3 clusters Score: Raw -136053.243052 + Penalty 1636.912862 = -134416.330190 nChanged 95 SP:Iteration 10Q (47.598156 sec): 3 clusters Score: Raw -136276.927860 + Penalty 1636.912862 = -134640.014998 nChanged 136 SP:Iteration 11F (47.621685 sec): 3 clusters Score: Raw -136567.125846 + Penalty 1636.912862 = -134930.212984 nChanged 107 SP:Iteration 12Q (47.645146 sec): 3 clusters Score: Raw -136736.674043 + Penalty 1636.912862 = -135099.761181 nChanged 101 SP:Iteration 13Q (47.668643 sec): 3 clusters Score: Raw -136841.132389 + Penalty 1636.912862 = -135204.219527 nChanged 67 SP:Iteration 14Q (47.692152 sec): 3 clusters Score: Raw -136899.583928 + Penalty 1636.912862 = -135262.671066 nChanged 60 SP:Iteration 15Q (47.715596 sec): 3 clusters Score: Raw -136948.232220 + Penalty 1636.912862 = -135311.319358 nChanged 46 SP:Iteration 16Q (47.738911 sec): 3 clusters Score: Raw -136986.015011 + Penalty 1636.912862 = -135349.102149 nChanged 35 SP:Iteration 17Q (47.762178 sec): 3 clusters Score: Raw -137008.868606 + Penalty 1636.912862 = -135371.955744 nChanged 20 SP:Iteration 18Q (47.785480 sec): 3 clusters Score: Raw -137020.001126 + Penalty 1636.912862 = -135383.088264 nChanged 9 SP:Iteration 19Q (47.808627 sec): 3 clusters Score: Raw -137023.758946 + Penalty 1636.912862 = -135386.846084 nChanged 12 SP:Iteration 20F (47.831998 sec): 3 clusters Score: Raw -137030.204292 + Penalty 1636.912862 = -135393.291430 nChanged 11 SP:Iteration 21Q (47.855114 sec): 3 clusters Score: Raw -137035.606611 + Penalty 1636.912862 = -135398.693749 nChanged 10 SP:Iteration 22Q (47.878233 sec): 3 clusters Score: Raw -137039.884185 + Penalty 1636.912862 = -135402.971323 nChanged 9 SP:Iteration 23Q (47.901324 sec): 3 clusters Score: Raw -137045.703524 + Penalty 1636.912862 = -135408.790663 nChanged 6 SP:Iteration 24Q (47.924474 sec): 3 clusters Score: Raw -137047.426085 + Penalty 1636.912862 = -135410.513223 nChanged 5 SP:Iteration 25Q (47.947541 sec): 3 clusters Score: Raw -137049.374561 + Penalty 1636.912862 = -135412.461699 nChanged 4 SP:Iteration 26Q (47.970531 sec): 3 clusters Score: Raw -137051.333214 + Penalty 1636.912862 = -135414.420352 nChanged 4 SP:Iteration 27Q (47.993543 sec): 3 clusters Score: Raw -137054.126205 + Penalty 1636.912862 = -135417.213343 nChanged 7 SP:Iteration 28Q (48.016455 sec): 3 clusters Score: Raw -137060.709061 + Penalty 1636.912862 = -135423.796199 nChanged 12 SP:Iteration 29Q (48.051524 sec): 3 clusters Score: Raw -137067.309001 + Penalty 1636.912862 = -135430.396139 nChanged 5 SP:Iteration 30Q (48.074555 sec): 3 clusters Score: Raw -137069.847538 + Penalty 1636.912862 = -135432.934676 nChanged 6 SP:Iteration 31Q (48.097485 sec): 3 clusters Score: Raw -137074.152001 + Penalty 1636.912862 = -135437.239139 nChanged 5 SP:Iteration 32Q (48.120383 sec): 3 clusters Score: Raw -137077.628002 + Penalty 1636.912862 = -135440.715140 nChanged 6 SP:Iteration 33Q (48.143445 sec): 3 clusters Score: Raw -137083.554449 + Penalty 1636.912862 = -135446.641587 nChanged 6 SP:Iteration 34Q (48.166549 sec): 3 clusters Score: Raw -137087.427207 + Penalty 1636.912862 = -135450.514345 nChanged 5 SP:Iteration 35Q (48.189412 sec): 3 clusters Score: Raw -137092.067365 + Penalty 1636.912862 = -135455.154503 nChanged 9 SP:Iteration 36Q (48.212292 sec): 3 clusters Score: Raw -137099.568312 + Penalty 1636.912862 = -135462.655450 nChanged 11 SP:Iteration 37Q (48.235060 sec): 3 clusters Score: Raw -137105.626173 + Penalty 1636.912862 = -135468.713311 nChanged 5 SP:Iteration 38Q (48.257628 sec): 3 clusters Score: Raw -137107.910234 + Penalty 1636.912862 = -135470.997372 nChanged 4 SP:Iteration 39Q (48.280448 sec): 3 clusters Score: Raw -137110.326356 + Penalty 1636.912862 = -135473.413494 nChanged 3 SP:Iteration 40F (48.303754 sec): 3 clusters Score: Raw -137112.822579 + Penalty 1636.912862 = -135475.909717 nChanged 3 SP:Iteration 41Q (48.326380 sec): 3 clusters Score: Raw -137114.492931 + Penalty 1636.912862 = -135477.580069 nChanged 4 SP:Iteration 42Q (48.349170 sec): 3 clusters Score: Raw -137116.351204 + Penalty 1636.912862 = -135479.438342 nChanged 7 SP:Iteration 43Q (48.371708 sec): 3 clusters Score: Raw -137122.187944 + Penalty 1636.912862 = -135485.275082 nChanged 8 SP:Iteration 44Q (48.394165 sec): 3 clusters Score: Raw -137132.060020 + Penalty 1636.912862 = -135495.147158 nChanged 7 SP:Iteration 45Q (48.416634 sec): 3 clusters Score: Raw -137140.160138 + Penalty 1636.912862 = -135503.247277 nChanged 7 SP:Iteration 46Q (48.438902 sec): 3 clusters Score: Raw -137147.600363 + Penalty 1636.912862 = -135510.687501 nChanged 5 SP:Iteration 47Q (48.461238 sec): 3 clusters Score: Raw -137156.390117 + Penalty 1636.912862 = -135519.477255 nChanged 4 SP:Iteration 48Q (48.483378 sec): 3 clusters Score: Raw -137162.218313 + Penalty 1636.912862 = -135525.305451 nChanged 1 SP:Iteration 49Q (48.505527 sec): 3 clusters Score: Raw -137162.330639 + Penalty 1636.912862 = -135525.417777 nChanged 1 SP:Iteration 50Q (48.527689 sec): 3 clusters Score: Raw -137162.971716 + Penalty 1636.912862 = -135526.058854 nChanged 2 SP:Iteration 51Q (48.549861 sec): 3 clusters Score: Raw -137164.193215 + Penalty 1636.912862 = -135527.280353 nChanged 1 SP:Iteration 52Q (48.571980 sec): 3 clusters Score: Raw -137164.618396 + Penalty 1636.912862 = -135527.705535 nChanged 0 SP:Iteration 53F (48.595448 sec): 3 clusters Score: Raw -137164.618396 + Penalty 1636.912862 = -135527.705535 nChanged 0 Score: Raw -1021287.166940 + Penalty 14601.221302 = -1006685.945638 Splitting cluster 5 changes total score from -1006080.583692 to -1006685.945638 So it's getting split into cluster 14. Trying to split cluster 6 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.030841 sec): 2 clusters Score: Raw -35707.495157 + Penalty 694.686844 = -35012.808313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.041142 sec): 3 clusters Score: Raw -35436.397225 + Penalty 1389.373689 = -34047.023536 nChanged 238 SP:Iteration 1F (49.051146 sec): 3 clusters Score: Raw -35636.177269 + Penalty 1389.373689 = -34246.803580 nChanged 64 SP:Iteration 2F (49.061203 sec): 3 clusters Score: Raw -35702.740092 + Penalty 1389.373689 = -34313.366403 nChanged 33 SP:Iteration 3Q (49.103738 sec): 3 clusters Score: Raw -35740.685288 + Penalty 1389.373689 = -34351.311599 nChanged 28 SP:Iteration 4Q (49.114101 sec): 3 clusters Score: Raw -35768.418185 + Penalty 1389.373689 = -34379.044496 nChanged 17 SP:Iteration 5Q (49.124162 sec): 3 clusters Score: Raw -35787.532830 + Penalty 1389.373689 = -34398.159142 nChanged 17 SP:Iteration 6Q (49.134502 sec): 3 clusters Score: Raw -35807.552940 + Penalty 1389.373689 = -34418.179251 nChanged 9 SP:Iteration 7Q (49.144559 sec): 3 clusters Score: Raw -35815.503367 + Penalty 1389.373689 = -34426.129678 nChanged 7 SP:Iteration 8Q (49.156931 sec): 3 clusters Score: Raw -35819.346304 + Penalty 1389.373689 = -34429.972615 nChanged 8 SP:Iteration 9Q (49.166899 sec): 3 clusters Score: Raw -35829.177269 + Penalty 1389.373689 = -34439.803580 nChanged 9 SP:Iteration 10Q (49.176961 sec): 3 clusters Score: Raw -35840.199189 + Penalty 1389.373689 = -34450.825500 nChanged 8 SP:Iteration 11Q (49.186902 sec): 3 clusters Score: Raw -35847.092175 + Penalty 1389.373689 = -34457.718486 nChanged 10 SP:Iteration 12Q (49.196802 sec): 3 clusters Score: Raw -35853.425321 + Penalty 1389.373689 = -34464.051632 nChanged 3 SP:Iteration 13Q (49.206725 sec): 3 clusters Score: Raw -35855.643057 + Penalty 1389.373689 = -34466.269368 nChanged 5 SP:Iteration 14Q (49.219050 sec): 3 clusters Score: Raw -35858.793706 + Penalty 1389.373689 = -34469.420017 nChanged 4 SP:Iteration 15Q (49.228938 sec): 3 clusters Score: Raw -35862.737476 + Penalty 1389.373689 = -34473.363787 nChanged 3 SP:Iteration 16Q (49.238908 sec): 3 clusters Score: Raw -35863.224645 + Penalty 1389.373689 = -34473.850956 nChanged 1 SP:Iteration 17Q (49.248548 sec): 3 clusters Score: Raw -35863.564992 + Penalty 1389.373689 = -34474.191303 nChanged 0 SP:Iteration 18F (49.258096 sec): 3 clusters Score: Raw -35863.564992 + Penalty 1389.373689 = -34474.191303 nChanged 0 Trying to split cluster 7 (1807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.291621 sec): 2 clusters Score: Raw -96612.741248 + Penalty 787.439446 = -95825.301802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.311182 sec): 3 clusters Score: Raw -95802.061797 + Penalty 1574.878891 = -94227.182906 nChanged 713 SP:Iteration 1F (49.329716 sec): 3 clusters Score: Raw -96367.559836 + Penalty 1574.878891 = -94792.680945 nChanged 173 SP:Iteration 2F (49.348304 sec): 3 clusters Score: Raw -96536.915104 + Penalty 1574.878891 = -94962.036213 nChanged 124 SP:Iteration 3F (49.366765 sec): 3 clusters Score: Raw -96656.276646 + Penalty 1574.878891 = -95081.397754 nChanged 93 SP:Iteration 4F (49.385165 sec): 3 clusters Score: Raw -96774.106080 + Penalty 1574.878891 = -95199.227189 nChanged 88 SP:Iteration 5Q (49.403954 sec): 3 clusters Score: Raw -96879.760239 + Penalty 1574.878891 = -95304.881348 nChanged 68 SP:Iteration 6Q (49.422862 sec): 3 clusters Score: Raw -96952.126589 + Penalty 1574.878891 = -95377.247698 nChanged 52 SP:Iteration 7Q (49.441608 sec): 3 clusters Score: Raw -97004.853136 + Penalty 1574.878891 = -95429.974245 nChanged 41 SP:Iteration 8Q (49.462550 sec): 3 clusters Score: Raw -97029.577728 + Penalty 1574.878891 = -95454.698837 nChanged 34 SP:Iteration 9Q (49.481287 sec): 3 clusters Score: Raw -97050.691732 + Penalty 1574.878891 = -95475.812841 nChanged 20 SP:Iteration 10Q (49.499838 sec): 3 clusters Score: Raw -97062.178570 + Penalty 1574.878891 = -95487.299679 nChanged 10 SP:Iteration 11Q (49.518317 sec): 3 clusters Score: Raw -97066.811125 + Penalty 1574.878891 = -95491.932234 nChanged 8 SP:Iteration 12Q (49.536914 sec): 3 clusters Score: Raw -97072.103294 + Penalty 1574.878891 = -95497.224403 nChanged 11 SP:Iteration 13Q (49.555487 sec): 3 clusters Score: Raw -97075.964259 + Penalty 1574.878891 = -95501.085368 nChanged 9 SP:Iteration 14Q (49.573996 sec): 3 clusters Score: Raw -97081.861752 + Penalty 1574.878891 = -95506.982861 nChanged 9 SP:Iteration 15Q (49.610428 sec): 3 clusters Score: Raw -97086.495251 + Penalty 1574.878891 = -95511.616360 nChanged 11 SP:Iteration 16Q (49.628953 sec): 3 clusters Score: Raw -97091.462455 + Penalty 1574.878891 = -95516.583564 nChanged 14 SP:Iteration 17Q (49.647555 sec): 3 clusters Score: Raw -97099.200830 + Penalty 1574.878891 = -95524.321939 nChanged 12 SP:Iteration 18Q (49.666214 sec): 3 clusters Score: Raw -97105.673031 + Penalty 1574.878891 = -95530.794140 nChanged 8 SP:Iteration 19Q (49.684676 sec): 3 clusters Score: Raw -97110.361281 + Penalty 1574.878891 = -95535.482390 nChanged 8 SP:Iteration 20F (49.703068 sec): 3 clusters Score: Raw -97113.974406 + Penalty 1574.878891 = -95539.095514 nChanged 9 SP:Iteration 21Q (49.721539 sec): 3 clusters Score: Raw -97117.394040 + Penalty 1574.878891 = -95542.515149 nChanged 4 SP:Iteration 22Q (49.740035 sec): 3 clusters Score: Raw -97118.096974 + Penalty 1574.878891 = -95543.218083 nChanged 1 SP:Iteration 23Q (49.758485 sec): 3 clusters Score: Raw -97118.361930 + Penalty 1574.878891 = -95543.483039 nChanged 0 SP:Iteration 24F (49.776787 sec): 3 clusters Score: Raw -97118.361930 + Penalty 1574.878891 = -95543.483039 nChanged 0 Trying to split cluster 8 (1378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.809204 sec): 2 clusters Score: Raw -62214.578995 + Penalty 758.980787 = -61455.598208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.824894 sec): 3 clusters Score: Raw -61626.809150 + Penalty 1517.961575 = -60108.847576 nChanged 508 SP:Iteration 1F (49.839677 sec): 3 clusters Score: Raw -62073.473122 + Penalty 1517.961575 = -60555.511547 nChanged 136 SP:Iteration 2F (49.854692 sec): 3 clusters Score: Raw -62219.943087 + Penalty 1517.961575 = -60701.981512 nChanged 81 SP:Iteration 3F (49.869537 sec): 3 clusters Score: Raw -62305.829819 + Penalty 1517.961575 = -60787.868245 nChanged 58 SP:Iteration 4Q (49.884676 sec): 3 clusters Score: Raw -62377.285143 + Penalty 1517.961575 = -60859.323568 nChanged 46 SP:Iteration 5Q (49.899735 sec): 3 clusters Score: Raw -62433.863745 + Penalty 1517.961575 = -60915.902170 nChanged 39 SP:Iteration 6Q (49.914864 sec): 3 clusters Score: Raw -62471.270209 + Penalty 1517.961575 = -60953.308634 nChanged 41 SP:Iteration 7Q (49.929867 sec): 3 clusters Score: Raw -62506.907262 + Penalty 1517.961575 = -60988.945687 nChanged 27 SP:Iteration 8Q (49.944834 sec): 3 clusters Score: Raw -62524.367619 + Penalty 1517.961575 = -61006.406044 nChanged 18 SP:Iteration 9Q (49.959827 sec): 3 clusters Score: Raw -62538.874337 + Penalty 1517.961575 = -61020.912762 nChanged 18 SP:Iteration 10Q (49.974799 sec): 3 clusters Score: Raw -62549.619087 + Penalty 1517.961575 = -61031.657512 nChanged 16 SP:Iteration 11Q (49.989837 sec): 3 clusters Score: Raw -62558.499860 + Penalty 1517.961575 = -61040.538286 nChanged 15 SP:Iteration 12Q (50.004712 sec): 3 clusters Score: Raw -62567.017339 + Penalty 1517.961575 = -61049.055764 nChanged 11 SP:Iteration 13Q (50.019647 sec): 3 clusters Score: Raw -62573.621178 + Penalty 1517.961575 = -61055.659603 nChanged 7 SP:Iteration 14Q (50.034660 sec): 3 clusters Score: Raw -62576.975278 + Penalty 1517.961575 = -61059.013704 nChanged 8 SP:Iteration 15Q (50.049566 sec): 3 clusters Score: Raw -62587.289775 + Penalty 1517.961575 = -61069.328201 nChanged 12 SP:Iteration 16Q (50.064498 sec): 3 clusters Score: Raw -62600.374981 + Penalty 1517.961575 = -61082.413406 nChanged 20 SP:Iteration 17Q (50.079452 sec): 3 clusters Score: Raw -62624.133803 + Penalty 1517.961575 = -61106.172228 nChanged 23 SP:Iteration 18Q (50.094367 sec): 3 clusters Score: Raw -62655.434515 + Penalty 1517.961575 = -61137.472940 nChanged 25 SP:Iteration 19Q (50.109297 sec): 3 clusters Score: Raw -62684.930431 + Penalty 1517.961575 = -61166.968856 nChanged 19 SP:Iteration 20F (50.124199 sec): 3 clusters Score: Raw -62705.187303 + Penalty 1517.961575 = -61187.225728 nChanged 18 SP:Iteration 21Q (50.156429 sec): 3 clusters Score: Raw -62719.443608 + Penalty 1517.961575 = -61201.482033 nChanged 15 SP:Iteration 22Q (50.171429 sec): 3 clusters Score: Raw -62729.334376 + Penalty 1517.961575 = -61211.372801 nChanged 11 SP:Iteration 23Q (50.186305 sec): 3 clusters Score: Raw -62734.463969 + Penalty 1517.961575 = -61216.502394 nChanged 5 SP:Iteration 24Q (50.201179 sec): 3 clusters Score: Raw -62737.158136 + Penalty 1517.961575 = -61219.196561 nChanged 4 SP:Iteration 25Q (50.216250 sec): 3 clusters Score: Raw -62739.992387 + Penalty 1517.961575 = -61222.030812 nChanged 6 SP:Iteration 26Q (50.231108 sec): 3 clusters Score: Raw -62745.674244 + Penalty 1517.961575 = -61227.712669 nChanged 6 SP:Iteration 27Q (50.245929 sec): 3 clusters Score: Raw -62748.176400 + Penalty 1517.961575 = -61230.214826 nChanged 2 SP:Iteration 28Q (50.260767 sec): 3 clusters Score: Raw -62748.859182 + Penalty 1517.961575 = -61230.897607 nChanged 2 SP:Iteration 29Q (50.275776 sec): 3 clusters Score: Raw -62749.849408 + Penalty 1517.961575 = -61231.887833 nChanged 1 SP:Iteration 30Q (50.290586 sec): 3 clusters Score: Raw -62749.933399 + Penalty 1517.961575 = -61231.971825 nChanged 2 SP:Iteration 31Q (50.305473 sec): 3 clusters Score: Raw -62751.256029 + Penalty 1517.961575 = -61233.294454 nChanged 1 SP:Iteration 32Q (50.320327 sec): 3 clusters Score: Raw -62751.496903 + Penalty 1517.961575 = -61233.535328 nChanged 2 SP:Iteration 33Q (50.335206 sec): 3 clusters Score: Raw -62754.075723 + Penalty 1517.961575 = -61236.114148 nChanged 6 SP:Iteration 34Q (50.350112 sec): 3 clusters Score: Raw -62758.596937 + Penalty 1517.961575 = -61240.635362 nChanged 5 SP:Iteration 35Q (50.364973 sec): 3 clusters Score: Raw -62763.216942 + Penalty 1517.961575 = -61245.255367 nChanged 7 SP:Iteration 36Q (50.379788 sec): 3 clusters Score: Raw -62770.940098 + Penalty 1517.961575 = -61252.978523 nChanged 7 SP:Iteration 37Q (50.394591 sec): 3 clusters Score: Raw -62785.144390 + Penalty 1517.961575 = -61267.182815 nChanged 12 SP:Iteration 38Q (50.409535 sec): 3 clusters Score: Raw -62811.599675 + Penalty 1517.961575 = -61293.638100 nChanged 12 SP:Iteration 39Q (50.424631 sec): 3 clusters Score: Raw -62819.944846 + Penalty 1517.961575 = -61301.983271 nChanged 7 SP:Iteration 40F (50.439485 sec): 3 clusters Score: Raw -62825.993074 + Penalty 1517.961575 = -61308.031499 nChanged 9 SP:Iteration 41Q (50.454262 sec): 3 clusters Score: Raw -62836.729543 + Penalty 1517.961575 = -61318.767969 nChanged 5 SP:Iteration 42Q (50.469115 sec): 3 clusters Score: Raw -62839.590785 + Penalty 1517.961575 = -61321.629210 nChanged 3 SP:Iteration 43Q (50.483849 sec): 3 clusters Score: Raw -62840.410658 + Penalty 1517.961575 = -61322.449083 nChanged 0 SP:Iteration 44F (50.498622 sec): 3 clusters Score: Raw -62840.410658 + Penalty 1517.961575 = -61322.449083 nChanged 0 Trying to split cluster 9 (2633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.534271 sec): 2 clusters Score: Raw -153083.352638 + Penalty 826.967312 = -152256.385327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.560994 sec): 3 clusters Score: Raw -151785.008880 + Penalty 1653.934623 = -150131.074257 nChanged 1022 SP:Iteration 1F (50.586219 sec): 3 clusters Score: Raw -152370.532638 + Penalty 1653.934623 = -150716.598014 nChanged 212 SP:Iteration 2F (50.611472 sec): 3 clusters Score: Raw -152493.685008 + Penalty 1653.934623 = -150839.750385 nChanged 136 SP:Iteration 3F (50.636740 sec): 3 clusters Score: Raw -152563.847374 + Penalty 1653.934623 = -150909.912751 nChanged 105 SP:Iteration 4Q (50.662703 sec): 3 clusters Score: Raw -152624.675224 + Penalty 1653.934623 = -150970.740600 nChanged 97 SP:Iteration 5Q (50.702929 sec): 3 clusters Score: Raw -152683.220665 + Penalty 1653.934623 = -151029.286041 nChanged 82 SP:Iteration 6Q (50.840275 sec): 3 clusters Score: Raw -152723.314502 + Penalty 1653.934623 = -151069.379879 nChanged 68 SP:Iteration 7Q (50.956555 sec): 3 clusters Score: Raw -152762.546862 + Penalty 1653.934623 = -151108.612239 nChanged 68 SP:Iteration 8Q (51.073135 sec): 3 clusters Score: Raw -152794.750077 + Penalty 1653.934623 = -151140.815453 nChanged 48 SP:Iteration 9Q (51.189133 sec): 3 clusters Score: Raw -152813.252500 + Penalty 1653.934623 = -151159.317877 nChanged 44 SP:Iteration 10Q (51.246288 sec): 3 clusters Score: Raw -152833.719253 + Penalty 1653.934623 = -151179.784630 nChanged 42 SP:Iteration 11Q (51.276708 sec): 3 clusters Score: Raw -152859.031250 + Penalty 1653.934623 = -151205.096627 nChanged 55 SP:Iteration 12Q (51.306952 sec): 3 clusters Score: Raw -152891.006584 + Penalty 1653.934623 = -151237.071960 nChanged 48 SP:Iteration 13Q (51.337075 sec): 3 clusters Score: Raw -152912.807136 + Penalty 1653.934623 = -151258.872512 nChanged 35 SP:Iteration 14Q (51.367836 sec): 3 clusters Score: Raw -152929.313974 + Penalty 1653.934623 = -151275.379350 nChanged 30 SP:Iteration 15Q (51.394030 sec): 3 clusters Score: Raw -152939.806722 + Penalty 1653.934623 = -151285.872099 nChanged 25 SP:Iteration 16Q (51.419933 sec): 3 clusters Score: Raw -152950.291473 + Penalty 1653.934623 = -151296.356849 nChanged 29 SP:Iteration 17Q (51.445829 sec): 3 clusters Score: Raw -152964.296967 + Penalty 1653.934623 = -151310.362344 nChanged 32 SP:Iteration 18Q (51.471789 sec): 3 clusters Score: Raw -152980.880256 + Penalty 1653.934623 = -151326.945633 nChanged 30 SP:Iteration 19Q (51.497726 sec): 3 clusters Score: Raw -152993.581366 + Penalty 1653.934623 = -151339.646742 nChanged 27 SP:Iteration 20F (51.522948 sec): 3 clusters Score: Raw -153003.238026 + Penalty 1653.934623 = -151349.303403 nChanged 22 SP:Iteration 21Q (51.549122 sec): 3 clusters Score: Raw -153013.412708 + Penalty 1653.934623 = -151359.478085 nChanged 26 SP:Iteration 22Q (51.575243 sec): 3 clusters Score: Raw -153026.077226 + Penalty 1653.934623 = -151372.142603 nChanged 27 SP:Iteration 23Q (51.600974 sec): 3 clusters Score: Raw -153037.042055 + Penalty 1653.934623 = -151383.107431 nChanged 22 SP:Iteration 24Q (51.626883 sec): 3 clusters Score: Raw -153044.684184 + Penalty 1653.934623 = -151390.749560 nChanged 17 SP:Iteration 25Q (51.652446 sec): 3 clusters Score: Raw -153049.811697 + Penalty 1653.934623 = -151395.877074 nChanged 12 SP:Iteration 26Q (51.678129 sec): 3 clusters Score: Raw -153053.523647 + Penalty 1653.934623 = -151399.589023 nChanged 10 SP:Iteration 27Q (51.703865 sec): 3 clusters Score: Raw -153055.997202 + Penalty 1653.934623 = -151402.062578 nChanged 9 SP:Iteration 28Q (51.729971 sec): 3 clusters Score: Raw -153059.026415 + Penalty 1653.934623 = -151405.091792 nChanged 6 SP:Iteration 29Q (51.756087 sec): 3 clusters Score: Raw -153061.116501 + Penalty 1653.934623 = -151407.181877 nChanged 4 SP:Iteration 30Q (51.781714 sec): 3 clusters Score: Raw -153061.856717 + Penalty 1653.934623 = -151407.922094 nChanged 2 SP:Iteration 31Q (51.807366 sec): 3 clusters Score: Raw -153062.244030 + Penalty 1653.934623 = -151408.309407 nChanged 3 SP:Iteration 32Q (51.833296 sec): 3 clusters Score: Raw -153063.335650 + Penalty 1653.934623 = -151409.401027 nChanged 3 SP:Iteration 33Q (51.858920 sec): 3 clusters Score: Raw -153064.600372 + Penalty 1653.934623 = -151410.665749 nChanged 2 SP:Iteration 34Q (51.884650 sec): 3 clusters Score: Raw -153065.247555 + Penalty 1653.934623 = -151411.312932 nChanged 5 SP:Iteration 35Q (51.910732 sec): 3 clusters Score: Raw -153066.972695 + Penalty 1653.934623 = -151413.038072 nChanged 5 SP:Iteration 36Q (51.936548 sec): 3 clusters Score: Raw -153068.430047 + Penalty 1653.934623 = -151414.495423 nChanged 2 SP:Iteration 37Q (51.962283 sec): 3 clusters Score: Raw -153068.766720 + Penalty 1653.934623 = -151414.832096 nChanged 0 SP:Iteration 38F (51.987260 sec): 3 clusters Score: Raw -153068.766720 + Penalty 1653.934623 = -151414.832096 nChanged 0 Trying to split cluster 10 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.045444 sec): 2 clusters Score: Raw -9612.993685 + Penalty 593.511364 = -9019.482321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.144626 sec): 3 clusters Score: Raw -9840.614869 + Penalty 1187.022728 = -8653.592142 nChanged 83 SP:Iteration 1F (52.150781 sec): 3 clusters Score: Raw -10298.496499 + Penalty 1187.022728 = -9111.473771 nChanged 29 SP:Iteration 2F (52.156575 sec): 3 clusters Score: Raw -10700.633863 + Penalty 1187.022728 = -9513.611135 nChanged 19 SP:Iteration 3F (52.162373 sec): 3 clusters Score: Raw -11050.420292 + Penalty 1187.022728 = -9863.397564 nChanged 5 SP:Iteration 4Q (52.168026 sec): 3 clusters Score: Raw -11110.009655 + Penalty 1187.022728 = -9922.986927 nChanged 3 SP:Iteration 5Q (52.173698 sec): 3 clusters Score: Raw -11176.595338 + Penalty 1187.022728 = -9989.572610 nChanged 3 SP:Iteration 6Q (52.179377 sec): 3 clusters Score: Raw -11278.743096 + Penalty 1187.022728 = -10091.720368 nChanged 0 SP:Iteration 7F (52.185131 sec): 3 clusters Score: Raw -11278.743096 + Penalty 1187.022728 = -10091.720368 nChanged 0 Score: Raw -1022952.916351 + Penalty 15644.165681 = -1007308.750670 Splitting cluster 10 changes total score from -1006080.583692 to -1007308.750670 So it's getting split into cluster 15. Trying to split cluster 11 (1570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.632959 sec): 2 clusters Score: Raw -86494.447589 + Penalty 772.677244 = -85721.770344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.653339 sec): 3 clusters Score: Raw -85783.450177 + Penalty 1545.354489 = -84238.095688 nChanged 570 SP:Iteration 1F (52.669833 sec): 3 clusters Score: Raw -86152.436370 + Penalty 1545.354489 = -84607.081881 nChanged 142 SP:Iteration 2F (52.686347 sec): 3 clusters Score: Raw -86273.853821 + Penalty 1545.354489 = -84728.499332 nChanged 107 SP:Iteration 3F (52.702754 sec): 3 clusters Score: Raw -86385.983749 + Penalty 1545.354489 = -84840.629261 nChanged 96 SP:Iteration 4F (52.719265 sec): 3 clusters Score: Raw -86487.967391 + Penalty 1545.354489 = -84942.612902 nChanged 80 SP:Iteration 5F (52.735705 sec): 3 clusters Score: Raw -86575.411278 + Penalty 1545.354489 = -85030.056790 nChanged 66 SP:Iteration 6Q (52.752471 sec): 3 clusters Score: Raw -86647.345233 + Penalty 1545.354489 = -85101.990744 nChanged 57 SP:Iteration 7Q (52.769273 sec): 3 clusters Score: Raw -86698.269609 + Penalty 1545.354489 = -85152.915121 nChanged 57 SP:Iteration 8Q (52.786269 sec): 3 clusters Score: Raw -86748.550286 + Penalty 1545.354489 = -85203.195797 nChanged 49 SP:Iteration 9Q (52.803084 sec): 3 clusters Score: Raw -86793.515186 + Penalty 1545.354489 = -85248.160698 nChanged 50 SP:Iteration 10Q (52.819860 sec): 3 clusters Score: Raw -86844.441858 + Penalty 1545.354489 = -85299.087369 nChanged 51 SP:Iteration 11Q (52.836620 sec): 3 clusters Score: Raw -86912.469238 + Penalty 1545.354489 = -85367.114749 nChanged 58 SP:Iteration 12Q (52.853418 sec): 3 clusters Score: Raw -87024.281451 + Penalty 1545.354489 = -85478.926962 nChanged 77 SP:Iteration 13Q (52.870030 sec): 3 clusters Score: Raw -87207.149204 + Penalty 1545.354489 = -85661.794715 nChanged 65 SP:Iteration 14Q (52.886403 sec): 3 clusters Score: Raw -87415.521457 + Penalty 1545.354489 = -85870.166969 nChanged 63 SP:Iteration 15Q (52.902672 sec): 3 clusters Score: Raw -87586.988646 + Penalty 1545.354489 = -86041.634157 nChanged 38 SP:Iteration 16Q (52.918878 sec): 3 clusters Score: Raw -87654.289391 + Penalty 1545.354489 = -86108.934903 nChanged 27 SP:Iteration 17Q (52.934845 sec): 3 clusters Score: Raw -87680.097527 + Penalty 1545.354489 = -86134.743038 nChanged 6 SP:Iteration 18Q (52.950855 sec): 3 clusters Score: Raw -87685.022651 + Penalty 1545.354489 = -86139.668163 nChanged 3 SP:Iteration 19Q (52.999504 sec): 3 clusters Score: Raw -87686.812412 + Penalty 1545.354489 = -86141.457923 nChanged 0 SP:Iteration 20F (53.015939 sec): 3 clusters Score: Raw -87686.812412 + Penalty 1545.354489 = -86141.457923 nChanged 0 Score: Raw -1024145.281174 + Penalty 16687.110060 = -1007458.171115 Splitting cluster 11 changes total score from -1006080.583692 to -1007458.171115 So it's getting split into cluster 16. Trying to split cluster 12 (1384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.483939 sec): 2 clusters Score: Raw -67951.729627 + Penalty 759.436979 = -67192.292648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.548577 sec): 3 clusters Score: Raw -67349.641985 + Penalty 1518.873959 = -65830.768027 nChanged 505 SP:Iteration 1F (53.633609 sec): 3 clusters Score: Raw -67757.951770 + Penalty 1518.873959 = -66239.077812 nChanged 131 SP:Iteration 2F (53.675142 sec): 3 clusters Score: Raw -67915.717225 + Penalty 1518.873959 = -66396.843266 nChanged 104 SP:Iteration 3F (53.690290 sec): 3 clusters Score: Raw -68037.459952 + Penalty 1518.873959 = -66518.585994 nChanged 92 SP:Iteration 4F (53.705259 sec): 3 clusters Score: Raw -68177.502616 + Penalty 1518.873959 = -66658.628657 nChanged 88 SP:Iteration 5F (53.720245 sec): 3 clusters Score: Raw -68305.483858 + Penalty 1518.873959 = -66786.609900 nChanged 59 SP:Iteration 6Q (53.735420 sec): 3 clusters Score: Raw -68394.804563 + Penalty 1518.873959 = -66875.930605 nChanged 43 SP:Iteration 7Q (53.750446 sec): 3 clusters Score: Raw -68476.359143 + Penalty 1518.873959 = -66957.485185 nChanged 53 SP:Iteration 8Q (53.765454 sec): 3 clusters Score: Raw -68544.791673 + Penalty 1518.873959 = -67025.917715 nChanged 51 SP:Iteration 9Q (53.780555 sec): 3 clusters Score: Raw -68611.126829 + Penalty 1518.873959 = -67092.252870 nChanged 58 SP:Iteration 10Q (53.795482 sec): 3 clusters Score: Raw -68688.407818 + Penalty 1518.873959 = -67169.533859 nChanged 44 SP:Iteration 11Q (53.810387 sec): 3 clusters Score: Raw -68748.783306 + Penalty 1518.873959 = -67229.909347 nChanged 49 SP:Iteration 12Q (53.825210 sec): 3 clusters Score: Raw -68810.462222 + Penalty 1518.873959 = -67291.588263 nChanged 43 SP:Iteration 13Q (53.840167 sec): 3 clusters Score: Raw -68873.644497 + Penalty 1518.873959 = -67354.770538 nChanged 40 SP:Iteration 14Q (53.854844 sec): 3 clusters Score: Raw -68938.951536 + Penalty 1518.873959 = -67420.077578 nChanged 51 SP:Iteration 15Q (53.869380 sec): 3 clusters Score: Raw -69035.864457 + Penalty 1518.873959 = -67516.990498 nChanged 34 SP:Iteration 16Q (53.883787 sec): 3 clusters Score: Raw -69104.035353 + Penalty 1518.873959 = -67585.161394 nChanged 20 SP:Iteration 17Q (53.897985 sec): 3 clusters Score: Raw -69145.153508 + Penalty 1518.873959 = -67626.279550 nChanged 20 SP:Iteration 18Q (53.912375 sec): 3 clusters Score: Raw -69179.860498 + Penalty 1518.873959 = -67660.986539 nChanged 8 SP:Iteration 19Q (53.926556 sec): 3 clusters Score: Raw -69190.136210 + Penalty 1518.873959 = -67671.262252 nChanged 4 SP:Iteration 20F (53.941283 sec): 3 clusters Score: Raw -69191.932131 + Penalty 1518.873959 = -67673.058172 nChanged 1 SP:Iteration 21Q (53.955369 sec): 3 clusters Score: Raw -69192.600576 + Penalty 1518.873959 = -67673.726617 nChanged 0 SP:Iteration 22F (53.969733 sec): 3 clusters Score: Raw -69192.600576 + Penalty 1518.873959 = -67673.726617 nChanged 0 Score: Raw -1025386.152123 + Penalty 17730.054438 = -1007656.097684 Splitting cluster 12 changes total score from -1006080.583692 to -1007656.097684 So it's getting split into cluster 17. Trying to split cluster 13 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.458949 sec): 2 clusters Score: Raw -41843.367677 + Penalty 701.225922 = -41142.141755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.509063 sec): 3 clusters Score: Raw -41591.301305 + Penalty 1402.451844 = -40188.849461 nChanged 288 SP:Iteration 1F (54.535170 sec): 3 clusters Score: Raw -41900.058436 + Penalty 1402.451844 = -40497.606592 nChanged 73 SP:Iteration 2F (54.545207 sec): 3 clusters Score: Raw -41999.371413 + Penalty 1402.451844 = -40596.919569 nChanged 58 SP:Iteration 3F (54.555196 sec): 3 clusters Score: Raw -42087.435986 + Penalty 1402.451844 = -40684.984142 nChanged 38 SP:Iteration 4Q (54.565314 sec): 3 clusters Score: Raw -42155.330129 + Penalty 1402.451844 = -40752.878285 nChanged 25 SP:Iteration 5Q (54.575376 sec): 3 clusters Score: Raw -42187.962043 + Penalty 1402.451844 = -40785.510198 nChanged 16 SP:Iteration 6Q (54.585481 sec): 3 clusters Score: Raw -42198.953670 + Penalty 1402.451844 = -40796.501826 nChanged 12 SP:Iteration 7Q (54.595593 sec): 3 clusters Score: Raw -42210.779299 + Penalty 1402.451844 = -40808.327455 nChanged 12 SP:Iteration 8Q (54.605609 sec): 3 clusters Score: Raw -42224.042591 + Penalty 1402.451844 = -40821.590747 nChanged 12 SP:Iteration 9Q (54.615576 sec): 3 clusters Score: Raw -42235.144525 + Penalty 1402.451844 = -40832.692681 nChanged 6 SP:Iteration 10Q (54.625385 sec): 3 clusters Score: Raw -42244.921051 + Penalty 1402.451844 = -40842.469206 nChanged 8 SP:Iteration 11Q (54.635390 sec): 3 clusters Score: Raw -42254.419949 + Penalty 1402.451844 = -40851.968105 nChanged 6 SP:Iteration 12Q (54.645354 sec): 3 clusters Score: Raw -42263.964650 + Penalty 1402.451844 = -40861.512806 nChanged 8 SP:Iteration 13Q (54.655313 sec): 3 clusters Score: Raw -42272.124451 + Penalty 1402.451844 = -40869.672607 nChanged 7 SP:Iteration 14Q (54.665400 sec): 3 clusters Score: Raw -42283.923798 + Penalty 1402.451844 = -40881.471954 nChanged 11 SP:Iteration 15Q (54.675328 sec): 3 clusters Score: Raw -42298.465351 + Penalty 1402.451844 = -40896.013507 nChanged 11 SP:Iteration 16Q (54.685254 sec): 3 clusters Score: Raw -42313.234677 + Penalty 1402.451844 = -40910.782833 nChanged 12 SP:Iteration 17Q (54.695159 sec): 3 clusters Score: Raw -42333.681322 + Penalty 1402.451844 = -40931.229478 nChanged 18 SP:Iteration 18Q (54.705028 sec): 3 clusters Score: Raw -42361.518508 + Penalty 1402.451844 = -40959.066664 nChanged 11 SP:Iteration 19Q (54.714892 sec): 3 clusters Score: Raw -42381.095702 + Penalty 1402.451844 = -40978.643858 nChanged 9 SP:Iteration 20F (54.724843 sec): 3 clusters Score: Raw -42395.456233 + Penalty 1402.451844 = -40993.004389 nChanged 10 SP:Iteration 21Q (54.734650 sec): 3 clusters Score: Raw -42412.755667 + Penalty 1402.451844 = -41010.303823 nChanged 7 SP:Iteration 22Q (54.744346 sec): 3 clusters Score: Raw -42423.685615 + Penalty 1402.451844 = -41021.233771 nChanged 7 SP:Iteration 23Q (54.754155 sec): 3 clusters Score: Raw -42439.954656 + Penalty 1402.451844 = -41037.502812 nChanged 13 SP:Iteration 24Q (54.763876 sec): 3 clusters Score: Raw -42468.384244 + Penalty 1402.451844 = -41065.932400 nChanged 13 SP:Iteration 25Q (54.773600 sec): 3 clusters Score: Raw -42514.924725 + Penalty 1402.451844 = -41112.472881 nChanged 9 SP:Iteration 26Q (54.783287 sec): 3 clusters Score: Raw -42538.010300 + Penalty 1402.451844 = -41135.558456 nChanged 9 SP:Iteration 27Q (54.793078 sec): 3 clusters Score: Raw -42557.678732 + Penalty 1402.451844 = -41155.226888 nChanged 6 SP:Iteration 28Q (54.802779 sec): 3 clusters Score: Raw -42567.390623 + Penalty 1402.451844 = -41164.938778 nChanged 4 SP:Iteration 29Q (54.812409 sec): 3 clusters Score: Raw -42573.897771 + Penalty 1402.451844 = -41171.445927 nChanged 3 SP:Iteration 30Q (54.822027 sec): 3 clusters Score: Raw -42578.248496 + Penalty 1402.451844 = -41175.796652 nChanged 2 SP:Iteration 31Q (54.831658 sec): 3 clusters Score: Raw -42581.136296 + Penalty 1402.451844 = -41178.684452 nChanged 1 SP:Iteration 32Q (54.841272 sec): 3 clusters Score: Raw -42582.102904 + Penalty 1402.451844 = -41179.651060 nChanged 1 SP:Iteration 33Q (54.947047 sec): 3 clusters Score: Raw -42583.426057 + Penalty 1402.451844 = -41180.974213 nChanged 0 SP:Iteration 34F (55.053044 sec): 3 clusters Score: Raw -42591.643633 + Penalty 1402.451844 = -41189.191789 nChanged 3 SP:Iteration 35Q (55.152820 sec): 3 clusters Score: Raw -42602.631118 + Penalty 1402.451844 = -41200.179274 nChanged 0 SP:Iteration 36F (55.265591 sec): 3 clusters Score: Raw -42602.631118 + Penalty 1402.451844 = -41200.179274 nChanged 0 Score: Raw -1026145.415564 + Penalty 18772.998817 = -1007372.416747 Splitting cluster 13 changes total score from -1006080.583692 to -1007372.416747 So it's getting split into cluster 18. Iteration 99Q (56.299427 sec): 19 clusters Score: Raw -1026475.838243 + Penalty 18772.998817 = -1007702.839426 nChanged 253 Iteration 100F (56.810531 sec): 19 clusters Score: Raw -1027161.557918 + Penalty 18772.998817 = -1008388.559101 nChanged 274 Iteration 101Q (57.102676 sec): 19 clusters Score: Raw -1027422.612214 + Penalty 18772.998817 = -1008649.613397 nChanged 145 Iteration 102Q (57.408042 sec): 19 clusters Score: Raw -1027554.466998 + Penalty 18772.998817 = -1008781.468181 nChanged 101 Iteration 103Q (57.693795 sec): 19 clusters Score: Raw -1027639.627159 + Penalty 18772.998817 = -1008866.628342 nChanged 75 Iteration 104Q (57.978250 sec): 19 clusters Score: Raw -1027679.413740 + Penalty 18772.998817 = -1008906.414923 nChanged 47 Iteration 105Q (58.236845 sec): 19 clusters Score: Raw -1027700.021897 + Penalty 18772.998817 = -1008927.023080 nChanged 35 Iteration 106Q (58.805937 sec): 19 clusters Score: Raw -1027721.477059 + Penalty 18772.998817 = -1008948.478242 nChanged 20 Iteration 107Q (59.095591 sec): 19 clusters Score: Raw -1027729.311132 + Penalty 18772.998817 = -1008956.312315 nChanged 15 Iteration 108Q (59.362518 sec): 19 clusters Score: Raw -1027737.255066 + Penalty 18772.998817 = -1008964.256249 nChanged 23 Iteration 109Q (59.683461 sec): 19 clusters Score: Raw -1027745.125963 + Penalty 18772.998817 = -1008972.127146 nChanged 11 Iteration 110Q (59.939372 sec): 19 clusters Score: Raw -1027751.147277 + Penalty 18772.998817 = -1008978.148460 nChanged 10 Iteration 111Q (60.227102 sec): 19 clusters Score: Raw -1027754.356267 + Penalty 18772.998817 = -1008981.357450 nChanged 11 Iteration 112Q (60.516332 sec): 19 clusters Score: Raw -1027757.612633 + Penalty 18772.998817 = -1008984.613816 nChanged 9 Iteration 113Q (60.804627 sec): 19 clusters Score: Raw -1027759.920533 + Penalty 18772.998817 = -1008986.921716 nChanged 5 Iteration 114Q (61.083745 sec): 19 clusters Score: Raw -1027761.026065 + Penalty 18772.998817 = -1008988.027248 nChanged 1 Iteration 115Q (61.353176 sec): 19 clusters Score: Raw -1027761.159982 + Penalty 18772.998817 = -1008988.161165 nChanged 0 Iteration 116F (61.840475 sec): 19 clusters Score: Raw -1027794.225298 + Penalty 18772.998817 = -1009021.226481 nChanged 5 Iteration 117Q (62.131783 sec): 19 clusters Score: Raw -1027897.351392 + Penalty 18772.998817 = -1009124.352575 nChanged 30 Iteration 118Q (62.424982 sec): 19 clusters Score: Raw -1028607.258919 + Penalty 18772.998817 = -1009834.260102 nChanged 14 Iteration 119Q (62.688116 sec): 19 clusters Score: Raw -1028623.881424 + Penalty 18772.998817 = -1009850.882607 nChanged 3 Iteration 120F (63.173352 sec): 19 clusters Score: Raw -1028736.539707 + Penalty 18772.998817 = -1009963.540890 nChanged 7 Iteration 121Q (63.406632 sec): 19 clusters Score: Raw -1028746.247793 + Penalty 18772.998817 = -1009973.248976 nChanged 4 Iteration 122Q (63.642157 sec): 19 clusters Score: Raw -1028747.528796 + Penalty 18772.998817 = -1009974.529979 nChanged 3 Iteration 123Q (63.888066 sec): 19 clusters Score: Raw -1028748.264507 + Penalty 18772.998817 = -1009975.265690 nChanged 2 Iteration 124Q (64.115001 sec): 19 clusters Score: Raw -1028748.694961 + Penalty 18772.998817 = -1009975.696144 nChanged 2 Iteration 125Q (64.366654 sec): 19 clusters Score: Raw -1028748.885070 + Penalty 18772.998817 = -1009975.886253 nChanged 1 Iteration 126Q (64.618646 sec): 19 clusters Score: Raw -1028749.002859 + Penalty 18772.998817 = -1009976.004042 nChanged 1 Iteration 127Q (64.846098 sec): 19 clusters Score: Raw -1028749.120554 + Penalty 18772.998817 = -1009976.121737 nChanged 1 Iteration 128Q (65.088358 sec): 19 clusters Score: Raw -1028749.218040 + Penalty 18772.998817 = -1009976.219223 nChanged 1 Iteration 129Q (65.323678 sec): 19 clusters Score: Raw -1028749.397946 + Penalty 18772.998817 = -1009976.399129 nChanged 2 Iteration 130Q (65.555137 sec): 19 clusters Score: Raw -1028749.585658 + Penalty 18772.998817 = -1009976.586841 nChanged 1 Iteration 131Q (65.798396 sec): 19 clusters Score: Raw -1028749.947814 + Penalty 18772.998817 = -1009976.948997 nChanged 1 Iteration 132Q (66.026272 sec): 19 clusters Score: Raw -1028750.174350 + Penalty 18772.998817 = -1009977.175533 nChanged 0 Iteration 133F (66.451202 sec): 19 clusters Score: Raw -1028750.174350 + Penalty 18772.998817 = -1009977.175533 nChanged 0 Compute initial score before splitting: Score: Raw -1028750.174350 + Penalty 18772.998817 = -1009977.175533 Trying to split cluster 1 (3617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.488470 sec): 2 clusters Score: Raw -211477.643422 + Penalty 860.307024 = -210617.336397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.523621 sec): 3 clusters Score: Raw -209587.935238 + Penalty 1720.614049 = -207867.321189 nChanged 1510 SP:Iteration 1F (66.614282 sec): 3 clusters Score: Raw -210596.356124 + Penalty 1720.614049 = -208875.742075 nChanged 287 SP:Iteration 2F (66.646645 sec): 3 clusters Score: Raw -210820.998577 + Penalty 1720.614049 = -209100.384528 nChanged 259 SP:Iteration 3F (66.678762 sec): 3 clusters Score: Raw -211001.003681 + Penalty 1720.614049 = -209280.389632 nChanged 190 SP:Iteration 4F (66.710798 sec): 3 clusters Score: Raw -211111.893032 + Penalty 1720.614049 = -209391.278983 nChanged 136 SP:Iteration 5Q (66.737730 sec): 3 clusters Score: Raw -211186.111971 + Penalty 1720.614049 = -209465.497923 nChanged 114 SP:Iteration 6Q (66.764408 sec): 3 clusters Score: Raw -211246.393275 + Penalty 1720.614049 = -209525.779226 nChanged 113 SP:Iteration 7Q (66.791314 sec): 3 clusters Score: Raw -211305.559267 + Penalty 1720.614049 = -209584.945218 nChanged 94 SP:Iteration 8Q (66.818070 sec): 3 clusters Score: Raw -211349.858905 + Penalty 1720.614049 = -209629.244856 nChanged 80 SP:Iteration 9Q (66.844662 sec): 3 clusters Score: Raw -211382.399659 + Penalty 1720.614049 = -209661.785610 nChanged 66 SP:Iteration 10Q (66.871417 sec): 3 clusters Score: Raw -211406.114365 + Penalty 1720.614049 = -209685.500316 nChanged 44 SP:Iteration 11Q (66.905473 sec): 3 clusters Score: Raw -211424.314058 + Penalty 1720.614049 = -209703.700009 nChanged 39 SP:Iteration 12Q (66.932160 sec): 3 clusters Score: Raw -211438.887008 + Penalty 1720.614049 = -209718.272960 nChanged 32 SP:Iteration 13Q (66.958781 sec): 3 clusters Score: Raw -211455.230723 + Penalty 1720.614049 = -209734.616674 nChanged 24 SP:Iteration 14Q (66.985590 sec): 3 clusters Score: Raw -211464.945211 + Penalty 1720.614049 = -209744.331163 nChanged 21 SP:Iteration 15Q (67.012259 sec): 3 clusters Score: Raw -211471.274802 + Penalty 1720.614049 = -209750.660753 nChanged 10 SP:Iteration 16Q (67.038878 sec): 3 clusters Score: Raw -211474.204195 + Penalty 1720.614049 = -209753.590146 nChanged 11 SP:Iteration 17Q (67.065487 sec): 3 clusters Score: Raw -211476.709793 + Penalty 1720.614049 = -209756.095744 nChanged 7 SP:Iteration 18Q (67.092156 sec): 3 clusters Score: Raw -211478.606367 + Penalty 1720.614049 = -209757.992318 nChanged 8 SP:Iteration 19Q (67.119002 sec): 3 clusters Score: Raw -211480.292490 + Penalty 1720.614049 = -209759.678441 nChanged 7 SP:Iteration 20F (67.145199 sec): 3 clusters Score: Raw -211483.815729 + Penalty 1720.614049 = -209763.201680 nChanged 10 SP:Iteration 21Q (67.262636 sec): 3 clusters Score: Raw -211488.258605 + Penalty 1720.614049 = -209767.644556 nChanged 10 SP:Iteration 22Q (67.328411 sec): 3 clusters Score: Raw -211491.121286 + Penalty 1720.614049 = -209770.507237 nChanged 11 SP:Iteration 23Q (67.355389 sec): 3 clusters Score: Raw -211494.051842 + Penalty 1720.614049 = -209773.437794 nChanged 7 SP:Iteration 24Q (67.395952 sec): 3 clusters Score: Raw -211495.993631 + Penalty 1720.614049 = -209775.379582 nChanged 6 SP:Iteration 25Q (67.432843 sec): 3 clusters Score: Raw -211498.332692 + Penalty 1720.614049 = -209777.718643 nChanged 6 SP:Iteration 26Q (67.467383 sec): 3 clusters Score: Raw -211499.282009 + Penalty 1720.614049 = -209778.667960 nChanged 2 SP:Iteration 27Q (67.494055 sec): 3 clusters Score: Raw -211499.498769 + Penalty 1720.614049 = -209778.884720 nChanged 3 SP:Iteration 28Q (67.520821 sec): 3 clusters Score: Raw -211499.792206 + Penalty 1720.614049 = -209779.178157 nChanged 1 SP:Iteration 29Q (67.547430 sec): 3 clusters Score: Raw -211499.864610 + Penalty 1720.614049 = -209779.250561 nChanged 0 SP:Iteration 30F (67.574337 sec): 3 clusters Score: Raw -211499.864610 + Penalty 1720.614049 = -209779.250561 nChanged 0 Trying to split cluster 2 (1335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.606235 sec): 2 clusters Score: Raw -47527.376502 + Penalty 755.652090 = -46771.724412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.618323 sec): 3 clusters Score: Raw -46995.083053 + Penalty 1511.304180 = -45483.778874 nChanged 505 SP:Iteration 1F (67.629786 sec): 3 clusters Score: Raw -47599.935670 + Penalty 1511.304180 = -46088.631490 nChanged 154 SP:Iteration 2F (67.641158 sec): 3 clusters Score: Raw -47873.807862 + Penalty 1511.304180 = -46362.503683 nChanged 96 SP:Iteration 3F (67.652549 sec): 3 clusters Score: Raw -48010.790203 + Penalty 1511.304180 = -46499.486023 nChanged 59 SP:Iteration 4Q (67.663998 sec): 3 clusters Score: Raw -48090.614968 + Penalty 1511.304180 = -46579.310788 nChanged 43 SP:Iteration 5Q (67.675403 sec): 3 clusters Score: Raw -48130.525804 + Penalty 1511.304180 = -46619.221624 nChanged 26 SP:Iteration 6Q (67.686881 sec): 3 clusters Score: Raw -48153.003907 + Penalty 1511.304180 = -46641.699727 nChanged 20 SP:Iteration 7Q (67.698294 sec): 3 clusters Score: Raw -48171.836211 + Penalty 1511.304180 = -46660.532031 nChanged 12 SP:Iteration 8Q (67.709617 sec): 3 clusters Score: Raw -48186.719937 + Penalty 1511.304180 = -46675.415757 nChanged 14 SP:Iteration 9Q (67.720966 sec): 3 clusters Score: Raw -48197.668627 + Penalty 1511.304180 = -46686.364447 nChanged 11 SP:Iteration 10Q (67.732322 sec): 3 clusters Score: Raw -48204.091398 + Penalty 1511.304180 = -46692.787218 nChanged 5 SP:Iteration 11Q (67.743659 sec): 3 clusters Score: Raw -48206.139094 + Penalty 1511.304180 = -46694.834915 nChanged 5 SP:Iteration 12Q (67.755005 sec): 3 clusters Score: Raw -48208.450754 + Penalty 1511.304180 = -46697.146574 nChanged 3 SP:Iteration 13Q (67.766363 sec): 3 clusters Score: Raw -48209.741246 + Penalty 1511.304180 = -46698.437066 nChanged 2 SP:Iteration 14Q (67.777678 sec): 3 clusters Score: Raw -48211.531887 + Penalty 1511.304180 = -46700.227707 nChanged 3 SP:Iteration 15Q (67.789043 sec): 3 clusters Score: Raw -48214.153288 + Penalty 1511.304180 = -46702.849108 nChanged 4 SP:Iteration 16Q (67.800353 sec): 3 clusters Score: Raw -48216.424637 + Penalty 1511.304180 = -46705.120457 nChanged 2 SP:Iteration 17Q (67.811781 sec): 3 clusters Score: Raw -48217.103954 + Penalty 1511.304180 = -46705.799774 nChanged 1 SP:Iteration 18Q (67.823016 sec): 3 clusters Score: Raw -48217.592119 + Penalty 1511.304180 = -46706.287939 nChanged 1 SP:Iteration 19Q (67.834675 sec): 3 clusters Score: Raw -48218.036108 + Penalty 1511.304180 = -46706.731928 nChanged 0 SP:Iteration 20F (67.845950 sec): 3 clusters Score: Raw -48218.036108 + Penalty 1511.304180 = -46706.731928 nChanged 0 Trying to split cluster 3 (1084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.892647 sec): 2 clusters Score: Raw -58715.389680 + Penalty 733.783384 = -57981.606296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.902936 sec): 3 clusters Score: Raw -58299.962582 + Penalty 1467.566768 = -56832.395814 nChanged 376 SP:Iteration 1F (67.912687 sec): 3 clusters Score: Raw -58634.688548 + Penalty 1467.566768 = -57167.121780 nChanged 117 SP:Iteration 2F (67.922343 sec): 3 clusters Score: Raw -58807.700898 + Penalty 1467.566768 = -57340.134129 nChanged 88 SP:Iteration 3F (67.931925 sec): 3 clusters Score: Raw -58919.777289 + Penalty 1467.566768 = -57452.210521 nChanged 71 SP:Iteration 4F (67.941608 sec): 3 clusters Score: Raw -59026.176174 + Penalty 1467.566768 = -57558.609406 nChanged 58 SP:Iteration 5F (67.951176 sec): 3 clusters Score: Raw -59090.673182 + Penalty 1467.566768 = -57623.106414 nChanged 32 SP:Iteration 6Q (67.960836 sec): 3 clusters Score: Raw -59120.840529 + Penalty 1467.566768 = -57653.273761 nChanged 18 SP:Iteration 7Q (67.970447 sec): 3 clusters Score: Raw -59132.632133 + Penalty 1467.566768 = -57665.065365 nChanged 12 SP:Iteration 8Q (67.980309 sec): 3 clusters Score: Raw -59139.791430 + Penalty 1467.566768 = -57672.224662 nChanged 8 SP:Iteration 9Q (67.990025 sec): 3 clusters Score: Raw -59146.840906 + Penalty 1467.566768 = -57679.274137 nChanged 11 SP:Iteration 10Q (67.999763 sec): 3 clusters Score: Raw -59154.256956 + Penalty 1467.566768 = -57686.690188 nChanged 8 SP:Iteration 11Q (68.009528 sec): 3 clusters Score: Raw -59158.446705 + Penalty 1467.566768 = -57690.879937 nChanged 10 SP:Iteration 12Q (68.019217 sec): 3 clusters Score: Raw -59164.004595 + Penalty 1467.566768 = -57696.437827 nChanged 4 SP:Iteration 13Q (68.028890 sec): 3 clusters Score: Raw -59170.012882 + Penalty 1467.566768 = -57702.446114 nChanged 8 SP:Iteration 14Q (68.038590 sec): 3 clusters Score: Raw -59178.106383 + Penalty 1467.566768 = -57710.539615 nChanged 10 SP:Iteration 15Q (68.048374 sec): 3 clusters Score: Raw -59194.614748 + Penalty 1467.566768 = -57727.047979 nChanged 13 SP:Iteration 16Q (68.058047 sec): 3 clusters Score: Raw -59210.737320 + Penalty 1467.566768 = -57743.170551 nChanged 15 SP:Iteration 17Q (68.067743 sec): 3 clusters Score: Raw -59225.636443 + Penalty 1467.566768 = -57758.069675 nChanged 9 SP:Iteration 18Q (68.077415 sec): 3 clusters Score: Raw -59232.826520 + Penalty 1467.566768 = -57765.259752 nChanged 5 SP:Iteration 19Q (68.087004 sec): 3 clusters Score: Raw -59237.276304 + Penalty 1467.566768 = -57769.709536 nChanged 6 SP:Iteration 20F (68.096753 sec): 3 clusters Score: Raw -59240.155866 + Penalty 1467.566768 = -57772.589098 nChanged 7 SP:Iteration 21Q (68.106478 sec): 3 clusters Score: Raw -59244.939616 + Penalty 1467.566768 = -57777.372847 nChanged 7 SP:Iteration 22Q (68.116189 sec): 3 clusters Score: Raw -59249.901652 + Penalty 1467.566768 = -57782.334884 nChanged 2 SP:Iteration 23Q (68.125942 sec): 3 clusters Score: Raw -59253.425250 + Penalty 1467.566768 = -57785.858482 nChanged 4 SP:Iteration 24Q (68.135642 sec): 3 clusters Score: Raw -59259.976509 + Penalty 1467.566768 = -57792.409741 nChanged 4 SP:Iteration 25Q (68.145361 sec): 3 clusters Score: Raw -59264.003565 + Penalty 1467.566768 = -57796.436797 nChanged 4 SP:Iteration 26Q (68.155037 sec): 3 clusters Score: Raw -59265.868118 + Penalty 1467.566768 = -57798.301350 nChanged 4 SP:Iteration 27Q (68.164682 sec): 3 clusters Score: Raw -59267.822437 + Penalty 1467.566768 = -57800.255668 nChanged 1 SP:Iteration 28Q (68.174316 sec): 3 clusters Score: Raw -59269.001277 + Penalty 1467.566768 = -57801.434509 nChanged 0 SP:Iteration 29F (68.183920 sec): 3 clusters Score: Raw -59269.001277 + Penalty 1467.566768 = -57801.434509 nChanged 0 Trying to split cluster 4 (1381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.214494 sec): 2 clusters Score: Raw -60231.268163 + Penalty 759.209131 = -59472.059032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.226726 sec): 3 clusters Score: Raw -59671.206484 + Penalty 1518.418262 = -58152.788222 nChanged 481 SP:Iteration 1F (68.238576 sec): 3 clusters Score: Raw -60115.680405 + Penalty 1518.418262 = -58597.262143 nChanged 143 SP:Iteration 2F (68.250189 sec): 3 clusters Score: Raw -60308.283152 + Penalty 1518.418262 = -58789.864889 nChanged 91 SP:Iteration 3F (68.261786 sec): 3 clusters Score: Raw -60391.813975 + Penalty 1518.418262 = -58873.395713 nChanged 53 SP:Iteration 4Q (68.273611 sec): 3 clusters Score: Raw -60448.696500 + Penalty 1518.418262 = -58930.278238 nChanged 44 SP:Iteration 5Q (68.285293 sec): 3 clusters Score: Raw -60507.325755 + Penalty 1518.418262 = -58988.907492 nChanged 49 SP:Iteration 6Q (68.296938 sec): 3 clusters Score: Raw -60563.636929 + Penalty 1518.418262 = -59045.218667 nChanged 39 SP:Iteration 7Q (68.308576 sec): 3 clusters Score: Raw -60605.028032 + Penalty 1518.418262 = -59086.609770 nChanged 31 SP:Iteration 8Q (68.320176 sec): 3 clusters Score: Raw -60642.168338 + Penalty 1518.418262 = -59123.750076 nChanged 18 SP:Iteration 9Q (68.331967 sec): 3 clusters Score: Raw -60653.796584 + Penalty 1518.418262 = -59135.378322 nChanged 8 SP:Iteration 10Q (68.343827 sec): 3 clusters Score: Raw -60659.552937 + Penalty 1518.418262 = -59141.134674 nChanged 5 SP:Iteration 11Q (68.355602 sec): 3 clusters Score: Raw -60663.411815 + Penalty 1518.418262 = -59144.993552 nChanged 6 SP:Iteration 12Q (68.367389 sec): 3 clusters Score: Raw -60668.606048 + Penalty 1518.418262 = -59150.187786 nChanged 4 SP:Iteration 13Q (68.379166 sec): 3 clusters Score: Raw -60669.985918 + Penalty 1518.418262 = -59151.567656 nChanged 4 SP:Iteration 14Q (68.390947 sec): 3 clusters Score: Raw -60674.088959 + Penalty 1518.418262 = -59155.670697 nChanged 6 SP:Iteration 15Q (68.402750 sec): 3 clusters Score: Raw -60677.746037 + Penalty 1518.418262 = -59159.327775 nChanged 7 SP:Iteration 16Q (68.414541 sec): 3 clusters Score: Raw -60686.100266 + Penalty 1518.418262 = -59167.682004 nChanged 9 SP:Iteration 17Q (68.426358 sec): 3 clusters Score: Raw -60690.832503 + Penalty 1518.418262 = -59172.414241 nChanged 1 SP:Iteration 18Q (68.438118 sec): 3 clusters Score: Raw -60691.166259 + Penalty 1518.418262 = -59172.747996 nChanged 0 SP:Iteration 19F (68.449868 sec): 3 clusters Score: Raw -60691.166259 + Penalty 1518.418262 = -59172.747996 nChanged 0 Trying to split cluster 5 (522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.466223 sec): 2 clusters Score: Raw -28965.091551 + Penalty 657.055097 = -28308.036454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.472568 sec): 3 clusters Score: Raw -28820.913899 + Penalty 1314.110193 = -27506.803706 nChanged 141 SP:Iteration 1F (68.478632 sec): 3 clusters Score: Raw -29006.120585 + Penalty 1314.110193 = -27692.010392 nChanged 35 SP:Iteration 2F (68.484680 sec): 3 clusters Score: Raw -29061.118915 + Penalty 1314.110193 = -27747.008722 nChanged 17 SP:Iteration 3Q (68.490758 sec): 3 clusters Score: Raw -29080.180164 + Penalty 1314.110193 = -27766.069971 nChanged 10 SP:Iteration 4Q (68.496836 sec): 3 clusters Score: Raw -29094.890507 + Penalty 1314.110193 = -27780.780314 nChanged 9 SP:Iteration 5Q (68.502903 sec): 3 clusters Score: Raw -29105.967091 + Penalty 1314.110193 = -27791.856898 nChanged 8 SP:Iteration 6Q (68.508953 sec): 3 clusters Score: Raw -29114.497808 + Penalty 1314.110193 = -27800.387615 nChanged 5 SP:Iteration 7Q (68.515004 sec): 3 clusters Score: Raw -29121.147054 + Penalty 1314.110193 = -27807.036860 nChanged 5 SP:Iteration 8Q (68.521093 sec): 3 clusters Score: Raw -29127.642508 + Penalty 1314.110193 = -27813.532315 nChanged 8 SP:Iteration 9Q (68.551462 sec): 3 clusters Score: Raw -29135.588168 + Penalty 1314.110193 = -27821.477974 nChanged 3 SP:Iteration 10Q (68.557464 sec): 3 clusters Score: Raw -29140.903547 + Penalty 1314.110193 = -27826.793354 nChanged 4 SP:Iteration 11Q (68.563389 sec): 3 clusters Score: Raw -29145.189160 + Penalty 1314.110193 = -27831.078967 nChanged 4 SP:Iteration 12Q (68.569621 sec): 3 clusters Score: Raw -29150.404060 + Penalty 1314.110193 = -27836.293867 nChanged 3 SP:Iteration 13Q (68.575655 sec): 3 clusters Score: Raw -29153.474273 + Penalty 1314.110193 = -27839.364079 nChanged 1 SP:Iteration 14Q (68.581601 sec): 3 clusters Score: Raw -29153.950973 + Penalty 1314.110193 = -27839.840779 nChanged 0 SP:Iteration 15F (68.587524 sec): 3 clusters Score: Raw -29153.950973 + Penalty 1314.110193 = -27839.840779 nChanged 0 Trying to split cluster 6 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.602189 sec): 2 clusters Score: Raw -34136.586392 + Penalty 689.648181 = -33446.938211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.609696 sec): 3 clusters Score: Raw -33917.432088 + Penalty 1379.296361 = -32538.135726 nChanged 224 SP:Iteration 1F (68.616878 sec): 3 clusters Score: Raw -34141.073864 + Penalty 1379.296361 = -32761.777503 nChanged 70 SP:Iteration 2F (68.624070 sec): 3 clusters Score: Raw -34257.432491 + Penalty 1379.296361 = -32878.136130 nChanged 49 SP:Iteration 3F (68.631226 sec): 3 clusters Score: Raw -34333.876917 + Penalty 1379.296361 = -32954.580556 nChanged 43 SP:Iteration 4F (68.638453 sec): 3 clusters Score: Raw -34401.869517 + Penalty 1379.296361 = -33022.573156 nChanged 30 SP:Iteration 5Q (68.645684 sec): 3 clusters Score: Raw -34486.354830 + Penalty 1379.296361 = -33107.058468 nChanged 23 SP:Iteration 6Q (68.652835 sec): 3 clusters Score: Raw -34575.027634 + Penalty 1379.296361 = -33195.731273 nChanged 27 SP:Iteration 7Q (68.660007 sec): 3 clusters Score: Raw -34644.613834 + Penalty 1379.296361 = -33265.317472 nChanged 18 SP:Iteration 8Q (68.667114 sec): 3 clusters Score: Raw -34686.081365 + Penalty 1379.296361 = -33306.785004 nChanged 11 SP:Iteration 9Q (68.674156 sec): 3 clusters Score: Raw -34702.627838 + Penalty 1379.296361 = -33323.331477 nChanged 2 SP:Iteration 10Q (68.681222 sec): 3 clusters Score: Raw -34704.831179 + Penalty 1379.296361 = -33325.534817 nChanged 2 SP:Iteration 11Q (68.688266 sec): 3 clusters Score: Raw -34705.912629 + Penalty 1379.296361 = -33326.616268 nChanged 3 SP:Iteration 12Q (68.695309 sec): 3 clusters Score: Raw -34709.897302 + Penalty 1379.296361 = -33330.600941 nChanged 6 SP:Iteration 13Q (68.702558 sec): 3 clusters Score: Raw -34715.257094 + Penalty 1379.296361 = -33335.960733 nChanged 1 SP:Iteration 14Q (68.709660 sec): 3 clusters Score: Raw -34717.232548 + Penalty 1379.296361 = -33337.936187 nChanged 2 SP:Iteration 15Q (68.716702 sec): 3 clusters Score: Raw -34719.948277 + Penalty 1379.296361 = -33340.651916 nChanged 0 SP:Iteration 16F (68.723901 sec): 3 clusters Score: Raw -34719.948277 + Penalty 1379.296361 = -33340.651916 nChanged 0 Trying to split cluster 7 (1781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.756569 sec): 2 clusters Score: Raw -95199.297602 + Penalty 785.917680 = -94413.379922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.771727 sec): 3 clusters Score: Raw -94444.246624 + Penalty 1571.835359 = -92872.411264 nChanged 650 SP:Iteration 1F (68.786001 sec): 3 clusters Score: Raw -94976.850116 + Penalty 1571.835359 = -93405.014756 nChanged 156 SP:Iteration 2F (68.800199 sec): 3 clusters Score: Raw -95132.620091 + Penalty 1571.835359 = -93560.784732 nChanged 114 SP:Iteration 3F (68.814399 sec): 3 clusters Score: Raw -95244.886389 + Penalty 1571.835359 = -93673.051030 nChanged 111 SP:Iteration 4F (68.828603 sec): 3 clusters Score: Raw -95361.999840 + Penalty 1571.835359 = -93790.164480 nChanged 94 SP:Iteration 5F (68.861541 sec): 3 clusters Score: Raw -95454.706608 + Penalty 1571.835359 = -93882.871248 nChanged 72 SP:Iteration 6Q (68.876141 sec): 3 clusters Score: Raw -95521.186757 + Penalty 1571.835359 = -93949.351397 nChanged 58 SP:Iteration 7Q (68.890562 sec): 3 clusters Score: Raw -95572.635493 + Penalty 1571.835359 = -94000.800133 nChanged 48 SP:Iteration 8Q (68.904991 sec): 3 clusters Score: Raw -95604.333082 + Penalty 1571.835359 = -94032.497723 nChanged 41 SP:Iteration 9Q (68.919312 sec): 3 clusters Score: Raw -95631.716007 + Penalty 1571.835359 = -94059.880647 nChanged 33 SP:Iteration 10Q (68.933691 sec): 3 clusters Score: Raw -95655.217541 + Penalty 1571.835359 = -94083.382181 nChanged 29 SP:Iteration 11Q (68.948068 sec): 3 clusters Score: Raw -95692.029104 + Penalty 1571.835359 = -94120.193744 nChanged 24 SP:Iteration 12Q (68.962370 sec): 3 clusters Score: Raw -95723.837513 + Penalty 1571.835359 = -94152.002154 nChanged 23 SP:Iteration 13Q (68.976674 sec): 3 clusters Score: Raw -95752.651465 + Penalty 1571.835359 = -94180.816105 nChanged 14 SP:Iteration 14Q (68.990895 sec): 3 clusters Score: Raw -95763.422978 + Penalty 1571.835359 = -94191.587619 nChanged 12 SP:Iteration 15Q (69.005161 sec): 3 clusters Score: Raw -95771.569878 + Penalty 1571.835359 = -94199.734519 nChanged 11 SP:Iteration 16Q (69.019418 sec): 3 clusters Score: Raw -95777.707009 + Penalty 1571.835359 = -94205.871649 nChanged 5 SP:Iteration 17Q (69.033632 sec): 3 clusters Score: Raw -95781.507319 + Penalty 1571.835359 = -94209.671959 nChanged 4 SP:Iteration 18Q (69.047799 sec): 3 clusters Score: Raw -95783.217671 + Penalty 1571.835359 = -94211.382312 nChanged 0 SP:Iteration 19F (69.062048 sec): 3 clusters Score: Raw -95783.217671 + Penalty 1571.835359 = -94211.382312 nChanged 0 Trying to split cluster 8 (1289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.088265 sec): 2 clusters Score: Raw -58218.241112 + Penalty 751.970310 = -57466.270802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.099917 sec): 3 clusters Score: Raw -57664.710727 + Penalty 1503.940621 = -56160.770106 nChanged 442 SP:Iteration 1F (69.110921 sec): 3 clusters Score: Raw -57945.427777 + Penalty 1503.940621 = -56441.487157 nChanged 122 SP:Iteration 2F (69.122011 sec): 3 clusters Score: Raw -58049.301153 + Penalty 1503.940621 = -56545.360533 nChanged 68 SP:Iteration 3F (69.133037 sec): 3 clusters Score: Raw -58115.427857 + Penalty 1503.940621 = -56611.487236 nChanged 56 SP:Iteration 4Q (69.144274 sec): 3 clusters Score: Raw -58160.330800 + Penalty 1503.940621 = -56656.390179 nChanged 38 SP:Iteration 5Q (69.155415 sec): 3 clusters Score: Raw -58190.374257 + Penalty 1503.940621 = -56686.433637 nChanged 37 SP:Iteration 6Q (69.166556 sec): 3 clusters Score: Raw -58218.560820 + Penalty 1503.940621 = -56714.620199 nChanged 32 SP:Iteration 7Q (69.177761 sec): 3 clusters Score: Raw -58253.811478 + Penalty 1503.940621 = -56749.870857 nChanged 34 SP:Iteration 8Q (69.188982 sec): 3 clusters Score: Raw -58283.074544 + Penalty 1503.940621 = -56779.133924 nChanged 34 SP:Iteration 9Q (69.200141 sec): 3 clusters Score: Raw -58306.740288 + Penalty 1503.940621 = -56802.799667 nChanged 26 SP:Iteration 10Q (69.211319 sec): 3 clusters Score: Raw -58324.635611 + Penalty 1503.940621 = -56820.694991 nChanged 20 SP:Iteration 11Q (69.222469 sec): 3 clusters Score: Raw -58342.586705 + Penalty 1503.940621 = -56838.646084 nChanged 28 SP:Iteration 12Q (69.233635 sec): 3 clusters Score: Raw -58370.846687 + Penalty 1503.940621 = -56866.906066 nChanged 25 SP:Iteration 13Q (69.244762 sec): 3 clusters Score: Raw -58392.918656 + Penalty 1503.940621 = -56888.978035 nChanged 26 SP:Iteration 14Q (69.255984 sec): 3 clusters Score: Raw -58413.953686 + Penalty 1503.940621 = -56910.013066 nChanged 18 SP:Iteration 15Q (69.267244 sec): 3 clusters Score: Raw -58424.744675 + Penalty 1503.940621 = -56920.804054 nChanged 13 SP:Iteration 16Q (69.298243 sec): 3 clusters Score: Raw -58434.251395 + Penalty 1503.940621 = -56930.310774 nChanged 14 SP:Iteration 17Q (69.309335 sec): 3 clusters Score: Raw -58452.900078 + Penalty 1503.940621 = -56948.959458 nChanged 11 SP:Iteration 18Q (69.320435 sec): 3 clusters Score: Raw -58460.658523 + Penalty 1503.940621 = -56956.717903 nChanged 9 SP:Iteration 19Q (69.331347 sec): 3 clusters Score: Raw -58465.877049 + Penalty 1503.940621 = -56961.936428 nChanged 10 SP:Iteration 20F (69.342393 sec): 3 clusters Score: Raw -58470.035975 + Penalty 1503.940621 = -56966.095354 nChanged 2 SP:Iteration 21Q (69.353483 sec): 3 clusters Score: Raw -58471.931052 + Penalty 1503.940621 = -56967.990432 nChanged 2 SP:Iteration 22Q (69.364675 sec): 3 clusters Score: Raw -58473.679096 + Penalty 1503.940621 = -56969.738476 nChanged 4 SP:Iteration 23Q (69.375885 sec): 3 clusters Score: Raw -58474.824692 + Penalty 1503.940621 = -56970.884071 nChanged 3 SP:Iteration 24Q (69.386988 sec): 3 clusters Score: Raw -58476.199188 + Penalty 1503.940621 = -56972.258567 nChanged 4 SP:Iteration 25Q (69.398055 sec): 3 clusters Score: Raw -58479.011224 + Penalty 1503.940621 = -56975.070603 nChanged 7 SP:Iteration 26Q (69.409163 sec): 3 clusters Score: Raw -58481.606242 + Penalty 1503.940621 = -56977.665622 nChanged 6 SP:Iteration 27Q (69.420265 sec): 3 clusters Score: Raw -58483.928661 + Penalty 1503.940621 = -56979.988041 nChanged 6 SP:Iteration 28Q (69.431400 sec): 3 clusters Score: Raw -58486.426454 + Penalty 1503.940621 = -56982.485833 nChanged 7 SP:Iteration 29Q (69.442532 sec): 3 clusters Score: Raw -58491.182451 + Penalty 1503.940621 = -56987.241830 nChanged 6 SP:Iteration 30Q (69.453669 sec): 3 clusters Score: Raw -58494.033329 + Penalty 1503.940621 = -56990.092708 nChanged 5 SP:Iteration 31Q (69.464782 sec): 3 clusters Score: Raw -58495.603538 + Penalty 1503.940621 = -56991.662918 nChanged 2 SP:Iteration 32Q (69.475877 sec): 3 clusters Score: Raw -58496.750125 + Penalty 1503.940621 = -56992.809504 nChanged 1 SP:Iteration 33Q (69.487034 sec): 3 clusters Score: Raw -58497.322050 + Penalty 1503.940621 = -56993.381429 nChanged 1 SP:Iteration 34Q (69.511417 sec): 3 clusters Score: Raw -58497.506931 + Penalty 1503.940621 = -56993.566310 nChanged 1 SP:Iteration 35Q (69.526645 sec): 3 clusters Score: Raw -58497.704798 + Penalty 1503.940621 = -56993.764177 nChanged 0 SP:Iteration 36F (69.537624 sec): 3 clusters Score: Raw -58497.704798 + Penalty 1503.940621 = -56993.764177 nChanged 0 Trying to split cluster 9 (2608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.575043 sec): 2 clusters Score: Raw -151714.487025 + Penalty 825.965587 = -150888.521438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.596039 sec): 3 clusters Score: Raw -150399.511793 + Penalty 1651.931174 = -148747.580620 nChanged 1011 SP:Iteration 1F (69.615783 sec): 3 clusters Score: Raw -150996.590746 + Penalty 1651.931174 = -149344.659572 nChanged 218 SP:Iteration 2F (69.635488 sec): 3 clusters Score: Raw -151153.485358 + Penalty 1651.931174 = -149501.554184 nChanged 185 SP:Iteration 3F (69.667906 sec): 3 clusters Score: Raw -151302.503519 + Penalty 1651.931174 = -149650.572345 nChanged 148 SP:Iteration 4F (69.687283 sec): 3 clusters Score: Raw -151397.826639 + Penalty 1651.931174 = -149745.895465 nChanged 125 SP:Iteration 5Q (69.707671 sec): 3 clusters Score: Raw -151473.911907 + Penalty 1651.931174 = -149821.980733 nChanged 100 SP:Iteration 6Q (69.728256 sec): 3 clusters Score: Raw -151544.909498 + Penalty 1651.931174 = -149892.978324 nChanged 111 SP:Iteration 7Q (69.748570 sec): 3 clusters Score: Raw -151609.147249 + Penalty 1651.931174 = -149957.216075 nChanged 73 SP:Iteration 8Q (69.768784 sec): 3 clusters Score: Raw -151654.229956 + Penalty 1651.931174 = -150002.298782 nChanged 59 SP:Iteration 9Q (69.885642 sec): 3 clusters Score: Raw -151688.786127 + Penalty 1651.931174 = -150036.854953 nChanged 45 SP:Iteration 10Q (69.979938 sec): 3 clusters Score: Raw -151709.323932 + Penalty 1651.931174 = -150057.392758 nChanged 39 SP:Iteration 11Q (70.096166 sec): 3 clusters Score: Raw -151732.058838 + Penalty 1651.931174 = -150080.127664 nChanged 39 SP:Iteration 12Q (70.186058 sec): 3 clusters Score: Raw -151754.538177 + Penalty 1651.931174 = -150102.607003 nChanged 35 SP:Iteration 13Q (70.300974 sec): 3 clusters Score: Raw -151773.667440 + Penalty 1651.931174 = -150121.736266 nChanged 33 SP:Iteration 14Q (70.442684 sec): 3 clusters Score: Raw -151789.898793 + Penalty 1651.931174 = -150137.967619 nChanged 23 SP:Iteration 15Q (70.531955 sec): 3 clusters Score: Raw -151801.174259 + Penalty 1651.931174 = -150149.243085 nChanged 21 SP:Iteration 16Q (70.593720 sec): 3 clusters Score: Raw -151811.840405 + Penalty 1651.931174 = -150159.909231 nChanged 18 SP:Iteration 17Q (70.617455 sec): 3 clusters Score: Raw -151817.427048 + Penalty 1651.931174 = -150165.495874 nChanged 7 SP:Iteration 18Q (70.641219 sec): 3 clusters Score: Raw -151820.290214 + Penalty 1651.931174 = -150168.359041 nChanged 7 SP:Iteration 19Q (70.665251 sec): 3 clusters Score: Raw -151823.624150 + Penalty 1651.931174 = -150171.692976 nChanged 12 SP:Iteration 20F (70.688781 sec): 3 clusters Score: Raw -151828.166036 + Penalty 1651.931174 = -150176.234863 nChanged 8 SP:Iteration 21Q (70.712586 sec): 3 clusters Score: Raw -151831.502664 + Penalty 1651.931174 = -150179.571490 nChanged 11 SP:Iteration 22Q (70.736383 sec): 3 clusters Score: Raw -151834.091551 + Penalty 1651.931174 = -150182.160377 nChanged 9 SP:Iteration 23Q (70.760087 sec): 3 clusters Score: Raw -151837.553521 + Penalty 1651.931174 = -150185.622347 nChanged 7 SP:Iteration 24Q (70.783910 sec): 3 clusters Score: Raw -151841.373873 + Penalty 1651.931174 = -150189.442700 nChanged 11 SP:Iteration 25Q (70.807694 sec): 3 clusters Score: Raw -151846.458612 + Penalty 1651.931174 = -150194.527438 nChanged 14 SP:Iteration 26Q (70.831184 sec): 3 clusters Score: Raw -151855.024492 + Penalty 1651.931174 = -150203.093318 nChanged 20 SP:Iteration 27Q (70.855035 sec): 3 clusters Score: Raw -151864.577500 + Penalty 1651.931174 = -150212.646326 nChanged 15 SP:Iteration 28Q (70.878612 sec): 3 clusters Score: Raw -151872.967638 + Penalty 1651.931174 = -150221.036464 nChanged 15 SP:Iteration 29Q (70.902117 sec): 3 clusters Score: Raw -151878.127692 + Penalty 1651.931174 = -150226.196518 nChanged 6 SP:Iteration 30Q (70.925705 sec): 3 clusters Score: Raw -151880.508086 + Penalty 1651.931174 = -150228.576912 nChanged 7 SP:Iteration 31Q (70.949247 sec): 3 clusters Score: Raw -151881.683197 + Penalty 1651.931174 = -150229.752024 nChanged 3 SP:Iteration 32Q (70.972760 sec): 3 clusters Score: Raw -151882.393812 + Penalty 1651.931174 = -150230.462638 nChanged 1 SP:Iteration 33Q (70.996397 sec): 3 clusters Score: Raw -151882.834034 + Penalty 1651.931174 = -150230.902860 nChanged 2 SP:Iteration 34Q (71.020029 sec): 3 clusters Score: Raw -151883.901760 + Penalty 1651.931174 = -150231.970587 nChanged 3 SP:Iteration 35Q (71.043542 sec): 3 clusters Score: Raw -151884.320245 + Penalty 1651.931174 = -150232.389071 nChanged 2 SP:Iteration 36Q (71.067051 sec): 3 clusters Score: Raw -151884.542697 + Penalty 1651.931174 = -150232.611523 nChanged 0 SP:Iteration 37F (71.090250 sec): 3 clusters Score: Raw -151884.542697 + Penalty 1651.931174 = -150232.611523 nChanged 0 Trying to split cluster 10 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.119264 sec): 2 clusters Score: Raw -4058.320002 + Penalty 520.361841 = -3537.958161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.123644 sec): 3 clusters Score: Raw -4190.658527 + Penalty 1040.723682 = -3149.934845 nChanged 34 SP:Iteration 1F (71.204740 sec): 3 clusters Score: Raw -4397.318931 + Penalty 1040.723682 = -3356.595249 nChanged 8 SP:Iteration 2F (71.209173 sec): 3 clusters Score: Raw -4460.258169 + Penalty 1040.723682 = -3419.534486 nChanged 2 SP:Iteration 3Q (71.213286 sec): 3 clusters Score: Raw -4469.944617 + Penalty 1040.723682 = -3429.220935 nChanged 1 SP:Iteration 4Q (71.217406 sec): 3 clusters Score: Raw -4470.823495 + Penalty 1040.723682 = -3430.099813 nChanged 1 SP:Iteration 5Q (71.221505 sec): 3 clusters Score: Raw -4471.459353 + Penalty 1040.723682 = -3430.735670 nChanged 0 SP:Iteration 6F (71.225624 sec): 3 clusters Score: Raw -4471.459353 + Penalty 1040.723682 = -3430.735670 nChanged 0 Trying to split cluster 11 (887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.253187 sec): 2 clusters Score: Raw -50952.493010 + Penalty 712.723723 = -50239.769286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.263668 sec): 3 clusters Score: Raw -50607.684657 + Penalty 1425.447446 = -49182.237211 nChanged 269 SP:Iteration 1F (71.274134 sec): 3 clusters Score: Raw -50815.224384 + Penalty 1425.447446 = -49389.776938 nChanged 81 SP:Iteration 2F (71.284438 sec): 3 clusters Score: Raw -50881.120158 + Penalty 1425.447446 = -49455.672712 nChanged 39 SP:Iteration 3Q (71.296481 sec): 3 clusters Score: Raw -50912.686961 + Penalty 1425.447446 = -49487.239514 nChanged 30 SP:Iteration 4Q (71.306819 sec): 3 clusters Score: Raw -50939.542468 + Penalty 1425.447446 = -49514.095022 nChanged 17 SP:Iteration 5Q (71.317127 sec): 3 clusters Score: Raw -50959.200563 + Penalty 1425.447446 = -49533.753117 nChanged 22 SP:Iteration 6Q (71.327314 sec): 3 clusters Score: Raw -50976.763971 + Penalty 1425.447446 = -49551.316525 nChanged 16 SP:Iteration 7Q (71.337694 sec): 3 clusters Score: Raw -50985.244292 + Penalty 1425.447446 = -49559.796845 nChanged 6 SP:Iteration 8Q (71.347977 sec): 3 clusters Score: Raw -50988.627387 + Penalty 1425.447446 = -49563.179941 nChanged 4 SP:Iteration 9Q (71.358280 sec): 3 clusters Score: Raw -50990.175313 + Penalty 1425.447446 = -49564.727867 nChanged 3 SP:Iteration 10Q (71.368522 sec): 3 clusters Score: Raw -50992.126399 + Penalty 1425.447446 = -49566.678952 nChanged 0 SP:Iteration 11F (71.378725 sec): 3 clusters Score: Raw -50992.126399 + Penalty 1425.447446 = -49566.678952 nChanged 0 Trying to split cluster 12 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.394351 sec): 2 clusters Score: Raw -26409.676683 + Penalty 650.840265 = -25758.836418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.401855 sec): 3 clusters Score: Raw -26274.771775 + Penalty 1301.680530 = -24973.091245 nChanged 137 SP:Iteration 1F (71.408736 sec): 3 clusters Score: Raw -26412.571718 + Penalty 1301.680530 = -25110.891187 nChanged 31 SP:Iteration 2F (71.415577 sec): 3 clusters Score: Raw -26457.371737 + Penalty 1301.680530 = -25155.691206 nChanged 17 SP:Iteration 3Q (71.422467 sec): 3 clusters Score: Raw -26477.960534 + Penalty 1301.680530 = -25176.280003 nChanged 6 SP:Iteration 4Q (71.429347 sec): 3 clusters Score: Raw -26482.671916 + Penalty 1301.680530 = -25180.991385 nChanged 5 SP:Iteration 5Q (71.436209 sec): 3 clusters Score: Raw -26487.472018 + Penalty 1301.680530 = -25185.791487 nChanged 3 SP:Iteration 6Q (71.443048 sec): 3 clusters Score: Raw -26489.390653 + Penalty 1301.680530 = -25187.710123 nChanged 4 SP:Iteration 7Q (71.449916 sec): 3 clusters Score: Raw -26493.435732 + Penalty 1301.680530 = -25191.755201 nChanged 5 SP:Iteration 8Q (71.456793 sec): 3 clusters Score: Raw -26497.097254 + Penalty 1301.680530 = -25195.416724 nChanged 2 SP:Iteration 9Q (71.463729 sec): 3 clusters Score: Raw -26499.587174 + Penalty 1301.680530 = -25197.906644 nChanged 4 SP:Iteration 10Q (71.470568 sec): 3 clusters Score: Raw -26504.076170 + Penalty 1301.680530 = -25202.395640 nChanged 6 SP:Iteration 11Q (71.563605 sec): 3 clusters Score: Raw -26512.329920 + Penalty 1301.680530 = -25210.649390 nChanged 3 SP:Iteration 12Q (71.571346 sec): 3 clusters Score: Raw -26515.696232 + Penalty 1301.680530 = -25214.015701 nChanged 2 SP:Iteration 13Q (71.578932 sec): 3 clusters Score: Raw -26520.114321 + Penalty 1301.680530 = -25218.433791 nChanged 4 SP:Iteration 14Q (71.586467 sec): 3 clusters Score: Raw -26526.490018 + Penalty 1301.680530 = -25224.809487 nChanged 3 SP:Iteration 15Q (71.593960 sec): 3 clusters Score: Raw -26529.995915 + Penalty 1301.680530 = -25228.315385 nChanged 2 SP:Iteration 16Q (71.601469 sec): 3 clusters Score: Raw -26531.473295 + Penalty 1301.680530 = -25229.792764 nChanged 1 SP:Iteration 17Q (71.608978 sec): 3 clusters Score: Raw -26532.407578 + Penalty 1301.680530 = -25230.727048 nChanged 2 SP:Iteration 18Q (71.616551 sec): 3 clusters Score: Raw -26534.553556 + Penalty 1301.680530 = -25232.873026 nChanged 2 SP:Iteration 19Q (71.624115 sec): 3 clusters Score: Raw -26537.053244 + Penalty 1301.680530 = -25235.372713 nChanged 4 SP:Iteration 20F (71.631607 sec): 3 clusters Score: Raw -26540.510864 + Penalty 1301.680530 = -25238.830333 nChanged 4 SP:Iteration 21Q (71.639152 sec): 3 clusters Score: Raw -26542.601378 + Penalty 1301.680530 = -25240.920848 nChanged 1 SP:Iteration 22Q (71.646681 sec): 3 clusters Score: Raw -26542.961833 + Penalty 1301.680530 = -25241.281302 nChanged 0 SP:Iteration 23F (71.654155 sec): 3 clusters Score: Raw -26542.961833 + Penalty 1301.680530 = -25241.281302 nChanged 0 Trying to split cluster 13 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.666695 sec): 2 clusters Score: Raw -17635.328201 + Penalty 604.684686 = -17030.643515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.673065 sec): 3 clusters Score: Raw -17600.844491 + Penalty 1209.369373 = -16391.475118 nChanged 67 SP:Iteration 1F (71.679116 sec): 3 clusters Score: Raw -17706.591427 + Penalty 1209.369373 = -16497.222054 nChanged 17 SP:Iteration 2F (71.685232 sec): 3 clusters Score: Raw -17732.850323 + Penalty 1209.369373 = -16523.480951 nChanged 9 SP:Iteration 3Q (71.691318 sec): 3 clusters Score: Raw -17764.845041 + Penalty 1209.369373 = -16555.475668 nChanged 7 SP:Iteration 4Q (71.697371 sec): 3 clusters Score: Raw -17810.503669 + Penalty 1209.369373 = -16601.134296 nChanged 10 SP:Iteration 5Q (71.703413 sec): 3 clusters Score: Raw -17843.772883 + Penalty 1209.369373 = -16634.403510 nChanged 8 SP:Iteration 6Q (71.709431 sec): 3 clusters Score: Raw -17863.601519 + Penalty 1209.369373 = -16654.232147 nChanged 4 SP:Iteration 7Q (71.715458 sec): 3 clusters Score: Raw -17868.519737 + Penalty 1209.369373 = -16659.150364 nChanged 2 SP:Iteration 8Q (71.721465 sec): 3 clusters Score: Raw -17871.247885 + Penalty 1209.369373 = -16661.878513 nChanged 0 SP:Iteration 9F (71.727481 sec): 3 clusters Score: Raw -17871.247885 + Penalty 1209.369373 = -16661.878513 nChanged 0 Trying to split cluster 14 (1967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.763745 sec): 2 clusters Score: Raw -112626.723719 + Penalty 796.347806 = -111830.375913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.783294 sec): 3 clusters Score: Raw -111686.999684 + Penalty 1592.695612 = -110094.304072 nChanged 776 SP:Iteration 1F (71.801678 sec): 3 clusters Score: Raw -112127.033790 + Penalty 1592.695612 = -110534.338178 nChanged 139 SP:Iteration 2F (71.819776 sec): 3 clusters Score: Raw -112215.886470 + Penalty 1592.695612 = -110623.190859 nChanged 101 SP:Iteration 3F (71.838025 sec): 3 clusters Score: Raw -112279.575599 + Penalty 1592.695612 = -110686.879987 nChanged 73 SP:Iteration 4Q (71.856649 sec): 3 clusters Score: Raw -112325.232623 + Penalty 1592.695612 = -110732.537011 nChanged 74 SP:Iteration 5Q (71.875238 sec): 3 clusters Score: Raw -112379.559117 + Penalty 1592.695612 = -110786.863505 nChanged 68 SP:Iteration 6Q (71.954392 sec): 3 clusters Score: Raw -112431.858858 + Penalty 1592.695612 = -110839.163246 nChanged 67 SP:Iteration 7Q (71.973903 sec): 3 clusters Score: Raw -112484.757220 + Penalty 1592.695612 = -110892.061608 nChanged 61 SP:Iteration 8Q (71.992945 sec): 3 clusters Score: Raw -112530.970986 + Penalty 1592.695612 = -110938.275375 nChanged 59 SP:Iteration 9Q (72.011915 sec): 3 clusters Score: Raw -112585.139470 + Penalty 1592.695612 = -110992.443858 nChanged 66 SP:Iteration 10Q (72.031017 sec): 3 clusters Score: Raw -112640.259917 + Penalty 1592.695612 = -111047.564305 nChanged 67 SP:Iteration 11Q (72.049777 sec): 3 clusters Score: Raw -112698.392924 + Penalty 1592.695612 = -111105.697312 nChanged 72 SP:Iteration 12Q (72.068698 sec): 3 clusters Score: Raw -112777.591303 + Penalty 1592.695612 = -111184.895691 nChanged 74 SP:Iteration 13Q (72.087775 sec): 3 clusters Score: Raw -112838.307076 + Penalty 1592.695612 = -111245.611464 nChanged 57 SP:Iteration 14Q (72.106210 sec): 3 clusters Score: Raw -112876.154104 + Penalty 1592.695612 = -111283.458492 nChanged 41 SP:Iteration 15Q (72.124547 sec): 3 clusters Score: Raw -112905.754879 + Penalty 1592.695612 = -111313.059268 nChanged 27 SP:Iteration 16Q (72.142890 sec): 3 clusters Score: Raw -112928.267309 + Penalty 1592.695612 = -111335.571697 nChanged 29 SP:Iteration 17Q (72.161281 sec): 3 clusters Score: Raw -112953.276484 + Penalty 1592.695612 = -111360.580872 nChanged 28 SP:Iteration 18Q (72.179584 sec): 3 clusters Score: Raw -112969.040469 + Penalty 1592.695612 = -111376.344858 nChanged 27 SP:Iteration 19Q (72.197868 sec): 3 clusters Score: Raw -112986.499759 + Penalty 1592.695612 = -111393.804148 nChanged 27 SP:Iteration 20F (72.216063 sec): 3 clusters Score: Raw -113006.672903 + Penalty 1592.695612 = -111413.977291 nChanged 16 SP:Iteration 21Q (72.234354 sec): 3 clusters Score: Raw -113014.332752 + Penalty 1592.695612 = -111421.637140 nChanged 10 SP:Iteration 22Q (72.252582 sec): 3 clusters Score: Raw -113018.464825 + Penalty 1592.695612 = -111425.769214 nChanged 6 SP:Iteration 23Q (72.270778 sec): 3 clusters Score: Raw -113020.506371 + Penalty 1592.695612 = -111427.810759 nChanged 2 SP:Iteration 24Q (72.289177 sec): 3 clusters Score: Raw -113021.548385 + Penalty 1592.695612 = -111428.852773 nChanged 3 SP:Iteration 25Q (72.307342 sec): 3 clusters Score: Raw -113022.524774 + Penalty 1592.695612 = -111429.829162 nChanged 1 SP:Iteration 26Q (72.325567 sec): 3 clusters Score: Raw -113022.694496 + Penalty 1592.695612 = -111429.998884 nChanged 0 SP:Iteration 27F (72.343797 sec): 3 clusters Score: Raw -113022.694496 + Penalty 1592.695612 = -111429.998884 nChanged 0 Trying to split cluster 15 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.367665 sec): 2 clusters Score: Raw -7899.042502 + Penalty 536.124275 = -7362.918227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.372199 sec): 3 clusters Score: Raw -8004.777840 + Penalty 1072.248550 = -6932.529290 nChanged 29 SP:Iteration 1F (72.376526 sec): 3 clusters Score: Raw -8117.592507 + Penalty 1072.248550 = -7045.343957 nChanged 7 SP:Iteration 2Q (72.380806 sec): 3 clusters Score: Raw -8165.269795 + Penalty 1072.248550 = -7093.021246 nChanged 6 SP:Iteration 3Q (72.385136 sec): 3 clusters Score: Raw -8211.799057 + Penalty 1072.248550 = -7139.550508 nChanged 5 SP:Iteration 4Q (72.389417 sec): 3 clusters Score: Raw -8248.150518 + Penalty 1072.248550 = -7175.901969 nChanged 4 SP:Iteration 5Q (72.393688 sec): 3 clusters Score: Raw -8261.409891 + Penalty 1072.248550 = -7189.161342 nChanged 3 SP:Iteration 6Q (72.397946 sec): 3 clusters Score: Raw -8271.934527 + Penalty 1072.248550 = -7199.685977 nChanged 1 SP:Iteration 7Q (72.402262 sec): 3 clusters Score: Raw -8273.239317 + Penalty 1072.248550 = -7200.990768 nChanged 0 SP:Iteration 8F (72.430541 sec): 3 clusters Score: Raw -8273.239317 + Penalty 1072.248550 = -7200.990768 nChanged 0 Trying to split cluster 16 (740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.452583 sec): 2 clusters Score: Raw -41133.692626 + Penalty 693.698270 = -40439.994356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.461839 sec): 3 clusters Score: Raw -40881.642418 + Penalty 1387.396539 = -39494.245879 nChanged 230 SP:Iteration 1F (72.470612 sec): 3 clusters Score: Raw -41069.020003 + Penalty 1387.396539 = -39681.623464 nChanged 47 SP:Iteration 2F (72.479343 sec): 3 clusters Score: Raw -41111.583019 + Penalty 1387.396539 = -39724.186480 nChanged 33 SP:Iteration 3Q (72.488204 sec): 3 clusters Score: Raw -41134.191682 + Penalty 1387.396539 = -39746.795143 nChanged 14 SP:Iteration 4Q (72.496983 sec): 3 clusters Score: Raw -41146.234113 + Penalty 1387.396539 = -39758.837574 nChanged 12 SP:Iteration 5Q (72.505978 sec): 3 clusters Score: Raw -41153.952665 + Penalty 1387.396539 = -39766.556126 nChanged 7 SP:Iteration 6Q (72.514908 sec): 3 clusters Score: Raw -41159.962969 + Penalty 1387.396539 = -39772.566429 nChanged 4 SP:Iteration 7Q (72.523913 sec): 3 clusters Score: Raw -41164.385671 + Penalty 1387.396539 = -39776.989132 nChanged 6 SP:Iteration 8Q (72.532837 sec): 3 clusters Score: Raw -41172.405763 + Penalty 1387.396539 = -39785.009223 nChanged 9 SP:Iteration 9Q (72.541623 sec): 3 clusters Score: Raw -41177.843807 + Penalty 1387.396539 = -39790.447268 nChanged 4 SP:Iteration 10Q (72.550554 sec): 3 clusters Score: Raw -41180.347018 + Penalty 1387.396539 = -39792.950478 nChanged 5 SP:Iteration 11Q (72.559558 sec): 3 clusters Score: Raw -41182.973683 + Penalty 1387.396539 = -39795.577144 nChanged 5 SP:Iteration 12Q (72.568502 sec): 3 clusters Score: Raw -41186.602996 + Penalty 1387.396539 = -39799.206457 nChanged 3 SP:Iteration 13Q (72.577393 sec): 3 clusters Score: Raw -41188.735239 + Penalty 1387.396539 = -39801.338699 nChanged 3 SP:Iteration 14Q (72.586283 sec): 3 clusters Score: Raw -41192.217536 + Penalty 1387.396539 = -39804.820997 nChanged 5 SP:Iteration 15Q (72.595208 sec): 3 clusters Score: Raw -41197.942642 + Penalty 1387.396539 = -39810.546103 nChanged 6 SP:Iteration 16Q (72.604139 sec): 3 clusters Score: Raw -41202.079874 + Penalty 1387.396539 = -39814.683335 nChanged 7 SP:Iteration 17Q (72.613067 sec): 3 clusters Score: Raw -41206.978108 + Penalty 1387.396539 = -39819.581569 nChanged 2 SP:Iteration 18Q (72.622051 sec): 3 clusters Score: Raw -41208.210689 + Penalty 1387.396539 = -39820.814150 nChanged 3 SP:Iteration 19Q (72.630998 sec): 3 clusters Score: Raw -41209.967467 + Penalty 1387.396539 = -39822.570928 nChanged 0 SP:Iteration 20F (72.639749 sec): 3 clusters Score: Raw -41209.967467 + Penalty 1387.396539 = -39822.570928 nChanged 0 Trying to split cluster 17 (1048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.663837 sec): 2 clusters Score: Raw -49999.006146 + Penalty 730.237081 = -49268.769065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.675722 sec): 3 clusters Score: Raw -49561.824678 + Penalty 1460.474162 = -48101.350517 nChanged 376 SP:Iteration 1F (72.686940 sec): 3 clusters Score: Raw -49866.573545 + Penalty 1460.474162 = -48406.099383 nChanged 99 SP:Iteration 2F (72.698189 sec): 3 clusters Score: Raw -49958.336271 + Penalty 1460.474162 = -48497.862109 nChanged 74 SP:Iteration 3F (72.709385 sec): 3 clusters Score: Raw -50038.445103 + Penalty 1460.474162 = -48577.970942 nChanged 53 SP:Iteration 4F (72.720632 sec): 3 clusters Score: Raw -50100.497059 + Penalty 1460.474162 = -48640.022897 nChanged 50 SP:Iteration 5Q (72.731994 sec): 3 clusters Score: Raw -50141.226782 + Penalty 1460.474162 = -48680.752620 nChanged 32 SP:Iteration 6Q (72.743351 sec): 3 clusters Score: Raw -50166.013165 + Penalty 1460.474162 = -48705.539003 nChanged 28 SP:Iteration 7Q (72.773771 sec): 3 clusters Score: Raw -50204.528306 + Penalty 1460.474162 = -48744.054144 nChanged 21 SP:Iteration 8Q (72.785514 sec): 3 clusters Score: Raw -50223.517214 + Penalty 1460.474162 = -48763.043052 nChanged 14 SP:Iteration 9Q (72.797188 sec): 3 clusters Score: Raw -50233.779329 + Penalty 1460.474162 = -48773.305168 nChanged 10 SP:Iteration 10Q (72.828492 sec): 3 clusters Score: Raw -50241.874564 + Penalty 1460.474162 = -48781.400402 nChanged 11 SP:Iteration 11Q (72.842032 sec): 3 clusters Score: Raw -50247.458739 + Penalty 1460.474162 = -48786.984577 nChanged 7 SP:Iteration 12Q (72.853643 sec): 3 clusters Score: Raw -50251.613202 + Penalty 1460.474162 = -48791.139040 nChanged 6 SP:Iteration 13Q (72.865245 sec): 3 clusters Score: Raw -50257.834079 + Penalty 1460.474162 = -48797.359917 nChanged 4 SP:Iteration 14Q (72.876813 sec): 3 clusters Score: Raw -50259.875675 + Penalty 1460.474162 = -48799.401513 nChanged 6 SP:Iteration 15Q (72.888431 sec): 3 clusters Score: Raw -50261.974956 + Penalty 1460.474162 = -48801.500794 nChanged 3 SP:Iteration 16Q (72.900043 sec): 3 clusters Score: Raw -50263.762317 + Penalty 1460.474162 = -48803.288155 nChanged 1 SP:Iteration 17Q (72.911759 sec): 3 clusters Score: Raw -50265.053154 + Penalty 1460.474162 = -48804.578992 nChanged 3 SP:Iteration 18Q (72.923418 sec): 3 clusters Score: Raw -50267.679460 + Penalty 1460.474162 = -48807.205298 nChanged 5 SP:Iteration 19Q (72.934999 sec): 3 clusters Score: Raw -50272.114857 + Penalty 1460.474162 = -48811.640696 nChanged 1 SP:Iteration 20F (72.946534 sec): 3 clusters Score: Raw -50272.502796 + Penalty 1460.474162 = -48812.028635 nChanged 2 SP:Iteration 21Q (72.958136 sec): 3 clusters Score: Raw -50273.095786 + Penalty 1460.474162 = -48812.621624 nChanged 1 SP:Iteration 22Q (72.969752 sec): 3 clusters Score: Raw -50273.610044 + Penalty 1460.474162 = -48813.135883 nChanged 2 SP:Iteration 23Q (72.981224 sec): 3 clusters Score: Raw -50274.473013 + Penalty 1460.474162 = -48813.998851 nChanged 1 SP:Iteration 24Q (72.993593 sec): 3 clusters Score: Raw -50274.838557 + Penalty 1460.474162 = -48814.364395 nChanged 1 SP:Iteration 25Q (73.005013 sec): 3 clusters Score: Raw -50275.121445 + Penalty 1460.474162 = -48814.647283 nChanged 0 SP:Iteration 26F (73.016259 sec): 3 clusters Score: Raw -50275.121445 + Penalty 1460.474162 = -48814.647283 nChanged 0 Trying to split cluster 18 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.032949 sec): 2 clusters Score: Raw -25964.996611 + Penalty 649.335634 = -25315.660977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.040112 sec): 3 clusters Score: Raw -25863.896829 + Penalty 1298.671267 = -24565.225562 nChanged 124 SP:Iteration 1F (73.046899 sec): 3 clusters Score: Raw -25997.131160 + Penalty 1298.671267 = -24698.459893 nChanged 22 SP:Iteration 2Q (73.053765 sec): 3 clusters Score: Raw -26027.444356 + Penalty 1298.671267 = -24728.773089 nChanged 14 SP:Iteration 3Q (73.060569 sec): 3 clusters Score: Raw -26041.171971 + Penalty 1298.671267 = -24742.500704 nChanged 5 SP:Iteration 4Q (73.067374 sec): 3 clusters Score: Raw -26051.773198 + Penalty 1298.671267 = -24753.101931 nChanged 1 SP:Iteration 5Q (73.074132 sec): 3 clusters Score: Raw -26053.276997 + Penalty 1298.671267 = -24754.605730 nChanged 1 SP:Iteration 6Q (73.080901 sec): 3 clusters Score: Raw -26053.607183 + Penalty 1298.671267 = -24754.935916 nChanged 1 SP:Iteration 7Q (73.087655 sec): 3 clusters Score: Raw -26054.023538 + Penalty 1298.671267 = -24755.352270 nChanged 0 SP:Iteration 8F (73.094430 sec): 3 clusters Score: Raw -26054.023538 + Penalty 1298.671267 = -24755.352270 nChanged 0 Time taken for this iteration:72.950493 seconds. 2->19 Clusters: Score -1009977.175533, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 3 clusters... ------ Clustering full data set of 20595 points ------ SP: Assigned 3 initial classes randomly. Iteration 0F (73.179928 sec): 3 clusters Score: Raw -885311.170427 + Penalty 2085.888757 = -883225.281669 nChanged 10272 Iteration 1F (73.286202 sec): 3 clusters Score: Raw -956848.223155 + Penalty 2085.888757 = -954762.334398 nChanged 2598 Iteration 2F (73.360104 sec): 3 clusters Score: Raw -968146.250990 + Penalty 2085.888757 = -966060.362232 nChanged 845 Iteration 3Q (73.459360 sec): 3 clusters Score: Raw -969801.718917 + Penalty 2085.888757 = -967715.830159 nChanged 497 Iteration 4Q (73.559114 sec): 3 clusters Score: Raw -970553.246834 + Penalty 2085.888757 = -968467.358076 nChanged 338 Iteration 5Q (73.648659 sec): 3 clusters Score: Raw -970923.130626 + Penalty 2085.888757 = -968837.241869 nChanged 259 Iteration 6Q (73.739429 sec): 3 clusters Score: Raw -971243.724686 + Penalty 2085.888757 = -969157.835929 nChanged 181 Iteration 7Q (73.826186 sec): 3 clusters Score: Raw -971426.865891 + Penalty 2085.888757 = -969340.977133 nChanged 130 Iteration 8Q (73.911595 sec): 3 clusters Score: Raw -971501.888944 + Penalty 2085.888757 = -969416.000186 nChanged 97 Iteration 9Q (74.019192 sec): 3 clusters Score: Raw -971528.368095 + Penalty 2085.888757 = -969442.479337 nChanged 62 Iteration 10Q (74.103738 sec): 3 clusters Score: Raw -971538.221215 + Penalty 2085.888757 = -969452.332457 nChanged 33 Iteration 11Q (74.190045 sec): 3 clusters Score: Raw -971541.490730 + Penalty 2085.888757 = -969455.601973 nChanged 10 Iteration 12Q (74.297820 sec): 3 clusters Score: Raw -971542.034402 + Penalty 2085.888757 = -969456.145645 nChanged 4 Iteration 13Q (74.379405 sec): 3 clusters Score: Raw -971542.212889 + Penalty 2085.888757 = -969456.324131 nChanged 3 Iteration 14Q (74.456093 sec): 3 clusters Score: Raw -971542.324703 + Penalty 2085.888757 = -969456.435946 nChanged 2 Iteration 15Q (74.542109 sec): 3 clusters Score: Raw -971542.460203 + Penalty 2085.888757 = -969456.571446 nChanged 3 Iteration 16Q (74.632951 sec): 3 clusters Score: Raw -971542.555771 + Penalty 2085.888757 = -969456.667014 nChanged 1 Iteration 17Q (74.723277 sec): 3 clusters Score: Raw -971542.592985 + Penalty 2085.888757 = -969456.704228 nChanged 0 Iteration 18F (74.821781 sec): 3 clusters Score: Raw -971542.592985 + Penalty 2085.888757 = -969456.704228 nChanged 0 Compute initial score before splitting: Score: Raw -971542.592985 + Penalty 2085.888757 = -969456.704228 Trying to split cluster 1 (6884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.893745 sec): 2 clusters Score: Raw -274399.462310 + Penalty 927.880292 = -273471.582018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.962046 sec): 3 clusters Score: Raw -270614.799910 + Penalty 1855.760583 = -268759.039326 nChanged 3049 SP:Iteration 1F (75.027358 sec): 3 clusters Score: Raw -274597.454671 + Penalty 1855.760583 = -272741.694088 nChanged 1122 SP:Iteration 2F (75.082170 sec): 3 clusters Score: Raw -276611.801831 + Penalty 1855.760583 = -274756.041248 nChanged 613 SP:Iteration 3F (75.127312 sec): 3 clusters Score: Raw -277437.732812 + Penalty 1855.760583 = -275581.972229 nChanged 378 SP:Iteration 4F (75.172225 sec): 3 clusters Score: Raw -277835.425931 + Penalty 1855.760583 = -275979.665348 nChanged 248 SP:Iteration 5Q (75.217725 sec): 3 clusters Score: Raw -278058.538922 + Penalty 1855.760583 = -276202.778339 nChanged 198 SP:Iteration 6Q (75.269033 sec): 3 clusters Score: Raw -278206.356045 + Penalty 1855.760583 = -276350.595461 nChanged 164 SP:Iteration 7Q (75.320353 sec): 3 clusters Score: Raw -278310.925553 + Penalty 1855.760583 = -276455.164969 nChanged 125 SP:Iteration 8Q (75.371200 sec): 3 clusters Score: Raw -278372.861282 + Penalty 1855.760583 = -276517.100699 nChanged 102 SP:Iteration 9Q (75.419898 sec): 3 clusters Score: Raw -278420.266066 + Penalty 1855.760583 = -276564.505483 nChanged 84 SP:Iteration 10Q (75.465411 sec): 3 clusters Score: Raw -278458.382726 + Penalty 1855.760583 = -276602.622143 nChanged 75 SP:Iteration 11Q (75.510050 sec): 3 clusters Score: Raw -278489.799049 + Penalty 1855.760583 = -276634.038466 nChanged 70 SP:Iteration 12Q (75.558254 sec): 3 clusters Score: Raw -278516.315847 + Penalty 1855.760583 = -276660.555264 nChanged 56 SP:Iteration 13Q (75.613538 sec): 3 clusters Score: Raw -278540.715610 + Penalty 1855.760583 = -276684.955027 nChanged 51 SP:Iteration 14Q (75.668857 sec): 3 clusters Score: Raw -278558.638753 + Penalty 1855.760583 = -276702.878170 nChanged 32 SP:Iteration 15Q (75.721439 sec): 3 clusters Score: Raw -278567.527444 + Penalty 1855.760583 = -276711.766861 nChanged 35 SP:Iteration 16Q (75.768151 sec): 3 clusters Score: Raw -278574.584738 + Penalty 1855.760583 = -276718.824155 nChanged 25 SP:Iteration 17Q (75.815062 sec): 3 clusters Score: Raw -278580.059338 + Penalty 1855.760583 = -276724.298755 nChanged 25 SP:Iteration 18Q (75.862118 sec): 3 clusters Score: Raw -278585.975545 + Penalty 1855.760583 = -276730.214962 nChanged 18 SP:Iteration 19Q (75.910161 sec): 3 clusters Score: Raw -278591.393094 + Penalty 1855.760583 = -276735.632511 nChanged 19 SP:Iteration 20F (75.959037 sec): 3 clusters Score: Raw -278597.131310 + Penalty 1855.760583 = -276741.370727 nChanged 18 SP:Iteration 21Q (76.007502 sec): 3 clusters Score: Raw -278603.722333 + Penalty 1855.760583 = -276747.961750 nChanged 18 SP:Iteration 22Q (76.056560 sec): 3 clusters Score: Raw -278607.573895 + Penalty 1855.760583 = -276751.813312 nChanged 18 SP:Iteration 23Q (76.105335 sec): 3 clusters Score: Raw -278610.790565 + Penalty 1855.760583 = -276755.029982 nChanged 18 SP:Iteration 24Q (76.153085 sec): 3 clusters Score: Raw -278615.677709 + Penalty 1855.760583 = -276759.917126 nChanged 25 SP:Iteration 25Q (76.201924 sec): 3 clusters Score: Raw -278621.893208 + Penalty 1855.760583 = -276766.132625 nChanged 30 SP:Iteration 26Q (76.248976 sec): 3 clusters Score: Raw -278632.128429 + Penalty 1855.760583 = -276776.367846 nChanged 32 SP:Iteration 27Q (76.295099 sec): 3 clusters Score: Raw -278641.270869 + Penalty 1855.760583 = -276785.510286 nChanged 29 SP:Iteration 28Q (76.341704 sec): 3 clusters Score: Raw -278648.197453 + Penalty 1855.760583 = -276792.436870 nChanged 28 SP:Iteration 29Q (76.388570 sec): 3 clusters Score: Raw -278653.956506 + Penalty 1855.760583 = -276798.195922 nChanged 13 SP:Iteration 30Q (76.439655 sec): 3 clusters Score: Raw -278655.706967 + Penalty 1855.760583 = -276799.946384 nChanged 7 SP:Iteration 31Q (76.491780 sec): 3 clusters Score: Raw -278656.567270 + Penalty 1855.760583 = -276800.806687 nChanged 8 SP:Iteration 32Q (76.543270 sec): 3 clusters Score: Raw -278660.196329 + Penalty 1855.760583 = -276804.435746 nChanged 15 SP:Iteration 33Q (76.592555 sec): 3 clusters Score: Raw -278663.244784 + Penalty 1855.760583 = -276807.484201 nChanged 8 SP:Iteration 34Q (76.639851 sec): 3 clusters Score: Raw -278664.889407 + Penalty 1855.760583 = -276809.128824 nChanged 7 SP:Iteration 35Q (76.686810 sec): 3 clusters Score: Raw -278666.136544 + Penalty 1855.760583 = -276810.375961 nChanged 6 SP:Iteration 36Q (76.736286 sec): 3 clusters Score: Raw -278666.848360 + Penalty 1855.760583 = -276811.087777 nChanged 3 SP:Iteration 37Q (76.872012 sec): 3 clusters Score: Raw -278667.206126 + Penalty 1855.760583 = -276811.445543 nChanged 5 SP:Iteration 38Q (77.003754 sec): 3 clusters Score: Raw -278667.654796 + Penalty 1855.760583 = -276811.894213 nChanged 2 SP:Iteration 39Q (77.143490 sec): 3 clusters Score: Raw -278667.969578 + Penalty 1855.760583 = -276812.208995 nChanged 0 SP:Iteration 40F (77.275243 sec): 3 clusters Score: Raw -278667.969578 + Penalty 1855.760583 = -276812.208995 nChanged 0 Score: Raw -975811.100254 + Penalty 3128.833136 = -972682.267118 Splitting cluster 1 changes total score from -969456.704228 to -972682.267118 So it's getting split into cluster 3. Trying to split cluster 2 (13460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.494257 sec): 2 clusters Score: Raw -711516.086561 + Penalty 998.285148 = -710517.801412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.631529 sec): 3 clusters Score: Raw -703579.648874 + Penalty 1996.570297 = -701583.078577 nChanged 6134 SP:Iteration 1F (77.694426 sec): 3 clusters Score: Raw -708969.162526 + Penalty 1996.570297 = -706972.592229 nChanged 1576 SP:Iteration 2F (77.760099 sec): 3 clusters Score: Raw -711164.554495 + Penalty 1996.570297 = -709167.984199 nChanged 1448 SP:Iteration 3F (77.830587 sec): 3 clusters Score: Raw -713314.807228 + Penalty 1996.570297 = -711318.236932 nChanged 1138 SP:Iteration 4F (77.904150 sec): 3 clusters Score: Raw -714975.915766 + Penalty 1996.570297 = -712979.345469 nChanged 810 SP:Iteration 5F (77.981380 sec): 3 clusters Score: Raw -715843.580511 + Penalty 1996.570297 = -713847.010214 nChanged 527 SP:Iteration 6Q (78.055675 sec): 3 clusters Score: Raw -716316.958966 + Penalty 1996.570297 = -714320.388670 nChanged 371 SP:Iteration 7Q (78.127646 sec): 3 clusters Score: Raw -716741.037223 + Penalty 1996.570297 = -714744.466926 nChanged 298 SP:Iteration 8Q (78.199297 sec): 3 clusters Score: Raw -717520.112490 + Penalty 1996.570297 = -715523.542193 nChanged 361 SP:Iteration 9Q (78.270341 sec): 3 clusters Score: Raw -718857.798981 + Penalty 1996.570297 = -716861.228685 nChanged 333 SP:Iteration 10Q (78.420978 sec): 3 clusters Score: Raw -719455.766593 + Penalty 1996.570297 = -717459.196296 nChanged 216 SP:Iteration 11Q (78.493428 sec): 3 clusters Score: Raw -719593.934554 + Penalty 1996.570297 = -717597.364257 nChanged 115 SP:Iteration 12Q (78.557880 sec): 3 clusters Score: Raw -719637.703286 + Penalty 1996.570297 = -717641.132989 nChanged 53 SP:Iteration 13Q (78.636187 sec): 3 clusters Score: Raw -719649.489550 + Penalty 1996.570297 = -717652.919254 nChanged 32 SP:Iteration 14Q (78.714322 sec): 3 clusters Score: Raw -719653.806200 + Penalty 1996.570297 = -717657.235904 nChanged 17 SP:Iteration 15Q (78.787191 sec): 3 clusters Score: Raw -719656.524439 + Penalty 1996.570297 = -717659.954142 nChanged 9 SP:Iteration 16Q (78.856645 sec): 3 clusters Score: Raw -719657.546407 + Penalty 1996.570297 = -717660.976110 nChanged 3 SP:Iteration 17Q (78.926031 sec): 3 clusters Score: Raw -719657.785899 + Penalty 1996.570297 = -717661.215602 nChanged 2 SP:Iteration 18Q (78.995471 sec): 3 clusters Score: Raw -719657.955747 + Penalty 1996.570297 = -717661.385450 nChanged 0 SP:Iteration 19F (79.066925 sec): 3 clusters Score: Raw -719657.955747 + Penalty 1996.570297 = -717661.385450 nChanged 0 Score: Raw -983952.969440 + Penalty 4171.777515 = -979781.191925 Splitting cluster 2 changes total score from -969456.704228 to -979781.191925 So it's getting split into cluster 4. Iteration 19F (79.376255 sec): 5 clusters Score: Raw -984736.233055 + Penalty 4171.777515 = -980564.455540 nChanged 493 Writing temp clu file Because OldScore, -969456.704228, is greater than current (better) Score,-980564.455540 Compute initial score before splitting: Score: Raw -984736.233055 + Penalty 4171.777515 = -980564.455540 Trying to split cluster 1 (3728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.498416 sec): 2 clusters Score: Raw -147007.267717 + Penalty 863.480853 = -146143.786864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.622445 sec): 3 clusters Score: Raw -145071.452608 + Penalty 1726.961707 = -143344.490901 nChanged 1637 SP:Iteration 1F (79.726856 sec): 3 clusters Score: Raw -147219.427340 + Penalty 1726.961707 = -145492.465633 nChanged 633 SP:Iteration 2F (79.763291 sec): 3 clusters Score: Raw -148592.712837 + Penalty 1726.961707 = -146865.751130 nChanged 396 SP:Iteration 3F (79.800082 sec): 3 clusters Score: Raw -149379.877643 + Penalty 1726.961707 = -147652.915936 nChanged 225 SP:Iteration 4F (79.911424 sec): 3 clusters Score: Raw -149696.942832 + Penalty 1726.961707 = -147969.981125 nChanged 150 SP:Iteration 5Q (79.950393 sec): 3 clusters Score: Raw -149832.545481 + Penalty 1726.961707 = -148105.583774 nChanged 82 SP:Iteration 6Q (79.990729 sec): 3 clusters Score: Raw -149889.705098 + Penalty 1726.961707 = -148162.743392 nChanged 55 SP:Iteration 7Q (80.027543 sec): 3 clusters Score: Raw -149921.647928 + Penalty 1726.961707 = -148194.686221 nChanged 35 SP:Iteration 8Q (80.062743 sec): 3 clusters Score: Raw -149936.075184 + Penalty 1726.961707 = -148209.113477 nChanged 25 SP:Iteration 9Q (80.099442 sec): 3 clusters Score: Raw -149943.621088 + Penalty 1726.961707 = -148216.659381 nChanged 18 SP:Iteration 10Q (80.134664 sec): 3 clusters Score: Raw -149948.935418 + Penalty 1726.961707 = -148221.973711 nChanged 13 SP:Iteration 11Q (80.170064 sec): 3 clusters Score: Raw -149954.016868 + Penalty 1726.961707 = -148227.055161 nChanged 12 SP:Iteration 12Q (80.204767 sec): 3 clusters Score: Raw -149957.655643 + Penalty 1726.961707 = -148230.693936 nChanged 9 SP:Iteration 13Q (80.239324 sec): 3 clusters Score: Raw -149959.856365 + Penalty 1726.961707 = -148232.894658 nChanged 6 SP:Iteration 14Q (80.276205 sec): 3 clusters Score: Raw -149961.483434 + Penalty 1726.961707 = -148234.521727 nChanged 9 SP:Iteration 15Q (80.310717 sec): 3 clusters Score: Raw -149963.634977 + Penalty 1726.961707 = -148236.673270 nChanged 7 SP:Iteration 16Q (80.345268 sec): 3 clusters Score: Raw -149965.256509 + Penalty 1726.961707 = -148238.294802 nChanged 5 SP:Iteration 17Q (80.379695 sec): 3 clusters Score: Raw -149966.474272 + Penalty 1726.961707 = -148239.512565 nChanged 5 SP:Iteration 18Q (80.414529 sec): 3 clusters Score: Raw -149967.386012 + Penalty 1726.961707 = -148240.424305 nChanged 2 SP:Iteration 19Q (80.448890 sec): 3 clusters Score: Raw -149967.817774 + Penalty 1726.961707 = -148240.856067 nChanged 4 SP:Iteration 20F (80.483362 sec): 3 clusters Score: Raw -149968.304354 + Penalty 1726.961707 = -148241.342647 nChanged 3 SP:Iteration 21Q (80.517989 sec): 3 clusters Score: Raw -149968.693269 + Penalty 1726.961707 = -148241.731562 nChanged 1 SP:Iteration 22Q (80.552554 sec): 3 clusters Score: Raw -149968.827939 + Penalty 1726.961707 = -148241.866232 nChanged 1 SP:Iteration 23Q (80.587205 sec): 3 clusters Score: Raw -149969.082061 + Penalty 1726.961707 = -148242.120354 nChanged 2 SP:Iteration 24Q (80.621721 sec): 3 clusters Score: Raw -149969.250653 + Penalty 1726.961707 = -148242.288946 nChanged 1 SP:Iteration 25Q (80.656435 sec): 3 clusters Score: Raw -149969.337813 + Penalty 1726.961707 = -148242.376106 nChanged 0 SP:Iteration 26F (80.691043 sec): 3 clusters Score: Raw -149969.337813 + Penalty 1726.961707 = -148242.376106 nChanged 0 Score: Raw -987860.909073 + Penalty 5214.721894 = -982646.187180 Splitting cluster 1 changes total score from -980564.455540 to -982646.187180 So it's getting split into cluster 5. Trying to split cluster 2 (8866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.908855 sec): 2 clusters Score: Raw -487873.925096 + Penalty 954.447797 = -486919.477299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.992204 sec): 3 clusters Score: Raw -482678.191849 + Penalty 1908.895593 = -480769.296256 nChanged 3932 SP:Iteration 1F (81.071098 sec): 3 clusters Score: Raw -485470.558029 + Penalty 1908.895593 = -483561.662436 nChanged 1035 SP:Iteration 2F (81.137465 sec): 3 clusters Score: Raw -487030.585705 + Penalty 1908.895593 = -485121.690112 nChanged 1119 SP:Iteration 3F (81.189094 sec): 3 clusters Score: Raw -488743.658770 + Penalty 1908.895593 = -486834.763176 nChanged 837 SP:Iteration 4F (81.240448 sec): 3 clusters Score: Raw -489782.880879 + Penalty 1908.895593 = -487873.985286 nChanged 498 SP:Iteration 5F (81.295539 sec): 3 clusters Score: Raw -490229.777685 + Penalty 1908.895593 = -488320.882092 nChanged 294 SP:Iteration 6Q (81.400444 sec): 3 clusters Score: Raw -490429.960487 + Penalty 1908.895593 = -488521.064894 nChanged 179 SP:Iteration 7Q (81.469435 sec): 3 clusters Score: Raw -490528.249607 + Penalty 1908.895593 = -488619.354014 nChanged 127 SP:Iteration 8Q (81.536987 sec): 3 clusters Score: Raw -490578.049482 + Penalty 1908.895593 = -488669.153889 nChanged 86 SP:Iteration 9Q (81.601285 sec): 3 clusters Score: Raw -490604.942482 + Penalty 1908.895593 = -488696.046889 nChanged 57 SP:Iteration 10Q (81.656081 sec): 3 clusters Score: Raw -490621.675452 + Penalty 1908.895593 = -488712.779859 nChanged 39 SP:Iteration 11Q (81.736647 sec): 3 clusters Score: Raw -490628.350343 + Penalty 1908.895593 = -488719.454750 nChanged 26 SP:Iteration 12Q (81.797925 sec): 3 clusters Score: Raw -490632.408388 + Penalty 1908.895593 = -488723.512795 nChanged 15 SP:Iteration 13Q (81.858537 sec): 3 clusters Score: Raw -490634.320029 + Penalty 1908.895593 = -488725.424436 nChanged 8 SP:Iteration 14Q (81.917972 sec): 3 clusters Score: Raw -490635.519277 + Penalty 1908.895593 = -488726.623684 nChanged 4 SP:Iteration 15Q (81.998430 sec): 3 clusters Score: Raw -490636.044240 + Penalty 1908.895593 = -488727.148647 nChanged 4 SP:Iteration 16Q (82.052969 sec): 3 clusters Score: Raw -490636.404503 + Penalty 1908.895593 = -488727.508910 nChanged 2 SP:Iteration 17Q (82.112897 sec): 3 clusters Score: Raw -490636.536985 + Penalty 1908.895593 = -488727.641392 nChanged 0 SP:Iteration 18F (82.171675 sec): 3 clusters Score: Raw -490636.536985 + Penalty 1908.895593 = -488727.641392 nChanged 0 Score: Raw -990623.520963 + Penalty 6257.666272 = -984365.854690 Splitting cluster 2 changes total score from -980564.455540 to -984365.854690 So it's getting split into cluster 6. Trying to split cluster 3 (3243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.403956 sec): 2 clusters Score: Raw -140544.863920 + Penalty 848.846681 = -139696.017239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.436123 sec): 3 clusters Score: Raw -138897.735639 + Penalty 1697.693362 = -137200.042277 nChanged 1379 SP:Iteration 1F (82.470863 sec): 3 clusters Score: Raw -140233.795956 + Penalty 1697.693362 = -138536.102594 nChanged 436 SP:Iteration 2F (82.505468 sec): 3 clusters Score: Raw -141028.864843 + Penalty 1697.693362 = -139331.171481 nChanged 307 SP:Iteration 3F (82.540248 sec): 3 clusters Score: Raw -141508.106925 + Penalty 1697.693362 = -139810.413562 nChanged 210 SP:Iteration 4F (82.602834 sec): 3 clusters Score: Raw -141847.954124 + Penalty 1697.693362 = -140150.260762 nChanged 177 SP:Iteration 5F (82.719184 sec): 3 clusters Score: Raw -142143.251078 + Penalty 1697.693362 = -140445.557716 nChanged 157 SP:Iteration 6Q (82.833217 sec): 3 clusters Score: Raw -142399.864255 + Penalty 1697.693362 = -140702.170893 nChanged 111 SP:Iteration 7Q (82.863064 sec): 3 clusters Score: Raw -142577.770204 + Penalty 1697.693362 = -140880.076842 nChanged 88 SP:Iteration 8Q (82.893304 sec): 3 clusters Score: Raw -142749.982181 + Penalty 1697.693362 = -141052.288819 nChanged 79 SP:Iteration 9Q (82.923291 sec): 3 clusters Score: Raw -142978.194751 + Penalty 1697.693362 = -141280.501389 nChanged 69 SP:Iteration 10Q (82.953250 sec): 3 clusters Score: Raw -143186.691182 + Penalty 1697.693362 = -141488.997819 nChanged 56 SP:Iteration 11Q (82.983042 sec): 3 clusters Score: Raw -143340.307364 + Penalty 1697.693362 = -141642.614002 nChanged 59 SP:Iteration 12Q (83.012788 sec): 3 clusters Score: Raw -143522.720914 + Penalty 1697.693362 = -141825.027551 nChanged 63 SP:Iteration 13Q (83.042355 sec): 3 clusters Score: Raw -143685.799457 + Penalty 1697.693362 = -141988.106095 nChanged 56 SP:Iteration 14Q (83.071846 sec): 3 clusters Score: Raw -143856.932308 + Penalty 1697.693362 = -142159.238946 nChanged 47 SP:Iteration 15Q (83.101511 sec): 3 clusters Score: Raw -144003.522696 + Penalty 1697.693362 = -142305.829334 nChanged 49 SP:Iteration 16Q (83.224929 sec): 3 clusters Score: Raw -144100.353938 + Penalty 1697.693362 = -142402.660576 nChanged 38 SP:Iteration 17Q (83.291255 sec): 3 clusters Score: Raw -144160.750900 + Penalty 1697.693362 = -142463.057538 nChanged 39 SP:Iteration 18Q (83.320993 sec): 3 clusters Score: Raw -144241.524529 + Penalty 1697.693362 = -142543.831166 nChanged 31 SP:Iteration 19Q (83.350729 sec): 3 clusters Score: Raw -144290.118593 + Penalty 1697.693362 = -142592.425230 nChanged 26 SP:Iteration 20F (83.383161 sec): 3 clusters Score: Raw -144389.468198 + Penalty 1697.693362 = -142691.774836 nChanged 31 SP:Iteration 21Q (83.414740 sec): 3 clusters Score: Raw -144490.925994 + Penalty 1697.693362 = -142793.232632 nChanged 36 SP:Iteration 22Q (83.446596 sec): 3 clusters Score: Raw -144540.294787 + Penalty 1697.693362 = -142842.601425 nChanged 27 SP:Iteration 23Q (83.478128 sec): 3 clusters Score: Raw -144563.379796 + Penalty 1697.693362 = -142865.686434 nChanged 17 SP:Iteration 24Q (83.509567 sec): 3 clusters Score: Raw -144577.899126 + Penalty 1697.693362 = -142880.205764 nChanged 24 SP:Iteration 25Q (83.540842 sec): 3 clusters Score: Raw -144597.375882 + Penalty 1697.693362 = -142899.682520 nChanged 11 SP:Iteration 26Q (83.571218 sec): 3 clusters Score: Raw -144604.641389 + Penalty 1697.693362 = -142906.948027 nChanged 4 SP:Iteration 27Q (83.600410 sec): 3 clusters Score: Raw -144607.805965 + Penalty 1697.693362 = -142910.112603 nChanged 2 SP:Iteration 28Q (83.629573 sec): 3 clusters Score: Raw -144608.708184 + Penalty 1697.693362 = -142911.014822 nChanged 4 SP:Iteration 29Q (83.658748 sec): 3 clusters Score: Raw -144610.375878 + Penalty 1697.693362 = -142912.682516 nChanged 4 SP:Iteration 30Q (83.688112 sec): 3 clusters Score: Raw -144612.094308 + Penalty 1697.693362 = -142914.400945 nChanged 2 SP:Iteration 31Q (83.717223 sec): 3 clusters Score: Raw -144612.727032 + Penalty 1697.693362 = -142915.033669 nChanged 1 SP:Iteration 32Q (83.746426 sec): 3 clusters Score: Raw -144613.412590 + Penalty 1697.693362 = -142915.719227 nChanged 0 SP:Iteration 33F (83.776917 sec): 3 clusters Score: Raw -144613.412590 + Penalty 1697.693362 = -142915.719227 nChanged 0 Score: Raw -994692.069632 + Penalty 7300.610651 = -987391.458981 Splitting cluster 3 changes total score from -980564.455540 to -987391.458981 So it's getting split into cluster 7. Trying to split cluster 4 (4513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.036665 sec): 2 clusters Score: Raw -237244.775011 + Penalty 883.545327 = -236361.229684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.080769 sec): 3 clusters Score: Raw -234883.969947 + Penalty 1767.090654 = -233116.879293 nChanged 1897 SP:Iteration 1F (84.122979 sec): 3 clusters Score: Raw -236658.130731 + Penalty 1767.090654 = -234891.040077 nChanged 544 SP:Iteration 2F (84.165310 sec): 3 clusters Score: Raw -237358.168385 + Penalty 1767.090654 = -235591.077731 nChanged 397 SP:Iteration 3F (84.206434 sec): 3 clusters Score: Raw -237762.924443 + Penalty 1767.090654 = -235995.833789 nChanged 266 SP:Iteration 4F (84.246916 sec): 3 clusters Score: Raw -238076.844659 + Penalty 1767.090654 = -236309.754005 nChanged 178 SP:Iteration 5Q (84.288205 sec): 3 clusters Score: Raw -238377.814987 + Penalty 1767.090654 = -236610.724333 nChanged 193 SP:Iteration 6Q (84.328782 sec): 3 clusters Score: Raw -238666.439813 + Penalty 1767.090654 = -236899.349160 nChanged 227 SP:Iteration 7F (84.369136 sec): 3 clusters Score: Raw -239007.075529 + Penalty 1767.090654 = -237239.984875 nChanged 297 SP:Iteration 8F (84.409658 sec): 3 clusters Score: Raw -239625.620528 + Penalty 1767.090654 = -237858.529874 nChanged 391 SP:Iteration 9F (84.451550 sec): 3 clusters Score: Raw -240608.508602 + Penalty 1767.090654 = -238841.417948 nChanged 360 SP:Iteration 10F (84.492024 sec): 3 clusters Score: Raw -241380.818947 + Penalty 1767.090654 = -239613.728293 nChanged 160 SP:Iteration 11Q (84.533363 sec): 3 clusters Score: Raw -241597.214031 + Penalty 1767.090654 = -239830.123377 nChanged 51 SP:Iteration 12Q (84.582038 sec): 3 clusters Score: Raw -241628.519845 + Penalty 1767.090654 = -239861.429191 nChanged 19 SP:Iteration 13Q (84.623144 sec): 3 clusters Score: Raw -241636.448859 + Penalty 1767.090654 = -239869.358205 nChanged 13 SP:Iteration 14Q (84.664587 sec): 3 clusters Score: Raw -241640.262905 + Penalty 1767.090654 = -239873.172251 nChanged 3 SP:Iteration 15Q (84.705738 sec): 3 clusters Score: Raw -241640.727922 + Penalty 1767.090654 = -239873.637268 nChanged 2 SP:Iteration 16Q (84.745327 sec): 3 clusters Score: Raw -241641.102007 + Penalty 1767.090654 = -239874.011353 nChanged 2 SP:Iteration 17Q (84.784912 sec): 3 clusters Score: Raw -241641.472345 + Penalty 1767.090654 = -239874.381691 nChanged 1 SP:Iteration 18Q (84.824481 sec): 3 clusters Score: Raw -241641.664962 + Penalty 1767.090654 = -239874.574308 nChanged 0 SP:Iteration 19F (84.865169 sec): 3 clusters Score: Raw -241641.664962 + Penalty 1767.090654 = -239874.574308 nChanged 0 Score: Raw -999088.959583 + Penalty 8343.555030 = -990745.404554 Splitting cluster 4 changes total score from -980564.455540 to -990745.404554 So it's getting split into cluster 8. Iteration 20F (85.384807 sec): 9 clusters Score: Raw -1000531.378811 + Penalty 8343.555030 = -992187.823781 nChanged 1102 Iteration 21F (85.625781 sec): 9 clusters Score: Raw -1001265.313783 + Penalty 8343.555030 = -992921.758753 nChanged 459 Iteration 22Q (85.804800 sec): 9 clusters Score: Raw -1001599.412411 + Penalty 8343.555030 = -993255.857381 nChanged 328 Iteration 23Q (85.966379 sec): 9 clusters Score: Raw -1001831.092439 + Penalty 8343.555030 = -993487.537409 nChanged 251 Iteration 24Q (86.174859 sec): 9 clusters Score: Raw -1002000.891662 + Penalty 8343.555030 = -993657.336633 nChanged 236 Iteration 25Q (86.391635 sec): 9 clusters Score: Raw -1002152.383665 + Penalty 8343.555030 = -993808.828636 nChanged 242 Iteration 26Q (86.570360 sec): 9 clusters Score: Raw -1002339.517151 + Penalty 8343.555030 = -993995.962121 nChanged 219 Iteration 27Q (86.735481 sec): 9 clusters Score: Raw -1002559.191500 + Penalty 8343.555030 = -994215.636471 nChanged 227 Iteration 28Q (86.920304 sec): 9 clusters Score: Raw -1002809.503099 + Penalty 8343.555030 = -994465.948069 nChanged 198 Iteration 29Q (87.098323 sec): 9 clusters Score: Raw -1002945.619167 + Penalty 8343.555030 = -994602.064137 nChanged 134 Iteration 30Q (87.272994 sec): 9 clusters Score: Raw -1003026.936937 + Penalty 8343.555030 = -994683.381907 nChanged 107 Iteration 31Q (87.446781 sec): 9 clusters Score: Raw -1003065.436357 + Penalty 8343.555030 = -994721.881327 nChanged 73 Iteration 32Q (87.602911 sec): 9 clusters Score: Raw -1003089.215856 + Penalty 8343.555030 = -994745.660827 nChanged 49 Iteration 33Q (87.781064 sec): 9 clusters Score: Raw -1003100.521387 + Penalty 8343.555030 = -994756.966357 nChanged 30 Iteration 34Q (87.958420 sec): 9 clusters Score: Raw -1003114.363150 + Penalty 8343.555030 = -994770.808121 nChanged 36 Iteration 35Q (88.133409 sec): 9 clusters Score: Raw -1003126.466041 + Penalty 8343.555030 = -994782.911011 nChanged 35 Iteration 36Q (88.316932 sec): 9 clusters Score: Raw -1003138.539775 + Penalty 8343.555030 = -994794.984745 nChanged 34 Iteration 37Q (88.472696 sec): 9 clusters Score: Raw -1003154.661291 + Penalty 8343.555030 = -994811.106262 nChanged 42 Iteration 38Q (88.649801 sec): 9 clusters Score: Raw -1003177.242993 + Penalty 8343.555030 = -994833.687963 nChanged 33 Iteration 39Q (88.827874 sec): 9 clusters Score: Raw -1003195.064167 + Penalty 8343.555030 = -994851.509137 nChanged 36 Iteration 40F (89.079599 sec): 9 clusters Score: Raw -1003271.242212 + Penalty 8343.555030 = -994927.687182 nChanged 66 Iteration 41Q (89.237829 sec): 9 clusters Score: Raw -1003332.183388 + Penalty 8343.555030 = -994988.628358 nChanged 78 Iteration 42Q (89.438775 sec): 9 clusters Score: Raw -1003411.467350 + Penalty 8343.555030 = -995067.912320 nChanged 97 Iteration 43Q (89.725539 sec): 9 clusters Score: Raw -1003516.383776 + Penalty 8343.555030 = -995172.828746 nChanged 117 Iteration 44Q (89.946005 sec): 9 clusters Score: Raw -1003694.971712 + Penalty 8343.555030 = -995351.416682 nChanged 147 Iteration 45Q (90.113540 sec): 9 clusters Score: Raw -1003901.265153 + Penalty 8343.555030 = -995557.710123 nChanged 136 Iteration 46Q (90.292565 sec): 9 clusters Score: Raw -1004049.044815 + Penalty 8343.555030 = -995705.489785 nChanged 109 Iteration 47Q (90.465471 sec): 9 clusters Score: Raw -1004125.048663 + Penalty 8343.555030 = -995781.493633 nChanged 90 Iteration 48Q (90.622484 sec): 9 clusters Score: Raw -1004192.345761 + Penalty 8343.555030 = -995848.790731 nChanged 78 Iteration 49Q (90.801539 sec): 9 clusters Score: Raw -1004241.895820 + Penalty 8343.555030 = -995898.340790 nChanged 57 Iteration 50Q (90.977062 sec): 9 clusters Score: Raw -1004278.680377 + Penalty 8343.555030 = -995935.125347 nChanged 46 Iteration 51Q (91.152841 sec): 9 clusters Score: Raw -1004299.509238 + Penalty 8343.555030 = -995955.954208 nChanged 46 Iteration 52Q (91.322965 sec): 9 clusters Score: Raw -1004322.525070 + Penalty 8343.555030 = -995978.970040 nChanged 44 Iteration 53Q (91.478902 sec): 9 clusters Score: Raw -1004347.170078 + Penalty 8343.555030 = -996003.615048 nChanged 44 Iteration 54Q (91.652629 sec): 9 clusters Score: Raw -1004365.567760 + Penalty 8343.555030 = -996022.012730 nChanged 41 Iteration 55Q (91.830183 sec): 9 clusters Score: Raw -1004374.783250 + Penalty 8343.555030 = -996031.228221 nChanged 33 Iteration 56Q (92.006057 sec): 9 clusters Score: Raw -1004383.677114 + Penalty 8343.555030 = -996040.122085 nChanged 35 Iteration 57Q (92.178929 sec): 9 clusters Score: Raw -1004396.893540 + Penalty 8343.555030 = -996053.338510 nChanged 36 Iteration 58Q (92.351114 sec): 9 clusters Score: Raw -1004407.454535 + Penalty 8343.555030 = -996063.899506 nChanged 35 Writing temp clu file Because OldScore, -996053.338510, is greater than current (better) Score,-996063.899506 Compute initial score before splitting: Score: Raw -1004407.454535 + Penalty 8343.555030 = -996063.899506 Trying to split cluster 1 (2388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.405353 sec): 2 clusters Score: Raw -111226.797294 + Penalty 816.712205 = -110410.085089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.524829 sec): 3 clusters Score: Raw -110103.500566 + Penalty 1633.424410 = -108470.076157 nChanged 937 SP:Iteration 1F (92.550479 sec): 3 clusters Score: Raw -110957.376959 + Penalty 1633.424410 = -109323.952549 nChanged 268 SP:Iteration 2F (92.575833 sec): 3 clusters Score: Raw -111363.016883 + Penalty 1633.424410 = -109729.592473 nChanged 228 SP:Iteration 3F (92.601064 sec): 3 clusters Score: Raw -111746.619759 + Penalty 1633.424410 = -110113.195349 nChanged 192 SP:Iteration 4F (92.626441 sec): 3 clusters Score: Raw -112120.015369 + Penalty 1633.424410 = -110486.590960 nChanged 169 SP:Iteration 5F (92.651850 sec): 3 clusters Score: Raw -112519.571580 + Penalty 1633.424410 = -110886.147171 nChanged 147 SP:Iteration 6F (92.676848 sec): 3 clusters Score: Raw -112808.364466 + Penalty 1633.424410 = -111174.940056 nChanged 89 SP:Iteration 7Q (92.700879 sec): 3 clusters Score: Raw -112981.498986 + Penalty 1633.424410 = -111348.074576 nChanged 48 SP:Iteration 8Q (92.724982 sec): 3 clusters Score: Raw -113044.457057 + Penalty 1633.424410 = -111411.032647 nChanged 24 SP:Iteration 9Q (92.748766 sec): 3 clusters Score: Raw -113071.948339 + Penalty 1633.424410 = -111438.523929 nChanged 26 SP:Iteration 10Q (92.772466 sec): 3 clusters Score: Raw -113104.261509 + Penalty 1633.424410 = -111470.837100 nChanged 19 SP:Iteration 11Q (92.813626 sec): 3 clusters Score: Raw -113129.184626 + Penalty 1633.424410 = -111495.760216 nChanged 15 SP:Iteration 12Q (92.837114 sec): 3 clusters Score: Raw -113145.820722 + Penalty 1633.424410 = -111512.396313 nChanged 17 SP:Iteration 13Q (92.860959 sec): 3 clusters Score: Raw -113174.746200 + Penalty 1633.424410 = -111541.321791 nChanged 14 SP:Iteration 14Q (92.886817 sec): 3 clusters Score: Raw -113193.830314 + Penalty 1633.424410 = -111560.405905 nChanged 15 SP:Iteration 15Q (92.912578 sec): 3 clusters Score: Raw -113209.089742 + Penalty 1633.424410 = -111575.665333 nChanged 14 SP:Iteration 16Q (92.938427 sec): 3 clusters Score: Raw -113217.537044 + Penalty 1633.424410 = -111584.112634 nChanged 5 SP:Iteration 17Q (92.963802 sec): 3 clusters Score: Raw -113220.106461 + Penalty 1633.424410 = -111586.682051 nChanged 2 SP:Iteration 18Q (92.989207 sec): 3 clusters Score: Raw -113220.868790 + Penalty 1633.424410 = -111587.444380 nChanged 1 SP:Iteration 19Q (93.012155 sec): 3 clusters Score: Raw -113221.131041 + Penalty 1633.424410 = -111587.706631 nChanged 0 SP:Iteration 20F (93.035589 sec): 3 clusters Score: Raw -113221.131041 + Penalty 1633.424410 = -111587.706631 nChanged 0 Score: Raw -1006409.056076 + Penalty 9386.499408 = -997022.556667 Splitting cluster 1 changes total score from -996063.899506 to -997022.556667 So it's getting split into cluster 9. Trying to split cluster 2 (2086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.337207 sec): 2 clusters Score: Raw -113107.243827 + Penalty 802.515382 = -112304.728445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.359352 sec): 3 clusters Score: Raw -112137.319306 + Penalty 1605.030763 = -110532.288543 nChanged 814 SP:Iteration 1F (93.380165 sec): 3 clusters Score: Raw -112763.691806 + Penalty 1605.030763 = -111158.661043 nChanged 227 SP:Iteration 2F (93.400910 sec): 3 clusters Score: Raw -113068.440234 + Penalty 1605.030763 = -111463.409470 nChanged 176 SP:Iteration 3F (93.421757 sec): 3 clusters Score: Raw -113254.981194 + Penalty 1605.030763 = -111649.950430 nChanged 123 SP:Iteration 4F (93.442493 sec): 3 clusters Score: Raw -113376.433475 + Penalty 1605.030763 = -111771.402711 nChanged 92 SP:Iteration 5Q (93.463668 sec): 3 clusters Score: Raw -113450.046879 + Penalty 1605.030763 = -111845.016116 nChanged 59 SP:Iteration 6Q (93.484954 sec): 3 clusters Score: Raw -113490.333741 + Penalty 1605.030763 = -111885.302978 nChanged 42 SP:Iteration 7Q (93.506196 sec): 3 clusters Score: Raw -113514.369898 + Penalty 1605.030763 = -111909.339134 nChanged 26 SP:Iteration 8Q (93.528275 sec): 3 clusters Score: Raw -113529.585304 + Penalty 1605.030763 = -111924.554540 nChanged 13 SP:Iteration 9Q (93.549544 sec): 3 clusters Score: Raw -113536.222633 + Penalty 1605.030763 = -111931.191869 nChanged 13 SP:Iteration 10Q (93.570828 sec): 3 clusters Score: Raw -113541.451179 + Penalty 1605.030763 = -111936.420416 nChanged 11 SP:Iteration 11Q (93.592083 sec): 3 clusters Score: Raw -113548.827526 + Penalty 1605.030763 = -111943.796763 nChanged 7 SP:Iteration 12Q (93.613297 sec): 3 clusters Score: Raw -113553.035355 + Penalty 1605.030763 = -111948.004591 nChanged 5 SP:Iteration 13Q (93.642140 sec): 3 clusters Score: Raw -113554.437208 + Penalty 1605.030763 = -111949.406445 nChanged 5 SP:Iteration 14Q (93.663295 sec): 3 clusters Score: Raw -113559.312344 + Penalty 1605.030763 = -111954.281580 nChanged 6 SP:Iteration 15Q (93.684446 sec): 3 clusters Score: Raw -113561.363882 + Penalty 1605.030763 = -111956.333118 nChanged 3 SP:Iteration 16Q (93.705510 sec): 3 clusters Score: Raw -113562.598320 + Penalty 1605.030763 = -111957.567557 nChanged 2 SP:Iteration 17Q (93.726668 sec): 3 clusters Score: Raw -113563.447061 + Penalty 1605.030763 = -111958.416297 nChanged 2 SP:Iteration 18Q (93.748441 sec): 3 clusters Score: Raw -113564.597388 + Penalty 1605.030763 = -111959.566625 nChanged 1 SP:Iteration 19Q (93.829375 sec): 3 clusters Score: Raw -113564.692297 + Penalty 1605.030763 = -111959.661533 nChanged 0 SP:Iteration 20F (93.852279 sec): 3 clusters Score: Raw -113564.692297 + Penalty 1605.030763 = -111959.661533 nChanged 0 Trying to split cluster 3 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.922530 sec): 2 clusters Score: Raw -54429.104830 + Penalty 730.537224 = -53698.567606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.950886 sec): 3 clusters Score: Raw -54006.609923 + Penalty 1461.074448 = -52545.535475 nChanged 374 SP:Iteration 1F (93.964158 sec): 3 clusters Score: Raw -54334.102725 + Penalty 1461.074448 = -52873.028277 nChanged 91 SP:Iteration 2F (93.977262 sec): 3 clusters Score: Raw -54426.634584 + Penalty 1461.074448 = -52965.560137 nChanged 62 SP:Iteration 3F (93.990435 sec): 3 clusters Score: Raw -54489.411874 + Penalty 1461.074448 = -53028.337426 nChanged 39 SP:Iteration 4Q (94.003635 sec): 3 clusters Score: Raw -54538.871864 + Penalty 1461.074448 = -53077.797416 nChanged 43 SP:Iteration 5Q (94.016627 sec): 3 clusters Score: Raw -54584.114231 + Penalty 1461.074448 = -53123.039783 nChanged 27 SP:Iteration 6Q (94.029061 sec): 3 clusters Score: Raw -54612.852096 + Penalty 1461.074448 = -53151.777648 nChanged 24 SP:Iteration 7Q (94.041564 sec): 3 clusters Score: Raw -54636.961834 + Penalty 1461.074448 = -53175.887386 nChanged 18 SP:Iteration 8Q (94.053942 sec): 3 clusters Score: Raw -54661.664074 + Penalty 1461.074448 = -53200.589627 nChanged 23 SP:Iteration 9Q (94.066303 sec): 3 clusters Score: Raw -54694.554725 + Penalty 1461.074448 = -53233.480277 nChanged 21 SP:Iteration 10Q (94.078679 sec): 3 clusters Score: Raw -54716.583173 + Penalty 1461.074448 = -53255.508725 nChanged 11 SP:Iteration 11Q (94.091009 sec): 3 clusters Score: Raw -54724.235009 + Penalty 1461.074448 = -53263.160561 nChanged 8 SP:Iteration 12Q (94.103380 sec): 3 clusters Score: Raw -54734.366812 + Penalty 1461.074448 = -53273.292364 nChanged 13 SP:Iteration 13Q (94.115624 sec): 3 clusters Score: Raw -54752.186531 + Penalty 1461.074448 = -53291.112083 nChanged 13 SP:Iteration 14Q (94.127876 sec): 3 clusters Score: Raw -54767.303096 + Penalty 1461.074448 = -53306.228648 nChanged 12 SP:Iteration 15Q (94.140208 sec): 3 clusters Score: Raw -54792.350173 + Penalty 1461.074448 = -53331.275725 nChanged 14 SP:Iteration 16Q (94.152384 sec): 3 clusters Score: Raw -54813.379995 + Penalty 1461.074448 = -53352.305548 nChanged 15 SP:Iteration 17Q (94.164523 sec): 3 clusters Score: Raw -54842.148971 + Penalty 1461.074448 = -53381.074524 nChanged 17 SP:Iteration 18Q (94.176590 sec): 3 clusters Score: Raw -54859.440022 + Penalty 1461.074448 = -53398.365574 nChanged 17 SP:Iteration 19Q (94.188670 sec): 3 clusters Score: Raw -54878.928587 + Penalty 1461.074448 = -53417.854139 nChanged 9 SP:Iteration 20F (94.201117 sec): 3 clusters Score: Raw -54886.778652 + Penalty 1461.074448 = -53425.704204 nChanged 2 SP:Iteration 21Q (94.213056 sec): 3 clusters Score: Raw -54888.320703 + Penalty 1461.074448 = -53427.246255 nChanged 3 SP:Iteration 22Q (94.224875 sec): 3 clusters Score: Raw -54891.827654 + Penalty 1461.074448 = -53430.753206 nChanged 0 SP:Iteration 23F (94.236850 sec): 3 clusters Score: Raw -54891.827654 + Penalty 1461.074448 = -53430.753206 nChanged 0 Trying to split cluster 4 (1842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.270222 sec): 2 clusters Score: Raw -96485.540772 + Penalty 789.453758 = -95696.087014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.290027 sec): 3 clusters Score: Raw -95639.550771 + Penalty 1578.907516 = -94060.643255 nChanged 712 SP:Iteration 1F (94.308749 sec): 3 clusters Score: Raw -96167.968764 + Penalty 1578.907516 = -94589.061249 nChanged 170 SP:Iteration 2F (94.327326 sec): 3 clusters Score: Raw -96292.543921 + Penalty 1578.907516 = -94713.636405 nChanged 95 SP:Iteration 3F (94.408297 sec): 3 clusters Score: Raw -96360.798298 + Penalty 1578.907516 = -94781.890782 nChanged 77 SP:Iteration 4Q (94.429161 sec): 3 clusters Score: Raw -96420.112996 + Penalty 1578.907516 = -94841.205480 nChanged 63 SP:Iteration 5Q (94.449896 sec): 3 clusters Score: Raw -96465.012429 + Penalty 1578.907516 = -94886.104914 nChanged 42 SP:Iteration 6Q (94.470536 sec): 3 clusters Score: Raw -96506.624606 + Penalty 1578.907516 = -94927.717091 nChanged 52 SP:Iteration 7Q (94.491196 sec): 3 clusters Score: Raw -96551.816932 + Penalty 1578.907516 = -94972.909416 nChanged 62 SP:Iteration 8Q (94.511625 sec): 3 clusters Score: Raw -96608.976247 + Penalty 1578.907516 = -95030.068731 nChanged 60 SP:Iteration 9Q (94.532185 sec): 3 clusters Score: Raw -96657.434130 + Penalty 1578.907516 = -95078.526614 nChanged 65 SP:Iteration 10Q (94.551805 sec): 3 clusters Score: Raw -96711.094367 + Penalty 1578.907516 = -95132.186852 nChanged 68 SP:Iteration 11Q (94.570886 sec): 3 clusters Score: Raw -96775.745979 + Penalty 1578.907516 = -95196.838464 nChanged 73 SP:Iteration 12Q (94.589962 sec): 3 clusters Score: Raw -96860.504038 + Penalty 1578.907516 = -95281.596522 nChanged 76 SP:Iteration 13Q (94.609027 sec): 3 clusters Score: Raw -96938.668870 + Penalty 1578.907516 = -95359.761354 nChanged 66 SP:Iteration 14Q (94.628002 sec): 3 clusters Score: Raw -97005.677806 + Penalty 1578.907516 = -95426.770290 nChanged 55 SP:Iteration 15Q (94.646876 sec): 3 clusters Score: Raw -97068.639306 + Penalty 1578.907516 = -95489.731791 nChanged 50 SP:Iteration 16Q (94.691893 sec): 3 clusters Score: Raw -97130.930313 + Penalty 1578.907516 = -95552.022797 nChanged 40 SP:Iteration 17Q (94.798939 sec): 3 clusters Score: Raw -97187.073951 + Penalty 1578.907516 = -95608.166435 nChanged 44 SP:Iteration 18Q (94.901789 sec): 3 clusters Score: Raw -97273.707688 + Penalty 1578.907516 = -95694.800173 nChanged 53 SP:Iteration 19Q (94.956598 sec): 3 clusters Score: Raw -97355.470944 + Penalty 1578.907516 = -95776.563429 nChanged 32 SP:Iteration 20F (94.975541 sec): 3 clusters Score: Raw -97402.829161 + Penalty 1578.907516 = -95823.921646 nChanged 31 SP:Iteration 21Q (94.994163 sec): 3 clusters Score: Raw -97450.177124 + Penalty 1578.907516 = -95871.269608 nChanged 29 SP:Iteration 22Q (95.012699 sec): 3 clusters Score: Raw -97478.539547 + Penalty 1578.907516 = -95899.632031 nChanged 17 SP:Iteration 23Q (95.031276 sec): 3 clusters Score: Raw -97491.099747 + Penalty 1578.907516 = -95912.192231 nChanged 11 SP:Iteration 24Q (95.049801 sec): 3 clusters Score: Raw -97497.347365 + Penalty 1578.907516 = -95918.439849 nChanged 4 SP:Iteration 25Q (95.068349 sec): 3 clusters Score: Raw -97499.789542 + Penalty 1578.907516 = -95920.882026 nChanged 4 SP:Iteration 26Q (95.086869 sec): 3 clusters Score: Raw -97501.115624 + Penalty 1578.907516 = -95922.208108 nChanged 1 SP:Iteration 27Q (95.105449 sec): 3 clusters Score: Raw -97501.340054 + Penalty 1578.907516 = -95922.432538 nChanged 0 SP:Iteration 28F (95.124138 sec): 3 clusters Score: Raw -97501.340054 + Penalty 1578.907516 = -95922.432538 nChanged 0 Score: Raw -1007424.855357 + Penalty 10429.443787 = -996995.411570 Splitting cluster 4 changes total score from -996063.899506 to -996995.411570 So it's getting split into cluster 10. Trying to split cluster 5 (1183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.444792 sec): 2 clusters Score: Raw -39811.908006 + Penalty 742.959931 = -39068.948076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.458746 sec): 3 clusters Score: Raw -39385.014182 + Penalty 1485.919861 = -37899.094321 nChanged 436 SP:Iteration 1F (95.471979 sec): 3 clusters Score: Raw -40056.760422 + Penalty 1485.919861 = -38570.840561 nChanged 164 SP:Iteration 2F (95.485083 sec): 3 clusters Score: Raw -40408.568151 + Penalty 1485.919861 = -38922.648290 nChanged 94 SP:Iteration 3F (95.598401 sec): 3 clusters Score: Raw -40541.761451 + Penalty 1485.919861 = -39055.841589 nChanged 58 SP:Iteration 4Q (95.638503 sec): 3 clusters Score: Raw -40634.752383 + Penalty 1485.919861 = -39148.832522 nChanged 38 SP:Iteration 5Q (95.663174 sec): 3 clusters Score: Raw -40676.618726 + Penalty 1485.919861 = -39190.698865 nChanged 19 SP:Iteration 6Q (95.678231 sec): 3 clusters Score: Raw -40715.391448 + Penalty 1485.919861 = -39229.471586 nChanged 25 SP:Iteration 7Q (95.693554 sec): 3 clusters Score: Raw -40748.096187 + Penalty 1485.919861 = -39262.176325 nChanged 17 SP:Iteration 8Q (95.708553 sec): 3 clusters Score: Raw -40770.929854 + Penalty 1485.919861 = -39285.009992 nChanged 19 SP:Iteration 9Q (95.723598 sec): 3 clusters Score: Raw -40796.645286 + Penalty 1485.919861 = -39310.725425 nChanged 13 SP:Iteration 10Q (95.738617 sec): 3 clusters Score: Raw -40809.814635 + Penalty 1485.919861 = -39323.894773 nChanged 6 SP:Iteration 11Q (95.753744 sec): 3 clusters Score: Raw -40816.548376 + Penalty 1485.919861 = -39330.628514 nChanged 7 SP:Iteration 12Q (95.766841 sec): 3 clusters Score: Raw -40827.505429 + Penalty 1485.919861 = -39341.585567 nChanged 8 SP:Iteration 13Q (95.780003 sec): 3 clusters Score: Raw -40835.420875 + Penalty 1485.919861 = -39349.501014 nChanged 5 SP:Iteration 14Q (95.793090 sec): 3 clusters Score: Raw -40840.476140 + Penalty 1485.919861 = -39354.556278 nChanged 2 SP:Iteration 15Q (95.806098 sec): 3 clusters Score: Raw -40842.159784 + Penalty 1485.919861 = -39356.239922 nChanged 3 SP:Iteration 16Q (95.819203 sec): 3 clusters Score: Raw -40843.478284 + Penalty 1485.919861 = -39357.558422 nChanged 2 SP:Iteration 17Q (95.832316 sec): 3 clusters Score: Raw -40843.898528 + Penalty 1485.919861 = -39357.978666 nChanged 1 SP:Iteration 18Q (95.845343 sec): 3 clusters Score: Raw -40844.497052 + Penalty 1485.919861 = -39358.577191 nChanged 0 SP:Iteration 19F (95.858512 sec): 3 clusters Score: Raw -40844.497052 + Penalty 1485.919861 = -39358.577191 nChanged 0 Score: Raw -1008457.444403 + Penalty 11472.388166 = -996985.056237 Splitting cluster 5 changes total score from -996063.899506 to -996985.056237 So it's getting split into cluster 11. Trying to split cluster 6 (6679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.207212 sec): 2 clusters Score: Raw -378515.191937 + Penalty 924.705973 = -377590.485964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.330290 sec): 3 clusters Score: Raw -374724.830868 + Penalty 1849.411946 = -372875.418922 nChanged 2976 SP:Iteration 1F (96.470158 sec): 3 clusters Score: Raw -376842.303205 + Penalty 1849.411946 = -374992.891259 nChanged 677 SP:Iteration 2F (96.597930 sec): 3 clusters Score: Raw -377730.540389 + Penalty 1849.411946 = -375881.128443 nChanged 670 SP:Iteration 3F (96.703256 sec): 3 clusters Score: Raw -378474.520491 + Penalty 1849.411946 = -376625.108544 nChanged 468 SP:Iteration 4F (96.813419 sec): 3 clusters Score: Raw -378841.893905 + Penalty 1849.411946 = -376992.481958 nChanged 310 SP:Iteration 5Q (96.861795 sec): 3 clusters Score: Raw -379038.870645 + Penalty 1849.411946 = -377189.458699 nChanged 200 SP:Iteration 6Q (96.909897 sec): 3 clusters Score: Raw -379150.158749 + Penalty 1849.411946 = -377300.746802 nChanged 155 SP:Iteration 7Q (96.957887 sec): 3 clusters Score: Raw -379233.272445 + Penalty 1849.411946 = -377383.860498 nChanged 114 SP:Iteration 8Q (97.006481 sec): 3 clusters Score: Raw -379305.177969 + Penalty 1849.411946 = -377455.766022 nChanged 102 SP:Iteration 9Q (97.056995 sec): 3 clusters Score: Raw -379378.334643 + Penalty 1849.411946 = -377528.922697 nChanged 86 SP:Iteration 10Q (97.107377 sec): 3 clusters Score: Raw -379435.909875 + Penalty 1849.411946 = -377586.497928 nChanged 73 SP:Iteration 11Q (97.157682 sec): 3 clusters Score: Raw -379507.740758 + Penalty 1849.411946 = -377658.328811 nChanged 81 SP:Iteration 12Q (97.307235 sec): 3 clusters Score: Raw -379584.228923 + Penalty 1849.411946 = -377734.816976 nChanged 70 SP:Iteration 13Q (97.459203 sec): 3 clusters Score: Raw -379659.589003 + Penalty 1849.411946 = -377810.177057 nChanged 65 SP:Iteration 14Q (97.601148 sec): 3 clusters Score: Raw -379744.327305 + Penalty 1849.411946 = -377894.915358 nChanged 63 SP:Iteration 15Q (97.731639 sec): 3 clusters Score: Raw -379832.314261 + Penalty 1849.411946 = -377982.902315 nChanged 56 SP:Iteration 16Q (97.848919 sec): 3 clusters Score: Raw -379869.978259 + Penalty 1849.411946 = -378020.566313 nChanged 38 SP:Iteration 17Q (97.895390 sec): 3 clusters Score: Raw -379892.210157 + Penalty 1849.411946 = -378042.798211 nChanged 25 SP:Iteration 18Q (97.941457 sec): 3 clusters Score: Raw -379904.935711 + Penalty 1849.411946 = -378055.523764 nChanged 16 SP:Iteration 19Q (97.987825 sec): 3 clusters Score: Raw -379912.132225 + Penalty 1849.411946 = -378062.720279 nChanged 14 SP:Iteration 20F (98.035703 sec): 3 clusters Score: Raw -379916.713446 + Penalty 1849.411946 = -378067.301499 nChanged 7 SP:Iteration 21Q (98.081373 sec): 3 clusters Score: Raw -379918.755075 + Penalty 1849.411946 = -378069.343128 nChanged 6 SP:Iteration 22Q (98.131113 sec): 3 clusters Score: Raw -379920.543237 + Penalty 1849.411946 = -378071.131291 nChanged 4 SP:Iteration 23Q (98.180675 sec): 3 clusters Score: Raw -379921.695222 + Penalty 1849.411946 = -378072.283275 nChanged 1 SP:Iteration 24Q (98.229174 sec): 3 clusters Score: Raw -379921.998962 + Penalty 1849.411946 = -378072.587015 nChanged 3 SP:Iteration 25Q (98.277060 sec): 3 clusters Score: Raw -379922.937840 + Penalty 1849.411946 = -378073.525893 nChanged 3 SP:Iteration 26Q (98.322021 sec): 3 clusters Score: Raw -379923.458964 + Penalty 1849.411946 = -378074.047017 nChanged 0 SP:Iteration 27F (98.369531 sec): 3 clusters Score: Raw -379923.458964 + Penalty 1849.411946 = -378074.047017 nChanged 0 Score: Raw -1009865.711430 + Penalty 12515.332545 = -997350.378886 Splitting cluster 6 changes total score from -996063.899506 to -997350.378886 So it's getting split into cluster 12. Trying to split cluster 7 (2525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.734849 sec): 2 clusters Score: Raw -105182.607811 + Penalty 822.569616 = -104360.038195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.761772 sec): 3 clusters Score: Raw -103918.787122 + Penalty 1645.139232 = -102273.647890 nChanged 1007 SP:Iteration 1F (98.787325 sec): 3 clusters Score: Raw -104713.359658 + Penalty 1645.139232 = -103068.220426 nChanged 263 SP:Iteration 2F (98.814791 sec): 3 clusters Score: Raw -105039.836202 + Penalty 1645.139232 = -103394.696970 nChanged 225 SP:Iteration 3F (98.855226 sec): 3 clusters Score: Raw -105340.469572 + Penalty 1645.139232 = -103695.330340 nChanged 190 SP:Iteration 4F (98.879999 sec): 3 clusters Score: Raw -105601.796750 + Penalty 1645.139232 = -103956.657518 nChanged 154 SP:Iteration 5F (98.904692 sec): 3 clusters Score: Raw -105817.068195 + Penalty 1645.139232 = -104171.928963 nChanged 139 SP:Iteration 6F (98.929477 sec): 3 clusters Score: Raw -105984.352445 + Penalty 1645.139232 = -104339.213214 nChanged 101 SP:Iteration 7Q (98.954266 sec): 3 clusters Score: Raw -106121.039970 + Penalty 1645.139232 = -104475.900738 nChanged 78 SP:Iteration 8Q (98.979017 sec): 3 clusters Score: Raw -106198.796188 + Penalty 1645.139232 = -104553.656956 nChanged 48 SP:Iteration 9Q (99.005112 sec): 3 clusters Score: Raw -106239.174189 + Penalty 1645.139232 = -104594.034957 nChanged 37 SP:Iteration 10Q (99.029868 sec): 3 clusters Score: Raw -106264.251300 + Penalty 1645.139232 = -104619.112068 nChanged 29 SP:Iteration 11Q (99.054118 sec): 3 clusters Score: Raw -106278.295003 + Penalty 1645.139232 = -104633.155771 nChanged 20 SP:Iteration 12Q (99.093288 sec): 3 clusters Score: Raw -106290.856917 + Penalty 1645.139232 = -104645.717685 nChanged 19 SP:Iteration 13Q (99.117873 sec): 3 clusters Score: Raw -106299.622135 + Penalty 1645.139232 = -104654.482903 nChanged 14 SP:Iteration 14Q (99.142580 sec): 3 clusters Score: Raw -106306.430506 + Penalty 1645.139232 = -104661.291274 nChanged 11 SP:Iteration 15Q (99.167103 sec): 3 clusters Score: Raw -106311.820450 + Penalty 1645.139232 = -104666.681218 nChanged 10 SP:Iteration 16Q (99.191537 sec): 3 clusters Score: Raw -106316.061438 + Penalty 1645.139232 = -104670.922206 nChanged 6 SP:Iteration 17Q (99.315415 sec): 3 clusters Score: Raw -106319.234082 + Penalty 1645.139232 = -104674.094851 nChanged 10 SP:Iteration 18Q (99.454402 sec): 3 clusters Score: Raw -106324.561696 + Penalty 1645.139232 = -104679.422464 nChanged 11 SP:Iteration 19Q (99.579026 sec): 3 clusters Score: Raw -106331.835326 + Penalty 1645.139232 = -104686.696094 nChanged 10 SP:Iteration 20F (99.698170 sec): 3 clusters Score: Raw -106338.671791 + Penalty 1645.139232 = -104693.532559 nChanged 10 SP:Iteration 21Q (99.754315 sec): 3 clusters Score: Raw -106345.259632 + Penalty 1645.139232 = -104700.120401 nChanged 7 SP:Iteration 22Q (99.778916 sec): 3 clusters Score: Raw -106347.873041 + Penalty 1645.139232 = -104702.733809 nChanged 5 SP:Iteration 23Q (99.803434 sec): 3 clusters Score: Raw -106350.682203 + Penalty 1645.139232 = -104705.542971 nChanged 8 SP:Iteration 24Q (99.827897 sec): 3 clusters Score: Raw -106355.911890 + Penalty 1645.139232 = -104710.772658 nChanged 6 SP:Iteration 25Q (99.852310 sec): 3 clusters Score: Raw -106358.656616 + Penalty 1645.139232 = -104713.517384 nChanged 6 SP:Iteration 26Q (99.876769 sec): 3 clusters Score: Raw -106362.374859 + Penalty 1645.139232 = -104717.235627 nChanged 9 SP:Iteration 27Q (99.901189 sec): 3 clusters Score: Raw -106366.981029 + Penalty 1645.139232 = -104721.841797 nChanged 9 SP:Iteration 28Q (99.925621 sec): 3 clusters Score: Raw -106371.738769 + Penalty 1645.139232 = -104726.599538 nChanged 9 SP:Iteration 29Q (99.950058 sec): 3 clusters Score: Raw -106378.241492 + Penalty 1645.139232 = -104733.102260 nChanged 11 SP:Iteration 30Q (99.974413 sec): 3 clusters Score: Raw -106387.472859 + Penalty 1645.139232 = -104742.333627 nChanged 7 SP:Iteration 31Q (99.998731 sec): 3 clusters Score: Raw -106391.664988 + Penalty 1645.139232 = -104746.525756 nChanged 7 SP:Iteration 32Q (100.023147 sec): 3 clusters Score: Raw -106394.196498 + Penalty 1645.139232 = -104749.057267 nChanged 2 SP:Iteration 33Q (100.047599 sec): 3 clusters Score: Raw -106395.151300 + Penalty 1645.139232 = -104750.012068 nChanged 1 SP:Iteration 34Q (100.072071 sec): 3 clusters Score: Raw -106395.311039 + Penalty 1645.139232 = -104750.171807 nChanged 0 SP:Iteration 35F (100.096702 sec): 3 clusters Score: Raw -106395.311039 + Penalty 1645.139232 = -104750.171807 nChanged 0 Score: Raw -1011078.414659 + Penalty 13558.276923 = -997520.137735 Splitting cluster 7 changes total score from -996063.899506 to -997520.137735 So it's getting split into cluster 13. Trying to split cluster 8 (2635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.489021 sec): 2 clusters Score: Raw -145711.029701 + Penalty 827.047038 = -144883.982662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.516038 sec): 3 clusters Score: Raw -144393.397727 + Penalty 1654.094077 = -142739.303650 nChanged 1069 SP:Iteration 1F (100.541696 sec): 3 clusters Score: Raw -145224.807178 + Penalty 1654.094077 = -143570.713101 nChanged 251 SP:Iteration 2F (100.567275 sec): 3 clusters Score: Raw -145579.842878 + Penalty 1654.094077 = -143925.748801 nChanged 261 SP:Iteration 3F (100.592880 sec): 3 clusters Score: Raw -145928.529922 + Penalty 1654.094077 = -144274.435845 nChanged 217 SP:Iteration 4F (100.618560 sec): 3 clusters Score: Raw -146191.422126 + Penalty 1654.094077 = -144537.328049 nChanged 174 SP:Iteration 5F (100.731869 sec): 3 clusters Score: Raw -146355.030774 + Penalty 1654.094077 = -144700.936697 nChanged 113 SP:Iteration 6Q (100.765855 sec): 3 clusters Score: Raw -146452.906625 + Penalty 1654.094077 = -144798.812548 nChanged 79 SP:Iteration 7Q (100.792320 sec): 3 clusters Score: Raw -146535.277932 + Penalty 1654.094077 = -144881.183856 nChanged 59 SP:Iteration 8Q (100.818797 sec): 3 clusters Score: Raw -146606.440995 + Penalty 1654.094077 = -144952.346918 nChanged 40 SP:Iteration 9Q (100.845202 sec): 3 clusters Score: Raw -146651.269027 + Penalty 1654.094077 = -144997.174951 nChanged 29 SP:Iteration 10Q (100.871840 sec): 3 clusters Score: Raw -146683.175538 + Penalty 1654.094077 = -145029.081461 nChanged 12 SP:Iteration 11Q (100.898335 sec): 3 clusters Score: Raw -146692.558123 + Penalty 1654.094077 = -145038.464046 nChanged 8 SP:Iteration 12Q (100.923935 sec): 3 clusters Score: Raw -146696.356255 + Penalty 1654.094077 = -145042.262178 nChanged 8 SP:Iteration 13Q (100.987974 sec): 3 clusters Score: Raw -146702.515972 + Penalty 1654.094077 = -145048.421895 nChanged 9 SP:Iteration 14Q (101.023679 sec): 3 clusters Score: Raw -146710.628832 + Penalty 1654.094077 = -145056.534756 nChanged 11 SP:Iteration 15Q (101.058189 sec): 3 clusters Score: Raw -146716.957403 + Penalty 1654.094077 = -145062.863326 nChanged 6 SP:Iteration 16Q (101.091257 sec): 3 clusters Score: Raw -146720.729883 + Penalty 1654.094077 = -145066.635807 nChanged 5 SP:Iteration 17Q (101.117063 sec): 3 clusters Score: Raw -146722.670586 + Penalty 1654.094077 = -145068.576509 nChanged 0 SP:Iteration 18F (101.142516 sec): 3 clusters Score: Raw -146722.670586 + Penalty 1654.094077 = -145068.576509 nChanged 0 Score: Raw -1012090.055544 + Penalty 14601.221302 = -997488.834242 Splitting cluster 8 changes total score from -996063.899506 to -997488.834242 So it's getting split into cluster 14. Iteration 59Q (102.336885 sec): 15 clusters Score: Raw -1012893.216606 + Penalty 14601.221302 = -998291.995303 nChanged 684 Iteration 60F (102.739176 sec): 15 clusters Score: Raw -1013824.676473 + Penalty 14601.221302 = -999223.455171 nChanged 544 Iteration 61Q (102.987552 sec): 15 clusters Score: Raw -1014302.747183 + Penalty 14601.221302 = -999701.525880 nChanged 285 Iteration 62Q (103.422900 sec): 15 clusters Score: Raw -1014471.803387 + Penalty 14601.221302 = -999870.582084 nChanged 170 Iteration 63Q (103.894073 sec): 15 clusters Score: Raw -1014552.983963 + Penalty 14601.221302 = -999951.762661 nChanged 123 Iteration 64Q (104.168812 sec): 15 clusters Score: Raw -1014612.075271 + Penalty 14601.221302 = -1000010.853969 nChanged 87 Iteration 65Q (104.700313 sec): 15 clusters Score: Raw -1014647.518792 + Penalty 14601.221302 = -1000046.297490 nChanged 83 Iteration 66Q (105.029225 sec): 15 clusters Score: Raw -1014682.989052 + Penalty 14601.221302 = -1000081.767749 nChanged 61 Iteration 67Q (105.380923 sec): 15 clusters Score: Raw -1014708.519304 + Penalty 14601.221302 = -1000107.298002 nChanged 68 Iteration 68Q (105.683617 sec): 15 clusters Score: Raw -1014732.685355 + Penalty 14601.221302 = -1000131.464053 nChanged 58 Iteration 69Q (105.999368 sec): 15 clusters Score: Raw -1014751.625255 + Penalty 14601.221302 = -1000150.403953 nChanged 55 Iteration 70Q (106.271766 sec): 15 clusters Score: Raw -1014768.287845 + Penalty 14601.221302 = -1000167.066542 nChanged 49 Iteration 71Q (106.524711 sec): 15 clusters Score: Raw -1014782.835308 + Penalty 14601.221302 = -1000181.614006 nChanged 39 Iteration 72Q (106.773474 sec): 15 clusters Score: Raw -1014796.974907 + Penalty 14601.221302 = -1000195.753605 nChanged 30 Iteration 73Q (107.043576 sec): 15 clusters Score: Raw -1014808.489276 + Penalty 14601.221302 = -1000207.267974 nChanged 21 Iteration 74Q (107.306245 sec): 15 clusters Score: Raw -1014816.351822 + Penalty 14601.221302 = -1000215.130520 nChanged 23 Iteration 75Q (107.550200 sec): 15 clusters Score: Raw -1014825.547101 + Penalty 14601.221302 = -1000224.325799 nChanged 28 Iteration 76Q (107.996191 sec): 15 clusters Score: Raw -1014839.633856 + Penalty 14601.221302 = -1000238.412554 nChanged 32 Iteration 77Q (108.239830 sec): 15 clusters Score: Raw -1014858.707353 + Penalty 14601.221302 = -1000257.486051 nChanged 29 Iteration 78Q (108.496722 sec): 15 clusters Score: Raw -1014877.434578 + Penalty 14601.221302 = -1000276.213275 nChanged 24 Iteration 79Q (108.740824 sec): 15 clusters Score: Raw -1014893.096961 + Penalty 14601.221302 = -1000291.875659 nChanged 27 Iteration 80F (109.153235 sec): 15 clusters Score: Raw -1015031.588513 + Penalty 14601.221302 = -1000430.367211 nChanged 41 Iteration 81Q (109.397616 sec): 15 clusters Score: Raw -1015241.878307 + Penalty 14601.221302 = -1000640.657005 nChanged 34 Iteration 82Q (109.655457 sec): 15 clusters Score: Raw -1015262.420539 + Penalty 14601.221302 = -1000661.199237 nChanged 33 Iteration 83Q (109.962487 sec): 15 clusters Score: Raw -1015274.593877 + Penalty 14601.221302 = -1000673.372575 nChanged 30 Iteration 84Q (110.243616 sec): 15 clusters Score: Raw -1015288.963832 + Penalty 14601.221302 = -1000687.742530 nChanged 28 Iteration 85Q (110.484498 sec): 15 clusters Score: Raw -1015303.880124 + Penalty 14601.221302 = -1000702.658821 nChanged 31 Iteration 86Q (110.738367 sec): 15 clusters Score: Raw -1015316.787467 + Penalty 14601.221302 = -1000715.566165 nChanged 26 Iteration 87Q (111.112186 sec): 15 clusters Score: Raw -1015328.809624 + Penalty 14601.221302 = -1000727.588321 nChanged 27 Iteration 88Q (111.383288 sec): 15 clusters Score: Raw -1015341.198742 + Penalty 14601.221302 = -1000739.977440 nChanged 26 Iteration 89Q (111.642785 sec): 15 clusters Score: Raw -1015353.559043 + Penalty 14601.221302 = -1000752.337741 nChanged 19 Iteration 90Q (111.888206 sec): 15 clusters Score: Raw -1015362.086688 + Penalty 14601.221302 = -1000760.865386 nChanged 13 Iteration 91Q (112.153535 sec): 15 clusters Score: Raw -1015369.252809 + Penalty 14601.221302 = -1000768.031507 nChanged 11 Iteration 92Q (112.410201 sec): 15 clusters Score: Raw -1015374.950768 + Penalty 14601.221302 = -1000773.729466 nChanged 11 Iteration 93Q (112.655018 sec): 15 clusters Score: Raw -1015379.950235 + Penalty 14601.221302 = -1000778.728932 nChanged 9 Iteration 94Q (112.924958 sec): 15 clusters Score: Raw -1015382.981157 + Penalty 14601.221302 = -1000781.759855 nChanged 9 Iteration 95Q (113.182257 sec): 15 clusters Score: Raw -1015387.602159 + Penalty 14601.221302 = -1000786.380857 nChanged 8 Iteration 96Q (113.512403 sec): 15 clusters Score: Raw -1015389.692115 + Penalty 14601.221302 = -1000788.470813 nChanged 11 Iteration 97Q (113.756153 sec): 15 clusters Score: Raw -1015392.696386 + Penalty 14601.221302 = -1000791.475084 nChanged 1 Iteration 98Q (114.011480 sec): 15 clusters Score: Raw -1015392.961988 + Penalty 14601.221302 = -1000791.740686 nChanged 0 Writing temp clu file Because OldScore, -1000791.475084, is greater than current (better) Score,-1000791.740686 Compute initial score before splitting: Score: Raw -1015392.961988 + Penalty 14601.221302 = -1000791.740686 Trying to split cluster 1 (973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.043250 sec): 2 clusters Score: Raw -48794.585007 + Penalty 722.440329 = -48072.144679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.058041 sec): 3 clusters Score: Raw -48434.451982 + Penalty 1444.880657 = -46989.571325 nChanged 322 SP:Iteration 1F (114.072024 sec): 3 clusters Score: Raw -48746.744137 + Penalty 1444.880657 = -47301.863480 nChanged 104 SP:Iteration 2F (114.086087 sec): 3 clusters Score: Raw -48927.754605 + Penalty 1444.880657 = -47482.873947 nChanged 68 SP:Iteration 3F (114.100038 sec): 3 clusters Score: Raw -49091.110138 + Penalty 1444.880657 = -47646.229480 nChanged 82 SP:Iteration 4F (114.114470 sec): 3 clusters Score: Raw -49258.265631 + Penalty 1444.880657 = -47813.384974 nChanged 59 SP:Iteration 5F (114.260002 sec): 3 clusters Score: Raw -49384.247353 + Penalty 1444.880657 = -47939.366695 nChanged 33 SP:Iteration 6Q (114.286605 sec): 3 clusters Score: Raw -49446.616838 + Penalty 1444.880657 = -48001.736181 nChanged 21 SP:Iteration 7Q (114.299504 sec): 3 clusters Score: Raw -49490.061773 + Penalty 1444.880657 = -48045.181116 nChanged 21 SP:Iteration 8Q (114.311657 sec): 3 clusters Score: Raw -49528.857141 + Penalty 1444.880657 = -48083.976484 nChanged 26 SP:Iteration 9Q (114.323715 sec): 3 clusters Score: Raw -49573.811756 + Penalty 1444.880657 = -48128.931099 nChanged 21 SP:Iteration 10Q (114.335820 sec): 3 clusters Score: Raw -49603.381477 + Penalty 1444.880657 = -48158.500820 nChanged 23 SP:Iteration 11Q (114.347858 sec): 3 clusters Score: Raw -49641.900028 + Penalty 1444.880657 = -48197.019370 nChanged 27 SP:Iteration 12Q (114.360268 sec): 3 clusters Score: Raw -49708.578930 + Penalty 1444.880657 = -48263.698272 nChanged 26 SP:Iteration 13Q (114.372364 sec): 3 clusters Score: Raw -49783.647856 + Penalty 1444.880657 = -48338.767198 nChanged 11 SP:Iteration 14Q (114.384395 sec): 3 clusters Score: Raw -49808.962216 + Penalty 1444.880657 = -48364.081558 nChanged 10 SP:Iteration 15Q (114.396398 sec): 3 clusters Score: Raw -49825.907371 + Penalty 1444.880657 = -48381.026714 nChanged 2 SP:Iteration 16Q (114.408404 sec): 3 clusters Score: Raw -49827.916251 + Penalty 1444.880657 = -48383.035594 nChanged 1 SP:Iteration 17Q (114.420487 sec): 3 clusters Score: Raw -49828.679677 + Penalty 1444.880657 = -48383.799020 nChanged 2 SP:Iteration 18Q (114.432502 sec): 3 clusters Score: Raw -49829.681566 + Penalty 1444.880657 = -48384.800909 nChanged 0 SP:Iteration 19F (114.444876 sec): 3 clusters Score: Raw -49829.681566 + Penalty 1444.880657 = -48384.800909 nChanged 0 Score: Raw -1016428.058546 + Penalty 15644.165681 = -1000783.892865 Splitting cluster 1 changes total score from -1000791.740686 to -1000783.892865 So it's not getting split. Trying to split cluster 2 (1725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.904701 sec): 2 clusters Score: Raw -94970.939155 + Penalty 782.563145 = -94188.376011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.923670 sec): 3 clusters Score: Raw -94194.869228 + Penalty 1565.126289 = -92629.742939 nChanged 651 SP:Iteration 1F (114.942646 sec): 3 clusters Score: Raw -94630.172790 + Penalty 1565.126289 = -93065.046501 nChanged 148 SP:Iteration 2F (114.960524 sec): 3 clusters Score: Raw -94725.545288 + Penalty 1565.126289 = -93160.418999 nChanged 80 SP:Iteration 3Q (114.978502 sec): 3 clusters Score: Raw -94780.032697 + Penalty 1565.126289 = -93214.906408 nChanged 63 SP:Iteration 4Q (114.996554 sec): 3 clusters Score: Raw -94826.817094 + Penalty 1565.126289 = -93261.690805 nChanged 57 SP:Iteration 5Q (115.014613 sec): 3 clusters Score: Raw -94858.941312 + Penalty 1565.126289 = -93293.815023 nChanged 45 SP:Iteration 6Q (115.032595 sec): 3 clusters Score: Raw -94877.773379 + Penalty 1565.126289 = -93312.647089 nChanged 30 SP:Iteration 7Q (115.050911 sec): 3 clusters Score: Raw -94892.373059 + Penalty 1565.126289 = -93327.246770 nChanged 24 SP:Iteration 8Q (115.069008 sec): 3 clusters Score: Raw -94903.641757 + Penalty 1565.126289 = -93338.515468 nChanged 21 SP:Iteration 9Q (115.087057 sec): 3 clusters Score: Raw -94915.276805 + Penalty 1565.126289 = -93350.150516 nChanged 15 SP:Iteration 10Q (115.105149 sec): 3 clusters Score: Raw -94923.126230 + Penalty 1565.126289 = -93357.999941 nChanged 18 SP:Iteration 11Q (115.123146 sec): 3 clusters Score: Raw -94937.023842 + Penalty 1565.126289 = -93371.897553 nChanged 22 SP:Iteration 12Q (115.141207 sec): 3 clusters Score: Raw -94951.777876 + Penalty 1565.126289 = -93386.651587 nChanged 27 SP:Iteration 13Q (115.159210 sec): 3 clusters Score: Raw -94962.739419 + Penalty 1565.126289 = -93397.613129 nChanged 21 SP:Iteration 14Q (115.279749 sec): 3 clusters Score: Raw -94972.353767 + Penalty 1565.126289 = -93407.227478 nChanged 21 SP:Iteration 15Q (115.334983 sec): 3 clusters Score: Raw -94985.018767 + Penalty 1565.126289 = -93419.892477 nChanged 16 SP:Iteration 16Q (115.353309 sec): 3 clusters Score: Raw -94993.704377 + Penalty 1565.126289 = -93428.578088 nChanged 13 SP:Iteration 17Q (115.371399 sec): 3 clusters Score: Raw -95001.431752 + Penalty 1565.126289 = -93436.305463 nChanged 15 SP:Iteration 18Q (115.389477 sec): 3 clusters Score: Raw -95009.158848 + Penalty 1565.126289 = -93444.032559 nChanged 11 SP:Iteration 19Q (115.407471 sec): 3 clusters Score: Raw -95013.187363 + Penalty 1565.126289 = -93448.061074 nChanged 7 SP:Iteration 20F (115.425155 sec): 3 clusters Score: Raw -95015.744183 + Penalty 1565.126289 = -93450.617894 nChanged 10 SP:Iteration 21Q (115.443046 sec): 3 clusters Score: Raw -95020.826108 + Penalty 1565.126289 = -93455.699819 nChanged 8 SP:Iteration 22Q (115.461010 sec): 3 clusters Score: Raw -95024.213427 + Penalty 1565.126289 = -93459.087138 nChanged 7 SP:Iteration 23Q (115.478945 sec): 3 clusters Score: Raw -95025.306760 + Penalty 1565.126289 = -93460.180471 nChanged 3 SP:Iteration 24Q (115.496856 sec): 3 clusters Score: Raw -95026.997100 + Penalty 1565.126289 = -93461.870811 nChanged 1 SP:Iteration 25Q (115.514762 sec): 3 clusters Score: Raw -95027.145050 + Penalty 1565.126289 = -93462.018761 nChanged 0 SP:Iteration 26F (115.532392 sec): 3 clusters Score: Raw -95027.145050 + Penalty 1565.126289 = -93462.018761 nChanged 0 Trying to split cluster 3 (993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.563064 sec): 2 clusters Score: Raw -51541.101333 + Penalty 724.576720 = -50816.524614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.575298 sec): 3 clusters Score: Raw -51188.105458 + Penalty 1449.153439 = -49738.952018 nChanged 329 SP:Iteration 1F (115.586942 sec): 3 clusters Score: Raw -51530.700980 + Penalty 1449.153439 = -50081.547541 nChanged 97 SP:Iteration 2F (115.598718 sec): 3 clusters Score: Raw -51726.088728 + Penalty 1449.153439 = -50276.935288 nChanged 71 SP:Iteration 3F (115.610323 sec): 3 clusters Score: Raw -51900.323071 + Penalty 1449.153439 = -50451.169632 nChanged 53 SP:Iteration 4F (115.621875 sec): 3 clusters Score: Raw -51984.981058 + Penalty 1449.153439 = -50535.827619 nChanged 28 SP:Iteration 5Q (115.633518 sec): 3 clusters Score: Raw -52044.748987 + Penalty 1449.153439 = -50595.595548 nChanged 25 SP:Iteration 6Q (115.645043 sec): 3 clusters Score: Raw -52074.521627 + Penalty 1449.153439 = -50625.368188 nChanged 14 SP:Iteration 7Q (115.656550 sec): 3 clusters Score: Raw -52090.049651 + Penalty 1449.153439 = -50640.896211 nChanged 12 SP:Iteration 8Q (115.668118 sec): 3 clusters Score: Raw -52104.807044 + Penalty 1449.153439 = -50655.653605 nChanged 7 SP:Iteration 9Q (115.679593 sec): 3 clusters Score: Raw -52115.631279 + Penalty 1449.153439 = -50666.477840 nChanged 7 SP:Iteration 10Q (115.690995 sec): 3 clusters Score: Raw -52122.858706 + Penalty 1449.153439 = -50673.705266 nChanged 4 SP:Iteration 11Q (115.702395 sec): 3 clusters Score: Raw -52125.911449 + Penalty 1449.153439 = -50676.758010 nChanged 5 SP:Iteration 12Q (115.713809 sec): 3 clusters Score: Raw -52128.909413 + Penalty 1449.153439 = -50679.755974 nChanged 4 SP:Iteration 13Q (115.725299 sec): 3 clusters Score: Raw -52132.199843 + Penalty 1449.153439 = -50683.046403 nChanged 4 SP:Iteration 14Q (115.737767 sec): 3 clusters Score: Raw -52134.664388 + Penalty 1449.153439 = -50685.510948 nChanged 1 SP:Iteration 15Q (115.775947 sec): 3 clusters Score: Raw -52134.978428 + Penalty 1449.153439 = -50685.824989 nChanged 0 SP:Iteration 16F (115.861782 sec): 3 clusters Score: Raw -52134.978428 + Penalty 1449.153439 = -50685.824989 nChanged 0 Trying to split cluster 4 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.912904 sec): 2 clusters Score: Raw -49421.471531 + Penalty 717.128342 = -48704.343189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.924761 sec): 3 clusters Score: Raw -49086.104254 + Penalty 1434.256685 = -47651.847569 nChanged 318 SP:Iteration 1F (115.936802 sec): 3 clusters Score: Raw -49399.300293 + Penalty 1434.256685 = -47965.043608 nChanged 89 SP:Iteration 2F (115.949493 sec): 3 clusters Score: Raw -49593.559518 + Penalty 1434.256685 = -48159.302833 nChanged 87 SP:Iteration 3F (115.963294 sec): 3 clusters Score: Raw -49830.425084 + Penalty 1434.256685 = -48396.168400 nChanged 59 SP:Iteration 4F (115.975990 sec): 3 clusters Score: Raw -49994.222666 + Penalty 1434.256685 = -48559.965981 nChanged 39 SP:Iteration 5Q (115.988627 sec): 3 clusters Score: Raw -50086.182991 + Penalty 1434.256685 = -48651.926306 nChanged 27 SP:Iteration 6Q (116.001316 sec): 3 clusters Score: Raw -50132.974249 + Penalty 1434.256685 = -48698.717564 nChanged 10 SP:Iteration 7Q (116.013879 sec): 3 clusters Score: Raw -50142.381489 + Penalty 1434.256685 = -48708.124804 nChanged 8 SP:Iteration 8Q (116.026418 sec): 3 clusters Score: Raw -50152.267183 + Penalty 1434.256685 = -48718.010498 nChanged 6 SP:Iteration 9Q (116.038945 sec): 3 clusters Score: Raw -50159.354113 + Penalty 1434.256685 = -48725.097428 nChanged 5 SP:Iteration 10Q (116.051442 sec): 3 clusters Score: Raw -50163.650826 + Penalty 1434.256685 = -48729.394141 nChanged 3 SP:Iteration 11Q (116.064075 sec): 3 clusters Score: Raw -50167.188152 + Penalty 1434.256685 = -48732.931467 nChanged 4 SP:Iteration 12Q (116.076579 sec): 3 clusters Score: Raw -50172.148128 + Penalty 1434.256685 = -48737.891444 nChanged 4 SP:Iteration 13Q (116.089108 sec): 3 clusters Score: Raw -50175.519919 + Penalty 1434.256685 = -48741.263234 nChanged 2 SP:Iteration 14Q (116.101574 sec): 3 clusters Score: Raw -50176.945169 + Penalty 1434.256685 = -48742.688484 nChanged 1 SP:Iteration 15Q (116.113984 sec): 3 clusters Score: Raw -50177.508015 + Penalty 1434.256685 = -48743.251330 nChanged 0 SP:Iteration 16F (116.126705 sec): 3 clusters Score: Raw -50177.508015 + Penalty 1434.256685 = -48743.251330 nChanged 0 Score: Raw -1016148.998472 + Penalty 15644.165681 = -1000504.832791 Splitting cluster 4 changes total score from -1000791.740686 to -1000504.832791 So it's not getting split. Trying to split cluster 5 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.563078 sec): 2 clusters Score: Raw -31551.164186 + Penalty 713.431591 = -30837.732595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.574580 sec): 3 clusters Score: Raw -31207.048802 + Penalty 1426.863182 = -29780.185620 nChanged 299 SP:Iteration 1F (116.585479 sec): 3 clusters Score: Raw -31527.710735 + Penalty 1426.863182 = -30100.847553 nChanged 108 SP:Iteration 2F (116.596287 sec): 3 clusters Score: Raw -31875.089230 + Penalty 1426.863182 = -30448.226048 nChanged 81 SP:Iteration 3F (116.607106 sec): 3 clusters Score: Raw -32091.950468 + Penalty 1426.863182 = -30665.087286 nChanged 61 SP:Iteration 4F (116.617947 sec): 3 clusters Score: Raw -32182.040997 + Penalty 1426.863182 = -30755.177815 nChanged 37 SP:Iteration 5Q (116.628875 sec): 3 clusters Score: Raw -32231.032727 + Penalty 1426.863182 = -30804.169545 nChanged 29 SP:Iteration 6Q (116.639731 sec): 3 clusters Score: Raw -32272.682562 + Penalty 1426.863182 = -30845.819380 nChanged 25 SP:Iteration 7Q (116.650549 sec): 3 clusters Score: Raw -32312.080070 + Penalty 1426.863182 = -30885.216888 nChanged 19 SP:Iteration 8Q (116.661290 sec): 3 clusters Score: Raw -32342.925733 + Penalty 1426.863182 = -30916.062551 nChanged 14 SP:Iteration 9Q (116.672003 sec): 3 clusters Score: Raw -32364.369958 + Penalty 1426.863182 = -30937.506776 nChanged 16 SP:Iteration 10Q (116.682734 sec): 3 clusters Score: Raw -32388.296156 + Penalty 1426.863182 = -30961.432974 nChanged 14 SP:Iteration 11Q (116.766165 sec): 3 clusters Score: Raw -32412.204935 + Penalty 1426.863182 = -30985.341753 nChanged 8 SP:Iteration 12Q (116.778957 sec): 3 clusters Score: Raw -32427.169963 + Penalty 1426.863182 = -31000.306781 nChanged 8 SP:Iteration 13Q (116.791479 sec): 3 clusters Score: Raw -32451.598703 + Penalty 1426.863182 = -31024.735521 nChanged 13 SP:Iteration 14Q (116.803904 sec): 3 clusters Score: Raw -32475.024714 + Penalty 1426.863182 = -31048.161532 nChanged 13 SP:Iteration 15Q (116.816296 sec): 3 clusters Score: Raw -32497.625430 + Penalty 1426.863182 = -31070.762248 nChanged 7 SP:Iteration 16Q (116.828720 sec): 3 clusters Score: Raw -32506.046926 + Penalty 1426.863182 = -31079.183744 nChanged 6 SP:Iteration 17Q (116.841199 sec): 3 clusters Score: Raw -32511.856170 + Penalty 1426.863182 = -31084.992988 nChanged 7 SP:Iteration 18Q (116.853586 sec): 3 clusters Score: Raw -32518.335775 + Penalty 1426.863182 = -31091.472593 nChanged 3 SP:Iteration 19Q (116.866496 sec): 3 clusters Score: Raw -32519.962379 + Penalty 1426.863182 = -31093.099197 nChanged 0 SP:Iteration 20F (116.879375 sec): 3 clusters Score: Raw -32519.962379 + Penalty 1426.863182 = -31093.099197 nChanged 0 Score: Raw -1016361.760181 + Penalty 15644.165681 = -1000717.594500 Splitting cluster 5 changes total score from -1000791.740686 to -1000717.594500 So it's not getting split. Trying to split cluster 6 (917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.317339 sec): 2 clusters Score: Raw -52525.166728 + Penalty 716.216285 = -51808.950444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.328892 sec): 3 clusters Score: Raw -52158.195354 + Penalty 1432.432569 = -50725.762785 nChanged 291 SP:Iteration 1F (117.339888 sec): 3 clusters Score: Raw -52376.649716 + Penalty 1432.432569 = -50944.217147 nChanged 80 SP:Iteration 2F (117.350902 sec): 3 clusters Score: Raw -52452.046318 + Penalty 1432.432569 = -51019.613749 nChanged 49 SP:Iteration 3F (117.361909 sec): 3 clusters Score: Raw -52492.633386 + Penalty 1432.432569 = -51060.200817 nChanged 31 SP:Iteration 4Q (117.373045 sec): 3 clusters Score: Raw -52519.055126 + Penalty 1432.432569 = -51086.622557 nChanged 23 SP:Iteration 5Q (117.384128 sec): 3 clusters Score: Raw -52539.611921 + Penalty 1432.432569 = -51107.179352 nChanged 16 SP:Iteration 6Q (117.395277 sec): 3 clusters Score: Raw -52552.820029 + Penalty 1432.432569 = -51120.387460 nChanged 11 SP:Iteration 7Q (117.406431 sec): 3 clusters Score: Raw -52559.890414 + Penalty 1432.432569 = -51127.457845 nChanged 6 SP:Iteration 8Q (117.417633 sec): 3 clusters Score: Raw -52565.329595 + Penalty 1432.432569 = -51132.897026 nChanged 7 SP:Iteration 9Q (117.428726 sec): 3 clusters Score: Raw -52572.018289 + Penalty 1432.432569 = -51139.585719 nChanged 9 SP:Iteration 10Q (117.439817 sec): 3 clusters Score: Raw -52578.447634 + Penalty 1432.432569 = -51146.015065 nChanged 4 SP:Iteration 11Q (117.451322 sec): 3 clusters Score: Raw -52580.557507 + Penalty 1432.432569 = -51148.124938 nChanged 2 SP:Iteration 12Q (117.462661 sec): 3 clusters Score: Raw -52582.153453 + Penalty 1432.432569 = -51149.720884 nChanged 2 SP:Iteration 13Q (117.473834 sec): 3 clusters Score: Raw -52583.026285 + Penalty 1432.432569 = -51150.593716 nChanged 2 SP:Iteration 14Q (117.484975 sec): 3 clusters Score: Raw -52585.139171 + Penalty 1432.432569 = -51152.706602 nChanged 5 SP:Iteration 15Q (117.496040 sec): 3 clusters Score: Raw -52588.818642 + Penalty 1432.432569 = -51156.386073 nChanged 8 SP:Iteration 16Q (117.507170 sec): 3 clusters Score: Raw -52594.278010 + Penalty 1432.432569 = -51161.845440 nChanged 7 SP:Iteration 17Q (117.518279 sec): 3 clusters Score: Raw -52599.990082 + Penalty 1432.432569 = -51167.557513 nChanged 8 SP:Iteration 18Q (117.529350 sec): 3 clusters Score: Raw -52607.508496 + Penalty 1432.432569 = -51175.075927 nChanged 11 SP:Iteration 19Q (117.573174 sec): 3 clusters Score: Raw -52614.498511 + Penalty 1432.432569 = -51182.065942 nChanged 3 SP:Iteration 20F (117.584169 sec): 3 clusters Score: Raw -52617.474426 + Penalty 1432.432569 = -51185.041857 nChanged 6 SP:Iteration 21Q (117.595187 sec): 3 clusters Score: Raw -52620.697301 + Penalty 1432.432569 = -51188.264732 nChanged 4 SP:Iteration 22Q (117.606345 sec): 3 clusters Score: Raw -52622.914903 + Penalty 1432.432569 = -51190.482334 nChanged 2 SP:Iteration 23Q (117.618273 sec): 3 clusters Score: Raw -52623.448402 + Penalty 1432.432569 = -51191.015833 nChanged 2 SP:Iteration 24Q (117.631263 sec): 3 clusters Score: Raw -52625.271262 + Penalty 1432.432569 = -51192.838692 nChanged 4 SP:Iteration 25Q (117.644142 sec): 3 clusters Score: Raw -52627.432781 + Penalty 1432.432569 = -51195.000212 nChanged 1 SP:Iteration 26Q (117.657101 sec): 3 clusters Score: Raw -52628.126837 + Penalty 1432.432569 = -51195.694268 nChanged 0 SP:Iteration 27F (117.669883 sec): 3 clusters Score: Raw -52628.126837 + Penalty 1432.432569 = -51195.694268 nChanged 0 Trying to split cluster 7 (1337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.708210 sec): 2 clusters Score: Raw -55475.270134 + Penalty 755.809276 = -54719.460858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.726313 sec): 3 clusters Score: Raw -54915.241498 + Penalty 1511.618551 = -53403.622947 nChanged 497 SP:Iteration 1F (117.743554 sec): 3 clusters Score: Raw -55386.765581 + Penalty 1511.618551 = -53875.147030 nChanged 155 SP:Iteration 2F (117.760754 sec): 3 clusters Score: Raw -55648.683648 + Penalty 1511.618551 = -54137.065096 nChanged 125 SP:Iteration 3F (117.777970 sec): 3 clusters Score: Raw -55871.077733 + Penalty 1511.618551 = -54359.459182 nChanged 103 SP:Iteration 4F (117.795166 sec): 3 clusters Score: Raw -56010.966231 + Penalty 1511.618551 = -54499.347680 nChanged 65 SP:Iteration 5Q (117.812246 sec): 3 clusters Score: Raw -56084.063006 + Penalty 1511.618551 = -54572.444454 nChanged 44 SP:Iteration 6Q (117.827000 sec): 3 clusters Score: Raw -56124.202912 + Penalty 1511.618551 = -54612.584361 nChanged 26 SP:Iteration 7Q (117.842727 sec): 3 clusters Score: Raw -56149.015069 + Penalty 1511.618551 = -54637.396518 nChanged 27 SP:Iteration 8Q (117.857330 sec): 3 clusters Score: Raw -56182.261589 + Penalty 1511.618551 = -54670.643038 nChanged 15 SP:Iteration 9Q (117.872224 sec): 3 clusters Score: Raw -56196.206576 + Penalty 1511.618551 = -54684.588025 nChanged 11 SP:Iteration 10Q (117.886779 sec): 3 clusters Score: Raw -56204.454084 + Penalty 1511.618551 = -54692.835532 nChanged 8 SP:Iteration 11Q (117.901254 sec): 3 clusters Score: Raw -56209.712277 + Penalty 1511.618551 = -54698.093726 nChanged 8 SP:Iteration 12Q (117.915676 sec): 3 clusters Score: Raw -56214.712060 + Penalty 1511.618551 = -54703.093509 nChanged 4 SP:Iteration 13Q (117.930174 sec): 3 clusters Score: Raw -56218.414573 + Penalty 1511.618551 = -54706.796022 nChanged 6 SP:Iteration 14Q (117.944789 sec): 3 clusters Score: Raw -56221.497018 + Penalty 1511.618551 = -54709.878467 nChanged 4 SP:Iteration 15Q (117.959204 sec): 3 clusters Score: Raw -56224.457813 + Penalty 1511.618551 = -54712.839262 nChanged 3 SP:Iteration 16Q (117.973695 sec): 3 clusters Score: Raw -56225.511459 + Penalty 1511.618551 = -54713.892908 nChanged 1 SP:Iteration 17Q (117.988100 sec): 3 clusters Score: Raw -56225.662446 + Penalty 1511.618551 = -54714.043895 nChanged 0 SP:Iteration 18F (118.002770 sec): 3 clusters Score: Raw -56225.662446 + Penalty 1511.618551 = -54714.043895 nChanged 0 Trying to split cluster 8 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.024409 sec): 2 clusters Score: Raw -34779.891367 + Penalty 675.963923 = -34103.927444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.136459 sec): 3 clusters Score: Raw -34554.351657 + Penalty 1351.927846 = -33202.423811 nChanged 174 SP:Iteration 1F (118.248852 sec): 3 clusters Score: Raw -34706.061294 + Penalty 1351.927846 = -33354.133447 nChanged 48 SP:Iteration 2F (118.340756 sec): 3 clusters Score: Raw -34765.714858 + Penalty 1351.927846 = -33413.787011 nChanged 24 SP:Iteration 3Q (118.452921 sec): 3 clusters Score: Raw -34793.262569 + Penalty 1351.927846 = -33441.334723 nChanged 22 SP:Iteration 4Q (118.545999 sec): 3 clusters Score: Raw -34816.802780 + Penalty 1351.927846 = -33464.874934 nChanged 12 SP:Iteration 5Q (118.655718 sec): 3 clusters Score: Raw -34825.062473 + Penalty 1351.927846 = -33473.134626 nChanged 9 SP:Iteration 6Q (118.768110 sec): 3 clusters Score: Raw -34832.962950 + Penalty 1351.927846 = -33481.035103 nChanged 5 SP:Iteration 7Q (118.880868 sec): 3 clusters Score: Raw -34837.768140 + Penalty 1351.927846 = -33485.840293 nChanged 4 SP:Iteration 8Q (118.928248 sec): 3 clusters Score: Raw -34842.225331 + Penalty 1351.927846 = -33490.297485 nChanged 6 SP:Iteration 9Q (118.937734 sec): 3 clusters Score: Raw -34847.607029 + Penalty 1351.927846 = -33495.679183 nChanged 5 SP:Iteration 10Q (118.946404 sec): 3 clusters Score: Raw -34849.593563 + Penalty 1351.927846 = -33497.665717 nChanged 3 SP:Iteration 11Q (118.955024 sec): 3 clusters Score: Raw -34850.474328 + Penalty 1351.927846 = -33498.546481 nChanged 1 SP:Iteration 12Q (118.963647 sec): 3 clusters Score: Raw -34850.986483 + Penalty 1351.927846 = -33499.058637 nChanged 1 SP:Iteration 13Q (118.972266 sec): 3 clusters Score: Raw -34853.682832 + Penalty 1351.927846 = -33501.754986 nChanged 1 SP:Iteration 14Q (118.980884 sec): 3 clusters Score: Raw -34854.670063 + Penalty 1351.927846 = -33502.742216 nChanged 0 SP:Iteration 15F (118.989365 sec): 3 clusters Score: Raw -34854.670063 + Penalty 1351.927846 = -33502.742216 nChanged 0 Trying to split cluster 9 (1871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.023031 sec): 2 clusters Score: Raw -86584.508748 + Penalty 791.093974 = -85793.414773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.044057 sec): 3 clusters Score: Raw -85702.563452 + Penalty 1582.187949 = -84120.375503 nChanged 691 SP:Iteration 1F (119.063299 sec): 3 clusters Score: Raw -86173.787080 + Penalty 1582.187949 = -84591.599131 nChanged 171 SP:Iteration 2F (119.084270 sec): 3 clusters Score: Raw -86318.182363 + Penalty 1582.187949 = -84735.994414 nChanged 134 SP:Iteration 3F (119.103848 sec): 3 clusters Score: Raw -86438.334882 + Penalty 1582.187949 = -84856.146934 nChanged 108 SP:Iteration 4F (119.122922 sec): 3 clusters Score: Raw -86542.336565 + Penalty 1582.187949 = -84960.148616 nChanged 96 SP:Iteration 5F (119.141984 sec): 3 clusters Score: Raw -86636.475286 + Penalty 1582.187949 = -85054.287337 nChanged 84 SP:Iteration 6Q (119.161321 sec): 3 clusters Score: Raw -86720.468650 + Penalty 1582.187949 = -85138.280702 nChanged 72 SP:Iteration 7Q (119.180779 sec): 3 clusters Score: Raw -86784.143354 + Penalty 1582.187949 = -85201.955406 nChanged 67 SP:Iteration 8Q (119.200082 sec): 3 clusters Score: Raw -86841.643924 + Penalty 1582.187949 = -85259.455975 nChanged 44 SP:Iteration 9Q (119.219328 sec): 3 clusters Score: Raw -86862.358602 + Penalty 1582.187949 = -85280.170653 nChanged 24 SP:Iteration 10Q (119.238751 sec): 3 clusters Score: Raw -86874.654827 + Penalty 1582.187949 = -85292.466878 nChanged 21 SP:Iteration 11Q (119.258357 sec): 3 clusters Score: Raw -86887.057077 + Penalty 1582.187949 = -85304.869128 nChanged 18 SP:Iteration 12Q (119.277652 sec): 3 clusters Score: Raw -86902.172501 + Penalty 1582.187949 = -85319.984553 nChanged 16 SP:Iteration 13Q (119.296691 sec): 3 clusters Score: Raw -86908.083637 + Penalty 1582.187949 = -85325.895689 nChanged 9 SP:Iteration 14Q (119.315745 sec): 3 clusters Score: Raw -86909.992530 + Penalty 1582.187949 = -85327.804582 nChanged 3 SP:Iteration 15Q (119.402744 sec): 3 clusters Score: Raw -86911.069321 + Penalty 1582.187949 = -85328.881373 nChanged 4 SP:Iteration 16Q (119.422469 sec): 3 clusters Score: Raw -86912.362096 + Penalty 1582.187949 = -85330.174148 nChanged 3 SP:Iteration 17Q (119.441731 sec): 3 clusters Score: Raw -86913.079793 + Penalty 1582.187949 = -85330.891844 nChanged 6 SP:Iteration 18Q (119.461158 sec): 3 clusters Score: Raw -86915.719585 + Penalty 1582.187949 = -85333.531637 nChanged 7 SP:Iteration 19Q (119.480324 sec): 3 clusters Score: Raw -86920.408958 + Penalty 1582.187949 = -85338.221010 nChanged 7 SP:Iteration 20F (119.499301 sec): 3 clusters Score: Raw -86925.370983 + Penalty 1582.187949 = -85343.183035 nChanged 11 SP:Iteration 21Q (119.518539 sec): 3 clusters Score: Raw -86933.027956 + Penalty 1582.187949 = -85350.840007 nChanged 16 SP:Iteration 22Q (119.537752 sec): 3 clusters Score: Raw -86939.818955 + Penalty 1582.187949 = -85357.631007 nChanged 6 SP:Iteration 23Q (119.556900 sec): 3 clusters Score: Raw -86941.963223 + Penalty 1582.187949 = -85359.775275 nChanged 7 SP:Iteration 24Q (119.576580 sec): 3 clusters Score: Raw -86947.555589 + Penalty 1582.187949 = -85365.367641 nChanged 8 SP:Iteration 25Q (119.596000 sec): 3 clusters Score: Raw -86952.367062 + Penalty 1582.187949 = -85370.179114 nChanged 7 SP:Iteration 26Q (119.614995 sec): 3 clusters Score: Raw -86955.049253 + Penalty 1582.187949 = -85372.861305 nChanged 5 SP:Iteration 27Q (119.633895 sec): 3 clusters Score: Raw -86956.613525 + Penalty 1582.187949 = -85374.425576 nChanged 4 SP:Iteration 28Q (119.652878 sec): 3 clusters Score: Raw -86957.884913 + Penalty 1582.187949 = -85375.696965 nChanged 2 SP:Iteration 29Q (119.671843 sec): 3 clusters Score: Raw -86958.839284 + Penalty 1582.187949 = -85376.651336 nChanged 6 SP:Iteration 30Q (119.690792 sec): 3 clusters Score: Raw -86961.060474 + Penalty 1582.187949 = -85378.872526 nChanged 3 SP:Iteration 31Q (119.709721 sec): 3 clusters Score: Raw -86961.687680 + Penalty 1582.187949 = -85379.499732 nChanged 3 SP:Iteration 32Q (119.728720 sec): 3 clusters Score: Raw -86963.730806 + Penalty 1582.187949 = -85381.542858 nChanged 6 SP:Iteration 33Q (119.748154 sec): 3 clusters Score: Raw -86965.353316 + Penalty 1582.187949 = -85383.165368 nChanged 2 SP:Iteration 34Q (119.767408 sec): 3 clusters Score: Raw -86965.894629 + Penalty 1582.187949 = -85383.706680 nChanged 1 SP:Iteration 35Q (119.786528 sec): 3 clusters Score: Raw -86966.058161 + Penalty 1582.187949 = -85383.870212 nChanged 1 SP:Iteration 36Q (119.805460 sec): 3 clusters Score: Raw -86966.169876 + Penalty 1582.187949 = -85383.981927 nChanged 0 SP:Iteration 37F (119.824234 sec): 3 clusters Score: Raw -86966.169876 + Penalty 1582.187949 = -85383.981927 nChanged 0 Trying to split cluster 10 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.855198 sec): 2 clusters Score: Raw -52232.603922 + Penalty 720.479691 = -51512.124232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.867108 sec): 3 clusters Score: Raw -51883.609167 + Penalty 1440.959382 = -50442.649786 nChanged 333 SP:Iteration 1F (119.878400 sec): 3 clusters Score: Raw -52196.480285 + Penalty 1440.959382 = -50755.520903 nChanged 83 SP:Iteration 2F (119.889691 sec): 3 clusters Score: Raw -52297.269594 + Penalty 1440.959382 = -50856.310212 nChanged 52 SP:Iteration 3F (119.901125 sec): 3 clusters Score: Raw -52352.095322 + Penalty 1440.959382 = -50911.135940 nChanged 42 SP:Iteration 4Q (119.913145 sec): 3 clusters Score: Raw -52383.914172 + Penalty 1440.959382 = -50942.954791 nChanged 37 SP:Iteration 5Q (119.924864 sec): 3 clusters Score: Raw -52417.510420 + Penalty 1440.959382 = -50976.551038 nChanged 23 SP:Iteration 6Q (119.936318 sec): 3 clusters Score: Raw -52445.067806 + Penalty 1440.959382 = -51004.108425 nChanged 23 SP:Iteration 7Q (120.048342 sec): 3 clusters Score: Raw -52465.951955 + Penalty 1440.959382 = -51024.992573 nChanged 23 SP:Iteration 8Q (120.060465 sec): 3 clusters Score: Raw -52488.040383 + Penalty 1440.959382 = -51047.081001 nChanged 13 SP:Iteration 9Q (120.072261 sec): 3 clusters Score: Raw -52498.363198 + Penalty 1440.959382 = -51057.403816 nChanged 12 SP:Iteration 10Q (120.083644 sec): 3 clusters Score: Raw -52509.868981 + Penalty 1440.959382 = -51068.909599 nChanged 9 SP:Iteration 11Q (120.094781 sec): 3 clusters Score: Raw -52515.161557 + Penalty 1440.959382 = -51074.202175 nChanged 6 SP:Iteration 12Q (120.106233 sec): 3 clusters Score: Raw -52520.160032 + Penalty 1440.959382 = -51079.200650 nChanged 9 SP:Iteration 13Q (120.117995 sec): 3 clusters Score: Raw -52525.723232 + Penalty 1440.959382 = -51084.763850 nChanged 6 SP:Iteration 14Q (120.129281 sec): 3 clusters Score: Raw -52534.654597 + Penalty 1440.959382 = -51093.695216 nChanged 2 SP:Iteration 15Q (120.140817 sec): 3 clusters Score: Raw -52537.384366 + Penalty 1440.959382 = -51096.424984 nChanged 1 SP:Iteration 16Q (120.152078 sec): 3 clusters Score: Raw -52537.701217 + Penalty 1440.959382 = -51096.741836 nChanged 1 SP:Iteration 17Q (120.163366 sec): 3 clusters Score: Raw -52538.962668 + Penalty 1440.959382 = -51098.003286 nChanged 4 SP:Iteration 18Q (120.174619 sec): 3 clusters Score: Raw -52543.365817 + Penalty 1440.959382 = -51102.406435 nChanged 5 SP:Iteration 19Q (120.185896 sec): 3 clusters Score: Raw -52548.097306 + Penalty 1440.959382 = -51107.137924 nChanged 6 SP:Iteration 20F (120.197212 sec): 3 clusters Score: Raw -52552.542749 + Penalty 1440.959382 = -51111.583368 nChanged 10 SP:Iteration 21Q (120.208503 sec): 3 clusters Score: Raw -52560.759206 + Penalty 1440.959382 = -51119.799824 nChanged 5 SP:Iteration 22Q (120.305593 sec): 3 clusters Score: Raw -52568.916192 + Penalty 1440.959382 = -51127.956810 nChanged 6 SP:Iteration 23Q (120.422550 sec): 3 clusters Score: Raw -52572.870550 + Penalty 1440.959382 = -51131.911168 nChanged 2 SP:Iteration 24Q (120.456775 sec): 3 clusters Score: Raw -52574.013342 + Penalty 1440.959382 = -51133.053960 nChanged 2 SP:Iteration 25Q (120.468168 sec): 3 clusters Score: Raw -52577.036474 + Penalty 1440.959382 = -51136.077093 nChanged 1 SP:Iteration 26Q (120.479441 sec): 3 clusters Score: Raw -52577.565421 + Penalty 1440.959382 = -51136.606039 nChanged 1 SP:Iteration 27Q (120.490919 sec): 3 clusters Score: Raw -52578.485273 + Penalty 1440.959382 = -51137.525891 nChanged 2 SP:Iteration 28Q (120.502996 sec): 3 clusters Score: Raw -52580.471434 + Penalty 1440.959382 = -51139.512052 nChanged 0 SP:Iteration 29F (120.515023 sec): 3 clusters Score: Raw -52580.471434 + Penalty 1440.959382 = -51139.512052 nChanged 0 Trying to split cluster 11 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.536439 sec): 2 clusters Score: Raw -8294.539685 + Penalty 583.466946 = -7711.072739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.542554 sec): 3 clusters Score: Raw -8354.343034 + Penalty 1166.933893 = -7187.409141 nChanged 59 SP:Iteration 1F (120.548494 sec): 3 clusters Score: Raw -8507.413362 + Penalty 1166.933893 = -7340.479469 nChanged 18 SP:Iteration 2F (120.554662 sec): 3 clusters Score: Raw -8581.693939 + Penalty 1166.933893 = -7414.760046 nChanged 21 SP:Iteration 3F (120.560530 sec): 3 clusters Score: Raw -8672.154678 + Penalty 1166.933893 = -7505.220785 nChanged 7 SP:Iteration 4Q (120.566374 sec): 3 clusters Score: Raw -8697.389246 + Penalty 1166.933893 = -7530.455353 nChanged 4 SP:Iteration 5Q (120.572200 sec): 3 clusters Score: Raw -8735.137594 + Penalty 1166.933893 = -7568.203701 nChanged 4 SP:Iteration 6Q (120.578030 sec): 3 clusters Score: Raw -8752.542484 + Penalty 1166.933893 = -7585.608591 nChanged 0 SP:Iteration 7F (120.583881 sec): 3 clusters Score: Raw -8752.542484 + Penalty 1166.933893 = -7585.608591 nChanged 0 Trying to split cluster 12 (5858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.632203 sec): 2 clusters Score: Raw -336100.621037 + Penalty 910.934170 = -335189.686866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.689967 sec): 3 clusters Score: Raw -332777.013282 + Penalty 1821.868341 = -330955.144941 nChanged 2551 SP:Iteration 1F (120.739674 sec): 3 clusters Score: Raw -334264.949630 + Penalty 1821.868341 = -332443.081289 nChanged 473 SP:Iteration 2F (120.784438 sec): 3 clusters Score: Raw -334556.306011 + Penalty 1821.868341 = -332734.437670 nChanged 369 SP:Iteration 3F (120.829065 sec): 3 clusters Score: Raw -334781.466162 + Penalty 1821.868341 = -332959.597821 nChanged 308 SP:Iteration 4F (120.873941 sec): 3 clusters Score: Raw -334958.332779 + Penalty 1821.868341 = -333136.464439 nChanged 255 SP:Iteration 5Q (120.921391 sec): 3 clusters Score: Raw -335100.123756 + Penalty 1821.868341 = -333278.255415 nChanged 227 SP:Iteration 6Q (120.968576 sec): 3 clusters Score: Raw -335224.461776 + Penalty 1821.868341 = -333402.593435 nChanged 201 SP:Iteration 7Q (121.018092 sec): 3 clusters Score: Raw -335360.517708 + Penalty 1821.868341 = -333538.649367 nChanged 214 SP:Iteration 8Q (121.065194 sec): 3 clusters Score: Raw -335497.761746 + Penalty 1821.868341 = -333675.893405 nChanged 174 SP:Iteration 9Q (121.112085 sec): 3 clusters Score: Raw -335597.852432 + Penalty 1821.868341 = -333775.984091 nChanged 152 SP:Iteration 10Q (121.159321 sec): 3 clusters Score: Raw -335688.763342 + Penalty 1821.868341 = -333866.895002 nChanged 139 SP:Iteration 11Q (121.206382 sec): 3 clusters Score: Raw -335787.277766 + Penalty 1821.868341 = -333965.409425 nChanged 108 SP:Iteration 12Q (121.253278 sec): 3 clusters Score: Raw -335876.902447 + Penalty 1821.868341 = -334055.034107 nChanged 107 SP:Iteration 13Q (121.298507 sec): 3 clusters Score: Raw -335952.058832 + Penalty 1821.868341 = -334130.190492 nChanged 82 SP:Iteration 14Q (121.343511 sec): 3 clusters Score: Raw -336009.235096 + Penalty 1821.868341 = -334187.366755 nChanged 72 SP:Iteration 15Q (121.388311 sec): 3 clusters Score: Raw -336056.453806 + Penalty 1821.868341 = -334234.585465 nChanged 52 SP:Iteration 16Q (121.433657 sec): 3 clusters Score: Raw -336084.369656 + Penalty 1821.868341 = -334262.501315 nChanged 39 SP:Iteration 17Q (121.479344 sec): 3 clusters Score: Raw -336109.450346 + Penalty 1821.868341 = -334287.582005 nChanged 33 SP:Iteration 18Q (121.524672 sec): 3 clusters Score: Raw -336130.288125 + Penalty 1821.868341 = -334308.419784 nChanged 32 SP:Iteration 19Q (121.570621 sec): 3 clusters Score: Raw -336151.358865 + Penalty 1821.868341 = -334329.490524 nChanged 21 SP:Iteration 20F (121.623956 sec): 3 clusters Score: Raw -336169.830080 + Penalty 1821.868341 = -334347.961739 nChanged 32 SP:Iteration 21Q (121.682266 sec): 3 clusters Score: Raw -336196.288480 + Penalty 1821.868341 = -334374.420139 nChanged 25 SP:Iteration 22Q (121.739496 sec): 3 clusters Score: Raw -336215.287984 + Penalty 1821.868341 = -334393.419643 nChanged 20 SP:Iteration 23Q (121.789087 sec): 3 clusters Score: Raw -336228.533204 + Penalty 1821.868341 = -334406.664864 nChanged 11 SP:Iteration 24Q (121.834754 sec): 3 clusters Score: Raw -336233.265338 + Penalty 1821.868341 = -334411.396998 nChanged 3 SP:Iteration 25Q (121.880384 sec): 3 clusters Score: Raw -336234.944965 + Penalty 1821.868341 = -334413.076625 nChanged 2 SP:Iteration 26Q (121.925928 sec): 3 clusters Score: Raw -336235.977930 + Penalty 1821.868341 = -334414.109589 nChanged 2 SP:Iteration 27Q (121.973311 sec): 3 clusters Score: Raw -336237.309943 + Penalty 1821.868341 = -334415.441602 nChanged 4 SP:Iteration 28Q (122.020761 sec): 3 clusters Score: Raw -336239.090739 + Penalty 1821.868341 = -334417.222398 nChanged 6 SP:Iteration 29Q (122.069816 sec): 3 clusters Score: Raw -336240.942008 + Penalty 1821.868341 = -334419.073667 nChanged 6 SP:Iteration 30Q (122.183928 sec): 3 clusters Score: Raw -336243.300066 + Penalty 1821.868341 = -334421.431726 nChanged 4 SP:Iteration 31Q (122.228212 sec): 3 clusters Score: Raw -336246.094977 + Penalty 1821.868341 = -334424.226637 nChanged 8 SP:Iteration 32Q (122.275924 sec): 3 clusters Score: Raw -336252.044652 + Penalty 1821.868341 = -334430.176311 nChanged 3 SP:Iteration 33Q (122.325557 sec): 3 clusters Score: Raw -336254.074890 + Penalty 1821.868341 = -334432.206549 nChanged 3 SP:Iteration 34Q (122.375110 sec): 3 clusters Score: Raw -336255.284060 + Penalty 1821.868341 = -334433.415719 nChanged 5 SP:Iteration 35Q (122.424029 sec): 3 clusters Score: Raw -336257.238968 + Penalty 1821.868341 = -334435.370627 nChanged 1 SP:Iteration 36Q (122.468511 sec): 3 clusters Score: Raw -336257.593699 + Penalty 1821.868341 = -334435.725358 nChanged 2 SP:Iteration 37Q (122.510780 sec): 3 clusters Score: Raw -336258.179868 + Penalty 1821.868341 = -334436.311527 nChanged 2 SP:Iteration 38Q (122.552986 sec): 3 clusters Score: Raw -336258.759543 + Penalty 1821.868341 = -334436.891202 nChanged 0 SP:Iteration 39F (122.597233 sec): 3 clusters Score: Raw -336258.759543 + Penalty 1821.868341 = -334436.891202 nChanged 0 Trying to split cluster 13 (1056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (122.633190 sec): 2 clusters Score: Raw -47025.620169 + Penalty 731.035564 = -46294.584606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (122.646268 sec): 3 clusters Score: Raw -46630.155442 + Penalty 1462.071127 = -45168.084314 nChanged 332 SP:Iteration 1F (122.658562 sec): 3 clusters Score: Raw -46876.673760 + Penalty 1462.071127 = -45414.602632 nChanged 80 SP:Iteration 2F (122.671007 sec): 3 clusters Score: Raw -46951.409574 + Penalty 1462.071127 = -45489.338446 nChanged 50 SP:Iteration 3Q (122.683561 sec): 3 clusters Score: Raw -47002.085815 + Penalty 1462.071127 = -45540.014687 nChanged 38 SP:Iteration 4Q (122.695986 sec): 3 clusters Score: Raw -47048.108845 + Penalty 1462.071127 = -45586.037717 nChanged 34 SP:Iteration 5Q (122.708927 sec): 3 clusters Score: Raw -47075.601555 + Penalty 1462.071127 = -45613.530428 nChanged 22 SP:Iteration 6Q (122.721340 sec): 3 clusters Score: Raw -47092.466056 + Penalty 1462.071127 = -45630.394929 nChanged 19 SP:Iteration 7Q (122.733560 sec): 3 clusters Score: Raw -47106.476437 + Penalty 1462.071127 = -45644.405310 nChanged 15 SP:Iteration 8Q (122.746339 sec): 3 clusters Score: Raw -47117.825838 + Penalty 1462.071127 = -45655.754711 nChanged 14 SP:Iteration 9Q (122.759108 sec): 3 clusters Score: Raw -47126.939758 + Penalty 1462.071127 = -45664.868630 nChanged 9 SP:Iteration 10Q (122.775618 sec): 3 clusters Score: Raw -47137.351284 + Penalty 1462.071127 = -45675.280157 nChanged 8 SP:Iteration 11Q (122.788286 sec): 3 clusters Score: Raw -47143.235055 + Penalty 1462.071127 = -45681.163927 nChanged 5 SP:Iteration 12Q (122.801086 sec): 3 clusters Score: Raw -47147.748342 + Penalty 1462.071127 = -45685.677215 nChanged 6 SP:Iteration 13Q (122.813733 sec): 3 clusters Score: Raw -47154.900484 + Penalty 1462.071127 = -45692.829357 nChanged 13 SP:Iteration 14Q (122.826368 sec): 3 clusters Score: Raw -47165.744563 + Penalty 1462.071127 = -45703.673436 nChanged 10 SP:Iteration 15Q (122.839055 sec): 3 clusters Score: Raw -47172.520449 + Penalty 1462.071127 = -45710.449322 nChanged 10 SP:Iteration 16Q (122.851714 sec): 3 clusters Score: Raw -47181.226208 + Penalty 1462.071127 = -45719.155080 nChanged 14 SP:Iteration 17Q (122.864478 sec): 3 clusters Score: Raw -47188.734694 + Penalty 1462.071127 = -45726.663566 nChanged 11 SP:Iteration 18Q (122.877105 sec): 3 clusters Score: Raw -47196.570243 + Penalty 1462.071127 = -45734.499115 nChanged 8 SP:Iteration 19Q (122.889787 sec): 3 clusters Score: Raw -47200.313469 + Penalty 1462.071127 = -45738.242342 nChanged 5 SP:Iteration 20F (123.015038 sec): 3 clusters Score: Raw -47202.596203 + Penalty 1462.071127 = -45740.525076 nChanged 4 SP:Iteration 21Q (123.046163 sec): 3 clusters Score: Raw -47204.480867 + Penalty 1462.071127 = -45742.409739 nChanged 1 SP:Iteration 22Q (123.058659 sec): 3 clusters Score: Raw -47205.858540 + Penalty 1462.071127 = -45743.787413 nChanged 4 SP:Iteration 23Q (123.070964 sec): 3 clusters Score: Raw -47207.131458 + Penalty 1462.071127 = -45745.060330 nChanged 1 SP:Iteration 24Q (123.083326 sec): 3 clusters Score: Raw -47207.220240 + Penalty 1462.071127 = -45745.149112 nChanged 0 SP:Iteration 25F (123.095425 sec): 3 clusters Score: Raw -47207.220240 + Penalty 1462.071127 = -45745.149112 nChanged 0 Trying to split cluster 14 (2042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (123.129612 sec): 2 clusters Score: Raw -115282.154342 + Penalty 800.276925 = -114481.877417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.151357 sec): 3 clusters Score: Raw -114328.336640 + Penalty 1600.553850 = -112727.782790 nChanged 760 SP:Iteration 1F (123.171715 sec): 3 clusters Score: Raw -114809.107684 + Penalty 1600.553850 = -113208.553834 nChanged 171 SP:Iteration 2F (123.192164 sec): 3 clusters Score: Raw -114955.152024 + Penalty 1600.553850 = -113354.598174 nChanged 149 SP:Iteration 3F (123.212673 sec): 3 clusters Score: Raw -115102.297621 + Penalty 1600.553850 = -113501.743772 nChanged 146 SP:Iteration 4F (123.232953 sec): 3 clusters Score: Raw -115273.926615 + Penalty 1600.553850 = -113673.372765 nChanged 156 SP:Iteration 5F (123.252996 sec): 3 clusters Score: Raw -115534.934486 + Penalty 1600.553850 = -113934.380637 nChanged 149 SP:Iteration 6F (123.273229 sec): 3 clusters Score: Raw -115949.848446 + Penalty 1600.553850 = -114349.294596 nChanged 129 SP:Iteration 7F (123.293611 sec): 3 clusters Score: Raw -116378.128105 + Penalty 1600.553850 = -114777.574255 nChanged 90 SP:Iteration 8Q (123.313926 sec): 3 clusters Score: Raw -116499.584664 + Penalty 1600.553850 = -114899.030814 nChanged 52 SP:Iteration 9Q (123.334185 sec): 3 clusters Score: Raw -116562.256492 + Penalty 1600.553850 = -114961.702643 nChanged 24 SP:Iteration 10Q (123.354415 sec): 3 clusters Score: Raw -116595.277996 + Penalty 1600.553850 = -114994.724146 nChanged 26 SP:Iteration 11Q (123.374430 sec): 3 clusters Score: Raw -116641.731156 + Penalty 1600.553850 = -115041.177307 nChanged 20 SP:Iteration 12Q (123.394204 sec): 3 clusters Score: Raw -116685.850329 + Penalty 1600.553850 = -115085.296479 nChanged 14 SP:Iteration 13Q (123.413696 sec): 3 clusters Score: Raw -116702.285108 + Penalty 1600.553850 = -115101.731258 nChanged 6 SP:Iteration 14Q (123.433022 sec): 3 clusters Score: Raw -116710.970580 + Penalty 1600.553850 = -115110.416731 nChanged 7 SP:Iteration 15Q (123.452247 sec): 3 clusters Score: Raw -116723.444708 + Penalty 1600.553850 = -115122.890858 nChanged 5 SP:Iteration 16Q (123.471549 sec): 3 clusters Score: Raw -116728.491942 + Penalty 1600.553850 = -115127.938092 nChanged 3 SP:Iteration 17Q (123.496359 sec): 3 clusters Score: Raw -116731.261184 + Penalty 1600.553850 = -115130.707334 nChanged 2 SP:Iteration 18Q (123.515501 sec): 3 clusters Score: Raw -116733.448221 + Penalty 1600.553850 = -115132.894371 nChanged 0 SP:Iteration 19F (123.544822 sec): 3 clusters Score: Raw -116733.448221 + Penalty 1600.553850 = -115132.894371 nChanged 0 Score: Raw -1016844.255867 + Penalty 15644.165681 = -1001200.090186 Splitting cluster 14 changes total score from -1000791.740686 to -1001200.090186 So it's getting split into cluster 15. Iteration 99F (124.376485 sec): 16 clusters Score: Raw -1017037.930939 + Penalty 15644.165681 = -1001393.765258 nChanged 93 Iteration 100F (124.810708 sec): 16 clusters Score: Raw -1017159.193327 + Penalty 15644.165681 = -1001515.027646 nChanged 60 Iteration 101Q (125.040238 sec): 16 clusters Score: Raw -1017201.912414 + Penalty 15644.165681 = -1001557.746733 nChanged 31 Iteration 102Q (125.403144 sec): 16 clusters Score: Raw -1017220.981404 + Penalty 15644.165681 = -1001576.815724 nChanged 27 Iteration 103Q (125.624721 sec): 16 clusters Score: Raw -1017233.586764 + Penalty 15644.165681 = -1001589.421084 nChanged 25 Iteration 104Q (125.885650 sec): 16 clusters Score: Raw -1017245.733602 + Penalty 15644.165681 = -1001601.567921 nChanged 15 Iteration 105Q (126.126432 sec): 16 clusters Score: Raw -1017256.176203 + Penalty 15644.165681 = -1001612.010522 nChanged 18 Iteration 106Q (126.491824 sec): 16 clusters Score: Raw -1017274.396113 + Penalty 15644.165681 = -1001630.230432 nChanged 14 Iteration 107Q (126.732765 sec): 16 clusters Score: Raw -1017291.331829 + Penalty 15644.165681 = -1001647.166149 nChanged 17 Iteration 108Q (126.980559 sec): 16 clusters Score: Raw -1017322.120464 + Penalty 15644.165681 = -1001677.954784 nChanged 20 Iteration 109Q (127.234252 sec): 16 clusters Score: Raw -1017348.716745 + Penalty 15644.165681 = -1001704.551064 nChanged 16 Iteration 110Q (127.479006 sec): 16 clusters Score: Raw -1017371.324561 + Penalty 15644.165681 = -1001727.158880 nChanged 22 Iteration 111Q (127.736267 sec): 16 clusters Score: Raw -1017414.823264 + Penalty 15644.165681 = -1001770.657583 nChanged 25 Iteration 112Q (127.994267 sec): 16 clusters Score: Raw -1017424.757650 + Penalty 15644.165681 = -1001780.591969 nChanged 7 Iteration 113Q (128.228839 sec): 16 clusters Score: Raw -1017427.063530 + Penalty 15644.165681 = -1001782.897850 nChanged 2 Iteration 114Q (128.475163 sec): 16 clusters Score: Raw -1017427.804642 + Penalty 15644.165681 = -1001783.638961 nChanged 4 Iteration 115Q (128.716779 sec): 16 clusters Score: Raw -1017429.093477 + Penalty 15644.165681 = -1001784.927797 nChanged 1 Iteration 116Q (128.960708 sec): 16 clusters Score: Raw -1017429.192981 + Penalty 15644.165681 = -1001785.027300 nChanged 0 Iteration 117F (129.459088 sec): 16 clusters Score: Raw -1017429.401882 + Penalty 15644.165681 = -1001785.236202 nChanged 1 Iteration 118Q (129.759371 sec): 16 clusters Score: Raw -1017430.119948 + Penalty 15644.165681 = -1001785.954267 nChanged 2 Iteration 119Q (130.027787 sec): 16 clusters Score: Raw -1017431.129132 + Penalty 15644.165681 = -1001786.963451 nChanged 0 Iteration 120F (130.462523 sec): 16 clusters Score: Raw -1017431.129132 + Penalty 15644.165681 = -1001786.963451 nChanged 0 Compute initial score before splitting: Score: Raw -1017431.129132 + Penalty 15644.165681 = -1001786.963451 Trying to split cluster 1 (971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.485125 sec): 2 clusters Score: Raw -48696.168565 + Penalty 722.224279 = -47973.944286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.497287 sec): 3 clusters Score: Raw -48326.804492 + Penalty 1444.448558 = -46882.355933 nChanged 303 SP:Iteration 1F (130.508797 sec): 3 clusters Score: Raw -48591.442563 + Penalty 1444.448558 = -47146.994005 nChanged 95 SP:Iteration 2F (130.520258 sec): 3 clusters Score: Raw -48702.558674 + Penalty 1444.448558 = -47258.110116 nChanged 74 SP:Iteration 3F (130.532974 sec): 3 clusters Score: Raw -48807.446245 + Penalty 1444.448558 = -47362.997686 nChanged 52 SP:Iteration 4F (130.545654 sec): 3 clusters Score: Raw -48890.245131 + Penalty 1444.448558 = -47445.796573 nChanged 43 SP:Iteration 5Q (130.558557 sec): 3 clusters Score: Raw -48937.655118 + Penalty 1444.448558 = -47493.206559 nChanged 38 SP:Iteration 6Q (130.571422 sec): 3 clusters Score: Raw -48983.024973 + Penalty 1444.448558 = -47538.576414 nChanged 40 SP:Iteration 7Q (130.584236 sec): 3 clusters Score: Raw -49034.803334 + Penalty 1444.448558 = -47590.354776 nChanged 32 SP:Iteration 8Q (130.601886 sec): 3 clusters Score: Raw -49079.933898 + Penalty 1444.448558 = -47635.485339 nChanged 47 SP:Iteration 9Q (130.614602 sec): 3 clusters Score: Raw -49157.700867 + Penalty 1444.448558 = -47713.252309 nChanged 56 SP:Iteration 10F (130.744207 sec): 3 clusters Score: Raw -49278.740501 + Penalty 1444.448558 = -47834.291943 nChanged 46 SP:Iteration 11Q (130.755769 sec): 3 clusters Score: Raw -49408.319562 + Penalty 1444.448558 = -47963.871003 nChanged 36 SP:Iteration 12Q (130.767109 sec): 3 clusters Score: Raw -49510.877254 + Penalty 1444.448558 = -48066.428696 nChanged 28 SP:Iteration 13Q (130.778359 sec): 3 clusters Score: Raw -49644.911053 + Penalty 1444.448558 = -48200.462495 nChanged 17 SP:Iteration 14Q (130.789441 sec): 3 clusters Score: Raw -49706.751330 + Penalty 1444.448558 = -48262.302772 nChanged 7 SP:Iteration 15Q (130.800362 sec): 3 clusters Score: Raw -49720.846752 + Penalty 1444.448558 = -48276.398193 nChanged 7 SP:Iteration 16Q (130.811330 sec): 3 clusters Score: Raw -49727.694528 + Penalty 1444.448558 = -48283.245970 nChanged 3 SP:Iteration 17Q (130.822356 sec): 3 clusters Score: Raw -49733.042697 + Penalty 1444.448558 = -48288.594138 nChanged 0 SP:Iteration 18F (130.833627 sec): 3 clusters Score: Raw -49733.042697 + Penalty 1444.448558 = -48288.594138 nChanged 0 Score: Raw -1018468.003263 + Penalty 16687.110060 = -1001780.893204 Splitting cluster 1 changes total score from -1001786.963451 to -1001780.893204 So it's not getting split. Trying to split cluster 2 (1725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.286946 sec): 2 clusters Score: Raw -94971.867403 + Penalty 782.563145 = -94189.304259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.305730 sec): 3 clusters Score: Raw -94159.093472 + Penalty 1565.126289 = -92593.967183 nChanged 646 SP:Iteration 1F (131.323259 sec): 3 clusters Score: Raw -94620.909429 + Penalty 1565.126289 = -93055.783140 nChanged 172 SP:Iteration 2F (131.340999 sec): 3 clusters Score: Raw -94763.137942 + Penalty 1565.126289 = -93198.011653 nChanged 106 SP:Iteration 3F (131.358735 sec): 3 clusters Score: Raw -94853.134052 + Penalty 1565.126289 = -93288.007763 nChanged 80 SP:Iteration 4Q (131.376885 sec): 3 clusters Score: Raw -94923.580270 + Penalty 1565.126289 = -93358.453980 nChanged 63 SP:Iteration 5Q (131.395086 sec): 3 clusters Score: Raw -94980.394759 + Penalty 1565.126289 = -93415.268470 nChanged 58 SP:Iteration 6Q (131.413230 sec): 3 clusters Score: Raw -95035.269901 + Penalty 1565.126289 = -93470.143612 nChanged 50 SP:Iteration 7Q (131.431455 sec): 3 clusters Score: Raw -95082.959246 + Penalty 1565.126289 = -93517.832956 nChanged 60 SP:Iteration 8Q (131.449610 sec): 3 clusters Score: Raw -95127.905645 + Penalty 1565.126289 = -93562.779355 nChanged 45 SP:Iteration 9Q (131.467862 sec): 3 clusters Score: Raw -95177.574942 + Penalty 1565.126289 = -93612.448653 nChanged 50 SP:Iteration 10Q (131.485929 sec): 3 clusters Score: Raw -95245.617254 + Penalty 1565.126289 = -93680.490964 nChanged 50 SP:Iteration 11Q (131.503994 sec): 3 clusters Score: Raw -95324.362887 + Penalty 1565.126289 = -93759.236598 nChanged 50 SP:Iteration 12Q (131.521936 sec): 3 clusters Score: Raw -95404.634001 + Penalty 1565.126289 = -93839.507712 nChanged 46 SP:Iteration 13Q (131.539916 sec): 3 clusters Score: Raw -95447.460800 + Penalty 1565.126289 = -93882.334511 nChanged 32 SP:Iteration 14Q (131.557771 sec): 3 clusters Score: Raw -95473.588623 + Penalty 1565.126289 = -93908.462334 nChanged 23 SP:Iteration 15Q (131.575696 sec): 3 clusters Score: Raw -95490.554422 + Penalty 1565.126289 = -93925.428133 nChanged 11 SP:Iteration 16Q (131.593836 sec): 3 clusters Score: Raw -95497.253964 + Penalty 1565.126289 = -93932.127675 nChanged 7 SP:Iteration 17Q (131.611504 sec): 3 clusters Score: Raw -95502.179584 + Penalty 1565.126289 = -93937.053295 nChanged 8 SP:Iteration 18Q (131.629241 sec): 3 clusters Score: Raw -95508.339944 + Penalty 1565.126289 = -93943.213654 nChanged 8 SP:Iteration 19Q (131.646893 sec): 3 clusters Score: Raw -95514.887430 + Penalty 1565.126289 = -93949.761141 nChanged 8 SP:Iteration 20F (131.762716 sec): 3 clusters Score: Raw -95522.543959 + Penalty 1565.126289 = -93957.417670 nChanged 8 SP:Iteration 21Q (131.827154 sec): 3 clusters Score: Raw -95529.755348 + Penalty 1565.126289 = -93964.629059 nChanged 6 SP:Iteration 22Q (131.845110 sec): 3 clusters Score: Raw -95535.312888 + Penalty 1565.126289 = -93970.186599 nChanged 6 SP:Iteration 23Q (131.862795 sec): 3 clusters Score: Raw -95538.569408 + Penalty 1565.126289 = -93973.443119 nChanged 7 SP:Iteration 24Q (131.880430 sec): 3 clusters Score: Raw -95542.000242 + Penalty 1565.126289 = -93976.873953 nChanged 0 SP:Iteration 25F (131.898274 sec): 3 clusters Score: Raw -95542.000242 + Penalty 1565.126289 = -93976.873953 nChanged 0 Trying to split cluster 3 (993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.929707 sec): 2 clusters Score: Raw -51539.292552 + Penalty 724.576720 = -50814.715832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.941932 sec): 3 clusters Score: Raw -51178.065269 + Penalty 1449.153439 = -49728.911829 nChanged 357 SP:Iteration 1F (131.953673 sec): 3 clusters Score: Raw -51547.466103 + Penalty 1449.153439 = -50098.312664 nChanged 93 SP:Iteration 2F (131.965735 sec): 3 clusters Score: Raw -51634.208340 + Penalty 1449.153439 = -50185.054901 nChanged 56 SP:Iteration 3F (131.977680 sec): 3 clusters Score: Raw -51692.426559 + Penalty 1449.153439 = -50243.273120 nChanged 38 SP:Iteration 4Q (131.989711 sec): 3 clusters Score: Raw -51737.191257 + Penalty 1449.153439 = -50288.037818 nChanged 28 SP:Iteration 5Q (132.001733 sec): 3 clusters Score: Raw -51771.779678 + Penalty 1449.153439 = -50322.626239 nChanged 28 SP:Iteration 6Q (132.013707 sec): 3 clusters Score: Raw -51804.912447 + Penalty 1449.153439 = -50355.759008 nChanged 25 SP:Iteration 7Q (132.025713 sec): 3 clusters Score: Raw -51835.645817 + Penalty 1449.153439 = -50386.492377 nChanged 19 SP:Iteration 8Q (132.037683 sec): 3 clusters Score: Raw -51853.841837 + Penalty 1449.153439 = -50404.688397 nChanged 13 SP:Iteration 9Q (132.049578 sec): 3 clusters Score: Raw -51864.696188 + Penalty 1449.153439 = -50415.542749 nChanged 14 SP:Iteration 10Q (132.061493 sec): 3 clusters Score: Raw -51878.840633 + Penalty 1449.153439 = -50429.687194 nChanged 16 SP:Iteration 11Q (132.073402 sec): 3 clusters Score: Raw -51894.640011 + Penalty 1449.153439 = -50445.486572 nChanged 23 SP:Iteration 12Q (132.085389 sec): 3 clusters Score: Raw -51926.587948 + Penalty 1449.153439 = -50477.434509 nChanged 28 SP:Iteration 13Q (132.097237 sec): 3 clusters Score: Raw -51977.130569 + Penalty 1449.153439 = -50527.977129 nChanged 36 SP:Iteration 14Q (132.108997 sec): 3 clusters Score: Raw -52039.988152 + Penalty 1449.153439 = -50590.834713 nChanged 38 SP:Iteration 15Q (132.120767 sec): 3 clusters Score: Raw -52110.415436 + Penalty 1449.153439 = -50661.261997 nChanged 24 SP:Iteration 16Q (132.132432 sec): 3 clusters Score: Raw -52149.018671 + Penalty 1449.153439 = -50699.865232 nChanged 14 SP:Iteration 17Q (132.144124 sec): 3 clusters Score: Raw -52164.532656 + Penalty 1449.153439 = -50715.379216 nChanged 11 SP:Iteration 18Q (132.155882 sec): 3 clusters Score: Raw -52171.079137 + Penalty 1449.153439 = -50721.925698 nChanged 8 SP:Iteration 19Q (132.167238 sec): 3 clusters Score: Raw -52174.135075 + Penalty 1449.153439 = -50724.981636 nChanged 3 SP:Iteration 20F (132.178756 sec): 3 clusters Score: Raw -52177.162029 + Penalty 1449.153439 = -50728.008589 nChanged 3 SP:Iteration 21Q (132.190121 sec): 3 clusters Score: Raw -52182.417840 + Penalty 1449.153439 = -50733.264401 nChanged 2 SP:Iteration 22Q (132.201464 sec): 3 clusters Score: Raw -52183.900283 + Penalty 1449.153439 = -50734.746844 nChanged 1 SP:Iteration 23Q (132.212943 sec): 3 clusters Score: Raw -52184.417037 + Penalty 1449.153439 = -50735.263597 nChanged 2 SP:Iteration 24Q (132.296256 sec): 3 clusters Score: Raw -52185.294601 + Penalty 1449.153439 = -50736.141161 nChanged 1 SP:Iteration 25Q (132.308105 sec): 3 clusters Score: Raw -52186.669389 + Penalty 1449.153439 = -50737.515950 nChanged 2 SP:Iteration 26Q (132.319551 sec): 3 clusters Score: Raw -52187.524803 + Penalty 1449.153439 = -50738.371364 nChanged 0 SP:Iteration 27F (132.331255 sec): 3 clusters Score: Raw -52187.524803 + Penalty 1449.153439 = -50738.371364 nChanged 0 Trying to split cluster 4 (879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.356025 sec): 2 clusters Score: Raw -47241.083618 + Penalty 711.772414 = -46529.311204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.367789 sec): 3 clusters Score: Raw -46941.648115 + Penalty 1423.544829 = -45518.103287 nChanged 269 SP:Iteration 1F (132.378875 sec): 3 clusters Score: Raw -47148.599380 + Penalty 1423.544829 = -45725.054552 nChanged 80 SP:Iteration 2F (132.389924 sec): 3 clusters Score: Raw -47230.469905 + Penalty 1423.544829 = -45806.925077 nChanged 55 SP:Iteration 3F (132.401016 sec): 3 clusters Score: Raw -47303.046641 + Penalty 1423.544829 = -45879.501813 nChanged 45 SP:Iteration 4F (132.412095 sec): 3 clusters Score: Raw -47359.122656 + Penalty 1423.544829 = -45935.577828 nChanged 34 SP:Iteration 5Q (132.423356 sec): 3 clusters Score: Raw -47405.169684 + Penalty 1423.544829 = -45981.624856 nChanged 23 SP:Iteration 6Q (132.434569 sec): 3 clusters Score: Raw -47451.786211 + Penalty 1423.544829 = -46028.241382 nChanged 31 SP:Iteration 7Q (132.445786 sec): 3 clusters Score: Raw -47515.186832 + Penalty 1423.544829 = -46091.642004 nChanged 35 SP:Iteration 8Q (132.456929 sec): 3 clusters Score: Raw -47588.281809 + Penalty 1423.544829 = -46164.736980 nChanged 41 SP:Iteration 9Q (132.468018 sec): 3 clusters Score: Raw -47691.808980 + Penalty 1423.544829 = -46268.264152 nChanged 40 SP:Iteration 10Q (132.479071 sec): 3 clusters Score: Raw -47799.072560 + Penalty 1423.544829 = -46375.527731 nChanged 30 SP:Iteration 11Q (132.490352 sec): 3 clusters Score: Raw -47879.107434 + Penalty 1423.544829 = -46455.562606 nChanged 20 SP:Iteration 12Q (132.501025 sec): 3 clusters Score: Raw -47923.565764 + Penalty 1423.544829 = -46500.020935 nChanged 10 SP:Iteration 13Q (132.511668 sec): 3 clusters Score: Raw -47934.463927 + Penalty 1423.544829 = -46510.919098 nChanged 7 SP:Iteration 14Q (132.522284 sec): 3 clusters Score: Raw -47939.816772 + Penalty 1423.544829 = -46516.271943 nChanged 1 SP:Iteration 15Q (132.532839 sec): 3 clusters Score: Raw -47940.340283 + Penalty 1423.544829 = -46516.795455 nChanged 0 SP:Iteration 16F (132.543503 sec): 3 clusters Score: Raw -47940.340283 + Penalty 1423.544829 = -46516.795455 nChanged 0 Trying to split cluster 5 (867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.563987 sec): 2 clusters Score: Raw -30451.517543 + Penalty 710.329093 = -29741.188451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.575118 sec): 3 clusters Score: Raw -30172.221039 + Penalty 1420.658185 = -28751.562854 nChanged 300 SP:Iteration 1F (132.585506 sec): 3 clusters Score: Raw -30885.832361 + Penalty 1420.658185 = -29465.174176 nChanged 105 SP:Iteration 2F (132.596103 sec): 3 clusters Score: Raw -31085.460856 + Penalty 1420.658185 = -29664.802671 nChanged 60 SP:Iteration 3F (132.606616 sec): 3 clusters Score: Raw -31192.774615 + Penalty 1420.658185 = -29772.116430 nChanged 42 SP:Iteration 4Q (132.617204 sec): 3 clusters Score: Raw -31274.689874 + Penalty 1420.658185 = -29854.031689 nChanged 38 SP:Iteration 5Q (132.627711 sec): 3 clusters Score: Raw -31353.880878 + Penalty 1420.658185 = -29933.222693 nChanged 23 SP:Iteration 6Q (132.638070 sec): 3 clusters Score: Raw -31399.639380 + Penalty 1420.658185 = -29978.981194 nChanged 21 SP:Iteration 7Q (132.648457 sec): 3 clusters Score: Raw -31474.381767 + Penalty 1420.658185 = -30053.723582 nChanged 15 SP:Iteration 8Q (132.762266 sec): 3 clusters Score: Raw -31516.897932 + Penalty 1420.658185 = -30096.239747 nChanged 7 SP:Iteration 9Q (132.873733 sec): 3 clusters Score: Raw -31539.895611 + Penalty 1420.658185 = -30119.237426 nChanged 9 SP:Iteration 10Q (132.987043 sec): 3 clusters Score: Raw -31585.317088 + Penalty 1420.658185 = -30164.658903 nChanged 4 SP:Iteration 11Q (133.077886 sec): 3 clusters Score: Raw -31592.758624 + Penalty 1420.658185 = -30172.100439 nChanged 2 SP:Iteration 12Q (133.189697 sec): 3 clusters Score: Raw -31595.862473 + Penalty 1420.658185 = -30175.204288 nChanged 0 SP:Iteration 13F (133.283770 sec): 3 clusters Score: Raw -31595.862473 + Penalty 1420.658185 = -30175.204288 nChanged 0 Score: Raw -1018575.474062 + Penalty 16687.110060 = -1001888.364002 Splitting cluster 5 changes total score from -1001786.963451 to -1001888.364002 So it's getting split into cluster 16. Trying to split cluster 6 (917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.783867 sec): 2 clusters Score: Raw -52525.166728 + Penalty 716.216285 = -51808.950444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.797452 sec): 3 clusters Score: Raw -52161.608277 + Penalty 1432.432569 = -50729.175707 nChanged 333 SP:Iteration 1F (133.808433 sec): 3 clusters Score: Raw -52421.576824 + Penalty 1432.432569 = -50989.144255 nChanged 75 SP:Iteration 2F (133.819361 sec): 3 clusters Score: Raw -52495.264978 + Penalty 1432.432569 = -51062.832409 nChanged 43 SP:Iteration 3Q (133.830601 sec): 3 clusters Score: Raw -52530.385296 + Penalty 1432.432569 = -51097.952727 nChanged 19 SP:Iteration 4Q (133.841756 sec): 3 clusters Score: Raw -52541.647799 + Penalty 1432.432569 = -51109.215230 nChanged 13 SP:Iteration 5Q (133.852858 sec): 3 clusters Score: Raw -52550.299308 + Penalty 1432.432569 = -51117.866739 nChanged 9 SP:Iteration 6Q (133.863975 sec): 3 clusters Score: Raw -52557.619576 + Penalty 1432.432569 = -51125.187007 nChanged 11 SP:Iteration 7Q (133.875026 sec): 3 clusters Score: Raw -52566.635054 + Penalty 1432.432569 = -51134.202485 nChanged 10 SP:Iteration 8Q (133.886124 sec): 3 clusters Score: Raw -52575.647103 + Penalty 1432.432569 = -51143.214534 nChanged 9 SP:Iteration 9Q (133.897284 sec): 3 clusters Score: Raw -52584.095581 + Penalty 1432.432569 = -51151.663012 nChanged 11 SP:Iteration 10Q (133.908474 sec): 3 clusters Score: Raw -52592.692918 + Penalty 1432.432569 = -51160.260349 nChanged 4 SP:Iteration 11Q (133.919606 sec): 3 clusters Score: Raw -52596.478660 + Penalty 1432.432569 = -51164.046091 nChanged 6 SP:Iteration 12Q (133.930761 sec): 3 clusters Score: Raw -52603.453154 + Penalty 1432.432569 = -51171.020585 nChanged 7 SP:Iteration 13Q (133.941832 sec): 3 clusters Score: Raw -52609.571479 + Penalty 1432.432569 = -51177.138910 nChanged 5 SP:Iteration 14Q (133.952888 sec): 3 clusters Score: Raw -52611.549035 + Penalty 1432.432569 = -51179.116466 nChanged 3 SP:Iteration 15Q (133.963948 sec): 3 clusters Score: Raw -52614.533685 + Penalty 1432.432569 = -51182.101115 nChanged 2 SP:Iteration 16Q (133.975063 sec): 3 clusters Score: Raw -52616.624160 + Penalty 1432.432569 = -51184.191590 nChanged 3 SP:Iteration 17Q (133.986150 sec): 3 clusters Score: Raw -52618.505908 + Penalty 1432.432569 = -51186.073339 nChanged 3 SP:Iteration 18Q (133.997149 sec): 3 clusters Score: Raw -52619.667321 + Penalty 1432.432569 = -51187.234752 nChanged 3 SP:Iteration 19Q (134.008208 sec): 3 clusters Score: Raw -52620.630203 + Penalty 1432.432569 = -51188.197634 nChanged 4 SP:Iteration 20F (134.019124 sec): 3 clusters Score: Raw -52622.640283 + Penalty 1432.432569 = -51190.207713 nChanged 2 SP:Iteration 21Q (134.030216 sec): 3 clusters Score: Raw -52624.548952 + Penalty 1432.432569 = -51192.116382 nChanged 2 SP:Iteration 22Q (134.041370 sec): 3 clusters Score: Raw -52624.996283 + Penalty 1432.432569 = -51192.563714 nChanged 1 SP:Iteration 23Q (134.162220 sec): 3 clusters Score: Raw -52625.903459 + Penalty 1432.432569 = -51193.470890 nChanged 3 SP:Iteration 24Q (134.229627 sec): 3 clusters Score: Raw -52627.652077 + Penalty 1432.432569 = -51195.219508 nChanged 0 SP:Iteration 25F (134.244535 sec): 3 clusters Score: Raw -52627.652077 + Penalty 1432.432569 = -51195.219508 nChanged 0 Trying to split cluster 7 (1335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.283047 sec): 2 clusters Score: Raw -55260.442892 + Penalty 755.652090 = -54504.790802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.301549 sec): 3 clusters Score: Raw -54708.071948 + Penalty 1511.304180 = -53196.767769 nChanged 504 SP:Iteration 1F (134.319366 sec): 3 clusters Score: Raw -55264.818376 + Penalty 1511.304180 = -53753.514196 nChanged 144 SP:Iteration 2F (134.337244 sec): 3 clusters Score: Raw -55503.377129 + Penalty 1511.304180 = -53992.072949 nChanged 91 SP:Iteration 3F (134.353610 sec): 3 clusters Score: Raw -55662.645506 + Penalty 1511.304180 = -54151.341326 nChanged 77 SP:Iteration 4F (134.369899 sec): 3 clusters Score: Raw -55775.214286 + Penalty 1511.304180 = -54263.910106 nChanged 49 SP:Iteration 5Q (134.386348 sec): 3 clusters Score: Raw -55823.281646 + Penalty 1511.304180 = -54311.977466 nChanged 31 SP:Iteration 6Q (134.402823 sec): 3 clusters Score: Raw -55853.891536 + Penalty 1511.304180 = -54342.587356 nChanged 23 SP:Iteration 7Q (134.418884 sec): 3 clusters Score: Raw -55880.490726 + Penalty 1511.304180 = -54369.186546 nChanged 19 SP:Iteration 8Q (134.434796 sec): 3 clusters Score: Raw -55898.620072 + Penalty 1511.304180 = -54387.315892 nChanged 19 SP:Iteration 9Q (134.450604 sec): 3 clusters Score: Raw -55911.759047 + Penalty 1511.304180 = -54400.454867 nChanged 14 SP:Iteration 10Q (134.466489 sec): 3 clusters Score: Raw -55922.514307 + Penalty 1511.304180 = -54411.210127 nChanged 5 SP:Iteration 11Q (134.482331 sec): 3 clusters Score: Raw -55924.634371 + Penalty 1511.304180 = -54413.330191 nChanged 5 SP:Iteration 12Q (134.498149 sec): 3 clusters Score: Raw -55928.330417 + Penalty 1511.304180 = -54417.026238 nChanged 3 SP:Iteration 13Q (134.513993 sec): 3 clusters Score: Raw -55929.004230 + Penalty 1511.304180 = -54417.700050 nChanged 2 SP:Iteration 14Q (134.529810 sec): 3 clusters Score: Raw -55930.177808 + Penalty 1511.304180 = -54418.873628 nChanged 1 SP:Iteration 15Q (134.545775 sec): 3 clusters Score: Raw -55930.630119 + Penalty 1511.304180 = -54419.325939 nChanged 1 SP:Iteration 16Q (134.561389 sec): 3 clusters Score: Raw -55930.867567 + Penalty 1511.304180 = -54419.563388 nChanged 0 SP:Iteration 17F (134.576780 sec): 3 clusters Score: Raw -55930.867567 + Penalty 1511.304180 = -54419.563388 nChanged 0 Trying to split cluster 8 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.599896 sec): 2 clusters Score: Raw -28479.338020 + Penalty 653.786350 = -27825.551670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.608401 sec): 3 clusters Score: Raw -28329.608135 + Penalty 1307.572701 = -27022.035434 nChanged 136 SP:Iteration 1F (134.616541 sec): 3 clusters Score: Raw -28453.329642 + Penalty 1307.572701 = -27145.756942 nChanged 34 SP:Iteration 2F (134.624692 sec): 3 clusters Score: Raw -28494.486319 + Penalty 1307.572701 = -27186.913619 nChanged 18 SP:Iteration 3Q (134.633016 sec): 3 clusters Score: Raw -28511.445904 + Penalty 1307.572701 = -27203.873203 nChanged 10 SP:Iteration 4Q (134.641352 sec): 3 clusters Score: Raw -28518.102152 + Penalty 1307.572701 = -27210.529452 nChanged 8 SP:Iteration 5Q (134.649674 sec): 3 clusters Score: Raw -28527.085820 + Penalty 1307.572701 = -27219.513119 nChanged 6 SP:Iteration 6Q (134.657903 sec): 3 clusters Score: Raw -28532.588753 + Penalty 1307.572701 = -27225.016052 nChanged 4 SP:Iteration 7Q (134.772763 sec): 3 clusters Score: Raw -28536.372714 + Penalty 1307.572701 = -27228.800013 nChanged 3 SP:Iteration 8Q (134.800862 sec): 3 clusters Score: Raw -28538.953995 + Penalty 1307.572701 = -27231.381295 nChanged 5 SP:Iteration 9Q (134.810832 sec): 3 clusters Score: Raw -28543.808547 + Penalty 1307.572701 = -27236.235846 nChanged 4 SP:Iteration 10Q (134.829201 sec): 3 clusters Score: Raw -28550.220273 + Penalty 1307.572701 = -27242.647573 nChanged 3 SP:Iteration 11Q (134.837987 sec): 3 clusters Score: Raw -28551.119687 + Penalty 1307.572701 = -27243.546987 nChanged 0 SP:Iteration 12F (134.846945 sec): 3 clusters Score: Raw -28551.119687 + Penalty 1307.572701 = -27243.546987 nChanged 0 Trying to split cluster 9 (1901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.884353 sec): 2 clusters Score: Raw -87877.203078 + Penalty 792.764211 = -87084.438867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.905438 sec): 3 clusters Score: Raw -86967.269366 + Penalty 1585.528422 = -85381.740944 nChanged 721 SP:Iteration 1F (134.925524 sec): 3 clusters Score: Raw -87483.872413 + Penalty 1585.528422 = -85898.343991 nChanged 171 SP:Iteration 2F (134.945437 sec): 3 clusters Score: Raw -87656.162988 + Penalty 1585.528422 = -86070.634566 nChanged 121 SP:Iteration 3F (134.965212 sec): 3 clusters Score: Raw -87799.940297 + Penalty 1585.528422 = -86214.411876 nChanged 120 SP:Iteration 4F (134.985240 sec): 3 clusters Score: Raw -87916.801543 + Penalty 1585.528422 = -86331.273121 nChanged 95 SP:Iteration 5Q (135.005205 sec): 3 clusters Score: Raw -87997.082416 + Penalty 1585.528422 = -86411.553994 nChanged 80 SP:Iteration 6Q (135.026567 sec): 3 clusters Score: Raw -88057.062285 + Penalty 1585.528422 = -86471.533863 nChanged 58 SP:Iteration 7Q (135.046565 sec): 3 clusters Score: Raw -88098.304490 + Penalty 1585.528422 = -86512.776068 nChanged 43 SP:Iteration 8Q (135.066571 sec): 3 clusters Score: Raw -88120.118005 + Penalty 1585.528422 = -86534.589583 nChanged 29 SP:Iteration 9Q (135.086475 sec): 3 clusters Score: Raw -88134.168311 + Penalty 1585.528422 = -86548.639890 nChanged 20 SP:Iteration 10Q (135.106447 sec): 3 clusters Score: Raw -88140.516798 + Penalty 1585.528422 = -86554.988376 nChanged 12 SP:Iteration 11Q (135.126319 sec): 3 clusters Score: Raw -88146.274358 + Penalty 1585.528422 = -86560.745936 nChanged 12 SP:Iteration 12Q (135.146175 sec): 3 clusters Score: Raw -88151.404917 + Penalty 1585.528422 = -86565.876495 nChanged 12 SP:Iteration 13Q (135.165803 sec): 3 clusters Score: Raw -88156.128058 + Penalty 1585.528422 = -86570.599636 nChanged 11 SP:Iteration 14Q (135.185452 sec): 3 clusters Score: Raw -88160.634856 + Penalty 1585.528422 = -86575.106434 nChanged 7 SP:Iteration 15Q (135.205009 sec): 3 clusters Score: Raw -88164.729219 + Penalty 1585.528422 = -86579.200798 nChanged 16 SP:Iteration 16Q (135.224640 sec): 3 clusters Score: Raw -88171.025115 + Penalty 1585.528422 = -86585.496693 nChanged 5 SP:Iteration 17Q (135.244110 sec): 3 clusters Score: Raw -88173.933528 + Penalty 1585.528422 = -86588.405106 nChanged 10 SP:Iteration 18Q (135.263604 sec): 3 clusters Score: Raw -88179.353931 + Penalty 1585.528422 = -86593.825509 nChanged 10 SP:Iteration 19Q (135.282920 sec): 3 clusters Score: Raw -88188.351468 + Penalty 1585.528422 = -86602.823046 nChanged 16 SP:Iteration 20F (135.302339 sec): 3 clusters Score: Raw -88197.873452 + Penalty 1585.528422 = -86612.345030 nChanged 16 SP:Iteration 21Q (135.321771 sec): 3 clusters Score: Raw -88209.359947 + Penalty 1585.528422 = -86623.831525 nChanged 19 SP:Iteration 22Q (135.341211 sec): 3 clusters Score: Raw -88222.677303 + Penalty 1585.528422 = -86637.148881 nChanged 22 SP:Iteration 23Q (135.360667 sec): 3 clusters Score: Raw -88236.562146 + Penalty 1585.528422 = -86651.033724 nChanged 21 SP:Iteration 24Q (135.380378 sec): 3 clusters Score: Raw -88250.478153 + Penalty 1585.528422 = -86664.949731 nChanged 13 SP:Iteration 25Q (135.488915 sec): 3 clusters Score: Raw -88258.629401 + Penalty 1585.528422 = -86673.100979 nChanged 14 SP:Iteration 26Q (135.605305 sec): 3 clusters Score: Raw -88265.742473 + Penalty 1585.528422 = -86680.214051 nChanged 10 SP:Iteration 27Q (135.720395 sec): 3 clusters Score: Raw -88268.938645 + Penalty 1585.528422 = -86683.410223 nChanged 10 SP:Iteration 28Q (135.835161 sec): 3 clusters Score: Raw -88273.688834 + Penalty 1585.528422 = -86688.160412 nChanged 9 SP:Iteration 29Q (135.978117 sec): 3 clusters Score: Raw -88277.895958 + Penalty 1585.528422 = -86692.367536 nChanged 6 SP:Iteration 30Q (136.006944 sec): 3 clusters Score: Raw -88280.570140 + Penalty 1585.528422 = -86695.041718 nChanged 8 SP:Iteration 31Q (136.026225 sec): 3 clusters Score: Raw -88282.887040 + Penalty 1585.528422 = -86697.358618 nChanged 5 SP:Iteration 32Q (136.045763 sec): 3 clusters Score: Raw -88284.468806 + Penalty 1585.528422 = -86698.940384 nChanged 4 SP:Iteration 33Q (136.064838 sec): 3 clusters Score: Raw -88285.172637 + Penalty 1585.528422 = -86699.644215 nChanged 3 SP:Iteration 34Q (136.084242 sec): 3 clusters Score: Raw -88285.783460 + Penalty 1585.528422 = -86700.255038 nChanged 1 SP:Iteration 35Q (136.103564 sec): 3 clusters Score: Raw -88286.026634 + Penalty 1585.528422 = -86700.498212 nChanged 1 SP:Iteration 36Q (136.122977 sec): 3 clusters Score: Raw -88286.127506 + Penalty 1585.528422 = -86700.599084 nChanged 1 SP:Iteration 37Q (136.142348 sec): 3 clusters Score: Raw -88286.205039 + Penalty 1585.528422 = -86700.676617 nChanged 0 SP:Iteration 38F (136.161516 sec): 3 clusters Score: Raw -88286.205039 + Penalty 1585.528422 = -86700.676617 nChanged 0 Trying to split cluster 10 (985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.193145 sec): 2 clusters Score: Raw -53701.897115 + Penalty 723.727372 = -52978.169742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.205333 sec): 3 clusters Score: Raw -53362.347126 + Penalty 1447.454745 = -51914.892381 nChanged 324 SP:Iteration 1F (136.216879 sec): 3 clusters Score: Raw -53778.959325 + Penalty 1447.454745 = -52331.504581 nChanged 103 SP:Iteration 2F (136.228456 sec): 3 clusters Score: Raw -53902.784006 + Penalty 1447.454745 = -52455.329262 nChanged 53 SP:Iteration 3F (136.239968 sec): 3 clusters Score: Raw -53974.086305 + Penalty 1447.454745 = -52526.631561 nChanged 46 SP:Iteration 4Q (136.251639 sec): 3 clusters Score: Raw -54051.951606 + Penalty 1447.454745 = -52604.496862 nChanged 46 SP:Iteration 5Q (136.263311 sec): 3 clusters Score: Raw -54132.860894 + Penalty 1447.454745 = -52685.406149 nChanged 25 SP:Iteration 6Q (136.274809 sec): 3 clusters Score: Raw -54170.080851 + Penalty 1447.454745 = -52722.626106 nChanged 19 SP:Iteration 7Q (136.286283 sec): 3 clusters Score: Raw -54200.657480 + Penalty 1447.454745 = -52753.202735 nChanged 20 SP:Iteration 8Q (136.297788 sec): 3 clusters Score: Raw -54231.624171 + Penalty 1447.454745 = -52784.169427 nChanged 19 SP:Iteration 9Q (136.309179 sec): 3 clusters Score: Raw -54263.889312 + Penalty 1447.454745 = -52816.434568 nChanged 14 SP:Iteration 10Q (136.320498 sec): 3 clusters Score: Raw -54298.175440 + Penalty 1447.454745 = -52850.720696 nChanged 9 SP:Iteration 11Q (136.331771 sec): 3 clusters Score: Raw -54313.091474 + Penalty 1447.454745 = -52865.636729 nChanged 6 SP:Iteration 12Q (136.343063 sec): 3 clusters Score: Raw -54319.526844 + Penalty 1447.454745 = -52872.072099 nChanged 2 SP:Iteration 13Q (136.354370 sec): 3 clusters Score: Raw -54320.743979 + Penalty 1447.454745 = -52873.289234 nChanged 1 SP:Iteration 14Q (136.378504 sec): 3 clusters Score: Raw -54321.139852 + Penalty 1447.454745 = -52873.685107 nChanged 0 SP:Iteration 15F (136.390027 sec): 3 clusters Score: Raw -54321.139852 + Penalty 1447.454745 = -52873.685107 nChanged 0 Trying to split cluster 11 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.446593 sec): 2 clusters Score: Raw -8235.254163 + Penalty 583.871571 = -7651.382592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.586964 sec): 3 clusters Score: Raw -8340.889404 + Penalty 1167.743143 = -7173.146262 nChanged 69 SP:Iteration 1F (136.593797 sec): 3 clusters Score: Raw -8538.332161 + Penalty 1167.743143 = -7370.589019 nChanged 15 SP:Iteration 2F (136.599378 sec): 3 clusters Score: Raw -8622.988854 + Penalty 1167.743143 = -7455.245712 nChanged 9 SP:Iteration 3Q (136.604985 sec): 3 clusters Score: Raw -8665.278928 + Penalty 1167.743143 = -7497.535786 nChanged 4 SP:Iteration 4Q (136.610517 sec): 3 clusters Score: Raw -8685.158185 + Penalty 1167.743143 = -7517.415043 nChanged 5 SP:Iteration 5Q (136.616004 sec): 3 clusters Score: Raw -8700.675275 + Penalty 1167.743143 = -7532.932133 nChanged 1 SP:Iteration 6Q (136.621496 sec): 3 clusters Score: Raw -8704.546761 + Penalty 1167.743143 = -7536.803618 nChanged 0 SP:Iteration 7F (136.626995 sec): 3 clusters Score: Raw -8704.546761 + Penalty 1167.743143 = -7536.803618 nChanged 0 Trying to split cluster 12 (5862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.677833 sec): 2 clusters Score: Raw -336322.475477 + Penalty 911.005843 = -335411.469635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.739323 sec): 3 clusters Score: Raw -333086.126937 + Penalty 1822.011685 = -331264.115252 nChanged 2466 SP:Iteration 1F (136.798788 sec): 3 clusters Score: Raw -334510.450907 + Penalty 1822.011685 = -332688.439222 nChanged 448 SP:Iteration 2F (136.847516 sec): 3 clusters Score: Raw -334808.110698 + Penalty 1822.011685 = -332986.099012 nChanged 410 SP:Iteration 3F (136.891868 sec): 3 clusters Score: Raw -335106.282383 + Penalty 1822.011685 = -333284.270698 nChanged 396 SP:Iteration 4F (136.936196 sec): 3 clusters Score: Raw -335441.022381 + Penalty 1822.011685 = -333619.010696 nChanged 361 SP:Iteration 5F (136.980606 sec): 3 clusters Score: Raw -335723.747113 + Penalty 1822.011685 = -333901.735428 nChanged 300 SP:Iteration 6F (137.027785 sec): 3 clusters Score: Raw -335955.384862 + Penalty 1822.011685 = -334133.373177 nChanged 229 SP:Iteration 7Q (137.179635 sec): 3 clusters Score: Raw -336151.406430 + Penalty 1822.011685 = -334329.394744 nChanged 155 SP:Iteration 8Q (137.201739 sec): 3 clusters Score: Raw -336293.019432 + Penalty 1822.011685 = -334471.007746 nChanged 106 SP:Iteration 9Q (137.246787 sec): 3 clusters Score: Raw -336382.050393 + Penalty 1822.011685 = -334560.038708 nChanged 64 SP:Iteration 10Q (137.317633 sec): 3 clusters Score: Raw -336443.301914 + Penalty 1822.011685 = -334621.290229 nChanged 49 SP:Iteration 11Q (137.366990 sec): 3 clusters Score: Raw -336500.676497 + Penalty 1822.011685 = -334678.664812 nChanged 51 SP:Iteration 12Q (137.416437 sec): 3 clusters Score: Raw -336566.389452 + Penalty 1822.011685 = -334744.377767 nChanged 59 SP:Iteration 13Q (137.465923 sec): 3 clusters Score: Raw -336648.375913 + Penalty 1822.011685 = -334826.364227 nChanged 62 SP:Iteration 14Q (137.514298 sec): 3 clusters Score: Raw -336746.102023 + Penalty 1822.011685 = -334924.090337 nChanged 68 SP:Iteration 15Q (137.557193 sec): 3 clusters Score: Raw -336836.423733 + Penalty 1822.011685 = -335014.412048 nChanged 50 SP:Iteration 16Q (137.600598 sec): 3 clusters Score: Raw -336876.788564 + Penalty 1822.011685 = -335054.776878 nChanged 38 SP:Iteration 17Q (137.670548 sec): 3 clusters Score: Raw -336900.641656 + Penalty 1822.011685 = -335078.629971 nChanged 36 SP:Iteration 18Q (137.733999 sec): 3 clusters Score: Raw -336930.258716 + Penalty 1822.011685 = -335108.247031 nChanged 38 SP:Iteration 19Q (137.791283 sec): 3 clusters Score: Raw -336956.731499 + Penalty 1822.011685 = -335134.719814 nChanged 22 SP:Iteration 20F (137.918614 sec): 3 clusters Score: Raw -336966.963877 + Penalty 1822.011685 = -335144.952192 nChanged 16 SP:Iteration 21Q (137.970280 sec): 3 clusters Score: Raw -336977.540517 + Penalty 1822.011685 = -335155.528831 nChanged 20 SP:Iteration 22Q (138.015989 sec): 3 clusters Score: Raw -336988.592407 + Penalty 1822.011685 = -335166.580722 nChanged 19 SP:Iteration 23Q (138.059877 sec): 3 clusters Score: Raw -336997.354144 + Penalty 1822.011685 = -335175.342458 nChanged 17 SP:Iteration 24Q (138.103772 sec): 3 clusters Score: Raw -337003.319508 + Penalty 1822.011685 = -335181.307822 nChanged 19 SP:Iteration 25Q (138.147442 sec): 3 clusters Score: Raw -337010.074773 + Penalty 1822.011685 = -335188.063087 nChanged 13 SP:Iteration 26Q (138.192056 sec): 3 clusters Score: Raw -337014.676406 + Penalty 1822.011685 = -335192.664721 nChanged 13 SP:Iteration 27Q (138.236982 sec): 3 clusters Score: Raw -337019.161435 + Penalty 1822.011685 = -335197.149750 nChanged 10 SP:Iteration 28Q (138.281524 sec): 3 clusters Score: Raw -337022.712514 + Penalty 1822.011685 = -335200.700829 nChanged 10 SP:Iteration 29Q (138.326214 sec): 3 clusters Score: Raw -337025.837494 + Penalty 1822.011685 = -335203.825808 nChanged 9 SP:Iteration 30Q (138.371043 sec): 3 clusters Score: Raw -337028.232893 + Penalty 1822.011685 = -335206.221207 nChanged 6 SP:Iteration 31Q (138.415508 sec): 3 clusters Score: Raw -337029.373732 + Penalty 1822.011685 = -335207.362047 nChanged 6 SP:Iteration 32Q (138.459562 sec): 3 clusters Score: Raw -337031.088534 + Penalty 1822.011685 = -335209.076849 nChanged 6 SP:Iteration 33Q (138.504265 sec): 3 clusters Score: Raw -337032.587120 + Penalty 1822.011685 = -335210.575434 nChanged 4 SP:Iteration 34Q (138.549395 sec): 3 clusters Score: Raw -337033.854839 + Penalty 1822.011685 = -335211.843153 nChanged 5 SP:Iteration 35Q (138.594334 sec): 3 clusters Score: Raw -337034.615198 + Penalty 1822.011685 = -335212.603513 nChanged 2 SP:Iteration 36Q (138.639217 sec): 3 clusters Score: Raw -337035.027796 + Penalty 1822.011685 = -335213.016111 nChanged 2 SP:Iteration 37Q (138.684120 sec): 3 clusters Score: Raw -337035.665376 + Penalty 1822.011685 = -335213.653691 nChanged 1 SP:Iteration 38Q (138.729042 sec): 3 clusters Score: Raw -337035.972045 + Penalty 1822.011685 = -335213.960359 nChanged 2 SP:Iteration 39Q (138.773647 sec): 3 clusters Score: Raw -337036.285816 + Penalty 1822.011685 = -335214.274131 nChanged 2 SP:Iteration 40F (138.819934 sec): 3 clusters Score: Raw -337036.655266 + Penalty 1822.011685 = -335214.643581 nChanged 1 SP:Iteration 41Q (138.864685 sec): 3 clusters Score: Raw -337036.792525 + Penalty 1822.011685 = -335214.780839 nChanged 3 SP:Iteration 42Q (138.909854 sec): 3 clusters Score: Raw -337037.272342 + Penalty 1822.011685 = -335215.260657 nChanged 2 SP:Iteration 43Q (138.954883 sec): 3 clusters Score: Raw -337037.644590 + Penalty 1822.011685 = -335215.632904 nChanged 2 SP:Iteration 44Q (139.000092 sec): 3 clusters Score: Raw -337038.188842 + Penalty 1822.011685 = -335216.177156 nChanged 4 SP:Iteration 45Q (139.045454 sec): 3 clusters Score: Raw -337040.077390 + Penalty 1822.011685 = -335218.065705 nChanged 7 SP:Iteration 46Q (139.095365 sec): 3 clusters Score: Raw -337042.649519 + Penalty 1822.011685 = -335220.637834 nChanged 4 SP:Iteration 47Q (139.140148 sec): 3 clusters Score: Raw -337043.645583 + Penalty 1822.011685 = -335221.633898 nChanged 2 SP:Iteration 48Q (139.184698 sec): 3 clusters Score: Raw -337044.208193 + Penalty 1822.011685 = -335222.196508 nChanged 0 SP:Iteration 49F (139.230636 sec): 3 clusters Score: Raw -337044.208193 + Penalty 1822.011685 = -335222.196508 nChanged 0 Trying to split cluster 13 (1069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.264889 sec): 2 clusters Score: Raw -47551.980257 + Penalty 732.320286 = -46819.659971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.385294 sec): 3 clusters Score: Raw -47150.014653 + Penalty 1464.640571 = -45685.374082 nChanged 370 SP:Iteration 1F (139.501899 sec): 3 clusters Score: Raw -47483.428594 + Penalty 1464.640571 = -46018.788022 nChanged 96 SP:Iteration 2F (139.563066 sec): 3 clusters Score: Raw -47605.671484 + Penalty 1464.640571 = -46141.030912 nChanged 57 SP:Iteration 3F (139.575700 sec): 3 clusters Score: Raw -47668.052243 + Penalty 1464.640571 = -46203.411671 nChanged 39 SP:Iteration 4Q (139.588244 sec): 3 clusters Score: Raw -47720.071593 + Penalty 1464.640571 = -46255.431022 nChanged 40 SP:Iteration 5Q (139.600684 sec): 3 clusters Score: Raw -47763.280894 + Penalty 1464.640571 = -46298.640323 nChanged 31 SP:Iteration 6Q (139.613165 sec): 3 clusters Score: Raw -47790.628895 + Penalty 1464.640571 = -46325.988324 nChanged 20 SP:Iteration 7Q (139.625778 sec): 3 clusters Score: Raw -47811.613713 + Penalty 1464.640571 = -46346.973141 nChanged 26 SP:Iteration 8Q (139.638521 sec): 3 clusters Score: Raw -47838.456253 + Penalty 1464.640571 = -46373.815682 nChanged 26 SP:Iteration 9Q (139.651717 sec): 3 clusters Score: Raw -47858.784936 + Penalty 1464.640571 = -46394.144365 nChanged 16 SP:Iteration 10Q (139.665006 sec): 3 clusters Score: Raw -47872.405507 + Penalty 1464.640571 = -46407.764936 nChanged 19 SP:Iteration 11Q (139.678199 sec): 3 clusters Score: Raw -47887.446212 + Penalty 1464.640571 = -46422.805641 nChanged 13 SP:Iteration 12Q (139.691561 sec): 3 clusters Score: Raw -47896.135651 + Penalty 1464.640571 = -46431.495080 nChanged 6 SP:Iteration 13Q (139.703911 sec): 3 clusters Score: Raw -47898.905328 + Penalty 1464.640571 = -46434.264756 nChanged 11 SP:Iteration 14Q (139.716241 sec): 3 clusters Score: Raw -47907.701986 + Penalty 1464.640571 = -46443.061415 nChanged 13 SP:Iteration 15Q (139.728533 sec): 3 clusters Score: Raw -47916.028714 + Penalty 1464.640571 = -46451.388143 nChanged 12 SP:Iteration 16Q (139.740961 sec): 3 clusters Score: Raw -47922.503959 + Penalty 1464.640571 = -46457.863388 nChanged 7 SP:Iteration 17Q (139.761063 sec): 3 clusters Score: Raw -47930.893947 + Penalty 1464.640571 = -46466.253376 nChanged 6 SP:Iteration 18Q (139.773351 sec): 3 clusters Score: Raw -47939.632933 + Penalty 1464.640571 = -46474.992361 nChanged 10 SP:Iteration 19Q (139.785627 sec): 3 clusters Score: Raw -47953.047306 + Penalty 1464.640571 = -46488.406735 nChanged 15 SP:Iteration 20F (139.797842 sec): 3 clusters Score: Raw -47965.151504 + Penalty 1464.640571 = -46500.510933 nChanged 10 SP:Iteration 21Q (139.810044 sec): 3 clusters Score: Raw -47973.063522 + Penalty 1464.640571 = -46508.422950 nChanged 5 SP:Iteration 22Q (139.822321 sec): 3 clusters Score: Raw -47976.274432 + Penalty 1464.640571 = -46511.633860 nChanged 1 SP:Iteration 23Q (139.834501 sec): 3 clusters Score: Raw -47976.641218 + Penalty 1464.640571 = -46512.000646 nChanged 0 SP:Iteration 24F (139.846693 sec): 3 clusters Score: Raw -47976.641218 + Penalty 1464.640571 = -46512.000646 nChanged 0 Trying to split cluster 14 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.871889 sec): 2 clusters Score: Raw -27859.783021 + Penalty 652.323640 = -27207.459381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.879734 sec): 3 clusters Score: Raw -27723.402498 + Penalty 1304.647280 = -26418.755218 nChanged 140 SP:Iteration 1F (139.887381 sec): 3 clusters Score: Raw -27868.154044 + Penalty 1304.647280 = -26563.506764 nChanged 34 SP:Iteration 2F (139.895040 sec): 3 clusters Score: Raw -27915.612342 + Penalty 1304.647280 = -26610.965061 nChanged 15 SP:Iteration 3Q (139.902662 sec): 3 clusters Score: Raw -27937.167665 + Penalty 1304.647280 = -26632.520385 nChanged 9 SP:Iteration 4Q (139.910121 sec): 3 clusters Score: Raw -27945.489838 + Penalty 1304.647280 = -26640.842558 nChanged 4 SP:Iteration 5Q (139.917618 sec): 3 clusters Score: Raw -27947.862211 + Penalty 1304.647280 = -26643.214931 nChanged 4 SP:Iteration 6Q (140.030501 sec): 3 clusters Score: Raw -27951.619667 + Penalty 1304.647280 = -26646.972387 nChanged 3 SP:Iteration 7Q (140.140852 sec): 3 clusters Score: Raw -27953.774952 + Penalty 1304.647280 = -26649.127672 nChanged 3 SP:Iteration 8Q (140.250420 sec): 3 clusters Score: Raw -27956.667401 + Penalty 1304.647280 = -26652.020121 nChanged 4 SP:Iteration 9Q (140.258327 sec): 3 clusters Score: Raw -27960.036997 + Penalty 1304.647280 = -26655.389717 nChanged 3 SP:Iteration 10Q (140.265927 sec): 3 clusters Score: Raw -27961.068720 + Penalty 1304.647280 = -26656.421440 nChanged 0 SP:Iteration 11F (140.273402 sec): 3 clusters Score: Raw -27961.068720 + Penalty 1304.647280 = -26656.421440 nChanged 0 Trying to split cluster 15 (1671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.306199 sec): 2 clusters Score: Raw -96857.767363 + Penalty 779.223641 = -96078.543723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.324544 sec): 3 clusters Score: Raw -96094.753786 + Penalty 1558.447281 = -94536.306505 nChanged 624 SP:Iteration 1F (140.341774 sec): 3 clusters Score: Raw -96493.128790 + Penalty 1558.447281 = -94934.681509 nChanged 155 SP:Iteration 2F (140.359182 sec): 3 clusters Score: Raw -96606.045087 + Penalty 1558.447281 = -95047.597806 nChanged 95 SP:Iteration 3F (140.376442 sec): 3 clusters Score: Raw -96675.394474 + Penalty 1558.447281 = -95116.947193 nChanged 65 SP:Iteration 4Q (140.395851 sec): 3 clusters Score: Raw -96725.343694 + Penalty 1558.447281 = -95166.896413 nChanged 57 SP:Iteration 5Q (140.413635 sec): 3 clusters Score: Raw -96767.403160 + Penalty 1558.447281 = -95208.955879 nChanged 49 SP:Iteration 6Q (140.431239 sec): 3 clusters Score: Raw -96797.735048 + Penalty 1558.447281 = -95239.287767 nChanged 48 SP:Iteration 7Q (140.448739 sec): 3 clusters Score: Raw -96826.931544 + Penalty 1558.447281 = -95268.484263 nChanged 46 SP:Iteration 8Q (140.466237 sec): 3 clusters Score: Raw -96856.331405 + Penalty 1558.447281 = -95297.884124 nChanged 42 SP:Iteration 9Q (140.494315 sec): 3 clusters Score: Raw -96884.173621 + Penalty 1558.447281 = -95325.726340 nChanged 36 SP:Iteration 10Q (140.519797 sec): 3 clusters Score: Raw -96901.202650 + Penalty 1558.447281 = -95342.755369 nChanged 30 SP:Iteration 11Q (140.537417 sec): 3 clusters Score: Raw -96919.253220 + Penalty 1558.447281 = -95360.805939 nChanged 31 SP:Iteration 12Q (140.555001 sec): 3 clusters Score: Raw -96934.582970 + Penalty 1558.447281 = -95376.135689 nChanged 21 SP:Iteration 13Q (140.572432 sec): 3 clusters Score: Raw -96944.172274 + Penalty 1558.447281 = -95385.724993 nChanged 14 SP:Iteration 14Q (140.589808 sec): 3 clusters Score: Raw -96950.839218 + Penalty 1558.447281 = -95392.391937 nChanged 15 SP:Iteration 15Q (140.607439 sec): 3 clusters Score: Raw -96958.644799 + Penalty 1558.447281 = -95400.197518 nChanged 25 SP:Iteration 16Q (140.624849 sec): 3 clusters Score: Raw -96975.844955 + Penalty 1558.447281 = -95417.397674 nChanged 29 SP:Iteration 17Q (140.642179 sec): 3 clusters Score: Raw -96998.967349 + Penalty 1558.447281 = -95440.520068 nChanged 38 SP:Iteration 18Q (140.661350 sec): 3 clusters Score: Raw -97023.542147 + Penalty 1558.447281 = -95465.094866 nChanged 33 SP:Iteration 19Q (140.678973 sec): 3 clusters Score: Raw -97049.749218 + Penalty 1558.447281 = -95491.301937 nChanged 31 SP:Iteration 20F (140.696077 sec): 3 clusters Score: Raw -97070.603357 + Penalty 1558.447281 = -95512.156076 nChanged 20 SP:Iteration 21Q (140.713406 sec): 3 clusters Score: Raw -97083.637366 + Penalty 1558.447281 = -95525.190085 nChanged 15 SP:Iteration 22Q (140.730653 sec): 3 clusters Score: Raw -97095.970857 + Penalty 1558.447281 = -95537.523576 nChanged 22 SP:Iteration 23Q (140.747997 sec): 3 clusters Score: Raw -97115.987833 + Penalty 1558.447281 = -95557.540552 nChanged 22 SP:Iteration 24Q (140.859092 sec): 3 clusters Score: Raw -97132.138283 + Penalty 1558.447281 = -95573.691002 nChanged 18 SP:Iteration 25Q (140.890919 sec): 3 clusters Score: Raw -97154.429780 + Penalty 1558.447281 = -95595.982499 nChanged 19 SP:Iteration 26Q (140.909435 sec): 3 clusters Score: Raw -97169.204900 + Penalty 1558.447281 = -95610.757619 nChanged 15 SP:Iteration 27Q (140.927926 sec): 3 clusters Score: Raw -97185.486433 + Penalty 1558.447281 = -95627.039152 nChanged 17 SP:Iteration 28Q (140.946276 sec): 3 clusters Score: Raw -97200.140434 + Penalty 1558.447281 = -95641.693153 nChanged 16 SP:Iteration 29Q (140.963945 sec): 3 clusters Score: Raw -97212.748455 + Penalty 1558.447281 = -95654.301174 nChanged 19 SP:Iteration 30Q (140.981069 sec): 3 clusters Score: Raw -97231.897699 + Penalty 1558.447281 = -95673.450418 nChanged 12 SP:Iteration 31Q (140.998055 sec): 3 clusters Score: Raw -97248.471149 + Penalty 1558.447281 = -95690.023868 nChanged 21 SP:Iteration 32Q (141.015043 sec): 3 clusters Score: Raw -97278.807515 + Penalty 1558.447281 = -95720.360234 nChanged 25 SP:Iteration 33Q (141.032503 sec): 3 clusters Score: Raw -97313.731429 + Penalty 1558.447281 = -95755.284148 nChanged 33 SP:Iteration 34Q (141.049652 sec): 3 clusters Score: Raw -97394.694528 + Penalty 1558.447281 = -95836.247247 nChanged 35 SP:Iteration 35Q (141.066410 sec): 3 clusters Score: Raw -97468.684468 + Penalty 1558.447281 = -95910.237187 nChanged 27 SP:Iteration 36Q (141.083211 sec): 3 clusters Score: Raw -97517.670879 + Penalty 1558.447281 = -95959.223598 nChanged 20 SP:Iteration 37Q (141.099782 sec): 3 clusters Score: Raw -97553.567412 + Penalty 1558.447281 = -95995.120131 nChanged 16 SP:Iteration 38Q (141.116293 sec): 3 clusters Score: Raw -97603.519717 + Penalty 1558.447281 = -96045.072436 nChanged 14 SP:Iteration 39Q (141.132653 sec): 3 clusters Score: Raw -97664.906557 + Penalty 1558.447281 = -96106.459276 nChanged 8 SP:Iteration 40F (141.149775 sec): 3 clusters Score: Raw -97682.025216 + Penalty 1558.447281 = -96123.577935 nChanged 2 SP:Iteration 41Q (141.165873 sec): 3 clusters Score: Raw -97683.325718 + Penalty 1558.447281 = -96124.878437 nChanged 1 SP:Iteration 42Q (141.181926 sec): 3 clusters Score: Raw -97683.542463 + Penalty 1558.447281 = -96125.095182 nChanged 0 SP:Iteration 43F (141.199393 sec): 3 clusters Score: Raw -97683.542463 + Penalty 1558.447281 = -96125.095182 nChanged 0 Score: Raw -1019401.249162 + Penalty 17730.054438 = -1001671.194723 Splitting cluster 15 changes total score from -1001786.963451 to -1001671.194723 So it's not getting split. Iteration 121F (142.112411 sec): 17 clusters Score: Raw -1018633.625022 + Penalty 16687.110060 = -1001946.514962 nChanged 74 Iteration 122Q (142.354315 sec): 17 clusters Score: Raw -1018701.473079 + Penalty 16687.110060 = -1002014.363020 nChanged 42 Iteration 123Q (142.617467 sec): 17 clusters Score: Raw -1018736.690253 + Penalty 16687.110060 = -1002049.580194 nChanged 24 Iteration 124Q (142.863267 sec): 17 clusters Score: Raw -1018754.069226 + Penalty 16687.110060 = -1002066.959167 nChanged 18 Iteration 125Q (143.130716 sec): 17 clusters Score: Raw -1018774.652990 + Penalty 16687.110060 = -1002087.542931 nChanged 17 Iteration 126Q (143.395098 sec): 17 clusters Score: Raw -1018786.777098 + Penalty 16687.110060 = -1002099.667038 nChanged 14 Iteration 127Q (143.639463 sec): 17 clusters Score: Raw -1018808.137023 + Penalty 16687.110060 = -1002121.026963 nChanged 13 Iteration 128Q (143.959409 sec): 17 clusters Score: Raw -1018820.356089 + Penalty 16687.110060 = -1002133.246029 nChanged 9 Iteration 129Q (144.199742 sec): 17 clusters Score: Raw -1018830.304956 + Penalty 16687.110060 = -1002143.194897 nChanged 5 Iteration 130Q (144.557618 sec): 17 clusters Score: Raw -1018838.355350 + Penalty 16687.110060 = -1002151.245291 nChanged 4 Iteration 131Q (144.804935 sec): 17 clusters Score: Raw -1018845.797526 + Penalty 16687.110060 = -1002158.687467 nChanged 3 Iteration 132Q (145.127848 sec): 17 clusters Score: Raw -1018846.838078 + Penalty 16687.110060 = -1002159.728018 nChanged 3 Iteration 133Q (145.412315 sec): 17 clusters Score: Raw -1018847.476363 + Penalty 16687.110060 = -1002160.366303 nChanged 1 Iteration 134Q (145.701976 sec): 17 clusters Score: Raw -1018848.669217 + Penalty 16687.110060 = -1002161.559158 nChanged 0 Iteration 135F (146.158349 sec): 17 clusters Score: Raw -1018848.669217 + Penalty 16687.110060 = -1002161.559158 nChanged 0 Compute initial score before splitting: Score: Raw -1018848.669217 + Penalty 16687.110060 = -1002161.559158 Trying to split cluster 1 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.180478 sec): 2 clusters Score: Raw -48062.945660 + Penalty 720.479691 = -47342.465970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.192521 sec): 3 clusters Score: Raw -47739.373449 + Penalty 1440.959382 = -46298.414067 nChanged 336 SP:Iteration 1F (146.203892 sec): 3 clusters Score: Raw -48050.392996 + Penalty 1440.959382 = -46609.433614 nChanged 75 SP:Iteration 2F (146.215234 sec): 3 clusters Score: Raw -48146.538257 + Penalty 1440.959382 = -46705.578875 nChanged 48 SP:Iteration 3F (146.228152 sec): 3 clusters Score: Raw -48206.066045 + Penalty 1440.959382 = -46765.106664 nChanged 45 SP:Iteration 4Q (146.265820 sec): 3 clusters Score: Raw -48264.337269 + Penalty 1440.959382 = -46823.377888 nChanged 49 SP:Iteration 5F (146.278620 sec): 3 clusters Score: Raw -48313.826355 + Penalty 1440.959382 = -46872.866973 nChanged 38 SP:Iteration 6Q (146.291731 sec): 3 clusters Score: Raw -48351.325530 + Penalty 1440.959382 = -46910.366149 nChanged 31 SP:Iteration 7Q (146.304626 sec): 3 clusters Score: Raw -48394.571889 + Penalty 1440.959382 = -46953.612507 nChanged 39 SP:Iteration 8Q (146.317575 sec): 3 clusters Score: Raw -48443.608758 + Penalty 1440.959382 = -47002.649377 nChanged 27 SP:Iteration 9Q (146.330522 sec): 3 clusters Score: Raw -48485.234111 + Penalty 1440.959382 = -47044.274730 nChanged 30 SP:Iteration 10Q (146.343389 sec): 3 clusters Score: Raw -48560.153264 + Penalty 1440.959382 = -47119.193882 nChanged 32 SP:Iteration 11Q (146.356128 sec): 3 clusters Score: Raw -48629.722888 + Penalty 1440.959382 = -47188.763507 nChanged 30 SP:Iteration 12Q (146.368466 sec): 3 clusters Score: Raw -48686.804821 + Penalty 1440.959382 = -47245.845440 nChanged 32 SP:Iteration 13Q (146.381080 sec): 3 clusters Score: Raw -48777.829146 + Penalty 1440.959382 = -47336.869765 nChanged 26 SP:Iteration 14Q (146.393582 sec): 3 clusters Score: Raw -48893.058865 + Penalty 1440.959382 = -47452.099483 nChanged 24 SP:Iteration 15Q (146.405977 sec): 3 clusters Score: Raw -49018.405212 + Penalty 1440.959382 = -47577.445831 nChanged 12 SP:Iteration 16Q (146.417097 sec): 3 clusters Score: Raw -49047.813381 + Penalty 1440.959382 = -47606.854000 nChanged 8 SP:Iteration 17Q (146.428118 sec): 3 clusters Score: Raw -49054.964004 + Penalty 1440.959382 = -47614.004623 nChanged 3 SP:Iteration 18Q (146.439023 sec): 3 clusters Score: Raw -49064.993475 + Penalty 1440.959382 = -47624.034094 nChanged 4 SP:Iteration 19Q (146.449941 sec): 3 clusters Score: Raw -49076.118855 + Penalty 1440.959382 = -47635.159473 nChanged 4 SP:Iteration 20F (146.461205 sec): 3 clusters Score: Raw -49084.525111 + Penalty 1440.959382 = -47643.565730 nChanged 2 SP:Iteration 21Q (146.472132 sec): 3 clusters Score: Raw -49088.811075 + Penalty 1440.959382 = -47647.851693 nChanged 2 SP:Iteration 22Q (146.483102 sec): 3 clusters Score: Raw -49090.800543 + Penalty 1440.959382 = -47649.841162 nChanged 2 SP:Iteration 23Q (146.493974 sec): 3 clusters Score: Raw -49092.093939 + Penalty 1440.959382 = -47651.134557 nChanged 1 SP:Iteration 24Q (146.504813 sec): 3 clusters Score: Raw -49093.637283 + Penalty 1440.959382 = -47652.677901 nChanged 0 SP:Iteration 25F (146.618714 sec): 3 clusters Score: Raw -49093.637283 + Penalty 1440.959382 = -47652.677901 nChanged 0 Score: Raw -1019879.360839 + Penalty 17730.054438 = -1002149.306401 Splitting cluster 1 changes total score from -1002161.559158 to -1002149.306401 So it's not getting split. Trying to split cluster 2 (1719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.104963 sec): 2 clusters Score: Raw -94692.439666 + Penalty 782.197291 = -93910.242376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.127696 sec): 3 clusters Score: Raw -93872.114782 + Penalty 1564.394581 = -92307.720201 nChanged 625 SP:Iteration 1F (147.149166 sec): 3 clusters Score: Raw -94377.587937 + Penalty 1564.394581 = -92813.193356 nChanged 171 SP:Iteration 2F (147.170685 sec): 3 clusters Score: Raw -94561.449976 + Penalty 1564.394581 = -92997.055394 nChanged 136 SP:Iteration 3F (147.189902 sec): 3 clusters Score: Raw -94687.323410 + Penalty 1564.394581 = -93122.928829 nChanged 104 SP:Iteration 4F (147.209172 sec): 3 clusters Score: Raw -94780.512257 + Penalty 1564.394581 = -93216.117676 nChanged 74 SP:Iteration 5Q (147.228968 sec): 3 clusters Score: Raw -94849.084455 + Penalty 1564.394581 = -93284.689874 nChanged 62 SP:Iteration 6Q (147.248856 sec): 3 clusters Score: Raw -94902.702637 + Penalty 1564.394581 = -93338.308056 nChanged 41 SP:Iteration 7Q (147.270767 sec): 3 clusters Score: Raw -94951.379407 + Penalty 1564.394581 = -93386.984826 nChanged 47 SP:Iteration 8Q (147.290628 sec): 3 clusters Score: Raw -95014.054159 + Penalty 1564.394581 = -93449.659578 nChanged 45 SP:Iteration 9Q (147.310383 sec): 3 clusters Score: Raw -95087.153199 + Penalty 1564.394581 = -93522.758617 nChanged 41 SP:Iteration 10Q (147.329475 sec): 3 clusters Score: Raw -95117.874886 + Penalty 1564.394581 = -93553.480305 nChanged 20 SP:Iteration 11Q (147.348418 sec): 3 clusters Score: Raw -95129.129878 + Penalty 1564.394581 = -93564.735297 nChanged 13 SP:Iteration 12Q (147.367425 sec): 3 clusters Score: Raw -95137.053032 + Penalty 1564.394581 = -93572.658451 nChanged 8 SP:Iteration 13Q (147.386340 sec): 3 clusters Score: Raw -95141.011099 + Penalty 1564.394581 = -93576.616518 nChanged 0 SP:Iteration 14F (147.405137 sec): 3 clusters Score: Raw -95141.011099 + Penalty 1564.394581 = -93576.616518 nChanged 0 Trying to split cluster 3 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.435908 sec): 2 clusters Score: Raw -51626.897173 + Penalty 724.787987 = -50902.109186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.448976 sec): 3 clusters Score: Raw -51247.772992 + Penalty 1449.575975 = -49798.197017 nChanged 349 SP:Iteration 1F (147.461610 sec): 3 clusters Score: Raw -51650.885291 + Penalty 1449.575975 = -50201.309316 nChanged 107 SP:Iteration 2F (147.473825 sec): 3 clusters Score: Raw -51838.438692 + Penalty 1449.575975 = -50388.862718 nChanged 82 SP:Iteration 3F (147.486051 sec): 3 clusters Score: Raw -51966.601977 + Penalty 1449.575975 = -50517.026002 nChanged 62 SP:Iteration 4F (147.498424 sec): 3 clusters Score: Raw -52034.302597 + Penalty 1449.575975 = -50584.726622 nChanged 36 SP:Iteration 5Q (147.510705 sec): 3 clusters Score: Raw -52078.669582 + Penalty 1449.575975 = -50629.093607 nChanged 29 SP:Iteration 6Q (147.522950 sec): 3 clusters Score: Raw -52131.465929 + Penalty 1449.575975 = -50681.889954 nChanged 27 SP:Iteration 7Q (147.537209 sec): 3 clusters Score: Raw -52171.039144 + Penalty 1449.575975 = -50721.463170 nChanged 20 SP:Iteration 8Q (147.549479 sec): 3 clusters Score: Raw -52199.731202 + Penalty 1449.575975 = -50750.155227 nChanged 20 SP:Iteration 9Q (147.561759 sec): 3 clusters Score: Raw -52236.695664 + Penalty 1449.575975 = -50787.119689 nChanged 18 SP:Iteration 10Q (147.573867 sec): 3 clusters Score: Raw -52264.874401 + Penalty 1449.575975 = -50815.298426 nChanged 12 SP:Iteration 11Q (147.688441 sec): 3 clusters Score: Raw -52282.066671 + Penalty 1449.575975 = -50832.490696 nChanged 10 SP:Iteration 12Q (147.832917 sec): 3 clusters Score: Raw -52297.158453 + Penalty 1449.575975 = -50847.582478 nChanged 8 SP:Iteration 13Q (147.881961 sec): 3 clusters Score: Raw -52307.974577 + Penalty 1449.575975 = -50858.398602 nChanged 14 SP:Iteration 14Q (147.894012 sec): 3 clusters Score: Raw -52337.134959 + Penalty 1449.575975 = -50887.558984 nChanged 14 SP:Iteration 15Q (147.905853 sec): 3 clusters Score: Raw -52365.586181 + Penalty 1449.575975 = -50916.010207 nChanged 11 SP:Iteration 16Q (147.917708 sec): 3 clusters Score: Raw -52388.495635 + Penalty 1449.575975 = -50938.919661 nChanged 12 SP:Iteration 17Q (147.929478 sec): 3 clusters Score: Raw -52410.820852 + Penalty 1449.575975 = -50961.244878 nChanged 5 SP:Iteration 18Q (147.941207 sec): 3 clusters Score: Raw -52420.869807 + Penalty 1449.575975 = -50971.293833 nChanged 5 SP:Iteration 19Q (147.953060 sec): 3 clusters Score: Raw -52430.905302 + Penalty 1449.575975 = -50981.329327 nChanged 2 SP:Iteration 20F (147.965100 sec): 3 clusters Score: Raw -52434.296592 + Penalty 1449.575975 = -50984.720617 nChanged 1 SP:Iteration 21Q (147.979849 sec): 3 clusters Score: Raw -52436.719190 + Penalty 1449.575975 = -50987.143216 nChanged 1 SP:Iteration 22Q (147.992648 sec): 3 clusters Score: Raw -52437.374979 + Penalty 1449.575975 = -50987.799004 nChanged 1 SP:Iteration 23Q (148.005952 sec): 3 clusters Score: Raw -52438.679126 + Penalty 1449.575975 = -50989.103151 nChanged 0 SP:Iteration 24F (148.018020 sec): 3 clusters Score: Raw -52438.679126 + Penalty 1449.575975 = -50989.103151 nChanged 0 Score: Raw -1019660.451170 + Penalty 17730.054438 = -1001930.396732 Splitting cluster 3 changes total score from -1002161.559158 to -1001930.396732 So it's not getting split. Trying to split cluster 4 (879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.492694 sec): 2 clusters Score: Raw -47241.083618 + Penalty 711.772414 = -46529.311204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.503974 sec): 3 clusters Score: Raw -46908.502824 + Penalty 1423.544829 = -45484.957995 nChanged 287 SP:Iteration 1F (148.514676 sec): 3 clusters Score: Raw -47166.866050 + Penalty 1423.544829 = -45743.321221 nChanged 69 SP:Iteration 2F (148.525308 sec): 3 clusters Score: Raw -47261.491484 + Penalty 1423.544829 = -45837.946656 nChanged 57 SP:Iteration 3F (148.536175 sec): 3 clusters Score: Raw -47352.999578 + Penalty 1423.544829 = -45929.454749 nChanged 65 SP:Iteration 4F (148.629095 sec): 3 clusters Score: Raw -47519.463980 + Penalty 1423.544829 = -46095.919152 nChanged 60 SP:Iteration 5F (148.728970 sec): 3 clusters Score: Raw -47695.520100 + Penalty 1423.544829 = -46271.975271 nChanged 44 SP:Iteration 6F (148.849339 sec): 3 clusters Score: Raw -47804.882100 + Penalty 1423.544829 = -46381.337272 nChanged 24 SP:Iteration 7Q (148.861659 sec): 3 clusters Score: Raw -47880.755239 + Penalty 1423.544829 = -46457.210410 nChanged 22 SP:Iteration 8Q (148.873737 sec): 3 clusters Score: Raw -47928.050527 + Penalty 1423.544829 = -46504.505698 nChanged 10 SP:Iteration 9Q (148.885789 sec): 3 clusters Score: Raw -47945.130687 + Penalty 1423.544829 = -46521.585859 nChanged 9 SP:Iteration 10Q (148.897804 sec): 3 clusters Score: Raw -47952.419428 + Penalty 1423.544829 = -46528.874599 nChanged 4 SP:Iteration 11Q (148.909928 sec): 3 clusters Score: Raw -47955.774574 + Penalty 1423.544829 = -46532.229745 nChanged 2 SP:Iteration 12Q (148.921596 sec): 3 clusters Score: Raw -47957.507920 + Penalty 1423.544829 = -46533.963092 nChanged 0 SP:Iteration 13F (148.932231 sec): 3 clusters Score: Raw -47957.507920 + Penalty 1423.544829 = -46533.963092 nChanged 0 Score: Raw -1019565.093519 + Penalty 17730.054438 = -1001835.039081 Splitting cluster 4 changes total score from -1002161.559158 to -1001835.039081 So it's not getting split. Trying to split cluster 5 (839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (149.445115 sec): 2 clusters Score: Raw -30399.722708 + Penalty 706.882124 = -29692.840584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (149.526362 sec): 3 clusters Score: Raw -30144.048803 + Penalty 1413.764248 = -28730.284555 nChanged 269 SP:Iteration 1F (149.537819 sec): 3 clusters Score: Raw -30426.196635 + Penalty 1413.764248 = -29012.432387 nChanged 68 SP:Iteration 2F (149.548467 sec): 3 clusters Score: Raw -30504.943918 + Penalty 1413.764248 = -29091.179670 nChanged 46 SP:Iteration 3F (149.559088 sec): 3 clusters Score: Raw -30576.194600 + Penalty 1413.764248 = -29162.430352 nChanged 41 SP:Iteration 4Q (149.569794 sec): 3 clusters Score: Raw -30628.751057 + Penalty 1413.764248 = -29214.986809 nChanged 35 SP:Iteration 5Q (149.580691 sec): 3 clusters Score: Raw -30664.259632 + Penalty 1413.764248 = -29250.495384 nChanged 22 SP:Iteration 6Q (149.591306 sec): 3 clusters Score: Raw -30686.979612 + Penalty 1413.764248 = -29273.215364 nChanged 13 SP:Iteration 7Q (149.601670 sec): 3 clusters Score: Raw -30702.285694 + Penalty 1413.764248 = -29288.521445 nChanged 10 SP:Iteration 8Q (149.612030 sec): 3 clusters Score: Raw -30711.818108 + Penalty 1413.764248 = -29298.053860 nChanged 10 SP:Iteration 9Q (149.622388 sec): 3 clusters Score: Raw -30719.014451 + Penalty 1413.764248 = -29305.250203 nChanged 5 SP:Iteration 10Q (149.632743 sec): 3 clusters Score: Raw -30722.755245 + Penalty 1413.764248 = -29308.990997 nChanged 1 SP:Iteration 11Q (149.643145 sec): 3 clusters Score: Raw -30723.376184 + Penalty 1413.764248 = -29309.611935 nChanged 1 SP:Iteration 12Q (149.653400 sec): 3 clusters Score: Raw -30723.908859 + Penalty 1413.764248 = -29310.144610 nChanged 1 SP:Iteration 13Q (149.663699 sec): 3 clusters Score: Raw -30726.154066 + Penalty 1413.764248 = -29312.389818 nChanged 3 SP:Iteration 14Q (149.674003 sec): 3 clusters Score: Raw -30728.633357 + Penalty 1413.764248 = -29314.869108 nChanged 4 SP:Iteration 15Q (149.684306 sec): 3 clusters Score: Raw -30732.408800 + Penalty 1413.764248 = -29318.644551 nChanged 4 SP:Iteration 16Q (149.694616 sec): 3 clusters Score: Raw -30738.724682 + Penalty 1413.764248 = -29324.960434 nChanged 3 SP:Iteration 17Q (149.705022 sec): 3 clusters Score: Raw -30740.947123 + Penalty 1413.764248 = -29327.182875 nChanged 2 SP:Iteration 18Q (149.715341 sec): 3 clusters Score: Raw -30744.010572 + Penalty 1413.764248 = -29330.246324 nChanged 0 SP:Iteration 19F (149.725544 sec): 3 clusters Score: Raw -30744.010572 + Penalty 1413.764248 = -29330.246324 nChanged 0 Trying to split cluster 6 (916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (149.747862 sec): 2 clusters Score: Raw -52473.690333 + Penalty 716.101718 = -51757.588614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (149.759418 sec): 3 clusters Score: Raw -52133.157506 + Penalty 1432.203437 = -50700.954070 nChanged 296 SP:Iteration 1F (149.770477 sec): 3 clusters Score: Raw -52366.004761 + Penalty 1432.203437 = -50933.801324 nChanged 66 SP:Iteration 2F (149.781398 sec): 3 clusters Score: Raw -52424.830107 + Penalty 1432.203437 = -50992.626670 nChanged 46 SP:Iteration 3F (149.792360 sec): 3 clusters Score: Raw -52468.626042 + Penalty 1432.203437 = -51036.422606 nChanged 26 SP:Iteration 4Q (149.803474 sec): 3 clusters Score: Raw -52489.116286 + Penalty 1432.203437 = -51056.912850 nChanged 19 SP:Iteration 5Q (149.814525 sec): 3 clusters Score: Raw -52501.758080 + Penalty 1432.203437 = -51069.554643 nChanged 14 SP:Iteration 6Q (149.825569 sec): 3 clusters Score: Raw -52510.294848 + Penalty 1432.203437 = -51078.091412 nChanged 11 SP:Iteration 7Q (149.836844 sec): 3 clusters Score: Raw -52519.086230 + Penalty 1432.203437 = -51086.882793 nChanged 13 SP:Iteration 8Q (149.952333 sec): 3 clusters Score: Raw -52525.841465 + Penalty 1432.203437 = -51093.638028 nChanged 11 SP:Iteration 9Q (149.980052 sec): 3 clusters Score: Raw -52532.197142 + Penalty 1432.203437 = -51099.993706 nChanged 8 SP:Iteration 10Q (149.993946 sec): 3 clusters Score: Raw -52536.140807 + Penalty 1432.203437 = -51103.937370 nChanged 6 SP:Iteration 11Q (150.007734 sec): 3 clusters Score: Raw -52539.340595 + Penalty 1432.203437 = -51107.137158 nChanged 1 SP:Iteration 12Q (150.021492 sec): 3 clusters Score: Raw -52539.689389 + Penalty 1432.203437 = -51107.485953 nChanged 0 SP:Iteration 13F (150.035181 sec): 3 clusters Score: Raw -52539.689389 + Penalty 1432.203437 = -51107.485953 nChanged 0 Trying to split cluster 7 (1261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (150.072391 sec): 2 clusters Score: Raw -52408.338981 + Penalty 749.664335 = -51658.674646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (150.090845 sec): 3 clusters Score: Raw -51884.711682 + Penalty 1499.328671 = -50385.383011 nChanged 480 SP:Iteration 1F (150.108479 sec): 3 clusters Score: Raw -52348.447163 + Penalty 1499.328671 = -50849.118493 nChanged 147 SP:Iteration 2F (150.122444 sec): 3 clusters Score: Raw -52567.534753 + Penalty 1499.328671 = -51068.206082 nChanged 92 SP:Iteration 3F (150.136338 sec): 3 clusters Score: Raw -52712.734862 + Penalty 1499.328671 = -51213.406191 nChanged 69 SP:Iteration 4F (150.150087 sec): 3 clusters Score: Raw -52826.040287 + Penalty 1499.328671 = -51326.711617 nChanged 58 SP:Iteration 5Q (150.164175 sec): 3 clusters Score: Raw -52919.988330 + Penalty 1499.328671 = -51420.659659 nChanged 44 SP:Iteration 6Q (150.178175 sec): 3 clusters Score: Raw -52981.744078 + Penalty 1499.328671 = -51482.415408 nChanged 33 SP:Iteration 7Q (150.192116 sec): 3 clusters Score: Raw -53020.291327 + Penalty 1499.328671 = -51520.962656 nChanged 22 SP:Iteration 8Q (150.206085 sec): 3 clusters Score: Raw -53053.623735 + Penalty 1499.328671 = -51554.295064 nChanged 17 SP:Iteration 9Q (150.219958 sec): 3 clusters Score: Raw -53074.399542 + Penalty 1499.328671 = -51575.070871 nChanged 22 SP:Iteration 10Q (150.233776 sec): 3 clusters Score: Raw -53097.076512 + Penalty 1499.328671 = -51597.747842 nChanged 16 SP:Iteration 11Q (150.247607 sec): 3 clusters Score: Raw -53112.180316 + Penalty 1499.328671 = -51612.851645 nChanged 12 SP:Iteration 12Q (150.261399 sec): 3 clusters Score: Raw -53121.077146 + Penalty 1499.328671 = -51621.748475 nChanged 11 SP:Iteration 13Q (150.275222 sec): 3 clusters Score: Raw -53132.637979 + Penalty 1499.328671 = -51633.309308 nChanged 19 SP:Iteration 14Q (150.289101 sec): 3 clusters Score: Raw -53151.118101 + Penalty 1499.328671 = -51651.789431 nChanged 12 SP:Iteration 15Q (150.303070 sec): 3 clusters Score: Raw -53158.084210 + Penalty 1499.328671 = -51658.755540 nChanged 10 SP:Iteration 16Q (150.316903 sec): 3 clusters Score: Raw -53167.412960 + Penalty 1499.328671 = -51668.084289 nChanged 9 SP:Iteration 17Q (150.330706 sec): 3 clusters Score: Raw -53175.381260 + Penalty 1499.328671 = -51676.052589 nChanged 7 SP:Iteration 18Q (150.344473 sec): 3 clusters Score: Raw -53179.435001 + Penalty 1499.328671 = -51680.106330 nChanged 5 SP:Iteration 19Q (150.358180 sec): 3 clusters Score: Raw -53182.646121 + Penalty 1499.328671 = -51683.317450 nChanged 4 SP:Iteration 20F (150.372108 sec): 3 clusters Score: Raw -53184.570252 + Penalty 1499.328671 = -51685.241581 nChanged 0 Score: Raw -1019624.900488 + Penalty 17730.054438 = -1001894.846050 Splitting cluster 7 changes total score from -1002161.559158 to -1001894.846050 So it's not getting split. Trying to split cluster 8 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (150.967085 sec): 2 clusters Score: Raw -28567.978069 + Penalty 654.200552 = -27913.777517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (150.975261 sec): 3 clusters Score: Raw -28439.083153 + Penalty 1308.401104 = -27130.682049 nChanged 154 SP:Iteration 1F (151.089255 sec): 3 clusters Score: Raw -28585.855358 + Penalty 1308.401104 = -27277.454254 nChanged 38 SP:Iteration 2F (151.118385 sec): 3 clusters Score: Raw -28622.525026 + Penalty 1308.401104 = -27314.123922 nChanged 18 SP:Iteration 3Q (151.126046 sec): 3 clusters Score: Raw -28641.418638 + Penalty 1308.401104 = -27333.017534 nChanged 4 SP:Iteration 4Q (151.133691 sec): 3 clusters Score: Raw -28646.464776 + Penalty 1308.401104 = -27338.063672 nChanged 3 SP:Iteration 5Q (151.141346 sec): 3 clusters Score: Raw -28652.163766 + Penalty 1308.401104 = -27343.762662 nChanged 5 SP:Iteration 6Q (151.148983 sec): 3 clusters Score: Raw -28659.746002 + Penalty 1308.401104 = -27351.344898 nChanged 5 SP:Iteration 7Q (151.156638 sec): 3 clusters Score: Raw -28666.180516 + Penalty 1308.401104 = -27357.779412 nChanged 7 SP:Iteration 8Q (151.164295 sec): 3 clusters Score: Raw -28671.332120 + Penalty 1308.401104 = -27362.931016 nChanged 3 SP:Iteration 9Q (151.171918 sec): 3 clusters Score: Raw -28673.219634 + Penalty 1308.401104 = -27364.818530 nChanged 1 SP:Iteration 10Q (151.179645 sec): 3 clusters Score: Raw -28673.602845 + Penalty 1308.401104 = -27365.201741 nChanged 0 SP:Iteration 11F (151.187232 sec): 3 clusters Score: Raw -28673.602845 + Penalty 1308.401104 = -27365.201741 nChanged 0 Trying to split cluster 9 (1894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.221518 sec): 2 clusters Score: Raw -87652.257100 + Penalty 792.376859 = -86859.880241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.241757 sec): 3 clusters Score: Raw -86737.201987 + Penalty 1584.753717 = -85152.448269 nChanged 740 SP:Iteration 1F (151.261016 sec): 3 clusters Score: Raw -87342.586781 + Penalty 1584.753717 = -85757.833063 nChanged 193 SP:Iteration 2F (151.280168 sec): 3 clusters Score: Raw -87559.489389 + Penalty 1584.753717 = -85974.735672 nChanged 132 SP:Iteration 3F (151.299338 sec): 3 clusters Score: Raw -87696.867888 + Penalty 1584.753717 = -86112.114171 nChanged 106 SP:Iteration 4F (151.318418 sec): 3 clusters Score: Raw -87807.646893 + Penalty 1584.753717 = -86222.893176 nChanged 100 SP:Iteration 5F (151.337532 sec): 3 clusters Score: Raw -87891.020190 + Penalty 1584.753717 = -86306.266473 nChanged 71 SP:Iteration 6Q (151.357033 sec): 3 clusters Score: Raw -87945.619698 + Penalty 1584.753717 = -86360.865980 nChanged 55 SP:Iteration 7Q (151.377808 sec): 3 clusters Score: Raw -87990.038107 + Penalty 1584.753717 = -86405.284390 nChanged 43 SP:Iteration 8Q (151.397317 sec): 3 clusters Score: Raw -88017.854192 + Penalty 1584.753717 = -86433.100474 nChanged 37 SP:Iteration 9Q (151.416944 sec): 3 clusters Score: Raw -88037.746691 + Penalty 1584.753717 = -86452.992973 nChanged 19 SP:Iteration 10Q (151.436465 sec): 3 clusters Score: Raw -88047.654048 + Penalty 1584.753717 = -86462.900330 nChanged 14 SP:Iteration 11Q (151.455936 sec): 3 clusters Score: Raw -88054.207842 + Penalty 1584.753717 = -86469.454124 nChanged 8 SP:Iteration 12Q (151.475447 sec): 3 clusters Score: Raw -88056.132560 + Penalty 1584.753717 = -86471.378842 nChanged 5 SP:Iteration 13Q (151.494876 sec): 3 clusters Score: Raw -88057.785143 + Penalty 1584.753717 = -86473.031426 nChanged 5 SP:Iteration 14Q (151.514269 sec): 3 clusters Score: Raw -88059.975695 + Penalty 1584.753717 = -86475.221978 nChanged 5 SP:Iteration 15Q (151.533675 sec): 3 clusters Score: Raw -88063.274800 + Penalty 1584.753717 = -86478.521082 nChanged 7 SP:Iteration 16Q (151.552999 sec): 3 clusters Score: Raw -88066.316962 + Penalty 1584.753717 = -86481.563245 nChanged 3 SP:Iteration 17Q (151.572291 sec): 3 clusters Score: Raw -88067.064838 + Penalty 1584.753717 = -86482.311120 nChanged 2 SP:Iteration 18Q (151.591567 sec): 3 clusters Score: Raw -88068.001004 + Penalty 1584.753717 = -86483.247286 nChanged 0 SP:Iteration 19F (151.708064 sec): 3 clusters Score: Raw -88068.001004 + Penalty 1584.753717 = -86483.247286 nChanged 0 Trying to split cluster 10 (987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.764066 sec): 2 clusters Score: Raw -53805.142673 + Penalty 723.940354 = -53081.202319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.776477 sec): 3 clusters Score: Raw -53423.299751 + Penalty 1447.880708 = -51975.419043 nChanged 329 SP:Iteration 1F (151.788107 sec): 3 clusters Score: Raw -53726.579750 + Penalty 1447.880708 = -52278.699042 nChanged 104 SP:Iteration 2F (151.799682 sec): 3 clusters Score: Raw -53868.785842 + Penalty 1447.880708 = -52420.905134 nChanged 67 SP:Iteration 3F (151.811252 sec): 3 clusters Score: Raw -53990.049423 + Penalty 1447.880708 = -52542.168715 nChanged 64 SP:Iteration 4F (151.822696 sec): 3 clusters Score: Raw -54064.216871 + Penalty 1447.880708 = -52616.336163 nChanged 43 SP:Iteration 5Q (151.834508 sec): 3 clusters Score: Raw -54110.161309 + Penalty 1447.880708 = -52662.280601 nChanged 35 SP:Iteration 6Q (151.846192 sec): 3 clusters Score: Raw -54139.933554 + Penalty 1447.880708 = -52692.052845 nChanged 21 SP:Iteration 7Q (151.857805 sec): 3 clusters Score: Raw -54155.005273 + Penalty 1447.880708 = -52707.124565 nChanged 12 SP:Iteration 8Q (151.869439 sec): 3 clusters Score: Raw -54167.869649 + Penalty 1447.880708 = -52719.988940 nChanged 12 SP:Iteration 9Q (151.880925 sec): 3 clusters Score: Raw -54180.248984 + Penalty 1447.880708 = -52732.368276 nChanged 17 SP:Iteration 10Q (151.892713 sec): 3 clusters Score: Raw -54198.771436 + Penalty 1447.880708 = -52750.890727 nChanged 16 SP:Iteration 11Q (151.904412 sec): 3 clusters Score: Raw -54213.164535 + Penalty 1447.880708 = -52765.283827 nChanged 13 SP:Iteration 12Q (151.916083 sec): 3 clusters Score: Raw -54223.243772 + Penalty 1447.880708 = -52775.363064 nChanged 10 SP:Iteration 13Q (151.927671 sec): 3 clusters Score: Raw -54231.867107 + Penalty 1447.880708 = -52783.986399 nChanged 10 SP:Iteration 14Q (151.939236 sec): 3 clusters Score: Raw -54238.722131 + Penalty 1447.880708 = -52790.841422 nChanged 3 SP:Iteration 15Q (151.950736 sec): 3 clusters Score: Raw -54241.557548 + Penalty 1447.880708 = -52793.676840 nChanged 4 SP:Iteration 16Q (151.962398 sec): 3 clusters Score: Raw -54244.106616 + Penalty 1447.880708 = -52796.225908 nChanged 5 SP:Iteration 17Q (151.974003 sec): 3 clusters Score: Raw -54246.022798 + Penalty 1447.880708 = -52798.142090 nChanged 0 SP:Iteration 18F (151.985405 sec): 3 clusters Score: Raw -54246.022798 + Penalty 1447.880708 = -52798.142090 nChanged 0 Trying to split cluster 11 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.004660 sec): 2 clusters Score: Raw -7226.632913 + Penalty 572.808717 = -6653.824196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.010183 sec): 3 clusters Score: Raw -7306.814034 + Penalty 1145.617434 = -6161.196600 nChanged 64 SP:Iteration 1F (152.015494 sec): 3 clusters Score: Raw -7526.077358 + Penalty 1145.617434 = -6380.459924 nChanged 14 SP:Iteration 2F (152.021431 sec): 3 clusters Score: Raw -7587.023377 + Penalty 1145.617434 = -6441.405942 nChanged 7 SP:Iteration 3Q (152.026710 sec): 3 clusters Score: Raw -7616.576936 + Penalty 1145.617434 = -6470.959502 nChanged 4 SP:Iteration 4Q (152.031968 sec): 3 clusters Score: Raw -7643.722233 + Penalty 1145.617434 = -6498.104799 nChanged 3 SP:Iteration 5Q (152.037213 sec): 3 clusters Score: Raw -7650.629040 + Penalty 1145.617434 = -6505.011606 nChanged 2 SP:Iteration 6Q (152.042491 sec): 3 clusters Score: Raw -7654.801506 + Penalty 1145.617434 = -6509.184072 nChanged 0 SP:Iteration 7F (152.047765 sec): 3 clusters Score: Raw -7654.801506 + Penalty 1145.617434 = -6509.184072 nChanged 0 Trying to split cluster 12 (5861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.149691 sec): 2 clusters Score: Raw -336270.940119 + Penalty 910.987929 = -335359.952190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.192706 sec): 3 clusters Score: Raw -333010.074183 + Penalty 1821.975858 = -331188.098324 nChanged 2495 SP:Iteration 1F (152.246526 sec): 3 clusters Score: Raw -334455.097557 + Penalty 1821.975858 = -332633.121699 nChanged 393 SP:Iteration 2F (152.297461 sec): 3 clusters Score: Raw -334637.924126 + Penalty 1821.975858 = -332815.948268 nChanged 337 SP:Iteration 3F (152.345993 sec): 3 clusters Score: Raw -334814.585349 + Penalty 1821.975858 = -332992.609490 nChanged 306 SP:Iteration 4F (152.394998 sec): 3 clusters Score: Raw -334987.303528 + Penalty 1821.975858 = -333165.327670 nChanged 294 SP:Iteration 5F (152.443759 sec): 3 clusters Score: Raw -335149.854525 + Penalty 1821.975858 = -333327.878666 nChanged 243 SP:Iteration 6Q (152.492190 sec): 3 clusters Score: Raw -335285.946269 + Penalty 1821.975858 = -333463.970411 nChanged 243 SP:Iteration 7Q (152.538214 sec): 3 clusters Score: Raw -335407.740311 + Penalty 1821.975858 = -333585.764453 nChanged 202 SP:Iteration 8Q (152.584460 sec): 3 clusters Score: Raw -335526.881111 + Penalty 1821.975858 = -333704.905252 nChanged 198 SP:Iteration 9Q (152.630649 sec): 3 clusters Score: Raw -335649.677271 + Penalty 1821.975858 = -333827.701412 nChanged 182 SP:Iteration 10Q (152.677366 sec): 3 clusters Score: Raw -335756.095999 + Penalty 1821.975858 = -333934.120141 nChanged 149 SP:Iteration 11Q (152.725592 sec): 3 clusters Score: Raw -335834.563689 + Penalty 1821.975858 = -334012.587831 nChanged 143 SP:Iteration 12Q (152.773623 sec): 3 clusters Score: Raw -335913.079628 + Penalty 1821.975858 = -334091.103769 nChanged 123 SP:Iteration 13Q (152.821439 sec): 3 clusters Score: Raw -335978.031039 + Penalty 1821.975858 = -334156.055180 nChanged 100 SP:Iteration 14Q (152.867545 sec): 3 clusters Score: Raw -336032.865800 + Penalty 1821.975858 = -334210.889942 nChanged 75 SP:Iteration 15Q (152.913413 sec): 3 clusters Score: Raw -336074.609923 + Penalty 1821.975858 = -334252.634065 nChanged 69 SP:Iteration 16Q (152.959508 sec): 3 clusters Score: Raw -336113.289006 + Penalty 1821.975858 = -334291.313147 nChanged 62 SP:Iteration 17Q (153.005149 sec): 3 clusters Score: Raw -336160.509021 + Penalty 1821.975858 = -334338.533162 nChanged 62 SP:Iteration 18Q (153.050413 sec): 3 clusters Score: Raw -336225.200201 + Penalty 1821.975858 = -334403.224343 nChanged 81 SP:Iteration 19Q (153.096881 sec): 3 clusters Score: Raw -336297.987018 + Penalty 1821.975858 = -334476.011160 nChanged 92 SP:Iteration 20F (153.143718 sec): 3 clusters Score: Raw -336391.547409 + Penalty 1821.975858 = -334569.571551 nChanged 101 SP:Iteration 21Q (153.189675 sec): 3 clusters Score: Raw -336482.039501 + Penalty 1821.975858 = -334660.063642 nChanged 87 SP:Iteration 22Q (153.233653 sec): 3 clusters Score: Raw -336563.409090 + Penalty 1821.975858 = -334741.433231 nChanged 87 SP:Iteration 23Q (153.277062 sec): 3 clusters Score: Raw -336643.334844 + Penalty 1821.975858 = -334821.358985 nChanged 87 SP:Iteration 24Q (153.320595 sec): 3 clusters Score: Raw -336720.317405 + Penalty 1821.975858 = -334898.341547 nChanged 63 SP:Iteration 25Q (153.364748 sec): 3 clusters Score: Raw -336761.209501 + Penalty 1821.975858 = -334939.233642 nChanged 50 SP:Iteration 26Q (153.409884 sec): 3 clusters Score: Raw -336790.165628 + Penalty 1821.975858 = -334968.189770 nChanged 41 SP:Iteration 27Q (153.455009 sec): 3 clusters Score: Raw -336808.593110 + Penalty 1821.975858 = -334986.617252 nChanged 29 SP:Iteration 28Q (153.500246 sec): 3 clusters Score: Raw -336819.642420 + Penalty 1821.975858 = -334997.666562 nChanged 28 SP:Iteration 29Q (153.545094 sec): 3 clusters Score: Raw -336829.946739 + Penalty 1821.975858 = -335007.970880 nChanged 14 SP:Iteration 30Q (153.669560 sec): 3 clusters Score: Raw -336834.894974 + Penalty 1821.975858 = -335012.919116 nChanged 11 SP:Iteration 31Q (153.717642 sec): 3 clusters Score: Raw -336837.446834 + Penalty 1821.975858 = -335015.470976 nChanged 5 SP:Iteration 32Q (153.766308 sec): 3 clusters Score: Raw -336838.178850 + Penalty 1821.975858 = -335016.202992 nChanged 1 SP:Iteration 33Q (153.815415 sec): 3 clusters Score: Raw -336838.212029 + Penalty 1821.975858 = -335016.236170 nChanged 0 SP:Iteration 34F (153.867211 sec): 3 clusters Score: Raw -336839.276592 + Penalty 1821.975858 = -335017.300734 nChanged 1 SP:Iteration 35Q (153.910290 sec): 3 clusters Score: Raw -336839.919121 + Penalty 1821.975858 = -335017.943262 nChanged 1 SP:Iteration 36Q (153.953457 sec): 3 clusters Score: Raw -336840.028788 + Penalty 1821.975858 = -335018.052929 nChanged 1 SP:Iteration 37Q (153.996678 sec): 3 clusters Score: Raw -336840.167674 + Penalty 1821.975858 = -335018.191816 nChanged 2 SP:Iteration 38Q (154.039560 sec): 3 clusters Score: Raw -336840.333264 + Penalty 1821.975858 = -335018.357406 nChanged 1 SP:Iteration 39Q (154.082049 sec): 3 clusters Score: Raw -336840.563955 + Penalty 1821.975858 = -335018.588096 nChanged 2 SP:Iteration 40F (154.129438 sec): 3 clusters Score: Raw -336840.715237 + Penalty 1821.975858 = -335018.739378 nChanged 0 Trying to split cluster 13 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.165787 sec): 2 clusters Score: Raw -47116.013880 + Penalty 731.134949 = -46384.878932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.178801 sec): 3 clusters Score: Raw -46745.503424 + Penalty 1462.269897 = -45283.233527 nChanged 345 SP:Iteration 1F (154.191100 sec): 3 clusters Score: Raw -47058.810424 + Penalty 1462.269897 = -45596.540527 nChanged 104 SP:Iteration 2F (154.203339 sec): 3 clusters Score: Raw -47200.500772 + Penalty 1462.269897 = -45738.230875 nChanged 64 SP:Iteration 3F (154.246330 sec): 3 clusters Score: Raw -47283.258781 + Penalty 1462.269897 = -45820.988884 nChanged 47 SP:Iteration 4Q (154.259166 sec): 3 clusters Score: Raw -47323.551532 + Penalty 1462.269897 = -45861.281635 nChanged 23 SP:Iteration 5Q (154.271923 sec): 3 clusters Score: Raw -47343.064836 + Penalty 1462.269897 = -45880.794939 nChanged 23 SP:Iteration 6Q (154.284768 sec): 3 clusters Score: Raw -47362.439749 + Penalty 1462.269897 = -45900.169852 nChanged 14 SP:Iteration 7Q (154.297485 sec): 3 clusters Score: Raw -47372.203184 + Penalty 1462.269897 = -45909.933287 nChanged 12 SP:Iteration 8Q (154.310198 sec): 3 clusters Score: Raw -47380.822580 + Penalty 1462.269897 = -45918.552683 nChanged 9 SP:Iteration 9Q (154.322883 sec): 3 clusters Score: Raw -47385.962159 + Penalty 1462.269897 = -45923.692262 nChanged 5 SP:Iteration 10Q (154.335670 sec): 3 clusters Score: Raw -47389.255911 + Penalty 1462.269897 = -45926.986014 nChanged 1 SP:Iteration 11Q (154.348119 sec): 3 clusters Score: Raw -47390.116071 + Penalty 1462.269897 = -45927.846174 nChanged 3 SP:Iteration 12Q (154.360399 sec): 3 clusters Score: Raw -47395.364611 + Penalty 1462.269897 = -45933.094714 nChanged 6 SP:Iteration 13Q (154.372529 sec): 3 clusters Score: Raw -47404.534061 + Penalty 1462.269897 = -45942.264164 nChanged 12 SP:Iteration 14Q (154.384834 sec): 3 clusters Score: Raw -47416.836223 + Penalty 1462.269897 = -45954.566326 nChanged 8 SP:Iteration 15Q (154.397118 sec): 3 clusters Score: Raw -47420.797852 + Penalty 1462.269897 = -45958.527955 nChanged 4 SP:Iteration 16Q (154.409409 sec): 3 clusters Score: Raw -47422.679200 + Penalty 1462.269897 = -45960.409303 nChanged 1 SP:Iteration 17Q (154.421707 sec): 3 clusters Score: Raw -47423.381794 + Penalty 1462.269897 = -45961.111897 nChanged 2 SP:Iteration 18Q (154.433942 sec): 3 clusters Score: Raw -47426.133684 + Penalty 1462.269897 = -45963.863787 nChanged 2 SP:Iteration 19Q (154.446167 sec): 3 clusters Score: Raw -47427.696632 + Penalty 1462.269897 = -45965.426735 nChanged 3 SP:Iteration 20F (154.545373 sec): 3 clusters Score: Raw -47428.676441 + Penalty 1462.269897 = -45966.406544 nChanged 0 Trying to split cluster 14 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.603018 sec): 2 clusters Score: Raw -27859.783021 + Penalty 652.323640 = -27207.459381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.693810 sec): 3 clusters Score: Raw -27725.480652 + Penalty 1304.647280 = -26420.833372 nChanged 142 SP:Iteration 1F (154.701423 sec): 3 clusters Score: Raw -27879.994456 + Penalty 1304.647280 = -26575.347176 nChanged 26 SP:Iteration 2F (154.708929 sec): 3 clusters Score: Raw -27913.234555 + Penalty 1304.647280 = -26608.587275 nChanged 14 SP:Iteration 3Q (154.716505 sec): 3 clusters Score: Raw -27937.106846 + Penalty 1304.647280 = -26632.459566 nChanged 14 SP:Iteration 4Q (154.724102 sec): 3 clusters Score: Raw -27952.164646 + Penalty 1304.647280 = -26647.517365 nChanged 4 SP:Iteration 5Q (154.731616 sec): 3 clusters Score: Raw -27955.295538 + Penalty 1304.647280 = -26650.648258 nChanged 3 SP:Iteration 6Q (154.739140 sec): 3 clusters Score: Raw -27957.980731 + Penalty 1304.647280 = -26653.333451 nChanged 1 SP:Iteration 7Q (154.746643 sec): 3 clusters Score: Raw -27960.228688 + Penalty 1304.647280 = -26655.581408 nChanged 2 SP:Iteration 8Q (154.754179 sec): 3 clusters Score: Raw -27961.402374 + Penalty 1304.647280 = -26656.755094 nChanged 1 SP:Iteration 9Q (154.762221 sec): 3 clusters Score: Raw -27963.278136 + Penalty 1304.647280 = -26658.630856 nChanged 0 SP:Iteration 10F (154.770175 sec): 3 clusters Score: Raw -27963.278136 + Penalty 1304.647280 = -26658.630856 nChanged 0 Trying to split cluster 15 (1671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.830085 sec): 2 clusters Score: Raw -96857.767363 + Penalty 779.223641 = -96078.543723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.946738 sec): 3 clusters Score: Raw -96084.892843 + Penalty 1558.447281 = -94526.445562 nChanged 621 SP:Iteration 1F (155.040622 sec): 3 clusters Score: Raw -96494.007464 + Penalty 1558.447281 = -94935.560183 nChanged 154 SP:Iteration 2F (155.147953 sec): 3 clusters Score: Raw -96600.329292 + Penalty 1558.447281 = -95041.882011 nChanged 104 SP:Iteration 3F (155.165439 sec): 3 clusters Score: Raw -96674.729663 + Penalty 1558.447281 = -95116.282382 nChanged 75 SP:Iteration 4Q (155.183133 sec): 3 clusters Score: Raw -96725.170029 + Penalty 1558.447281 = -95166.722748 nChanged 54 SP:Iteration 5Q (155.200763 sec): 3 clusters Score: Raw -96759.342217 + Penalty 1558.447281 = -95200.894936 nChanged 36 SP:Iteration 6Q (155.218330 sec): 3 clusters Score: Raw -96782.953480 + Penalty 1558.447281 = -95224.506199 nChanged 45 SP:Iteration 7Q (155.236000 sec): 3 clusters Score: Raw -96809.625658 + Penalty 1558.447281 = -95251.178377 nChanged 34 SP:Iteration 8Q (155.253582 sec): 3 clusters Score: Raw -96830.464929 + Penalty 1558.447281 = -95272.017648 nChanged 34 SP:Iteration 9Q (155.271130 sec): 3 clusters Score: Raw -96848.409766 + Penalty 1558.447281 = -95289.962485 nChanged 27 SP:Iteration 10Q (155.288692 sec): 3 clusters Score: Raw -96860.734027 + Penalty 1558.447281 = -95302.286746 nChanged 16 SP:Iteration 11Q (155.306250 sec): 3 clusters Score: Raw -96866.192755 + Penalty 1558.447281 = -95307.745474 nChanged 13 SP:Iteration 12Q (155.323702 sec): 3 clusters Score: Raw -96870.685535 + Penalty 1558.447281 = -95312.238254 nChanged 7 SP:Iteration 13Q (155.341216 sec): 3 clusters Score: Raw -96872.933970 + Penalty 1558.447281 = -95314.486689 nChanged 5 SP:Iteration 14Q (155.359293 sec): 3 clusters Score: Raw -96874.385783 + Penalty 1558.447281 = -95315.938502 nChanged 5 SP:Iteration 15Q (155.376627 sec): 3 clusters Score: Raw -96875.645680 + Penalty 1558.447281 = -95317.198399 nChanged 7 SP:Iteration 16Q (155.481750 sec): 3 clusters Score: Raw -96877.831614 + Penalty 1558.447281 = -95319.384333 nChanged 3 SP:Iteration 17Q (155.598609 sec): 3 clusters Score: Raw -96878.692248 + Penalty 1558.447281 = -95320.244967 nChanged 4 SP:Iteration 18Q (155.713643 sec): 3 clusters Score: Raw -96880.248636 + Penalty 1558.447281 = -95321.801355 nChanged 4 SP:Iteration 19Q (155.771782 sec): 3 clusters Score: Raw -96881.161389 + Penalty 1558.447281 = -95322.714108 nChanged 2 SP:Iteration 20F (155.789414 sec): 3 clusters Score: Raw -96881.755581 + Penalty 1558.447281 = -95323.308300 nChanged 0 Trying to split cluster 16 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.819023 sec): 2 clusters Score: Raw -7177.268547 + Penalty 539.874673 = -6637.393874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.824147 sec): 3 clusters Score: Raw -7208.627319 + Penalty 1079.749347 = -6128.877972 nChanged 25 SP:Iteration 1F (155.829038 sec): 3 clusters Score: Raw -7295.524350 + Penalty 1079.749347 = -6215.775003 nChanged 11 SP:Iteration 2F (155.833928 sec): 3 clusters Score: Raw -7341.339193 + Penalty 1079.749347 = -6261.589846 nChanged 4 SP:Iteration 3Q (155.838752 sec): 3 clusters Score: Raw -7374.474157 + Penalty 1079.749347 = -6294.724810 nChanged 2 SP:Iteration 4Q (155.843422 sec): 3 clusters Score: Raw -7379.343773 + Penalty 1079.749347 = -6299.594426 nChanged 1 SP:Iteration 5Q (155.848234 sec): 3 clusters Score: Raw -7382.938881 + Penalty 1079.749347 = -6303.189534 nChanged 0 SP:Iteration 6F (155.853078 sec): 3 clusters Score: Raw -7382.938881 + Penalty 1079.749347 = -6303.189534 nChanged 0 Time taken for this iteration:82.729321 seconds. 3->17 Clusters: Score -1002161.559158, best is -1009977.175533 Starting from 4 clusters... ------ Clustering full data set of 20595 points ------ SP: Assigned 4 initial classes randomly. Iteration 0F (155.971818 sec): 4 clusters Score: Raw -882521.587479 + Penalty 3128.833136 = -879392.754343 nChanged 13659 Iteration 1F (156.095518 sec): 4 clusters Score: Raw -964754.238227 + Penalty 3128.833136 = -961625.405091 nChanged 2943 Iteration 2F (156.224879 sec): 4 clusters Score: Raw -972013.213584 + Penalty 3128.833136 = -968884.380448 nChanged 1114 Iteration 3F (156.341287 sec): 4 clusters Score: Raw -974227.239494 + Penalty 3128.833136 = -971098.406357 nChanged 780 Iteration 4Q (156.452382 sec): 4 clusters Score: Raw -975602.560733 + Penalty 3128.833136 = -972473.727596 nChanged 621 Iteration 5Q (156.675091 sec): 4 clusters Score: Raw -976383.478030 + Penalty 3128.833136 = -973254.644894 nChanged 489 Iteration 6Q (156.791805 sec): 4 clusters Score: Raw -976900.467548 + Penalty 3128.833136 = -973771.634412 nChanged 428 Iteration 7Q (156.913812 sec): 4 clusters Score: Raw -977472.544296 + Penalty 3128.833136 = -974343.711160 nChanged 448 Iteration 8Q (157.018146 sec): 4 clusters Score: Raw -978676.219253 + Penalty 3128.833136 = -975547.386116 nChanged 540 Iteration 9Q (157.128904 sec): 4 clusters Score: Raw -979920.111440 + Penalty 3128.833136 = -976791.278304 nChanged 465 Iteration 10Q (157.236613 sec): 4 clusters Score: Raw -980433.651730 + Penalty 3128.833136 = -977304.818593 nChanged 357 Iteration 11Q (157.341906 sec): 4 clusters Score: Raw -980674.899869 + Penalty 3128.833136 = -977546.066732 nChanged 258 Iteration 12Q (157.461140 sec): 4 clusters Score: Raw -980802.506449 + Penalty 3128.833136 = -977673.673313 nChanged 192 Iteration 13Q (157.576388 sec): 4 clusters Score: Raw -980884.268544 + Penalty 3128.833136 = -977755.435408 nChanged 164 Iteration 14Q (157.680511 sec): 4 clusters Score: Raw -980948.265555 + Penalty 3128.833136 = -977819.432419 nChanged 128 Iteration 15Q (157.787603 sec): 4 clusters Score: Raw -980989.627294 + Penalty 3128.833136 = -977860.794157 nChanged 98 Iteration 16Q (157.898545 sec): 4 clusters Score: Raw -981019.589481 + Penalty 3128.833136 = -977890.756345 nChanged 81 Iteration 17Q (158.193852 sec): 4 clusters Score: Raw -981045.923245 + Penalty 3128.833136 = -977917.090109 nChanged 58 Iteration 18Q (158.294086 sec): 4 clusters Score: Raw -981064.104681 + Penalty 3128.833136 = -977935.271544 nChanged 60 Iteration 19Q (158.407104 sec): 4 clusters Score: Raw -981078.076899 + Penalty 3128.833136 = -977949.243763 nChanged 56 Writing temp clu file Because OldScore, -977935.271544, is greater than current (better) Score,-977949.243763 Compute initial score before splitting: Score: Raw -981078.076899 + Penalty 3128.833136 = -977949.243763 Trying to split cluster 1 (4564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.544223 sec): 2 clusters Score: Raw -175457.524975 + Penalty 884.725245 = -174572.799730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.586500 sec): 3 clusters Score: Raw -173087.772168 + Penalty 1769.450489 = -171318.321678 nChanged 2021 SP:Iteration 1F (158.640641 sec): 3 clusters Score: Raw -176296.664284 + Penalty 1769.450489 = -174527.213795 nChanged 771 SP:Iteration 2F (158.690499 sec): 3 clusters Score: Raw -178068.498445 + Penalty 1769.450489 = -176299.047956 nChanged 371 SP:Iteration 3F (158.737454 sec): 3 clusters Score: Raw -178502.524319 + Penalty 1769.450489 = -176733.073830 nChanged 181 SP:Iteration 4Q (158.784804 sec): 3 clusters Score: Raw -178692.563680 + Penalty 1769.450489 = -176923.113191 nChanged 128 SP:Iteration 5Q (158.831353 sec): 3 clusters Score: Raw -178836.100367 + Penalty 1769.450489 = -177066.649877 nChanged 109 SP:Iteration 6Q (158.878385 sec): 3 clusters Score: Raw -178934.563522 + Penalty 1769.450489 = -177165.113032 nChanged 80 SP:Iteration 7Q (158.924645 sec): 3 clusters Score: Raw -178983.264541 + Penalty 1769.450489 = -177213.814052 nChanged 69 SP:Iteration 8Q (158.970638 sec): 3 clusters Score: Raw -179020.712288 + Penalty 1769.450489 = -177251.261799 nChanged 52 SP:Iteration 9Q (159.016426 sec): 3 clusters Score: Raw -179043.339245 + Penalty 1769.450489 = -177273.888756 nChanged 42 SP:Iteration 10Q (159.062392 sec): 3 clusters Score: Raw -179056.233919 + Penalty 1769.450489 = -177286.783430 nChanged 25 SP:Iteration 11Q (159.107476 sec): 3 clusters Score: Raw -179062.865946 + Penalty 1769.450489 = -177293.415457 nChanged 16 SP:Iteration 12Q (159.152552 sec): 3 clusters Score: Raw -179065.756710 + Penalty 1769.450489 = -177296.306221 nChanged 13 SP:Iteration 13Q (159.197295 sec): 3 clusters Score: Raw -179068.704715 + Penalty 1769.450489 = -177299.254226 nChanged 17 SP:Iteration 14Q (159.240350 sec): 3 clusters Score: Raw -179072.813222 + Penalty 1769.450489 = -177303.362733 nChanged 12 SP:Iteration 15Q (159.283829 sec): 3 clusters Score: Raw -179075.079106 + Penalty 1769.450489 = -177305.628617 nChanged 13 SP:Iteration 16Q (159.327226 sec): 3 clusters Score: Raw -179078.245230 + Penalty 1769.450489 = -177308.794741 nChanged 13 SP:Iteration 17Q (159.370946 sec): 3 clusters Score: Raw -179082.104948 + Penalty 1769.450489 = -177312.654458 nChanged 15 SP:Iteration 18Q (159.414291 sec): 3 clusters Score: Raw -179084.657297 + Penalty 1769.450489 = -177315.206808 nChanged 10 SP:Iteration 19Q (159.457681 sec): 3 clusters Score: Raw -179087.275408 + Penalty 1769.450489 = -177317.824919 nChanged 9 SP:Iteration 20F (159.500998 sec): 3 clusters Score: Raw -179088.746781 + Penalty 1769.450489 = -177319.296292 nChanged 10 SP:Iteration 21Q (159.544156 sec): 3 clusters Score: Raw -179089.878519 + Penalty 1769.450489 = -177320.428029 nChanged 6 SP:Iteration 22Q (159.586894 sec): 3 clusters Score: Raw -179091.016984 + Penalty 1769.450489 = -177321.566494 nChanged 11 SP:Iteration 23Q (159.629157 sec): 3 clusters Score: Raw -179093.629780 + Penalty 1769.450489 = -177324.179291 nChanged 12 SP:Iteration 24Q (159.671600 sec): 3 clusters Score: Raw -179097.924917 + Penalty 1769.450489 = -177328.474428 nChanged 17 SP:Iteration 25Q (159.713429 sec): 3 clusters Score: Raw -179102.436275 + Penalty 1769.450489 = -177332.985786 nChanged 11 SP:Iteration 26Q (159.834454 sec): 3 clusters Score: Raw -179104.834918 + Penalty 1769.450489 = -177335.384429 nChanged 12 SP:Iteration 27Q (159.876860 sec): 3 clusters Score: Raw -179107.474381 + Penalty 1769.450489 = -177338.023892 nChanged 9 SP:Iteration 28Q (159.918994 sec): 3 clusters Score: Raw -179110.107294 + Penalty 1769.450489 = -177340.656805 nChanged 12 SP:Iteration 29Q (159.960090 sec): 3 clusters Score: Raw -179115.329860 + Penalty 1769.450489 = -177345.879370 nChanged 16 SP:Iteration 30Q (160.000904 sec): 3 clusters Score: Raw -179120.653583 + Penalty 1769.450489 = -177351.203094 nChanged 18 SP:Iteration 31Q (160.041544 sec): 3 clusters Score: Raw -179125.789831 + Penalty 1769.450489 = -177356.339342 nChanged 10 SP:Iteration 32Q (160.082252 sec): 3 clusters Score: Raw -179129.087352 + Penalty 1769.450489 = -177359.636863 nChanged 14 SP:Iteration 33Q (160.205029 sec): 3 clusters Score: Raw -179134.192936 + Penalty 1769.450489 = -177364.742446 nChanged 13 SP:Iteration 34Q (160.323264 sec): 3 clusters Score: Raw -179136.969691 + Penalty 1769.450489 = -177367.519202 nChanged 12 SP:Iteration 35Q (160.439539 sec): 3 clusters Score: Raw -179139.566745 + Penalty 1769.450489 = -177370.116256 nChanged 11 SP:Iteration 36Q (160.488683 sec): 3 clusters Score: Raw -179142.222908 + Penalty 1769.450489 = -177372.772419 nChanged 11 SP:Iteration 37Q (160.529584 sec): 3 clusters Score: Raw -179145.193587 + Penalty 1769.450489 = -177375.743098 nChanged 10 SP:Iteration 38Q (160.570471 sec): 3 clusters Score: Raw -179148.258982 + Penalty 1769.450489 = -177378.808492 nChanged 8 SP:Iteration 39Q (160.624415 sec): 3 clusters Score: Raw -179149.370121 + Penalty 1769.450489 = -177379.919632 nChanged 2 SP:Iteration 40F (160.665378 sec): 3 clusters Score: Raw -179149.693284 + Penalty 1769.450489 = -177380.242794 nChanged 0 Score: Raw -984778.390730 + Penalty 4171.777515 = -980606.613215 Splitting cluster 1 changes total score from -977949.243763 to -980606.613215 So it's getting split into cluster 4. Trying to split cluster 2 (4202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (160.845694 sec): 2 clusters Score: Raw -200741.588945 + Penalty 876.048168 = -199865.540778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (160.887576 sec): 3 clusters Score: Raw -198544.380016 + Penalty 1752.096335 = -196792.283681 nChanged 1828 SP:Iteration 1F (160.927345 sec): 3 clusters Score: Raw -200861.857913 + Penalty 1752.096335 = -199109.761578 nChanged 623 SP:Iteration 2F (160.966952 sec): 3 clusters Score: Raw -202185.143343 + Penalty 1752.096335 = -200433.047008 nChanged 427 SP:Iteration 3F (161.006300 sec): 3 clusters Score: Raw -203066.537816 + Penalty 1752.096335 = -201314.441481 nChanged 247 SP:Iteration 4F (161.045853 sec): 3 clusters Score: Raw -203464.298560 + Penalty 1752.096335 = -201712.202225 nChanged 110 SP:Iteration 5Q (161.084233 sec): 3 clusters Score: Raw -203623.504015 + Penalty 1752.096335 = -201871.407680 nChanged 70 SP:Iteration 6Q (161.121847 sec): 3 clusters Score: Raw -203699.002228 + Penalty 1752.096335 = -201946.905893 nChanged 24 SP:Iteration 7Q (161.159370 sec): 3 clusters Score: Raw -203710.138256 + Penalty 1752.096335 = -201958.041920 nChanged 11 SP:Iteration 8Q (161.196932 sec): 3 clusters Score: Raw -203714.080446 + Penalty 1752.096335 = -201961.984111 nChanged 6 SP:Iteration 9Q (161.234401 sec): 3 clusters Score: Raw -203715.377850 + Penalty 1752.096335 = -201963.281515 nChanged 2 SP:Iteration 10Q (161.271874 sec): 3 clusters Score: Raw -203715.694309 + Penalty 1752.096335 = -201963.597974 nChanged 0 SP:Iteration 11F (161.310358 sec): 3 clusters Score: Raw -203715.694309 + Penalty 1752.096335 = -201963.597974 nChanged 0 Score: Raw -987752.496094 + Penalty 5214.721894 = -982537.774200 Splitting cluster 2 changes total score from -977949.243763 to -982537.774200 So it's getting split into cluster 5. Trying to split cluster 3 (11584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (161.561457 sec): 2 clusters Score: Raw -626191.830954 + Penalty 982.524912 = -625209.306042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (161.659947 sec): 3 clusters Score: Raw -619383.037466 + Penalty 1965.049824 = -617417.987641 nChanged 5209 SP:Iteration 1F (161.821718 sec): 3 clusters Score: Raw -623343.177404 + Penalty 1965.049824 = -621378.127580 nChanged 1325 SP:Iteration 2F (161.925848 sec): 3 clusters Score: Raw -625206.606038 + Penalty 1965.049824 = -623241.556214 nChanged 1441 SP:Iteration 3F (161.987541 sec): 3 clusters Score: Raw -627316.318272 + Penalty 1965.049824 = -625351.268448 nChanged 1158 SP:Iteration 4F (162.050078 sec): 3 clusters Score: Raw -628917.002360 + Penalty 1965.049824 = -626951.952536 nChanged 743 SP:Iteration 5F (162.115370 sec): 3 clusters Score: Raw -630007.578231 + Penalty 1965.049824 = -628042.528407 nChanged 530 SP:Iteration 6Q (162.183640 sec): 3 clusters Score: Raw -631278.365080 + Penalty 1965.049824 = -629313.315256 nChanged 353 SP:Iteration 7Q (162.256643 sec): 3 clusters Score: Raw -631733.261143 + Penalty 1965.049824 = -629768.211318 nChanged 211 SP:Iteration 8Q (162.405598 sec): 3 clusters Score: Raw -631872.978557 + Penalty 1965.049824 = -629907.928733 nChanged 135 SP:Iteration 9Q (162.468103 sec): 3 clusters Score: Raw -631961.287509 + Penalty 1965.049824 = -629996.237685 nChanged 102 SP:Iteration 10Q (162.531627 sec): 3 clusters Score: Raw -632028.869499 + Penalty 1965.049824 = -630063.819675 nChanged 78 SP:Iteration 11Q (162.596190 sec): 3 clusters Score: Raw -632076.195507 + Penalty 1965.049824 = -630111.145683 nChanged 79 SP:Iteration 12Q (162.663598 sec): 3 clusters Score: Raw -632116.127019 + Penalty 1965.049824 = -630151.077195 nChanged 64 SP:Iteration 13Q (162.734720 sec): 3 clusters Score: Raw -632145.719541 + Penalty 1965.049824 = -630180.669717 nChanged 54 SP:Iteration 14Q (162.804127 sec): 3 clusters Score: Raw -632166.405490 + Penalty 1965.049824 = -630201.355666 nChanged 44 SP:Iteration 15Q (162.869779 sec): 3 clusters Score: Raw -632181.502802 + Penalty 1965.049824 = -630216.452978 nChanged 39 SP:Iteration 16Q (162.933703 sec): 3 clusters Score: Raw -632197.843388 + Penalty 1965.049824 = -630232.793564 nChanged 32 SP:Iteration 17Q (163.001369 sec): 3 clusters Score: Raw -632207.964498 + Penalty 1965.049824 = -630242.914674 nChanged 32 SP:Iteration 18Q (163.068832 sec): 3 clusters Score: Raw -632217.606990 + Penalty 1965.049824 = -630252.557166 nChanged 19 SP:Iteration 19Q (163.132832 sec): 3 clusters Score: Raw -632222.443812 + Penalty 1965.049824 = -630257.393987 nChanged 16 SP:Iteration 20F (163.197610 sec): 3 clusters Score: Raw -632228.064376 + Penalty 1965.049824 = -630263.014552 nChanged 22 SP:Iteration 21Q (163.259841 sec): 3 clusters Score: Raw -632234.070482 + Penalty 1965.049824 = -630269.020658 nChanged 18 SP:Iteration 22Q (163.322902 sec): 3 clusters Score: Raw -632236.820313 + Penalty 1965.049824 = -630271.770489 nChanged 11 SP:Iteration 23Q (163.388456 sec): 3 clusters Score: Raw -632238.068994 + Penalty 1965.049824 = -630273.019170 nChanged 10 SP:Iteration 24Q (163.459116 sec): 3 clusters Score: Raw -632239.466056 + Penalty 1965.049824 = -630274.416232 nChanged 5 SP:Iteration 25Q (163.528131 sec): 3 clusters Score: Raw -632239.895919 + Penalty 1965.049824 = -630274.846095 nChanged 1 SP:Iteration 26Q (163.592597 sec): 3 clusters Score: Raw -632239.953075 + Penalty 1965.049824 = -630274.903251 nChanged 0 SP:Iteration 27F (163.655870 sec): 3 clusters Score: Raw -632239.953075 + Penalty 1965.049824 = -630274.903251 nChanged 0 Score: Raw -993800.618215 + Penalty 6257.666272 = -987542.951942 Splitting cluster 3 changes total score from -977949.243763 to -987542.951942 So it's getting split into cluster 6. Iteration 20F (164.120188 sec): 7 clusters Score: Raw -995275.555272 + Penalty 6257.666272 = -989017.889000 nChanged 1002 Iteration 21Q (164.272501 sec): 7 clusters Score: Raw -995961.010985 + Penalty 6257.666272 = -989703.344712 nChanged 387 Iteration 22Q (164.437021 sec): 7 clusters Score: Raw -996159.482023 + Penalty 6257.666272 = -989901.815750 nChanged 226 Iteration 23Q (164.597197 sec): 7 clusters Score: Raw -996248.401340 + Penalty 6257.666272 = -989990.735068 nChanged 153 Iteration 24Q (164.756496 sec): 7 clusters Score: Raw -996305.334549 + Penalty 6257.666272 = -990047.668277 nChanged 123 Iteration 25Q (164.992684 sec): 7 clusters Score: Raw -996346.962712 + Penalty 6257.666272 = -990089.296440 nChanged 97 Iteration 26Q (165.175635 sec): 7 clusters Score: Raw -996374.599164 + Penalty 6257.666272 = -990116.932892 nChanged 91 Iteration 27Q (165.338545 sec): 7 clusters Score: Raw -996400.553821 + Penalty 6257.666272 = -990142.887549 nChanged 67 Iteration 28Q (165.497837 sec): 7 clusters Score: Raw -996415.896823 + Penalty 6257.666272 = -990158.230551 nChanged 50 Iteration 29Q (165.656624 sec): 7 clusters Score: Raw -996425.229538 + Penalty 6257.666272 = -990167.563266 nChanged 53 Iteration 30Q (165.812927 sec): 7 clusters Score: Raw -996435.137905 + Penalty 6257.666272 = -990177.471632 nChanged 43 Iteration 31Q (165.968038 sec): 7 clusters Score: Raw -996443.267284 + Penalty 6257.666272 = -990185.601011 nChanged 34 Iteration 32Q (166.128368 sec): 7 clusters Score: Raw -996449.389658 + Penalty 6257.666272 = -990191.723385 nChanged 25 Iteration 33Q (166.272097 sec): 7 clusters Score: Raw -996453.036977 + Penalty 6257.666272 = -990195.370705 nChanged 15 Iteration 34Q (166.422271 sec): 7 clusters Score: Raw -996455.280276 + Penalty 6257.666272 = -990197.614004 nChanged 11 Iteration 35Q (166.601035 sec): 7 clusters Score: Raw -996456.732661 + Penalty 6257.666272 = -990199.066388 nChanged 11 Iteration 36Q (166.762170 sec): 7 clusters Score: Raw -996457.975286 + Penalty 6257.666272 = -990200.309014 nChanged 6 Iteration 37Q (166.920748 sec): 7 clusters Score: Raw -996458.823618 + Penalty 6257.666272 = -990201.157346 nChanged 5 Iteration 38Q (167.077521 sec): 7 clusters Score: Raw -996459.315972 + Penalty 6257.666272 = -990201.649700 nChanged 8 Iteration 39Q (167.235538 sec): 7 clusters Score: Raw -996460.460394 + Penalty 6257.666272 = -990202.794121 nChanged 5 Iteration 40F (167.441163 sec): 7 clusters Score: Raw -996462.957147 + Penalty 6257.666272 = -990205.290874 nChanged 4 Iteration 41Q (167.581698 sec): 7 clusters Score: Raw -996465.909284 + Penalty 6257.666272 = -990208.243012 nChanged 6 Iteration 42Q (167.748504 sec): 7 clusters Score: Raw -996470.765513 + Penalty 6257.666272 = -990213.099241 nChanged 5 Iteration 43Q (167.915991 sec): 7 clusters Score: Raw -996472.316688 + Penalty 6257.666272 = -990214.650416 nChanged 3 Iteration 44Q (168.070043 sec): 7 clusters Score: Raw -996472.565513 + Penalty 6257.666272 = -990214.899240 nChanged 4 Iteration 45Q (168.232356 sec): 7 clusters Score: Raw -996472.897132 + Penalty 6257.666272 = -990215.230860 nChanged 2 Iteration 46Q (168.392570 sec): 7 clusters Score: Raw -996473.056477 + Penalty 6257.666272 = -990215.390205 nChanged 3 Iteration 47Q (168.550329 sec): 7 clusters Score: Raw -996473.321093 + Penalty 6257.666272 = -990215.654820 nChanged 3 Iteration 48Q (168.708671 sec): 7 clusters Score: Raw -996473.597302 + Penalty 6257.666272 = -990215.931030 nChanged 4 Iteration 49Q (168.855665 sec): 7 clusters Score: Raw -996473.794380 + Penalty 6257.666272 = -990216.128108 nChanged 1 Iteration 50Q (168.998973 sec): 7 clusters Score: Raw -996473.833164 + Penalty 6257.666272 = -990216.166892 nChanged 1 Iteration 51Q (169.142505 sec): 7 clusters Score: Raw -996473.898252 + Penalty 6257.666272 = -990216.231980 nChanged 1 Iteration 52Q (169.301837 sec): 7 clusters Score: Raw -996474.012416 + Penalty 6257.666272 = -990216.346143 nChanged 2 Iteration 53Q (169.729736 sec): 7 clusters Score: Raw -996474.158618 + Penalty 6257.666272 = -990216.492346 nChanged 0 Iteration 54F (169.921553 sec): 7 clusters Score: Raw -996474.158618 + Penalty 6257.666272 = -990216.492346 nChanged 0 Compute initial score before splitting: Score: Raw -996474.158618 + Penalty 6257.666272 = -990216.492346 Trying to split cluster 1 (2686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.990085 sec): 2 clusters Score: Raw -116929.886450 + Penalty 829.059880 = -116100.826570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.158681 sec): 3 clusters Score: Raw -115513.862953 + Penalty 1658.119759 = -113855.743194 nChanged 1134 SP:Iteration 1F (170.275829 sec): 3 clusters Score: Raw -116392.256882 + Penalty 1658.119759 = -114734.137123 nChanged 307 SP:Iteration 2F (170.394268 sec): 3 clusters Score: Raw -116760.888578 + Penalty 1658.119759 = -115102.768818 nChanged 245 SP:Iteration 3F (170.513233 sec): 3 clusters Score: Raw -117065.917819 + Penalty 1658.119759 = -115407.798060 nChanged 215 SP:Iteration 4F (170.577543 sec): 3 clusters Score: Raw -117332.368679 + Penalty 1658.119759 = -115674.248920 nChanged 188 SP:Iteration 5F (170.605182 sec): 3 clusters Score: Raw -117568.781704 + Penalty 1658.119759 = -115910.661945 nChanged 146 SP:Iteration 6F (170.632711 sec): 3 clusters Score: Raw -117782.631301 + Penalty 1658.119759 = -116124.511542 nChanged 146 SP:Iteration 7F (170.660310 sec): 3 clusters Score: Raw -118055.792387 + Penalty 1658.119759 = -116397.672628 nChanged 118 SP:Iteration 8Q (170.689072 sec): 3 clusters Score: Raw -118257.891482 + Penalty 1658.119759 = -116599.771722 nChanged 72 SP:Iteration 9Q (170.716519 sec): 3 clusters Score: Raw -118347.594233 + Penalty 1658.119759 = -116689.474474 nChanged 46 SP:Iteration 10Q (170.743875 sec): 3 clusters Score: Raw -118384.398698 + Penalty 1658.119759 = -116726.278939 nChanged 28 SP:Iteration 11Q (170.770428 sec): 3 clusters Score: Raw -118405.085354 + Penalty 1658.119759 = -116746.965595 nChanged 15 SP:Iteration 12Q (170.797072 sec): 3 clusters Score: Raw -118410.204915 + Penalty 1658.119759 = -116752.085156 nChanged 6 SP:Iteration 13Q (170.823737 sec): 3 clusters Score: Raw -118413.290102 + Penalty 1658.119759 = -116755.170342 nChanged 5 SP:Iteration 14Q (170.850526 sec): 3 clusters Score: Raw -118414.705575 + Penalty 1658.119759 = -116756.585815 nChanged 4 SP:Iteration 15Q (170.877174 sec): 3 clusters Score: Raw -118416.591066 + Penalty 1658.119759 = -116758.471307 nChanged 6 SP:Iteration 16Q (170.903803 sec): 3 clusters Score: Raw -118419.453024 + Penalty 1658.119759 = -116761.333265 nChanged 7 SP:Iteration 17Q (170.930055 sec): 3 clusters Score: Raw -118422.679203 + Penalty 1658.119759 = -116764.559444 nChanged 8 SP:Iteration 18Q (170.956358 sec): 3 clusters Score: Raw -118425.252355 + Penalty 1658.119759 = -116767.132596 nChanged 7 SP:Iteration 19Q (170.982473 sec): 3 clusters Score: Raw -118428.157320 + Penalty 1658.119759 = -116770.037561 nChanged 9 SP:Iteration 20F (171.008897 sec): 3 clusters Score: Raw -118433.338712 + Penalty 1658.119759 = -116775.218953 nChanged 9 SP:Iteration 21Q (171.034943 sec): 3 clusters Score: Raw -118439.260086 + Penalty 1658.119759 = -116781.140327 nChanged 9 SP:Iteration 22Q (171.061236 sec): 3 clusters Score: Raw -118442.632552 + Penalty 1658.119759 = -116784.512793 nChanged 6 SP:Iteration 23Q (171.087044 sec): 3 clusters Score: Raw -118444.822313 + Penalty 1658.119759 = -116786.702554 nChanged 6 SP:Iteration 24Q (171.112860 sec): 3 clusters Score: Raw -118446.332563 + Penalty 1658.119759 = -116788.212804 nChanged 1 SP:Iteration 25Q (171.138670 sec): 3 clusters Score: Raw -118446.447511 + Penalty 1658.119759 = -116788.327752 nChanged 0 SP:Iteration 26F (171.164916 sec): 3 clusters Score: Raw -118446.447511 + Penalty 1658.119759 = -116788.327752 nChanged 0 Score: Raw -997990.719679 + Penalty 7300.610651 = -990690.109028 Splitting cluster 1 changes total score from -990216.492346 to -990690.109028 So it's getting split into cluster 7. Trying to split cluster 2 (1834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.425138 sec): 2 clusters Score: Raw -93734.724415 + Penalty 788.996739 = -92945.727676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.444890 sec): 3 clusters Score: Raw -92896.969033 + Penalty 1577.993477 = -91318.975556 nChanged 717 SP:Iteration 1F (171.463504 sec): 3 clusters Score: Raw -93592.675949 + Penalty 1577.993477 = -92014.682472 nChanged 197 SP:Iteration 2F (171.482434 sec): 3 clusters Score: Raw -93900.231281 + Penalty 1577.993477 = -92322.237804 nChanged 178 SP:Iteration 3F (171.501240 sec): 3 clusters Score: Raw -94319.508106 + Penalty 1577.993477 = -92741.514629 nChanged 137 SP:Iteration 4F (171.520032 sec): 3 clusters Score: Raw -94625.176617 + Penalty 1577.993477 = -93047.183140 nChanged 100 SP:Iteration 5F (171.538900 sec): 3 clusters Score: Raw -94747.170944 + Penalty 1577.993477 = -93169.177466 nChanged 73 SP:Iteration 6Q (171.557726 sec): 3 clusters Score: Raw -94838.652446 + Penalty 1577.993477 = -93260.658969 nChanged 65 SP:Iteration 7Q (171.576528 sec): 3 clusters Score: Raw -94945.664599 + Penalty 1577.993477 = -93367.671122 nChanged 58 SP:Iteration 8Q (171.595091 sec): 3 clusters Score: Raw -95051.418119 + Penalty 1577.993477 = -93473.424642 nChanged 65 SP:Iteration 9Q (171.613670 sec): 3 clusters Score: Raw -95185.509970 + Penalty 1577.993477 = -93607.516493 nChanged 66 SP:Iteration 10Q (171.632160 sec): 3 clusters Score: Raw -95348.461696 + Penalty 1577.993477 = -93770.468219 nChanged 62 SP:Iteration 11Q (171.650236 sec): 3 clusters Score: Raw -95576.922465 + Penalty 1577.993477 = -93998.928988 nChanged 49 SP:Iteration 12Q (171.668393 sec): 3 clusters Score: Raw -95810.790142 + Penalty 1577.993477 = -94232.796665 nChanged 34 SP:Iteration 13Q (171.686237 sec): 3 clusters Score: Raw -95980.711815 + Penalty 1577.993477 = -94402.718338 nChanged 18 SP:Iteration 14Q (171.703978 sec): 3 clusters Score: Raw -96029.645425 + Penalty 1577.993477 = -94451.651948 nChanged 7 SP:Iteration 15Q (171.721718 sec): 3 clusters Score: Raw -96037.134238 + Penalty 1577.993477 = -94459.140761 nChanged 3 SP:Iteration 16Q (171.739457 sec): 3 clusters Score: Raw -96042.218652 + Penalty 1577.993477 = -94464.225175 nChanged 3 SP:Iteration 17Q (171.757146 sec): 3 clusters Score: Raw -96046.100745 + Penalty 1577.993477 = -94468.107268 nChanged 1 SP:Iteration 18Q (171.774908 sec): 3 clusters Score: Raw -96047.261778 + Penalty 1577.993477 = -94469.268301 nChanged 1 SP:Iteration 19Q (171.792645 sec): 3 clusters Score: Raw -96048.043723 + Penalty 1577.993477 = -94470.050246 nChanged 0 SP:Iteration 20F (171.811150 sec): 3 clusters Score: Raw -96048.043723 + Penalty 1577.993477 = -94470.050246 nChanged 0 Score: Raw -1000304.038987 + Penalty 8343.555030 = -991960.483957 Splitting cluster 2 changes total score from -990216.492346 to -991960.483957 So it's getting split into cluster 8. Trying to split cluster 3 (3996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.081241 sec): 2 clusters Score: Raw -215761.064018 + Penalty 870.770160 = -214890.293858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.121052 sec): 3 clusters Score: Raw -213676.543208 + Penalty 1741.540319 = -211935.002889 nChanged 1648 SP:Iteration 1F (172.159897 sec): 3 clusters Score: Raw -215163.682702 + Penalty 1741.540319 = -213422.142382 nChanged 464 SP:Iteration 2F (172.198839 sec): 3 clusters Score: Raw -216040.406785 + Penalty 1741.540319 = -214298.866466 nChanged 437 SP:Iteration 3F (172.237569 sec): 3 clusters Score: Raw -217003.057130 + Penalty 1741.540319 = -215261.516810 nChanged 308 SP:Iteration 4F (172.276396 sec): 3 clusters Score: Raw -217639.760688 + Penalty 1741.540319 = -215898.220369 nChanged 171 SP:Iteration 5Q (172.409524 sec): 3 clusters Score: Raw -217948.198860 + Penalty 1741.540319 = -216206.658540 nChanged 127 SP:Iteration 6Q (172.525960 sec): 3 clusters Score: Raw -218227.942656 + Penalty 1741.540319 = -216486.402336 nChanged 100 SP:Iteration 7Q (172.561732 sec): 3 clusters Score: Raw -218511.762135 + Penalty 1741.540319 = -216770.221816 nChanged 102 SP:Iteration 8Q (172.597487 sec): 3 clusters Score: Raw -218913.834007 + Penalty 1741.540319 = -217172.293687 nChanged 80 SP:Iteration 9Q (172.633745 sec): 3 clusters Score: Raw -219269.311576 + Penalty 1741.540319 = -217527.771257 nChanged 43 SP:Iteration 10Q (172.669770 sec): 3 clusters Score: Raw -219364.744646 + Penalty 1741.540319 = -217623.204327 nChanged 21 SP:Iteration 11Q (172.704915 sec): 3 clusters Score: Raw -219378.912503 + Penalty 1741.540319 = -217637.372184 nChanged 12 SP:Iteration 12Q (172.740113 sec): 3 clusters Score: Raw -219384.615908 + Penalty 1741.540319 = -217643.075588 nChanged 5 SP:Iteration 13Q (172.775052 sec): 3 clusters Score: Raw -219386.201562 + Penalty 1741.540319 = -217644.661242 nChanged 3 SP:Iteration 14Q (172.810186 sec): 3 clusters Score: Raw -219386.861607 + Penalty 1741.540319 = -217645.321288 nChanged 0 SP:Iteration 15F (172.846496 sec): 3 clusters Score: Raw -219386.861607 + Penalty 1741.540319 = -217645.321288 nChanged 0 Score: Raw -1003929.836576 + Penalty 9386.499408 = -994543.337168 Splitting cluster 3 changes total score from -990216.492346 to -994543.337168 So it's getting split into cluster 9. Trying to split cluster 4 (2104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.148298 sec): 2 clusters Score: Raw -75686.439355 + Penalty 803.417535 = -74883.021820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.171118 sec): 3 clusters Score: Raw -74681.736643 + Penalty 1606.835071 = -73074.901572 nChanged 838 SP:Iteration 1F (173.192636 sec): 3 clusters Score: Raw -75493.496630 + Penalty 1606.835071 = -73886.661560 nChanged 271 SP:Iteration 2F (173.213690 sec): 3 clusters Score: Raw -75835.928255 + Penalty 1606.835071 = -74229.093184 nChanged 196 SP:Iteration 3F (173.351447 sec): 3 clusters Score: Raw -76156.926963 + Penalty 1606.835071 = -74550.091893 nChanged 138 SP:Iteration 4F (173.431369 sec): 3 clusters Score: Raw -76379.134890 + Penalty 1606.835071 = -74772.299819 nChanged 101 SP:Iteration 5Q (173.453139 sec): 3 clusters Score: Raw -76525.213387 + Penalty 1606.835071 = -74918.378316 nChanged 85 SP:Iteration 6Q (173.474746 sec): 3 clusters Score: Raw -76605.398419 + Penalty 1606.835071 = -74998.563348 nChanged 61 SP:Iteration 7Q (173.496141 sec): 3 clusters Score: Raw -76665.099731 + Penalty 1606.835071 = -75058.264661 nChanged 47 SP:Iteration 8Q (173.517320 sec): 3 clusters Score: Raw -76700.137649 + Penalty 1606.835071 = -75093.302579 nChanged 32 SP:Iteration 9Q (173.538438 sec): 3 clusters Score: Raw -76728.115481 + Penalty 1606.835071 = -75121.280411 nChanged 32 SP:Iteration 10Q (173.559495 sec): 3 clusters Score: Raw -76758.418964 + Penalty 1606.835071 = -75151.583893 nChanged 38 SP:Iteration 11Q (173.580584 sec): 3 clusters Score: Raw -76780.168042 + Penalty 1606.835071 = -75173.332972 nChanged 24 SP:Iteration 12Q (173.601631 sec): 3 clusters Score: Raw -76796.064455 + Penalty 1606.835071 = -75189.229384 nChanged 21 SP:Iteration 13Q (173.622667 sec): 3 clusters Score: Raw -76808.484752 + Penalty 1606.835071 = -75201.649681 nChanged 22 SP:Iteration 14Q (173.643722 sec): 3 clusters Score: Raw -76830.604094 + Penalty 1606.835071 = -75223.769023 nChanged 24 SP:Iteration 15Q (173.665307 sec): 3 clusters Score: Raw -76850.302383 + Penalty 1606.835071 = -75243.467312 nChanged 32 SP:Iteration 16Q (173.686221 sec): 3 clusters Score: Raw -76869.776791 + Penalty 1606.835071 = -75262.941721 nChanged 24 SP:Iteration 17Q (173.803646 sec): 3 clusters Score: Raw -76892.191656 + Penalty 1606.835071 = -75285.356586 nChanged 29 SP:Iteration 18Q (173.892143 sec): 3 clusters Score: Raw -76932.333166 + Penalty 1606.835071 = -75325.498096 nChanged 40 SP:Iteration 19Q (173.916678 sec): 3 clusters Score: Raw -76990.332956 + Penalty 1606.835071 = -75383.497885 nChanged 43 SP:Iteration 20F (173.954766 sec): 3 clusters Score: Raw -77044.366715 + Penalty 1606.835071 = -75437.531644 nChanged 48 SP:Iteration 21Q (173.978754 sec): 3 clusters Score: Raw -77122.068845 + Penalty 1606.835071 = -75515.233775 nChanged 31 SP:Iteration 22Q (174.002817 sec): 3 clusters Score: Raw -77152.819032 + Penalty 1606.835071 = -75545.983961 nChanged 21 SP:Iteration 23Q (174.026257 sec): 3 clusters Score: Raw -77175.347701 + Penalty 1606.835071 = -75568.512631 nChanged 23 SP:Iteration 24Q (174.047141 sec): 3 clusters Score: Raw -77199.482530 + Penalty 1606.835071 = -75592.647460 nChanged 19 SP:Iteration 25Q (174.067981 sec): 3 clusters Score: Raw -77214.789187 + Penalty 1606.835071 = -75607.954117 nChanged 15 SP:Iteration 26Q (174.088968 sec): 3 clusters Score: Raw -77228.667558 + Penalty 1606.835071 = -75621.832488 nChanged 11 SP:Iteration 27Q (174.109796 sec): 3 clusters Score: Raw -77240.914898 + Penalty 1606.835071 = -75634.079827 nChanged 19 SP:Iteration 28Q (174.130720 sec): 3 clusters Score: Raw -77250.934139 + Penalty 1606.835071 = -75644.099068 nChanged 9 SP:Iteration 29Q (174.151542 sec): 3 clusters Score: Raw -77255.811191 + Penalty 1606.835071 = -75648.976120 nChanged 5 SP:Iteration 30Q (174.172359 sec): 3 clusters Score: Raw -77257.935244 + Penalty 1606.835071 = -75651.100173 nChanged 3 SP:Iteration 31Q (174.193143 sec): 3 clusters Score: Raw -77258.932778 + Penalty 1606.835071 = -75652.097707 nChanged 2 SP:Iteration 32Q (174.214019 sec): 3 clusters Score: Raw -77259.580507 + Penalty 1606.835071 = -75652.745437 nChanged 4 SP:Iteration 33Q (174.234751 sec): 3 clusters Score: Raw -77261.086551 + Penalty 1606.835071 = -75654.251481 nChanged 0 SP:Iteration 34F (174.255504 sec): 3 clusters Score: Raw -77261.086551 + Penalty 1606.835071 = -75654.251481 nChanged 0 Score: Raw -1005504.483772 + Penalty 10429.443787 = -995075.039985 Splitting cluster 4 changes total score from -990216.492346 to -995075.039985 So it's getting split into cluster 10. Trying to split cluster 5 (2747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.581940 sec): 2 clusters Score: Raw -133548.923027 + Penalty 831.417792 = -132717.505235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.609656 sec): 3 clusters Score: Raw -132177.496606 + Penalty 1662.835584 = -130514.661022 nChanged 1128 SP:Iteration 1F (174.636201 sec): 3 clusters Score: Raw -133344.302579 + Penalty 1662.835584 = -131681.466995 nChanged 357 SP:Iteration 2F (174.662490 sec): 3 clusters Score: Raw -133958.714320 + Penalty 1662.835584 = -132295.878736 nChanged 292 SP:Iteration 3F (174.688634 sec): 3 clusters Score: Raw -134652.117225 + Penalty 1662.835584 = -132989.281641 nChanged 256 SP:Iteration 4F (174.715681 sec): 3 clusters Score: Raw -135187.620758 + Penalty 1662.835584 = -133524.785174 nChanged 177 SP:Iteration 5F (174.742413 sec): 3 clusters Score: Raw -135488.946571 + Penalty 1662.835584 = -133826.110987 nChanged 113 SP:Iteration 6Q (174.768951 sec): 3 clusters Score: Raw -135633.710609 + Penalty 1662.835584 = -133970.875025 nChanged 53 SP:Iteration 7Q (174.795239 sec): 3 clusters Score: Raw -135698.290178 + Penalty 1662.835584 = -134035.454594 nChanged 26 SP:Iteration 8Q (174.821432 sec): 3 clusters Score: Raw -135724.251573 + Penalty 1662.835584 = -134061.415989 nChanged 15 SP:Iteration 9Q (174.847521 sec): 3 clusters Score: Raw -135732.891629 + Penalty 1662.835584 = -134070.056045 nChanged 6 SP:Iteration 10Q (174.873516 sec): 3 clusters Score: Raw -135734.445295 + Penalty 1662.835584 = -134071.609711 nChanged 4 SP:Iteration 11Q (174.994345 sec): 3 clusters Score: Raw -135735.284959 + Penalty 1662.835584 = -134072.449374 nChanged 0 SP:Iteration 12F (175.021122 sec): 3 clusters Score: Raw -135735.284959 + Penalty 1662.835584 = -134072.449374 nChanged 0 Score: Raw -1007690.845704 + Penalty 11472.388166 = -996218.457538 Splitting cluster 5 changes total score from -990216.492346 to -996218.457538 So it's getting split into cluster 11. Trying to split cluster 6 (7005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.412008 sec): 2 clusters Score: Raw -396163.748586 + Penalty 929.709843 = -395234.038743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.478851 sec): 3 clusters Score: Raw -392233.923212 + Penalty 1859.419686 = -390374.503525 nChanged 3004 SP:Iteration 1F (175.545691 sec): 3 clusters Score: Raw -394275.173798 + Penalty 1859.419686 = -392415.754112 nChanged 742 SP:Iteration 2F (175.597920 sec): 3 clusters Score: Raw -394958.145482 + Penalty 1859.419686 = -393098.725796 nChanged 599 SP:Iteration 3F (175.645164 sec): 3 clusters Score: Raw -395508.193157 + Penalty 1859.419686 = -393648.773471 nChanged 480 SP:Iteration 4F (175.692471 sec): 3 clusters Score: Raw -395868.941982 + Penalty 1859.419686 = -394009.522295 nChanged 325 SP:Iteration 5Q (175.741732 sec): 3 clusters Score: Raw -396082.559896 + Penalty 1859.419686 = -394223.140210 nChanged 209 SP:Iteration 6Q (175.846914 sec): 3 clusters Score: Raw -396211.965859 + Penalty 1859.419686 = -394352.546173 nChanged 169 SP:Iteration 7Q (175.898634 sec): 3 clusters Score: Raw -396327.050083 + Penalty 1859.419686 = -394467.630396 nChanged 144 SP:Iteration 8Q (175.974276 sec): 3 clusters Score: Raw -396410.422865 + Penalty 1859.419686 = -394551.003178 nChanged 124 SP:Iteration 9Q (176.025862 sec): 3 clusters Score: Raw -396482.582550 + Penalty 1859.419686 = -394623.162864 nChanged 112 SP:Iteration 10Q (176.077968 sec): 3 clusters Score: Raw -396534.957459 + Penalty 1859.419686 = -394675.537773 nChanged 79 SP:Iteration 11Q (176.128978 sec): 3 clusters Score: Raw -396573.198308 + Penalty 1859.419686 = -394713.778621 nChanged 67 SP:Iteration 12Q (176.180330 sec): 3 clusters Score: Raw -396605.060120 + Penalty 1859.419686 = -394745.640433 nChanged 57 SP:Iteration 13Q (176.231101 sec): 3 clusters Score: Raw -396625.851344 + Penalty 1859.419686 = -394766.431657 nChanged 34 SP:Iteration 14Q (176.282672 sec): 3 clusters Score: Raw -396636.689080 + Penalty 1859.419686 = -394777.269394 nChanged 28 SP:Iteration 15Q (176.334221 sec): 3 clusters Score: Raw -396642.685853 + Penalty 1859.419686 = -394783.266167 nChanged 20 SP:Iteration 16Q (176.385764 sec): 3 clusters Score: Raw -396647.459890 + Penalty 1859.419686 = -394788.040204 nChanged 16 SP:Iteration 17Q (176.436908 sec): 3 clusters Score: Raw -396650.553906 + Penalty 1859.419686 = -394791.134220 nChanged 13 SP:Iteration 18Q (176.487441 sec): 3 clusters Score: Raw -396652.552795 + Penalty 1859.419686 = -394793.133109 nChanged 5 SP:Iteration 19Q (176.537719 sec): 3 clusters Score: Raw -396653.059734 + Penalty 1859.419686 = -394793.640048 nChanged 3 SP:Iteration 20F (176.587790 sec): 3 clusters Score: Raw -396653.459617 + Penalty 1859.419686 = -394794.039931 nChanged 2 SP:Iteration 21Q (176.640788 sec): 3 clusters Score: Raw -396653.576728 + Penalty 1859.419686 = -394794.157041 nChanged 1 SP:Iteration 22Q (176.694066 sec): 3 clusters Score: Raw -396653.660337 + Penalty 1859.419686 = -394794.240651 nChanged 0 SP:Iteration 23F (176.746854 sec): 3 clusters Score: Raw -396653.660337 + Penalty 1859.419686 = -394794.240651 nChanged 0 Iteration 55F (177.085772 sec): 12 clusters Score: Raw -1008875.110052 + Penalty 11472.388166 = -997402.721887 nChanged 1025 Iteration 56Q (177.302012 sec): 12 clusters Score: Raw -1010010.229697 + Penalty 11472.388166 = -998537.841531 nChanged 516 Iteration 57Q (177.619585 sec): 12 clusters Score: Raw -1010412.640113 + Penalty 11472.388166 = -998940.251947 nChanged 320 Iteration 58Q (177.829417 sec): 12 clusters Score: Raw -1010586.604529 + Penalty 11472.388166 = -999114.216363 nChanged 191 Writing temp clu file Because OldScore, -998940.251947, is greater than current (better) Score,-999114.216363 Compute initial score before splitting: Score: Raw -1010586.604529 + Penalty 11472.388166 = -999114.216363 Trying to split cluster 1 (1195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (177.883235 sec): 2 clusters Score: Raw -54555.725706 + Penalty 744.019654 = -53811.706052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (177.944987 sec): 3 clusters Score: Raw -54057.501280 + Penalty 1488.039308 = -52569.461973 nChanged 415 SP:Iteration 1F (177.959624 sec): 3 clusters Score: Raw -54411.311871 + Penalty 1488.039308 = -52923.272563 nChanged 125 SP:Iteration 2F (177.973677 sec): 3 clusters Score: Raw -54528.926176 + Penalty 1488.039308 = -53040.886869 nChanged 78 SP:Iteration 3F (177.988022 sec): 3 clusters Score: Raw -54627.777777 + Penalty 1488.039308 = -53139.738469 nChanged 71 SP:Iteration 4F (178.002321 sec): 3 clusters Score: Raw -54725.404027 + Penalty 1488.039308 = -53237.364719 nChanged 77 SP:Iteration 5F (178.016755 sec): 3 clusters Score: Raw -54857.582043 + Penalty 1488.039308 = -53369.542735 nChanged 80 SP:Iteration 6F (178.031115 sec): 3 clusters Score: Raw -55016.269599 + Penalty 1488.039308 = -53528.230292 nChanged 60 SP:Iteration 7F (178.045415 sec): 3 clusters Score: Raw -55114.317248 + Penalty 1488.039308 = -53626.277940 nChanged 46 SP:Iteration 8Q (178.059820 sec): 3 clusters Score: Raw -55214.183633 + Penalty 1488.039308 = -53726.144326 nChanged 45 SP:Iteration 9Q (178.074241 sec): 3 clusters Score: Raw -55299.278227 + Penalty 1488.039308 = -53811.238920 nChanged 38 SP:Iteration 10Q (178.088511 sec): 3 clusters Score: Raw -55351.731204 + Penalty 1488.039308 = -53863.691897 nChanged 32 SP:Iteration 11Q (178.102421 sec): 3 clusters Score: Raw -55400.964169 + Penalty 1488.039308 = -53912.924861 nChanged 33 SP:Iteration 12Q (178.116208 sec): 3 clusters Score: Raw -55456.198995 + Penalty 1488.039308 = -53968.159687 nChanged 28 SP:Iteration 13Q (178.130138 sec): 3 clusters Score: Raw -55505.049719 + Penalty 1488.039308 = -54017.010412 nChanged 29 SP:Iteration 14Q (178.144069 sec): 3 clusters Score: Raw -55558.413541 + Penalty 1488.039308 = -54070.374234 nChanged 34 SP:Iteration 15Q (178.157814 sec): 3 clusters Score: Raw -55631.944156 + Penalty 1488.039308 = -54143.904849 nChanged 35 SP:Iteration 16Q (178.171428 sec): 3 clusters Score: Raw -55708.940855 + Penalty 1488.039308 = -54220.901548 nChanged 21 SP:Iteration 17Q (178.185009 sec): 3 clusters Score: Raw -55741.233710 + Penalty 1488.039308 = -54253.194402 nChanged 12 SP:Iteration 18Q (178.198579 sec): 3 clusters Score: Raw -55772.170368 + Penalty 1488.039308 = -54284.131061 nChanged 10 SP:Iteration 19Q (178.212089 sec): 3 clusters Score: Raw -55789.862958 + Penalty 1488.039308 = -54301.823650 nChanged 8 SP:Iteration 20F (178.226012 sec): 3 clusters Score: Raw -55802.750409 + Penalty 1488.039308 = -54314.711102 nChanged 4 SP:Iteration 21Q (178.239429 sec): 3 clusters Score: Raw -55810.889547 + Penalty 1488.039308 = -54322.850239 nChanged 1 SP:Iteration 22Q (178.252894 sec): 3 clusters Score: Raw -55811.608907 + Penalty 1488.039308 = -54323.569600 nChanged 2 SP:Iteration 23Q (178.266208 sec): 3 clusters Score: Raw -55813.088704 + Penalty 1488.039308 = -54325.049396 nChanged 1 SP:Iteration 24Q (178.279701 sec): 3 clusters Score: Raw -55813.904523 + Penalty 1488.039308 = -54325.865215 nChanged 3 SP:Iteration 25Q (178.292986 sec): 3 clusters Score: Raw -55818.674714 + Penalty 1488.039308 = -54330.635407 nChanged 1 SP:Iteration 26Q (178.306222 sec): 3 clusters Score: Raw -55819.542255 + Penalty 1488.039308 = -54331.502948 nChanged 0 SP:Iteration 27F (178.421749 sec): 3 clusters Score: Raw -55819.542255 + Penalty 1488.039308 = -54331.502948 nChanged 0 Score: Raw -1011911.051024 + Penalty 12515.332545 = -999395.718479 Splitting cluster 1 changes total score from -999114.216363 to -999395.718479 So it's getting split into cluster 12. Trying to split cluster 2 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.830920 sec): 2 clusters Score: Raw -61005.937840 + Penalty 738.610733 = -60267.327107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.844537 sec): 3 clusters Score: Raw -60559.293478 + Penalty 1477.221465 = -59082.072013 nChanged 408 SP:Iteration 1F (178.857482 sec): 3 clusters Score: Raw -60930.232646 + Penalty 1477.221465 = -59453.011181 nChanged 116 SP:Iteration 2F (178.870421 sec): 3 clusters Score: Raw -61037.268887 + Penalty 1477.221465 = -59560.047421 nChanged 73 SP:Iteration 3F (178.883259 sec): 3 clusters Score: Raw -61114.346743 + Penalty 1477.221465 = -59637.125278 nChanged 59 SP:Iteration 4F (178.896076 sec): 3 clusters Score: Raw -61174.879735 + Penalty 1477.221465 = -59697.658270 nChanged 48 SP:Iteration 5Q (178.909091 sec): 3 clusters Score: Raw -61227.798749 + Penalty 1477.221465 = -59750.577284 nChanged 48 SP:Iteration 6Q (178.922087 sec): 3 clusters Score: Raw -61277.124811 + Penalty 1477.221465 = -59799.903346 nChanged 44 SP:Iteration 7Q (178.935559 sec): 3 clusters Score: Raw -61330.701901 + Penalty 1477.221465 = -59853.480436 nChanged 39 SP:Iteration 8Q (178.948500 sec): 3 clusters Score: Raw -61390.886545 + Penalty 1477.221465 = -59913.665079 nChanged 19 SP:Iteration 9Q (178.961298 sec): 3 clusters Score: Raw -61409.740946 + Penalty 1477.221465 = -59932.519481 nChanged 18 SP:Iteration 10Q (178.974169 sec): 3 clusters Score: Raw -61436.318174 + Penalty 1477.221465 = -59959.096709 nChanged 13 SP:Iteration 11Q (178.986955 sec): 3 clusters Score: Raw -61464.906917 + Penalty 1477.221465 = -59987.685452 nChanged 16 SP:Iteration 12Q (178.999789 sec): 3 clusters Score: Raw -61499.360437 + Penalty 1477.221465 = -60022.138971 nChanged 13 SP:Iteration 13Q (179.012612 sec): 3 clusters Score: Raw -61521.318556 + Penalty 1477.221465 = -60044.097091 nChanged 9 SP:Iteration 14Q (179.025313 sec): 3 clusters Score: Raw -61530.440772 + Penalty 1477.221465 = -60053.219307 nChanged 4 SP:Iteration 15Q (179.037995 sec): 3 clusters Score: Raw -61536.931074 + Penalty 1477.221465 = -60059.709609 nChanged 4 SP:Iteration 16Q (179.050653 sec): 3 clusters Score: Raw -61541.589620 + Penalty 1477.221465 = -60064.368155 nChanged 5 SP:Iteration 17Q (179.063392 sec): 3 clusters Score: Raw -61544.798371 + Penalty 1477.221465 = -60067.576906 nChanged 2 SP:Iteration 18Q (179.076059 sec): 3 clusters Score: Raw -61545.540248 + Penalty 1477.221465 = -60068.318783 nChanged 0 SP:Iteration 19F (179.088771 sec): 3 clusters Score: Raw -61545.540248 + Penalty 1477.221465 = -60068.318783 nChanged 0 Trying to split cluster 3 (1989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.122385 sec): 2 clusters Score: Raw -107718.483992 + Penalty 797.515664 = -106920.968328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.143665 sec): 3 clusters Score: Raw -106808.902584 + Penalty 1595.031329 = -105213.871256 nChanged 773 SP:Iteration 1F (179.163640 sec): 3 clusters Score: Raw -107436.453401 + Penalty 1595.031329 = -105841.422073 nChanged 191 SP:Iteration 2F (179.183777 sec): 3 clusters Score: Raw -107623.777274 + Penalty 1595.031329 = -106028.745946 nChanged 133 SP:Iteration 3F (179.203642 sec): 3 clusters Score: Raw -107798.013650 + Penalty 1595.031329 = -106202.982321 nChanged 137 SP:Iteration 4F (179.223597 sec): 3 clusters Score: Raw -108016.658455 + Penalty 1595.031329 = -106421.627126 nChanged 123 SP:Iteration 5F (179.243634 sec): 3 clusters Score: Raw -108239.305666 + Penalty 1595.031329 = -106644.274338 nChanged 96 SP:Iteration 6Q (179.380819 sec): 3 clusters Score: Raw -108342.392789 + Penalty 1595.031329 = -106747.361461 nChanged 57 SP:Iteration 7Q (179.493610 sec): 3 clusters Score: Raw -108389.658829 + Penalty 1595.031329 = -106794.627501 nChanged 39 SP:Iteration 8Q (179.563259 sec): 3 clusters Score: Raw -108429.366914 + Penalty 1595.031329 = -106834.335585 nChanged 35 SP:Iteration 9Q (179.583443 sec): 3 clusters Score: Raw -108470.258843 + Penalty 1595.031329 = -106875.227515 nChanged 33 SP:Iteration 10Q (179.603354 sec): 3 clusters Score: Raw -108510.524780 + Penalty 1595.031329 = -106915.493451 nChanged 34 SP:Iteration 11Q (179.623357 sec): 3 clusters Score: Raw -108556.123308 + Penalty 1595.031329 = -106961.091980 nChanged 34 SP:Iteration 12Q (179.645660 sec): 3 clusters Score: Raw -108596.210638 + Penalty 1595.031329 = -107001.179309 nChanged 30 SP:Iteration 13Q (179.667677 sec): 3 clusters Score: Raw -108637.329250 + Penalty 1595.031329 = -107042.297921 nChanged 21 SP:Iteration 14Q (179.689908 sec): 3 clusters Score: Raw -108663.582591 + Penalty 1595.031329 = -107068.551262 nChanged 21 SP:Iteration 15Q (179.709821 sec): 3 clusters Score: Raw -108693.486340 + Penalty 1595.031329 = -107098.455011 nChanged 14 SP:Iteration 16Q (179.729068 sec): 3 clusters Score: Raw -108722.479718 + Penalty 1595.031329 = -107127.448390 nChanged 11 SP:Iteration 17Q (179.748157 sec): 3 clusters Score: Raw -108750.691336 + Penalty 1595.031329 = -107155.660008 nChanged 14 SP:Iteration 18Q (179.767325 sec): 3 clusters Score: Raw -108782.235587 + Penalty 1595.031329 = -107187.204259 nChanged 6 SP:Iteration 19Q (179.786380 sec): 3 clusters Score: Raw -108789.513218 + Penalty 1595.031329 = -107194.481890 nChanged 3 SP:Iteration 20F (179.806236 sec): 3 clusters Score: Raw -108794.672890 + Penalty 1595.031329 = -107199.641562 nChanged 2 SP:Iteration 21Q (179.825268 sec): 3 clusters Score: Raw -108799.517795 + Penalty 1595.031329 = -107204.486466 nChanged 4 SP:Iteration 22Q (179.844193 sec): 3 clusters Score: Raw -108804.804235 + Penalty 1595.031329 = -107209.772906 nChanged 2 SP:Iteration 23Q (179.863224 sec): 3 clusters Score: Raw -108805.885635 + Penalty 1595.031329 = -107210.854307 nChanged 0 SP:Iteration 24F (179.883314 sec): 3 clusters Score: Raw -108805.885635 + Penalty 1595.031329 = -107210.854307 nChanged 0 Score: Raw -1012998.452666 + Penalty 13558.276923 = -999440.175743 Splitting cluster 3 changes total score from -999114.216363 to -999440.175743 So it's getting split into cluster 13. Trying to split cluster 4 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.274682 sec): 2 clusters Score: Raw -23181.537185 + Penalty 687.261714 = -22494.275471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.284320 sec): 3 clusters Score: Raw -23019.174166 + Penalty 1374.523429 = -21644.650737 nChanged 237 SP:Iteration 1F (180.293438 sec): 3 clusters Score: Raw -23439.744237 + Penalty 1374.523429 = -22065.220808 nChanged 70 SP:Iteration 2F (180.302564 sec): 3 clusters Score: Raw -23572.916230 + Penalty 1374.523429 = -22198.392802 nChanged 38 SP:Iteration 3F (180.311654 sec): 3 clusters Score: Raw -23635.155916 + Penalty 1374.523429 = -22260.632488 nChanged 29 SP:Iteration 4Q (180.320869 sec): 3 clusters Score: Raw -23686.980890 + Penalty 1374.523429 = -22312.457461 nChanged 20 SP:Iteration 5Q (180.330089 sec): 3 clusters Score: Raw -23740.271486 + Penalty 1374.523429 = -22365.748057 nChanged 19 SP:Iteration 6Q (180.339206 sec): 3 clusters Score: Raw -23777.120786 + Penalty 1374.523429 = -22402.597358 nChanged 18 SP:Iteration 7Q (180.348218 sec): 3 clusters Score: Raw -23829.341305 + Penalty 1374.523429 = -22454.817877 nChanged 16 SP:Iteration 8Q (180.357244 sec): 3 clusters Score: Raw -23858.999627 + Penalty 1374.523429 = -22484.476199 nChanged 12 SP:Iteration 9Q (180.464580 sec): 3 clusters Score: Raw -23878.929311 + Penalty 1374.523429 = -22504.405883 nChanged 8 SP:Iteration 10Q (180.569647 sec): 3 clusters Score: Raw -23887.519868 + Penalty 1374.523429 = -22512.996440 nChanged 5 SP:Iteration 11Q (180.673190 sec): 3 clusters Score: Raw -23896.386769 + Penalty 1374.523429 = -22521.863340 nChanged 5 SP:Iteration 12Q (180.777090 sec): 3 clusters Score: Raw -23905.107774 + Penalty 1374.523429 = -22530.584345 nChanged 3 SP:Iteration 13Q (180.881569 sec): 3 clusters Score: Raw -23910.768827 + Penalty 1374.523429 = -22536.245398 nChanged 5 SP:Iteration 14Q (180.984486 sec): 3 clusters Score: Raw -23919.534769 + Penalty 1374.523429 = -22545.011341 nChanged 4 SP:Iteration 15Q (181.088337 sec): 3 clusters Score: Raw -23924.906391 + Penalty 1374.523429 = -22550.382962 nChanged 2 SP:Iteration 16Q (181.193168 sec): 3 clusters Score: Raw -23925.479120 + Penalty 1374.523429 = -22550.955691 nChanged 1 SP:Iteration 17Q (181.296689 sec): 3 clusters Score: Raw -23926.294448 + Penalty 1374.523429 = -22551.771019 nChanged 1 SP:Iteration 18Q (181.377500 sec): 3 clusters Score: Raw -23926.925936 + Penalty 1374.523429 = -22552.402507 nChanged 0 SP:Iteration 19F (181.507113 sec): 3 clusters Score: Raw -23926.925936 + Penalty 1374.523429 = -22552.402507 nChanged 0 Score: Raw -1013743.841417 + Penalty 14601.221302 = -999142.620115 Splitting cluster 4 changes total score from -999114.216363 to -999142.620115 So it's getting split into cluster 14. Trying to split cluster 5 (2053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (182.030871 sec): 2 clusters Score: Raw -105022.617252 + Penalty 800.841029 = -104221.776223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (182.052795 sec): 3 clusters Score: Raw -104090.911371 + Penalty 1601.682058 = -102489.229314 nChanged 761 SP:Iteration 1F (182.073494 sec): 3 clusters Score: Raw -104660.910666 + Penalty 1601.682058 = -103059.228609 nChanged 240 SP:Iteration 2F (182.094158 sec): 3 clusters Score: Raw -104988.827042 + Penalty 1601.682058 = -103387.144984 nChanged 220 SP:Iteration 3F (182.114923 sec): 3 clusters Score: Raw -105278.177512 + Penalty 1601.682058 = -103676.495455 nChanged 160 SP:Iteration 4F (182.135479 sec): 3 clusters Score: Raw -105489.716948 + Penalty 1601.682058 = -103888.034891 nChanged 104 SP:Iteration 5F (182.156102 sec): 3 clusters Score: Raw -105590.614937 + Penalty 1601.682058 = -103988.932880 nChanged 64 SP:Iteration 6Q (182.177346 sec): 3 clusters Score: Raw -105655.391217 + Penalty 1601.682058 = -104053.709159 nChanged 51 SP:Iteration 7Q (182.198058 sec): 3 clusters Score: Raw -105698.291481 + Penalty 1601.682058 = -104096.609423 nChanged 36 SP:Iteration 8Q (182.219134 sec): 3 clusters Score: Raw -105723.013809 + Penalty 1601.682058 = -104121.331752 nChanged 29 SP:Iteration 9Q (182.240137 sec): 3 clusters Score: Raw -105740.268021 + Penalty 1601.682058 = -104138.585963 nChanged 21 SP:Iteration 10Q (182.261106 sec): 3 clusters Score: Raw -105752.081801 + Penalty 1601.682058 = -104150.399744 nChanged 15 SP:Iteration 11Q (182.282064 sec): 3 clusters Score: Raw -105760.405574 + Penalty 1601.682058 = -104158.723516 nChanged 24 SP:Iteration 12Q (182.303138 sec): 3 clusters Score: Raw -105778.886537 + Penalty 1601.682058 = -104177.204480 nChanged 14 SP:Iteration 13Q (182.324160 sec): 3 clusters Score: Raw -105784.320608 + Penalty 1601.682058 = -104182.638551 nChanged 12 SP:Iteration 14Q (182.345067 sec): 3 clusters Score: Raw -105788.166917 + Penalty 1601.682058 = -104186.484860 nChanged 5 SP:Iteration 15Q (182.365775 sec): 3 clusters Score: Raw -105790.341305 + Penalty 1601.682058 = -104188.659248 nChanged 9 SP:Iteration 16Q (182.386468 sec): 3 clusters Score: Raw -105794.676471 + Penalty 1601.682058 = -104192.994414 nChanged 11 SP:Iteration 17Q (182.407144 sec): 3 clusters Score: Raw -105800.365861 + Penalty 1601.682058 = -104198.683804 nChanged 11 SP:Iteration 18Q (182.522165 sec): 3 clusters Score: Raw -105805.611848 + Penalty 1601.682058 = -104203.929791 nChanged 14 SP:Iteration 19Q (182.572123 sec): 3 clusters Score: Raw -105811.859609 + Penalty 1601.682058 = -104210.177552 nChanged 7 SP:Iteration 20F (182.596367 sec): 3 clusters Score: Raw -105817.148507 + Penalty 1601.682058 = -104215.466449 nChanged 11 SP:Iteration 21Q (182.621014 sec): 3 clusters Score: Raw -105826.191829 + Penalty 1601.682058 = -104224.509771 nChanged 10 SP:Iteration 22Q (182.645378 sec): 3 clusters Score: Raw -105831.543129 + Penalty 1601.682058 = -104229.861071 nChanged 10 SP:Iteration 23Q (182.669521 sec): 3 clusters Score: Raw -105836.228699 + Penalty 1601.682058 = -104234.546641 nChanged 8 SP:Iteration 24Q (182.691979 sec): 3 clusters Score: Raw -105839.033083 + Penalty 1601.682058 = -104237.351025 nChanged 4 SP:Iteration 25Q (182.712566 sec): 3 clusters Score: Raw -105839.945623 + Penalty 1601.682058 = -104238.263566 nChanged 1 SP:Iteration 26Q (182.733126 sec): 3 clusters Score: Raw -105840.384385 + Penalty 1601.682058 = -104238.702328 nChanged 1 SP:Iteration 27Q (182.753749 sec): 3 clusters Score: Raw -105840.952109 + Penalty 1601.682058 = -104239.270051 nChanged 0 SP:Iteration 28F (182.774318 sec): 3 clusters Score: Raw -105840.952109 + Penalty 1601.682058 = -104239.270051 nChanged 0 Score: Raw -1014562.176273 + Penalty 15644.165681 = -998918.010593 Splitting cluster 5 changes total score from -999114.216363 to -998918.010593 So it's not getting split. Trying to split cluster 6 (6604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.230203 sec): 2 clusters Score: Raw -375598.191421 + Penalty 923.520235 = -374674.671186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.297000 sec): 3 clusters Score: Raw -371814.430905 + Penalty 1847.040469 = -369967.390436 nChanged 2918 SP:Iteration 1F (183.361567 sec): 3 clusters Score: Raw -373756.084933 + Penalty 1847.040469 = -371909.044464 nChanged 639 SP:Iteration 2F (183.426003 sec): 3 clusters Score: Raw -374282.042993 + Penalty 1847.040469 = -372435.002524 nChanged 550 SP:Iteration 3F (183.478349 sec): 3 clusters Score: Raw -374673.347893 + Penalty 1847.040469 = -372826.307424 nChanged 420 SP:Iteration 4F (183.524644 sec): 3 clusters Score: Raw -374925.055992 + Penalty 1847.040469 = -373078.015523 nChanged 300 SP:Iteration 5Q (183.572207 sec): 3 clusters Score: Raw -375129.878890 + Penalty 1847.040469 = -373282.838421 nChanged 250 SP:Iteration 6Q (183.619744 sec): 3 clusters Score: Raw -375285.736233 + Penalty 1847.040469 = -373438.695764 nChanged 173 SP:Iteration 7Q (183.667769 sec): 3 clusters Score: Raw -375393.163269 + Penalty 1847.040469 = -373546.122800 nChanged 148 SP:Iteration 8Q (183.719342 sec): 3 clusters Score: Raw -375473.153255 + Penalty 1847.040469 = -373626.112786 nChanged 115 SP:Iteration 9Q (183.770699 sec): 3 clusters Score: Raw -375545.808905 + Penalty 1847.040469 = -373698.768436 nChanged 130 SP:Iteration 10Q (183.819557 sec): 3 clusters Score: Raw -375634.426124 + Penalty 1847.040469 = -373787.385655 nChanged 102 SP:Iteration 11Q (183.867269 sec): 3 clusters Score: Raw -375693.360297 + Penalty 1847.040469 = -373846.319827 nChanged 84 SP:Iteration 12Q (183.914559 sec): 3 clusters Score: Raw -375738.267979 + Penalty 1847.040469 = -373891.227510 nChanged 70 SP:Iteration 13Q (183.962171 sec): 3 clusters Score: Raw -375776.900769 + Penalty 1847.040469 = -373929.860300 nChanged 67 SP:Iteration 14Q (184.011112 sec): 3 clusters Score: Raw -375821.349150 + Penalty 1847.040469 = -373974.308681 nChanged 72 SP:Iteration 15Q (184.060162 sec): 3 clusters Score: Raw -375862.908479 + Penalty 1847.040469 = -374015.868010 nChanged 61 SP:Iteration 16Q (184.108844 sec): 3 clusters Score: Raw -375891.877851 + Penalty 1847.040469 = -374044.837381 nChanged 49 SP:Iteration 17Q (184.160091 sec): 3 clusters Score: Raw -375916.867701 + Penalty 1847.040469 = -374069.827232 nChanged 46 SP:Iteration 18Q (184.306135 sec): 3 clusters Score: Raw -375942.503863 + Penalty 1847.040469 = -374095.463394 nChanged 45 SP:Iteration 19Q (184.359791 sec): 3 clusters Score: Raw -375964.432181 + Penalty 1847.040469 = -374117.391712 nChanged 38 SP:Iteration 20F (184.413944 sec): 3 clusters Score: Raw -375985.989818 + Penalty 1847.040469 = -374138.949349 nChanged 35 SP:Iteration 21Q (184.463946 sec): 3 clusters Score: Raw -376012.993969 + Penalty 1847.040469 = -374165.953500 nChanged 49 SP:Iteration 22Q (184.508987 sec): 3 clusters Score: Raw -376058.643086 + Penalty 1847.040469 = -374211.602617 nChanged 43 SP:Iteration 23Q (184.553845 sec): 3 clusters Score: Raw -376097.231400 + Penalty 1847.040469 = -374250.190931 nChanged 42 SP:Iteration 24Q (184.598355 sec): 3 clusters Score: Raw -376127.835426 + Penalty 1847.040469 = -374280.794957 nChanged 31 SP:Iteration 25Q (184.647086 sec): 3 clusters Score: Raw -376157.545788 + Penalty 1847.040469 = -374310.505319 nChanged 34 SP:Iteration 26Q (184.696662 sec): 3 clusters Score: Raw -376173.668111 + Penalty 1847.040469 = -374326.627642 nChanged 32 SP:Iteration 27Q (184.746370 sec): 3 clusters Score: Raw -376186.866368 + Penalty 1847.040469 = -374339.825899 nChanged 29 SP:Iteration 28Q (184.795286 sec): 3 clusters Score: Raw -376198.642570 + Penalty 1847.040469 = -374351.602101 nChanged 25 SP:Iteration 29Q (184.841202 sec): 3 clusters Score: Raw -376204.833181 + Penalty 1847.040469 = -374357.792712 nChanged 18 SP:Iteration 30Q (184.887675 sec): 3 clusters Score: Raw -376210.236976 + Penalty 1847.040469 = -374363.196507 nChanged 13 SP:Iteration 31Q (184.934175 sec): 3 clusters Score: Raw -376213.635722 + Penalty 1847.040469 = -374366.595253 nChanged 10 SP:Iteration 32Q (184.982155 sec): 3 clusters Score: Raw -376217.468375 + Penalty 1847.040469 = -374370.427906 nChanged 13 SP:Iteration 33Q (185.030968 sec): 3 clusters Score: Raw -376221.236064 + Penalty 1847.040469 = -374374.195595 nChanged 16 SP:Iteration 34Q (185.079794 sec): 3 clusters Score: Raw -376224.726051 + Penalty 1847.040469 = -374377.685582 nChanged 15 SP:Iteration 35Q (185.128690 sec): 3 clusters Score: Raw -376228.971881 + Penalty 1847.040469 = -374381.931412 nChanged 10 SP:Iteration 36Q (185.176979 sec): 3 clusters Score: Raw -376230.909741 + Penalty 1847.040469 = -374383.869271 nChanged 15 SP:Iteration 37Q (185.225205 sec): 3 clusters Score: Raw -376236.134161 + Penalty 1847.040469 = -374389.093692 nChanged 19 SP:Iteration 38Q (185.273712 sec): 3 clusters Score: Raw -376243.813396 + Penalty 1847.040469 = -374396.772927 nChanged 23 SP:Iteration 39Q (185.321249 sec): 3 clusters Score: Raw -376250.867693 + Penalty 1847.040469 = -374403.827224 nChanged 22 SP:Iteration 40F (185.368750 sec): 3 clusters Score: Raw -376255.981679 + Penalty 1847.040469 = -374408.941210 nChanged 26 SP:Iteration 41Q (185.414519 sec): 3 clusters Score: Raw -376262.681910 + Penalty 1847.040469 = -374415.641441 nChanged 29 SP:Iteration 42Q (185.460490 sec): 3 clusters Score: Raw -376272.343726 + Penalty 1847.040469 = -374425.303257 nChanged 40 SP:Iteration 43Q (185.509798 sec): 3 clusters Score: Raw -376283.821198 + Penalty 1847.040469 = -374436.780729 nChanged 33 SP:Iteration 44Q (185.559544 sec): 3 clusters Score: Raw -376295.500770 + Penalty 1847.040469 = -374448.460301 nChanged 37 SP:Iteration 45Q (185.641365 sec): 3 clusters Score: Raw -376308.988912 + Penalty 1847.040469 = -374461.948442 nChanged 37 SP:Iteration 46Q (185.693763 sec): 3 clusters Score: Raw -376320.907429 + Penalty 1847.040469 = -374473.866960 nChanged 41 SP:Iteration 47Q (185.739788 sec): 3 clusters Score: Raw -376333.079812 + Penalty 1847.040469 = -374486.039343 nChanged 45 SP:Iteration 48Q (185.850233 sec): 3 clusters Score: Raw -376348.224192 + Penalty 1847.040469 = -374501.183723 nChanged 50 SP:Iteration 49Q (185.985641 sec): 3 clusters Score: Raw -376366.552247 + Penalty 1847.040469 = -374519.511778 nChanged 48 SP:Iteration 50Q (186.043281 sec): 3 clusters Score: Raw -376381.743728 + Penalty 1847.040469 = -374534.703259 nChanged 52 SP:Iteration 51Q (186.100795 sec): 3 clusters Score: Raw -376400.637705 + Penalty 1847.040469 = -374553.597236 nChanged 48 SP:Iteration 52Q (186.146554 sec): 3 clusters Score: Raw -376418.436039 + Penalty 1847.040469 = -374571.395570 nChanged 51 SP:Iteration 53Q (186.192546 sec): 3 clusters Score: Raw -376436.191932 + Penalty 1847.040469 = -374589.151463 nChanged 47 SP:Iteration 54Q (186.238401 sec): 3 clusters Score: Raw -376452.092220 + Penalty 1847.040469 = -374605.051751 nChanged 55 SP:Iteration 55Q (186.284909 sec): 3 clusters Score: Raw -376468.637043 + Penalty 1847.040469 = -374621.596574 nChanged 47 SP:Iteration 56Q (186.334201 sec): 3 clusters Score: Raw -376484.190089 + Penalty 1847.040469 = -374637.149620 nChanged 67 SP:Iteration 57Q (186.383699 sec): 3 clusters Score: Raw -376511.990312 + Penalty 1847.040469 = -374664.949842 nChanged 81 SP:Iteration 58Q (186.433069 sec): 3 clusters Score: Raw -376538.940390 + Penalty 1847.040469 = -374691.899921 nChanged 62 SP:Iteration 59Q (186.481742 sec): 3 clusters Score: Raw -376560.962930 + Penalty 1847.040469 = -374713.922461 nChanged 75 SP:Iteration 60F (186.531878 sec): 3 clusters Score: Raw -376589.795850 + Penalty 1847.040469 = -374742.755381 nChanged 73 SP:Iteration 61Q (186.581010 sec): 3 clusters Score: Raw -376617.167888 + Penalty 1847.040469 = -374770.127419 nChanged 90 SP:Iteration 62Q (186.630364 sec): 3 clusters Score: Raw -376653.487193 + Penalty 1847.040469 = -374806.446724 nChanged 91 SP:Iteration 63Q (186.677212 sec): 3 clusters Score: Raw -376691.073373 + Penalty 1847.040469 = -374844.032904 nChanged 105 SP:Iteration 64Q (186.724040 sec): 3 clusters Score: Raw -376737.325932 + Penalty 1847.040469 = -374890.285463 nChanged 94 SP:Iteration 65Q (186.770432 sec): 3 clusters Score: Raw -376780.372467 + Penalty 1847.040469 = -374933.331998 nChanged 99 SP:Iteration 66Q (186.820182 sec): 3 clusters Score: Raw -376826.952608 + Penalty 1847.040469 = -374979.912139 nChanged 102 SP:Iteration 67Q (186.870466 sec): 3 clusters Score: Raw -376880.926398 + Penalty 1847.040469 = -375033.885929 nChanged 116 SP:Iteration 68Q (186.920797 sec): 3 clusters Score: Raw -376945.418621 + Penalty 1847.040469 = -375098.378152 nChanged 122 SP:Iteration 69Q (186.970808 sec): 3 clusters Score: Raw -377011.532978 + Penalty 1847.040469 = -375164.492509 nChanged 105 SP:Iteration 70Q (187.017371 sec): 3 clusters Score: Raw -377075.880272 + Penalty 1847.040469 = -375228.839803 nChanged 108 SP:Iteration 71Q (187.063999 sec): 3 clusters Score: Raw -377140.619990 + Penalty 1847.040469 = -375293.579521 nChanged 112 SP:Iteration 72Q (187.110605 sec): 3 clusters Score: Raw -377216.059519 + Penalty 1847.040469 = -375369.019049 nChanged 137 SP:Iteration 73Q (187.159673 sec): 3 clusters Score: Raw -377333.726602 + Penalty 1847.040469 = -375486.686133 nChanged 136 SP:Iteration 74Q (187.209691 sec): 3 clusters Score: Raw -377518.534908 + Penalty 1847.040469 = -375671.494439 nChanged 161 SP:Iteration 75Q (187.260316 sec): 3 clusters Score: Raw -377808.277567 + Penalty 1847.040469 = -375961.237098 nChanged 125 SP:Iteration 76Q (187.310254 sec): 3 clusters Score: Raw -378023.546003 + Penalty 1847.040469 = -376176.505534 nChanged 89 SP:Iteration 77Q (187.359778 sec): 3 clusters Score: Raw -378176.685974 + Penalty 1847.040469 = -376329.645505 nChanged 40 SP:Iteration 78Q (187.406123 sec): 3 clusters Score: Raw -378226.633918 + Penalty 1847.040469 = -376379.593449 nChanged 17 SP:Iteration 79Q (187.452421 sec): 3 clusters Score: Raw -378243.076594 + Penalty 1847.040469 = -376396.036125 nChanged 4 SP:Iteration 80F (187.501258 sec): 3 clusters Score: Raw -378316.192024 + Penalty 1847.040469 = -376469.151555 nChanged 29 SP:Iteration 81Q (187.670805 sec): 3 clusters Score: Raw -378346.244762 + Penalty 1847.040469 = -376499.204293 nChanged 11 SP:Iteration 82Q (187.729049 sec): 3 clusters Score: Raw -378351.169027 + Penalty 1847.040469 = -376504.128558 nChanged 5 SP:Iteration 83Q (187.779187 sec): 3 clusters Score: Raw -378352.671036 + Penalty 1847.040469 = -376505.630567 nChanged 4 SP:Iteration 84Q (187.827155 sec): 3 clusters Score: Raw -378353.319317 + Penalty 1847.040469 = -376506.278848 nChanged 3 SP:Iteration 85Q (187.873461 sec): 3 clusters Score: Raw -378353.916318 + Penalty 1847.040469 = -376506.875848 nChanged 1 SP:Iteration 86Q (187.917916 sec): 3 clusters Score: Raw -378354.021681 + Penalty 1847.040469 = -376506.981212 nChanged 1 SP:Iteration 87Q (187.972443 sec): 3 clusters Score: Raw -378354.181493 + Penalty 1847.040469 = -376507.141024 nChanged 0 SP:Iteration 88F (188.030090 sec): 3 clusters Score: Raw -378354.181493 + Penalty 1847.040469 = -376507.141024 nChanged 0 Score: Raw -1016499.831489 + Penalty 15644.165681 = -1000855.665808 Splitting cluster 6 changes total score from -999114.216363 to -1000855.665808 So it's getting split into cluster 15. Trying to split cluster 7 (1628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (188.470820 sec): 2 clusters Score: Raw -72274.069832 + Penalty 776.486292 = -71497.583540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (188.490667 sec): 3 clusters Score: Raw -71580.307290 + Penalty 1552.972585 = -70027.334705 nChanged 642 SP:Iteration 1F (188.508870 sec): 3 clusters Score: Raw -72174.290787 + Penalty 1552.972585 = -70621.318202 nChanged 185 SP:Iteration 2F (188.526774 sec): 3 clusters Score: Raw -72429.512374 + Penalty 1552.972585 = -70876.539789 nChanged 119 SP:Iteration 3F (188.544800 sec): 3 clusters Score: Raw -72621.312158 + Penalty 1552.972585 = -71068.339573 nChanged 105 SP:Iteration 4F (188.562862 sec): 3 clusters Score: Raw -72724.502665 + Penalty 1552.972585 = -71171.530080 nChanged 55 SP:Iteration 5Q (188.580994 sec): 3 clusters Score: Raw -72774.294535 + Penalty 1552.972585 = -71221.321950 nChanged 33 SP:Iteration 6Q (188.599048 sec): 3 clusters Score: Raw -72803.848799 + Penalty 1552.972585 = -71250.876214 nChanged 34 SP:Iteration 7Q (188.617195 sec): 3 clusters Score: Raw -72829.041220 + Penalty 1552.972585 = -71276.068636 nChanged 13 SP:Iteration 8Q (188.635246 sec): 3 clusters Score: Raw -72835.496537 + Penalty 1552.972585 = -71282.523952 nChanged 12 SP:Iteration 9Q (188.653290 sec): 3 clusters Score: Raw -72839.777565 + Penalty 1552.972585 = -71286.804981 nChanged 6 SP:Iteration 10Q (188.671675 sec): 3 clusters Score: Raw -72844.286066 + Penalty 1552.972585 = -71291.313481 nChanged 6 SP:Iteration 11Q (188.689365 sec): 3 clusters Score: Raw -72848.509992 + Penalty 1552.972585 = -71295.537407 nChanged 5 SP:Iteration 12Q (188.706388 sec): 3 clusters Score: Raw -72851.808185 + Penalty 1552.972585 = -71298.835601 nChanged 4 SP:Iteration 13Q (188.723403 sec): 3 clusters Score: Raw -72852.705934 + Penalty 1552.972585 = -71299.733349 nChanged 2 SP:Iteration 14Q (188.740422 sec): 3 clusters Score: Raw -72853.562686 + Penalty 1552.972585 = -71300.590101 nChanged 4 SP:Iteration 15Q (188.757472 sec): 3 clusters Score: Raw -72855.145238 + Penalty 1552.972585 = -71302.172653 nChanged 1 SP:Iteration 16Q (188.774419 sec): 3 clusters Score: Raw -72855.384417 + Penalty 1552.972585 = -71302.411832 nChanged 0 SP:Iteration 17F (188.791217 sec): 3 clusters Score: Raw -72855.384417 + Penalty 1552.972585 = -71302.411832 nChanged 0 Trying to split cluster 8 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (188.821919 sec): 2 clusters Score: Raw -40923.249286 + Penalty 698.686015 = -40224.563272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (188.832199 sec): 3 clusters Score: Raw -40646.223105 + Penalty 1397.372029 = -39248.851076 nChanged 250 SP:Iteration 1F (188.947772 sec): 3 clusters Score: Raw -40882.299217 + Penalty 1397.372029 = -39484.927188 nChanged 79 SP:Iteration 2F (189.058236 sec): 3 clusters Score: Raw -40993.477506 + Penalty 1397.372029 = -39596.105477 nChanged 46 SP:Iteration 3F (189.169428 sec): 3 clusters Score: Raw -41050.874059 + Penalty 1397.372029 = -39653.502030 nChanged 34 SP:Iteration 4Q (189.210269 sec): 3 clusters Score: Raw -41101.742038 + Penalty 1397.372029 = -39704.370009 nChanged 42 SP:Iteration 5F (189.220497 sec): 3 clusters Score: Raw -41181.938205 + Penalty 1397.372029 = -39784.566176 nChanged 34 SP:Iteration 6Q (189.230424 sec): 3 clusters Score: Raw -41254.097970 + Penalty 1397.372029 = -39856.725941 nChanged 38 SP:Iteration 7Q (189.241682 sec): 3 clusters Score: Raw -41334.637850 + Penalty 1397.372029 = -39937.265820 nChanged 38 SP:Iteration 8Q (189.251479 sec): 3 clusters Score: Raw -41422.760213 + Penalty 1397.372029 = -40025.388183 nChanged 30 SP:Iteration 9Q (189.261183 sec): 3 clusters Score: Raw -41518.636708 + Penalty 1397.372029 = -40121.264679 nChanged 23 SP:Iteration 10Q (189.270830 sec): 3 clusters Score: Raw -41588.644388 + Penalty 1397.372029 = -40191.272359 nChanged 21 SP:Iteration 11Q (189.281479 sec): 3 clusters Score: Raw -41671.714378 + Penalty 1397.372029 = -40274.342349 nChanged 20 SP:Iteration 12Q (189.292031 sec): 3 clusters Score: Raw -41720.731806 + Penalty 1397.372029 = -40323.359776 nChanged 15 SP:Iteration 13Q (189.302540 sec): 3 clusters Score: Raw -41760.533607 + Penalty 1397.372029 = -40363.161577 nChanged 13 SP:Iteration 14Q (189.312996 sec): 3 clusters Score: Raw -41804.165043 + Penalty 1397.372029 = -40406.793014 nChanged 12 SP:Iteration 15Q (189.323432 sec): 3 clusters Score: Raw -41864.937978 + Penalty 1397.372029 = -40467.565949 nChanged 6 SP:Iteration 16Q (189.333817 sec): 3 clusters Score: Raw -41899.809822 + Penalty 1397.372029 = -40502.437793 nChanged 6 SP:Iteration 17Q (189.344407 sec): 3 clusters Score: Raw -41919.564495 + Penalty 1397.372029 = -40522.192466 nChanged 2 SP:Iteration 18Q (189.354816 sec): 3 clusters Score: Raw -41926.335856 + Penalty 1397.372029 = -40528.963827 nChanged 1 SP:Iteration 19Q (189.365195 sec): 3 clusters Score: Raw -41929.938171 + Penalty 1397.372029 = -40532.566142 nChanged 0 SP:Iteration 20F (189.375803 sec): 3 clusters Score: Raw -41929.938171 + Penalty 1397.372029 = -40532.566142 nChanged 0 Score: Raw -1017506.520374 + Penalty 16687.110060 = -1000819.410314 Splitting cluster 8 changes total score from -999114.216363 to -1000819.410314 So it's getting split into cluster 16. Trying to split cluster 9 (1955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.845773 sec): 2 clusters Score: Raw -112060.258276 + Penalty 795.705275 = -111264.553001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.866646 sec): 3 clusters Score: Raw -111163.144828 + Penalty 1591.410549 = -109571.734279 nChanged 739 SP:Iteration 1F (189.886251 sec): 3 clusters Score: Raw -111677.956516 + Penalty 1591.410549 = -110086.545966 nChanged 196 SP:Iteration 2F (189.906180 sec): 3 clusters Score: Raw -111843.724779 + Penalty 1591.410549 = -110252.314230 nChanged 135 SP:Iteration 3F (189.926032 sec): 3 clusters Score: Raw -111953.608094 + Penalty 1591.410549 = -110362.197545 nChanged 94 SP:Iteration 4Q (189.946323 sec): 3 clusters Score: Raw -112031.722491 + Penalty 1591.410549 = -110440.311941 nChanged 84 SP:Iteration 5Q (189.968167 sec): 3 clusters Score: Raw -112091.942538 + Penalty 1591.410549 = -110500.531989 nChanged 57 SP:Iteration 6Q (189.988481 sec): 3 clusters Score: Raw -112136.916711 + Penalty 1591.410549 = -110545.506162 nChanged 58 SP:Iteration 7Q (190.008561 sec): 3 clusters Score: Raw -112183.318505 + Penalty 1591.410549 = -110591.907956 nChanged 47 SP:Iteration 8Q (190.028803 sec): 3 clusters Score: Raw -112219.085772 + Penalty 1591.410549 = -110627.675223 nChanged 46 SP:Iteration 9Q (190.141889 sec): 3 clusters Score: Raw -112253.861999 + Penalty 1591.410549 = -110662.451449 nChanged 50 SP:Iteration 10Q (190.175769 sec): 3 clusters Score: Raw -112285.631158 + Penalty 1591.410549 = -110694.220609 nChanged 32 SP:Iteration 11Q (190.196352 sec): 3 clusters Score: Raw -112307.020760 + Penalty 1591.410549 = -110715.610211 nChanged 34 SP:Iteration 12Q (190.216866 sec): 3 clusters Score: Raw -112326.937722 + Penalty 1591.410549 = -110735.527173 nChanged 24 SP:Iteration 13Q (190.237503 sec): 3 clusters Score: Raw -112341.198852 + Penalty 1591.410549 = -110749.788302 nChanged 24 SP:Iteration 14Q (190.257653 sec): 3 clusters Score: Raw -112359.446620 + Penalty 1591.410549 = -110768.036071 nChanged 37 SP:Iteration 15Q (190.277538 sec): 3 clusters Score: Raw -112380.306392 + Penalty 1591.410549 = -110788.895842 nChanged 29 SP:Iteration 16Q (190.297499 sec): 3 clusters Score: Raw -112397.477468 + Penalty 1591.410549 = -110806.066919 nChanged 23 SP:Iteration 17Q (190.317917 sec): 3 clusters Score: Raw -112410.562141 + Penalty 1591.410549 = -110819.151592 nChanged 16 SP:Iteration 18Q (190.338081 sec): 3 clusters Score: Raw -112418.653913 + Penalty 1591.410549 = -110827.243363 nChanged 15 SP:Iteration 19Q (190.358036 sec): 3 clusters Score: Raw -112426.690349 + Penalty 1591.410549 = -110835.279800 nChanged 10 SP:Iteration 20F (190.377780 sec): 3 clusters Score: Raw -112429.593064 + Penalty 1591.410549 = -110838.182515 nChanged 5 SP:Iteration 21Q (190.397657 sec): 3 clusters Score: Raw -112431.676261 + Penalty 1591.410549 = -110840.265712 nChanged 6 SP:Iteration 22Q (190.417528 sec): 3 clusters Score: Raw -112433.652497 + Penalty 1591.410549 = -110842.241948 nChanged 3 SP:Iteration 23Q (190.437512 sec): 3 clusters Score: Raw -112434.878856 + Penalty 1591.410549 = -110843.468306 nChanged 3 SP:Iteration 24Q (190.457286 sec): 3 clusters Score: Raw -112437.476897 + Penalty 1591.410549 = -110846.066348 nChanged 7 SP:Iteration 25Q (190.477165 sec): 3 clusters Score: Raw -112441.454760 + Penalty 1591.410549 = -110850.044211 nChanged 7 SP:Iteration 26Q (190.497536 sec): 3 clusters Score: Raw -112444.950187 + Penalty 1591.410549 = -110853.539638 nChanged 5 SP:Iteration 27Q (190.517700 sec): 3 clusters Score: Raw -112447.478341 + Penalty 1591.410549 = -110856.067792 nChanged 6 SP:Iteration 28Q (190.537541 sec): 3 clusters Score: Raw -112450.462857 + Penalty 1591.410549 = -110859.052308 nChanged 5 SP:Iteration 29Q (190.557439 sec): 3 clusters Score: Raw -112453.413823 + Penalty 1591.410549 = -110862.003274 nChanged 8 SP:Iteration 30Q (190.577292 sec): 3 clusters Score: Raw -112455.988438 + Penalty 1591.410549 = -110864.577888 nChanged 3 SP:Iteration 31Q (190.597216 sec): 3 clusters Score: Raw -112456.985385 + Penalty 1591.410549 = -110865.574835 nChanged 2 SP:Iteration 32Q (190.617033 sec): 3 clusters Score: Raw -112457.998285 + Penalty 1591.410549 = -110866.587735 nChanged 3 SP:Iteration 33Q (190.636976 sec): 3 clusters Score: Raw -112458.755850 + Penalty 1591.410549 = -110867.345301 nChanged 1 SP:Iteration 34Q (190.656787 sec): 3 clusters Score: Raw -112459.264634 + Penalty 1591.410549 = -110867.854085 nChanged 0 SP:Iteration 35F (190.676789 sec): 3 clusters Score: Raw -112459.264634 + Penalty 1591.410549 = -110867.854085 nChanged 0 Trying to split cluster 10 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.708675 sec): 2 clusters Score: Raw -56679.921422 + Penalty 764.400867 = -55915.520555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.724808 sec): 3 clusters Score: Raw -56110.487741 + Penalty 1528.801733 = -54581.686008 nChanged 527 SP:Iteration 1F (190.740383 sec): 3 clusters Score: Raw -56656.786542 + Penalty 1528.801733 = -55127.984809 nChanged 149 SP:Iteration 2F (190.756133 sec): 3 clusters Score: Raw -56836.693122 + Penalty 1528.801733 = -55307.891389 nChanged 101 SP:Iteration 3F (190.875799 sec): 3 clusters Score: Raw -56969.503164 + Penalty 1528.801733 = -55440.701431 nChanged 77 SP:Iteration 4F (190.903691 sec): 3 clusters Score: Raw -57038.302329 + Penalty 1528.801733 = -55509.500596 nChanged 48 SP:Iteration 5Q (190.921178 sec): 3 clusters Score: Raw -57084.149191 + Penalty 1528.801733 = -55555.347458 nChanged 32 SP:Iteration 6Q (190.938341 sec): 3 clusters Score: Raw -57116.381455 + Penalty 1528.801733 = -55587.579722 nChanged 28 SP:Iteration 7Q (190.955557 sec): 3 clusters Score: Raw -57154.839312 + Penalty 1528.801733 = -55626.037579 nChanged 13 SP:Iteration 8Q (190.972516 sec): 3 clusters Score: Raw -57172.193334 + Penalty 1528.801733 = -55643.391601 nChanged 11 SP:Iteration 9Q (190.988154 sec): 3 clusters Score: Raw -57179.632194 + Penalty 1528.801733 = -55650.830460 nChanged 12 SP:Iteration 10Q (191.003699 sec): 3 clusters Score: Raw -57190.706908 + Penalty 1528.801733 = -55661.905174 nChanged 10 SP:Iteration 11Q (191.019267 sec): 3 clusters Score: Raw -57202.145588 + Penalty 1528.801733 = -55673.343854 nChanged 9 SP:Iteration 12Q (191.034853 sec): 3 clusters Score: Raw -57215.722405 + Penalty 1528.801733 = -55686.920672 nChanged 12 SP:Iteration 13Q (191.050471 sec): 3 clusters Score: Raw -57228.574653 + Penalty 1528.801733 = -55699.772920 nChanged 11 SP:Iteration 14Q (191.066046 sec): 3 clusters Score: Raw -57244.055313 + Penalty 1528.801733 = -55715.253580 nChanged 21 SP:Iteration 15Q (191.081569 sec): 3 clusters Score: Raw -57265.008624 + Penalty 1528.801733 = -55736.206891 nChanged 21 SP:Iteration 16Q (191.097143 sec): 3 clusters Score: Raw -57292.170721 + Penalty 1528.801733 = -55763.368988 nChanged 25 SP:Iteration 17Q (191.112735 sec): 3 clusters Score: Raw -57315.355421 + Penalty 1528.801733 = -55786.553688 nChanged 20 SP:Iteration 18Q (191.128261 sec): 3 clusters Score: Raw -57333.103650 + Penalty 1528.801733 = -55804.301917 nChanged 14 SP:Iteration 19Q (191.143802 sec): 3 clusters Score: Raw -57350.069664 + Penalty 1528.801733 = -55821.267931 nChanged 15 SP:Iteration 20F (191.159349 sec): 3 clusters Score: Raw -57363.347432 + Penalty 1528.801733 = -55834.545698 nChanged 11 SP:Iteration 21Q (191.174901 sec): 3 clusters Score: Raw -57369.751638 + Penalty 1528.801733 = -55840.949905 nChanged 7 SP:Iteration 22Q (191.190342 sec): 3 clusters Score: Raw -57373.528592 + Penalty 1528.801733 = -55844.726859 nChanged 7 SP:Iteration 23Q (191.205863 sec): 3 clusters Score: Raw -57377.303185 + Penalty 1528.801733 = -55848.501452 nChanged 6 SP:Iteration 24Q (191.221295 sec): 3 clusters Score: Raw -57381.109952 + Penalty 1528.801733 = -55852.308219 nChanged 3 SP:Iteration 25Q (191.236885 sec): 3 clusters Score: Raw -57381.854183 + Penalty 1528.801733 = -55853.052450 nChanged 1 SP:Iteration 26Q (191.252395 sec): 3 clusters Score: Raw -57382.328628 + Penalty 1528.801733 = -55853.526895 nChanged 1 SP:Iteration 27Q (191.267908 sec): 3 clusters Score: Raw -57382.504283 + Penalty 1528.801733 = -55853.702550 nChanged 1 SP:Iteration 28Q (191.283458 sec): 3 clusters Score: Raw -57382.834733 + Penalty 1528.801733 = -55854.033000 nChanged 1 SP:Iteration 29Q (191.298943 sec): 3 clusters Score: Raw -57383.095514 + Penalty 1528.801733 = -55854.293781 nChanged 0 SP:Iteration 30F (191.314329 sec): 3 clusters Score: Raw -57383.095514 + Penalty 1528.801733 = -55854.293781 nChanged 0 Trying to split cluster 11 (924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.344966 sec): 2 clusters Score: Raw -46442.650338 + Penalty 717.014768 = -45725.635571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.356699 sec): 3 clusters Score: Raw -46110.343361 + Penalty 1434.029535 = -44676.313825 nChanged 319 SP:Iteration 1F (191.367751 sec): 3 clusters Score: Raw -46467.153843 + Penalty 1434.029535 = -45033.124308 nChanged 88 SP:Iteration 2F (191.480841 sec): 3 clusters Score: Raw -46575.349497 + Penalty 1434.029535 = -45141.319962 nChanged 50 SP:Iteration 3F (191.594996 sec): 3 clusters Score: Raw -46624.686391 + Penalty 1434.029535 = -45190.656856 nChanged 36 SP:Iteration 4Q (191.706608 sec): 3 clusters Score: Raw -46668.393319 + Penalty 1434.029535 = -45234.363784 nChanged 34 SP:Iteration 5Q (191.800385 sec): 3 clusters Score: Raw -46710.207371 + Penalty 1434.029535 = -45276.177836 nChanged 30 SP:Iteration 6Q (191.811803 sec): 3 clusters Score: Raw -46742.932630 + Penalty 1434.029535 = -45308.903094 nChanged 20 SP:Iteration 7Q (191.823098 sec): 3 clusters Score: Raw -46761.483391 + Penalty 1434.029535 = -45327.453856 nChanged 14 SP:Iteration 8Q (191.834343 sec): 3 clusters Score: Raw -46771.490687 + Penalty 1434.029535 = -45337.461152 nChanged 6 SP:Iteration 9Q (191.845848 sec): 3 clusters Score: Raw -46774.424886 + Penalty 1434.029535 = -45340.395351 nChanged 3 SP:Iteration 10Q (191.856914 sec): 3 clusters Score: Raw -46775.813255 + Penalty 1434.029535 = -45341.783720 nChanged 4 SP:Iteration 11Q (191.868119 sec): 3 clusters Score: Raw -46780.337002 + Penalty 1434.029535 = -45346.307467 nChanged 4 SP:Iteration 12Q (191.879179 sec): 3 clusters Score: Raw -46782.481521 + Penalty 1434.029535 = -45348.451986 nChanged 1 SP:Iteration 13Q (191.890230 sec): 3 clusters Score: Raw -46782.598688 + Penalty 1434.029535 = -45348.569153 nChanged 0 SP:Iteration 14F (191.901220 sec): 3 clusters Score: Raw -46782.598688 + Penalty 1434.029535 = -45348.569153 nChanged 0 Iteration 59Q (192.309050 sec): 17 clusters Score: Raw -1017977.452592 + Penalty 16687.110060 = -1001290.342533 nChanged 472 Iteration 60F (192.751460 sec): 17 clusters Score: Raw -1019076.017223 + Penalty 16687.110060 = -1002388.907164 nChanged 320 Iteration 61Q (193.068405 sec): 17 clusters Score: Raw -1019515.430951 + Penalty 16687.110060 = -1002828.320892 nChanged 159 Iteration 62Q (193.380909 sec): 17 clusters Score: Raw -1019653.885779 + Penalty 16687.110060 = -1002966.775719 nChanged 109 Iteration 63Q (193.695003 sec): 17 clusters Score: Raw -1019779.445676 + Penalty 16687.110060 = -1003092.335616 nChanged 93 Iteration 64Q (194.009485 sec): 17 clusters Score: Raw -1019896.613147 + Penalty 16687.110060 = -1003209.503088 nChanged 82 Iteration 65Q (194.322525 sec): 17 clusters Score: Raw -1019963.405936 + Penalty 16687.110060 = -1003276.295876 nChanged 57 Iteration 66Q (194.633580 sec): 17 clusters Score: Raw -1020032.623953 + Penalty 16687.110060 = -1003345.513893 nChanged 53 Iteration 67Q (195.534674 sec): 17 clusters Score: Raw -1020098.440863 + Penalty 16687.110060 = -1003411.330803 nChanged 41 Iteration 68Q (196.360313 sec): 17 clusters Score: Raw -1020131.658443 + Penalty 16687.110060 = -1003444.548384 nChanged 23 Iteration 69Q (197.465382 sec): 17 clusters Score: Raw -1020144.397385 + Penalty 16687.110060 = -1003457.287326 nChanged 27 Iteration 70Q (198.570467 sec): 17 clusters Score: Raw -1020166.524445 + Penalty 16687.110060 = -1003479.414385 nChanged 35 Iteration 71Q (199.732231 sec): 17 clusters Score: Raw -1020186.616814 + Penalty 16687.110060 = -1003499.506754 nChanged 33 Iteration 72Q (200.834770 sec): 17 clusters Score: Raw -1020202.950981 + Penalty 16687.110060 = -1003515.840922 nChanged 34 Iteration 73Q (201.949884 sec): 17 clusters Score: Raw -1020220.239580 + Penalty 16687.110060 = -1003533.129520 nChanged 32 Iteration 74Q (203.037043 sec): 17 clusters Score: Raw -1020235.750837 + Penalty 16687.110060 = -1003548.640777 nChanged 26 Iteration 75Q (204.122656 sec): 17 clusters Score: Raw -1020246.677618 + Penalty 16687.110060 = -1003559.567559 nChanged 26 Iteration 76Q (204.941810 sec): 17 clusters Score: Raw -1020256.893654 + Penalty 16687.110060 = -1003569.783594 nChanged 22 Iteration 77Q (205.336725 sec): 17 clusters Score: Raw -1020262.908030 + Penalty 16687.110060 = -1003575.797970 nChanged 17 Iteration 78Q (205.700779 sec): 17 clusters Score: Raw -1020267.893237 + Penalty 16687.110060 = -1003580.783177 nChanged 13 Iteration 79Q (206.009620 sec): 17 clusters Score: Raw -1020272.321333 + Penalty 16687.110060 = -1003585.211274 nChanged 12 Iteration 80F (206.427272 sec): 17 clusters Score: Raw -1020297.130637 + Penalty 16687.110060 = -1003610.020578 nChanged 15 Iteration 81Q (206.684908 sec): 17 clusters Score: Raw -1020334.768201 + Penalty 16687.110060 = -1003647.658142 nChanged 24 Iteration 82Q (206.961278 sec): 17 clusters Score: Raw -1020361.574673 + Penalty 16687.110060 = -1003674.464614 nChanged 14 Iteration 83Q (207.252011 sec): 17 clusters Score: Raw -1020374.873833 + Penalty 16687.110060 = -1003687.763774 nChanged 13 Iteration 84Q (207.529419 sec): 17 clusters Score: Raw -1020378.995811 + Penalty 16687.110060 = -1003691.885751 nChanged 7 Iteration 85Q (207.780326 sec): 17 clusters Score: Raw -1020381.390524 + Penalty 16687.110060 = -1003694.280464 nChanged 6 Iteration 86Q (208.047718 sec): 17 clusters Score: Raw -1020385.189264 + Penalty 16687.110060 = -1003698.079204 nChanged 11 Iteration 87Q (208.309758 sec): 17 clusters Score: Raw -1020392.041625 + Penalty 16687.110060 = -1003704.931566 nChanged 15 Iteration 88Q (208.553875 sec): 17 clusters Score: Raw -1020399.337130 + Penalty 16687.110060 = -1003712.227070 nChanged 18 Iteration 89Q (208.826044 sec): 17 clusters Score: Raw -1020406.055437 + Penalty 16687.110060 = -1003718.945377 nChanged 13 Iteration 90Q (209.076142 sec): 17 clusters Score: Raw -1020411.310204 + Penalty 16687.110060 = -1003724.200145 nChanged 13 Iteration 91Q (209.355082 sec): 17 clusters Score: Raw -1020417.933854 + Penalty 16687.110060 = -1003730.823795 nChanged 17 Iteration 92Q (209.665752 sec): 17 clusters Score: Raw -1020423.889753 + Penalty 16687.110060 = -1003736.779694 nChanged 24 Iteration 93Q (209.945742 sec): 17 clusters Score: Raw -1020436.578697 + Penalty 16687.110060 = -1003749.468638 nChanged 27 Iteration 94Q (210.193785 sec): 17 clusters Score: Raw -1020446.024010 + Penalty 16687.110060 = -1003758.913950 nChanged 23 Iteration 95Q (210.454170 sec): 17 clusters Score: Raw -1020456.820179 + Penalty 16687.110060 = -1003769.710119 nChanged 24 Iteration 96Q (210.713741 sec): 17 clusters Score: Raw -1020468.685944 + Penalty 16687.110060 = -1003781.575884 nChanged 15 Iteration 97Q (210.982621 sec): 17 clusters Score: Raw -1020473.395923 + Penalty 16687.110060 = -1003786.285864 nChanged 13 Iteration 98Q (211.234701 sec): 17 clusters Score: Raw -1020477.467209 + Penalty 16687.110060 = -1003790.357149 nChanged 11 Writing temp clu file Because OldScore, -1003786.285864, is greater than current (better) Score,-1003790.357149 Compute initial score before splitting: Score: Raw -1020477.467209 + Penalty 16687.110060 = -1003790.357149 Trying to split cluster 1 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (211.332921 sec): 2 clusters Score: Raw -25248.277985 + Penalty 654.613126 = -24593.664859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (211.419435 sec): 3 clusters Score: Raw -25148.502798 + Penalty 1309.226252 = -23839.276545 nChanged 163 SP:Iteration 1F (211.459780 sec): 3 clusters Score: Raw -25335.247178 + Penalty 1309.226252 = -24026.020925 nChanged 34 SP:Iteration 2F (211.467283 sec): 3 clusters Score: Raw -25384.338232 + Penalty 1309.226252 = -24075.111980 nChanged 15 SP:Iteration 3Q (211.474860 sec): 3 clusters Score: Raw -25400.272504 + Penalty 1309.226252 = -24091.046251 nChanged 12 SP:Iteration 4Q (211.482403 sec): 3 clusters Score: Raw -25417.120534 + Penalty 1309.226252 = -24107.894281 nChanged 9 SP:Iteration 5Q (211.489959 sec): 3 clusters Score: Raw -25428.192937 + Penalty 1309.226252 = -24118.966685 nChanged 5 SP:Iteration 6Q (211.497473 sec): 3 clusters Score: Raw -25432.921428 + Penalty 1309.226252 = -24123.695175 nChanged 5 SP:Iteration 7Q (211.504967 sec): 3 clusters Score: Raw -25441.948487 + Penalty 1309.226252 = -24132.722235 nChanged 3 SP:Iteration 8Q (211.618477 sec): 3 clusters Score: Raw -25445.796266 + Penalty 1309.226252 = -24136.570014 nChanged 4 SP:Iteration 9Q (211.695492 sec): 3 clusters Score: Raw -25451.220680 + Penalty 1309.226252 = -24141.994427 nChanged 1 SP:Iteration 10Q (211.803716 sec): 3 clusters Score: Raw -25451.694448 + Penalty 1309.226252 = -24142.468196 nChanged 0 SP:Iteration 11F (211.910874 sec): 3 clusters Score: Raw -25451.694448 + Penalty 1309.226252 = -24142.468196 nChanged 0 Trying to split cluster 2 (1125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (211.942097 sec): 2 clusters Score: Raw -60478.695280 + Penalty 737.681523 = -59741.013757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (211.957483 sec): 3 clusters Score: Raw -60059.583316 + Penalty 1475.363046 = -58584.220270 nChanged 393 SP:Iteration 1F (211.972056 sec): 3 clusters Score: Raw -60409.200556 + Penalty 1475.363046 = -58933.837510 nChanged 101 SP:Iteration 2F (211.987438 sec): 3 clusters Score: Raw -60514.861821 + Penalty 1475.363046 = -59039.498775 nChanged 75 SP:Iteration 3F (212.001572 sec): 3 clusters Score: Raw -60603.979361 + Penalty 1475.363046 = -59128.616315 nChanged 68 SP:Iteration 4F (212.015393 sec): 3 clusters Score: Raw -60705.180677 + Penalty 1475.363046 = -59229.817631 nChanged 69 SP:Iteration 5F (212.029547 sec): 3 clusters Score: Raw -60826.197031 + Penalty 1475.363046 = -59350.833985 nChanged 57 SP:Iteration 6F (212.043442 sec): 3 clusters Score: Raw -60894.858624 + Penalty 1475.363046 = -59419.495577 nChanged 35 SP:Iteration 7Q (212.055923 sec): 3 clusters Score: Raw -60935.694243 + Penalty 1475.363046 = -59460.331197 nChanged 35 SP:Iteration 8Q (212.066084 sec): 3 clusters Score: Raw -60992.070242 + Penalty 1475.363046 = -59516.707196 nChanged 21 SP:Iteration 9Q (212.076238 sec): 3 clusters Score: Raw -61015.119853 + Penalty 1475.363046 = -59539.756807 nChanged 18 SP:Iteration 10Q (212.086364 sec): 3 clusters Score: Raw -61040.606427 + Penalty 1475.363046 = -59565.243381 nChanged 29 SP:Iteration 11Q (212.096485 sec): 3 clusters Score: Raw -61093.370561 + Penalty 1475.363046 = -59618.007515 nChanged 27 SP:Iteration 12Q (212.106476 sec): 3 clusters Score: Raw -61142.888508 + Penalty 1475.363046 = -59667.525462 nChanged 19 SP:Iteration 13Q (212.116492 sec): 3 clusters Score: Raw -61167.898708 + Penalty 1475.363046 = -59692.535662 nChanged 13 SP:Iteration 14Q (212.126812 sec): 3 clusters Score: Raw -61186.016067 + Penalty 1475.363046 = -59710.653021 nChanged 11 SP:Iteration 15Q (212.136945 sec): 3 clusters Score: Raw -61199.454523 + Penalty 1475.363046 = -59724.091477 nChanged 11 SP:Iteration 16Q (212.146871 sec): 3 clusters Score: Raw -61215.768700 + Penalty 1475.363046 = -59740.405654 nChanged 7 SP:Iteration 17Q (212.156779 sec): 3 clusters Score: Raw -61226.157948 + Penalty 1475.363046 = -59750.794902 nChanged 4 SP:Iteration 18Q (212.166676 sec): 3 clusters Score: Raw -61233.838904 + Penalty 1475.363046 = -59758.475857 nChanged 2 SP:Iteration 19Q (212.176797 sec): 3 clusters Score: Raw -61236.220278 + Penalty 1475.363046 = -59760.857232 nChanged 1 SP:Iteration 20F (212.186861 sec): 3 clusters Score: Raw -61245.906994 + Penalty 1475.363046 = -59770.543948 nChanged 2 SP:Iteration 21Q (212.196574 sec): 3 clusters Score: Raw -61253.431080 + Penalty 1475.363046 = -59778.068034 nChanged 6 SP:Iteration 22Q (212.206304 sec): 3 clusters Score: Raw -61257.243054 + Penalty 1475.363046 = -59781.880008 nChanged 1 SP:Iteration 23Q (212.216051 sec): 3 clusters Score: Raw -61257.815481 + Penalty 1475.363046 = -59782.452435 nChanged 4 SP:Iteration 24Q (212.225803 sec): 3 clusters Score: Raw -61260.880009 + Penalty 1475.363046 = -59785.516963 nChanged 3 SP:Iteration 25Q (212.235540 sec): 3 clusters Score: Raw -61264.970297 + Penalty 1475.363046 = -59789.607251 nChanged 5 SP:Iteration 26Q (212.347221 sec): 3 clusters Score: Raw -61272.641396 + Penalty 1475.363046 = -59797.278350 nChanged 4 SP:Iteration 27Q (212.477212 sec): 3 clusters Score: Raw -61276.902824 + Penalty 1475.363046 = -59801.539778 nChanged 1 SP:Iteration 28Q (212.582168 sec): 3 clusters Score: Raw -61277.716963 + Penalty 1475.363046 = -59802.353917 nChanged 0 SP:Iteration 29F (212.619283 sec): 3 clusters Score: Raw -61277.716963 + Penalty 1475.363046 = -59802.353917 nChanged 0 Score: Raw -1021280.814201 + Penalty 17730.054438 = -1003550.759763 Splitting cluster 2 changes total score from -1003790.357149 to -1003550.759763 So it's not getting split. Trying to split cluster 3 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.052191 sec): 2 clusters Score: Raw -28004.241992 + Penalty 653.161968 = -27351.080024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.059613 sec): 3 clusters Score: Raw -27877.451872 + Penalty 1306.323936 = -26571.127936 nChanged 151 SP:Iteration 1F (213.066622 sec): 3 clusters Score: Raw -28036.760375 + Penalty 1306.323936 = -26730.436439 nChanged 33 SP:Iteration 2F (213.073802 sec): 3 clusters Score: Raw -28093.185551 + Penalty 1306.323936 = -26786.861615 nChanged 24 SP:Iteration 3Q (213.080896 sec): 3 clusters Score: Raw -28120.695119 + Penalty 1306.323936 = -26814.371184 nChanged 5 SP:Iteration 4Q (213.087892 sec): 3 clusters Score: Raw -28126.488501 + Penalty 1306.323936 = -26820.164565 nChanged 1 SP:Iteration 5Q (213.094892 sec): 3 clusters Score: Raw -28128.088298 + Penalty 1306.323936 = -26821.764362 nChanged 2 SP:Iteration 6Q (213.101930 sec): 3 clusters Score: Raw -28130.669213 + Penalty 1306.323936 = -26824.345278 nChanged 1 SP:Iteration 7Q (213.108951 sec): 3 clusters Score: Raw -28131.653742 + Penalty 1306.323936 = -26825.329806 nChanged 2 SP:Iteration 8Q (213.115973 sec): 3 clusters Score: Raw -28133.023738 + Penalty 1306.323936 = -26826.699802 nChanged 1 SP:Iteration 9Q (213.122994 sec): 3 clusters Score: Raw -28133.970180 + Penalty 1306.323936 = -26827.646244 nChanged 0 SP:Iteration 10F (213.129950 sec): 3 clusters Score: Raw -28133.970180 + Penalty 1306.323936 = -26827.646244 nChanged 0 Trying to split cluster 4 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.140955 sec): 2 clusters Score: Raw -6692.618424 + Penalty 554.202039 = -6138.416384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.146035 sec): 3 clusters Score: Raw -6806.802507 + Penalty 1108.404078 = -5698.398428 nChanged 51 SP:Iteration 1F (213.150725 sec): 3 clusters Score: Raw -7056.199603 + Penalty 1108.404078 = -5947.795525 nChanged 8 SP:Iteration 2Q (213.155349 sec): 3 clusters Score: Raw -7080.856106 + Penalty 1108.404078 = -5972.452028 nChanged 1 SP:Iteration 3Q (213.159965 sec): 3 clusters Score: Raw -7083.441644 + Penalty 1108.404078 = -5975.037566 nChanged 1 SP:Iteration 4Q (213.164558 sec): 3 clusters Score: Raw -7084.789935 + Penalty 1108.404078 = -5976.385857 nChanged 0 SP:Iteration 5F (213.169156 sec): 3 clusters Score: Raw -7084.789935 + Penalty 1108.404078 = -5976.385857 nChanged 0 Trying to split cluster 5 (1976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.202799 sec): 2 clusters Score: Raw -103322.506772 + Penalty 796.827137 = -102525.679635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.222929 sec): 3 clusters Score: Raw -102444.209984 + Penalty 1593.654274 = -100850.555710 nChanged 754 SP:Iteration 1F (213.241782 sec): 3 clusters Score: Raw -102966.718766 + Penalty 1593.654274 = -101373.064492 nChanged 194 SP:Iteration 2F (213.260734 sec): 3 clusters Score: Raw -103180.603234 + Penalty 1593.654274 = -101586.948959 nChanged 166 SP:Iteration 3F (213.279806 sec): 3 clusters Score: Raw -103399.046553 + Penalty 1593.654274 = -101805.392278 nChanged 135 SP:Iteration 4F (213.400918 sec): 3 clusters Score: Raw -103606.105611 + Penalty 1593.654274 = -102012.451337 nChanged 96 SP:Iteration 5Q (213.520897 sec): 3 clusters Score: Raw -103731.484647 + Penalty 1593.654274 = -102137.830373 nChanged 80 SP:Iteration 6Q (213.610566 sec): 3 clusters Score: Raw -103788.728550 + Penalty 1593.654274 = -102195.074275 nChanged 30 SP:Iteration 7Q (213.643887 sec): 3 clusters Score: Raw -103802.995917 + Penalty 1593.654274 = -102209.341643 nChanged 15 SP:Iteration 8Q (213.664075 sec): 3 clusters Score: Raw -103808.839754 + Penalty 1593.654274 = -102215.185479 nChanged 13 SP:Iteration 9Q (213.684043 sec): 3 clusters Score: Raw -103814.644792 + Penalty 1593.654274 = -102220.990517 nChanged 9 SP:Iteration 10Q (213.704701 sec): 3 clusters Score: Raw -103818.226455 + Penalty 1593.654274 = -102224.572180 nChanged 13 SP:Iteration 11Q (213.725093 sec): 3 clusters Score: Raw -103823.792742 + Penalty 1593.654274 = -102230.138468 nChanged 4 SP:Iteration 12Q (213.745486 sec): 3 clusters Score: Raw -103825.450674 + Penalty 1593.654274 = -102231.796399 nChanged 4 SP:Iteration 13Q (213.766024 sec): 3 clusters Score: Raw -103826.990393 + Penalty 1593.654274 = -102233.336118 nChanged 4 SP:Iteration 14Q (213.786054 sec): 3 clusters Score: Raw -103827.877518 + Penalty 1593.654274 = -102234.223243 nChanged 1 SP:Iteration 15Q (213.805971 sec): 3 clusters Score: Raw -103828.100526 + Penalty 1593.654274 = -102234.446251 nChanged 0 SP:Iteration 16F (213.825507 sec): 3 clusters Score: Raw -103828.100526 + Penalty 1593.654274 = -102234.446251 nChanged 0 Trying to split cluster 6 (2717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.861063 sec): 2 clusters Score: Raw -157347.607968 + Penalty 830.264779 = -156517.343189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.888916 sec): 3 clusters Score: Raw -155963.925167 + Penalty 1660.529558 = -154303.395609 nChanged 1083 SP:Iteration 1F (213.914906 sec): 3 clusters Score: Raw -156658.916565 + Penalty 1660.529558 = -154998.387007 nChanged 241 SP:Iteration 2F (213.941682 sec): 3 clusters Score: Raw -156797.795874 + Penalty 1660.529558 = -155137.266316 nChanged 163 SP:Iteration 3F (213.968330 sec): 3 clusters Score: Raw -156892.467462 + Penalty 1660.529558 = -155231.937904 nChanged 131 SP:Iteration 4Q (214.011767 sec): 3 clusters Score: Raw -156979.047321 + Penalty 1660.529558 = -155318.517763 nChanged 113 SP:Iteration 5Q (214.038689 sec): 3 clusters Score: Raw -157055.475398 + Penalty 1660.529558 = -155394.945840 nChanged 107 SP:Iteration 6Q (214.066023 sec): 3 clusters Score: Raw -157127.731319 + Penalty 1660.529558 = -155467.201761 nChanged 72 SP:Iteration 7Q (214.092872 sec): 3 clusters Score: Raw -157175.775119 + Penalty 1660.529558 = -155515.245561 nChanged 65 SP:Iteration 8Q (214.119967 sec): 3 clusters Score: Raw -157213.075638 + Penalty 1660.529558 = -155552.546080 nChanged 69 SP:Iteration 9Q (214.146561 sec): 3 clusters Score: Raw -157252.156496 + Penalty 1660.529558 = -155591.626938 nChanged 62 SP:Iteration 10Q (214.173338 sec): 3 clusters Score: Raw -157288.225892 + Penalty 1660.529558 = -155627.696334 nChanged 44 SP:Iteration 11Q (214.199899 sec): 3 clusters Score: Raw -157316.944430 + Penalty 1660.529558 = -155656.414872 nChanged 36 SP:Iteration 12Q (214.226293 sec): 3 clusters Score: Raw -157342.466503 + Penalty 1660.529558 = -155681.936945 nChanged 38 SP:Iteration 13Q (214.253207 sec): 3 clusters Score: Raw -157369.148152 + Penalty 1660.529558 = -155708.618594 nChanged 27 SP:Iteration 14Q (214.279467 sec): 3 clusters Score: Raw -157389.066827 + Penalty 1660.529558 = -155728.537269 nChanged 26 SP:Iteration 15Q (214.305874 sec): 3 clusters Score: Raw -157404.300383 + Penalty 1660.529558 = -155743.770825 nChanged 24 SP:Iteration 16Q (214.332091 sec): 3 clusters Score: Raw -157420.187416 + Penalty 1660.529558 = -155759.657858 nChanged 21 SP:Iteration 17Q (214.449925 sec): 3 clusters Score: Raw -157431.517109 + Penalty 1660.529558 = -155770.987551 nChanged 16 SP:Iteration 18Q (214.562328 sec): 3 clusters Score: Raw -157443.142125 + Penalty 1660.529558 = -155782.612567 nChanged 10 SP:Iteration 19Q (214.593073 sec): 3 clusters Score: Raw -157448.681066 + Penalty 1660.529558 = -155788.151508 nChanged 5 SP:Iteration 20F (214.619487 sec): 3 clusters Score: Raw -157451.444837 + Penalty 1660.529558 = -155790.915279 nChanged 3 SP:Iteration 21Q (214.646488 sec): 3 clusters Score: Raw -157452.743409 + Penalty 1660.529558 = -155792.213851 nChanged 2 SP:Iteration 22Q (214.673109 sec): 3 clusters Score: Raw -157453.936601 + Penalty 1660.529558 = -155793.407043 nChanged 2 SP:Iteration 23Q (214.699160 sec): 3 clusters Score: Raw -157454.570499 + Penalty 1660.529558 = -155794.040941 nChanged 2 SP:Iteration 24Q (214.725239 sec): 3 clusters Score: Raw -157455.316721 + Penalty 1660.529558 = -155794.787163 nChanged 2 SP:Iteration 25Q (214.751302 sec): 3 clusters Score: Raw -157457.793175 + Penalty 1660.529558 = -155797.263617 nChanged 5 SP:Iteration 26Q (214.777412 sec): 3 clusters Score: Raw -157461.045840 + Penalty 1660.529558 = -155800.516282 nChanged 1 SP:Iteration 27Q (214.803368 sec): 3 clusters Score: Raw -157461.544206 + Penalty 1660.529558 = -155801.014648 nChanged 1 SP:Iteration 28Q (214.829373 sec): 3 clusters Score: Raw -157462.082072 + Penalty 1660.529558 = -155801.552514 nChanged 0 SP:Iteration 29F (214.855347 sec): 3 clusters Score: Raw -157462.082072 + Penalty 1660.529558 = -155801.552514 nChanged 0 Trying to split cluster 7 (1671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.888101 sec): 2 clusters Score: Raw -74828.142692 + Penalty 779.223641 = -74048.919051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.906385 sec): 3 clusters Score: Raw -74069.989950 + Penalty 1558.447281 = -72511.542669 nChanged 628 SP:Iteration 1F (214.923396 sec): 3 clusters Score: Raw -74551.094208 + Penalty 1558.447281 = -72992.646927 nChanged 148 SP:Iteration 2F (214.940603 sec): 3 clusters Score: Raw -74716.756098 + Penalty 1558.447281 = -73158.308817 nChanged 134 SP:Iteration 3F (214.957965 sec): 3 clusters Score: Raw -74895.082420 + Penalty 1558.447281 = -73336.635139 nChanged 109 SP:Iteration 4F (214.975321 sec): 3 clusters Score: Raw -75016.288964 + Penalty 1558.447281 = -73457.841683 nChanged 95 SP:Iteration 5F (215.046493 sec): 3 clusters Score: Raw -75090.838065 + Penalty 1558.447281 = -73532.390784 nChanged 69 SP:Iteration 6Q (215.064329 sec): 3 clusters Score: Raw -75151.103506 + Penalty 1558.447281 = -73592.656225 nChanged 56 SP:Iteration 7Q (215.082121 sec): 3 clusters Score: Raw -75195.462782 + Penalty 1558.447281 = -73637.015501 nChanged 42 SP:Iteration 8Q (215.099787 sec): 3 clusters Score: Raw -75222.556644 + Penalty 1558.447281 = -73664.109363 nChanged 34 SP:Iteration 9Q (215.117651 sec): 3 clusters Score: Raw -75261.050561 + Penalty 1558.447281 = -73702.603280 nChanged 39 SP:Iteration 10Q (215.135295 sec): 3 clusters Score: Raw -75302.416842 + Penalty 1558.447281 = -73743.969561 nChanged 39 SP:Iteration 11Q (215.152947 sec): 3 clusters Score: Raw -75339.991401 + Penalty 1558.447281 = -73781.544120 nChanged 39 SP:Iteration 12Q (215.170389 sec): 3 clusters Score: Raw -75385.481564 + Penalty 1558.447281 = -73827.034283 nChanged 34 SP:Iteration 13Q (215.187904 sec): 3 clusters Score: Raw -75410.090067 + Penalty 1558.447281 = -73851.642786 nChanged 22 SP:Iteration 14Q (215.205646 sec): 3 clusters Score: Raw -75425.247036 + Penalty 1558.447281 = -73866.799755 nChanged 9 SP:Iteration 15Q (215.222962 sec): 3 clusters Score: Raw -75428.917046 + Penalty 1558.447281 = -73870.469765 nChanged 8 SP:Iteration 16Q (215.240292 sec): 3 clusters Score: Raw -75431.315954 + Penalty 1558.447281 = -73872.868673 nChanged 3 SP:Iteration 17Q (215.356472 sec): 3 clusters Score: Raw -75432.158455 + Penalty 1558.447281 = -73873.711174 nChanged 1 SP:Iteration 18Q (215.430512 sec): 3 clusters Score: Raw -75432.261536 + Penalty 1558.447281 = -73873.814255 nChanged 1 SP:Iteration 19Q (215.447981 sec): 3 clusters Score: Raw -75433.106241 + Penalty 1558.447281 = -73874.658960 nChanged 0 SP:Iteration 20F (215.465224 sec): 3 clusters Score: Raw -75433.106241 + Penalty 1558.447281 = -73874.658960 nChanged 0 Trying to split cluster 8 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (215.496008 sec): 2 clusters Score: Raw -16077.191561 + Penalty 593.511364 = -15483.680197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (215.502052 sec): 3 clusters Score: Raw -16069.274991 + Penalty 1187.022728 = -14882.252263 nChanged 51 SP:Iteration 1F (215.507826 sec): 3 clusters Score: Raw -16163.215656 + Penalty 1187.022728 = -14976.192929 nChanged 13 SP:Iteration 2Q (215.514233 sec): 3 clusters Score: Raw -16196.956620 + Penalty 1187.022728 = -15009.933892 nChanged 10 SP:Iteration 3Q (215.520275 sec): 3 clusters Score: Raw -16217.336009 + Penalty 1187.022728 = -15030.313282 nChanged 6 SP:Iteration 4Q (215.526036 sec): 3 clusters Score: Raw -16229.607626 + Penalty 1187.022728 = -15042.584898 nChanged 3 SP:Iteration 5Q (215.531784 sec): 3 clusters Score: Raw -16233.294309 + Penalty 1187.022728 = -15046.271581 nChanged 2 SP:Iteration 6Q (215.537493 sec): 3 clusters Score: Raw -16236.442174 + Penalty 1187.022728 = -15049.419446 nChanged 1 SP:Iteration 7Q (215.543194 sec): 3 clusters Score: Raw -16238.544283 + Penalty 1187.022728 = -15051.521555 nChanged 1 SP:Iteration 8Q (215.548892 sec): 3 clusters Score: Raw -16239.072013 + Penalty 1187.022728 = -15052.049285 nChanged 2 SP:Iteration 9Q (215.554602 sec): 3 clusters Score: Raw -16240.849647 + Penalty 1187.022728 = -15053.826919 nChanged 2 SP:Iteration 10Q (215.560499 sec): 3 clusters Score: Raw -16242.492853 + Penalty 1187.022728 = -15055.470125 nChanged 0 SP:Iteration 11F (215.566199 sec): 3 clusters Score: Raw -16242.492853 + Penalty 1187.022728 = -15055.470125 nChanged 0 Trying to split cluster 9 (1996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (215.599887 sec): 2 clusters Score: Raw -114181.296873 + Penalty 797.884548 = -113383.412325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (215.621196 sec): 3 clusters Score: Raw -113227.878800 + Penalty 1595.769096 = -111632.109704 nChanged 804 SP:Iteration 1F (215.641081 sec): 3 clusters Score: Raw -113679.717020 + Penalty 1595.769096 = -112083.947924 nChanged 137 SP:Iteration 2F (215.661155 sec): 3 clusters Score: Raw -113762.814872 + Penalty 1595.769096 = -112167.045776 nChanged 101 SP:Iteration 3F (215.681451 sec): 3 clusters Score: Raw -113829.002620 + Penalty 1595.769096 = -112233.233524 nChanged 111 SP:Iteration 4F (215.701471 sec): 3 clusters Score: Raw -113916.971392 + Penalty 1595.769096 = -112321.202296 nChanged 106 SP:Iteration 5F (215.721484 sec): 3 clusters Score: Raw -113999.562596 + Penalty 1595.769096 = -112403.793500 nChanged 90 SP:Iteration 6Q (215.741943 sec): 3 clusters Score: Raw -114079.558096 + Penalty 1595.769096 = -112483.789000 nChanged 90 SP:Iteration 7Q (215.762424 sec): 3 clusters Score: Raw -114175.430138 + Penalty 1595.769096 = -112579.661042 nChanged 89 SP:Iteration 8Q (215.866977 sec): 3 clusters Score: Raw -114256.142836 + Penalty 1595.769096 = -112660.373740 nChanged 65 SP:Iteration 9Q (215.961736 sec): 3 clusters Score: Raw -114316.502986 + Penalty 1595.769096 = -112720.733890 nChanged 52 SP:Iteration 10Q (215.982771 sec): 3 clusters Score: Raw -114362.299719 + Penalty 1595.769096 = -112766.530624 nChanged 43 SP:Iteration 11Q (216.003164 sec): 3 clusters Score: Raw -114405.865212 + Penalty 1595.769096 = -112810.096116 nChanged 46 SP:Iteration 12Q (216.023543 sec): 3 clusters Score: Raw -114441.498242 + Penalty 1595.769096 = -112845.729146 nChanged 43 SP:Iteration 13Q (216.137842 sec): 3 clusters Score: Raw -114477.019063 + Penalty 1595.769096 = -112881.249967 nChanged 33 SP:Iteration 14Q (216.171351 sec): 3 clusters Score: Raw -114505.419365 + Penalty 1595.769096 = -112909.650269 nChanged 34 SP:Iteration 15Q (216.193904 sec): 3 clusters Score: Raw -114527.934687 + Penalty 1595.769096 = -112932.165591 nChanged 19 SP:Iteration 16Q (216.216715 sec): 3 clusters Score: Raw -114539.560228 + Penalty 1595.769096 = -112943.791132 nChanged 24 SP:Iteration 17Q (216.239554 sec): 3 clusters Score: Raw -114555.612852 + Penalty 1595.769096 = -112959.843756 nChanged 21 SP:Iteration 18Q (216.260115 sec): 3 clusters Score: Raw -114566.366543 + Penalty 1595.769096 = -112970.597447 nChanged 13 SP:Iteration 19Q (216.280507 sec): 3 clusters Score: Raw -114575.057797 + Penalty 1595.769096 = -112979.288701 nChanged 13 SP:Iteration 20F (216.301056 sec): 3 clusters Score: Raw -114580.315536 + Penalty 1595.769096 = -112984.546440 nChanged 9 SP:Iteration 21Q (216.321603 sec): 3 clusters Score: Raw -114586.330571 + Penalty 1595.769096 = -112990.561475 nChanged 17 SP:Iteration 22Q (216.342181 sec): 3 clusters Score: Raw -114596.088409 + Penalty 1595.769096 = -113000.319313 nChanged 19 SP:Iteration 23Q (216.362800 sec): 3 clusters Score: Raw -114613.540299 + Penalty 1595.769096 = -113017.771203 nChanged 30 SP:Iteration 24Q (216.383220 sec): 3 clusters Score: Raw -114650.461011 + Penalty 1595.769096 = -113054.691915 nChanged 33 SP:Iteration 25Q (216.403663 sec): 3 clusters Score: Raw -114709.374086 + Penalty 1595.769096 = -113113.604990 nChanged 29 SP:Iteration 26Q (216.424196 sec): 3 clusters Score: Raw -114761.637841 + Penalty 1595.769096 = -113165.868746 nChanged 33 SP:Iteration 27Q (216.444184 sec): 3 clusters Score: Raw -114798.423591 + Penalty 1595.769096 = -113202.654495 nChanged 20 SP:Iteration 28Q (216.464150 sec): 3 clusters Score: Raw -114814.722990 + Penalty 1595.769096 = -113218.953894 nChanged 10 SP:Iteration 29Q (216.484121 sec): 3 clusters Score: Raw -114820.206204 + Penalty 1595.769096 = -113224.437108 nChanged 4 SP:Iteration 30Q (216.504058 sec): 3 clusters Score: Raw -114821.784091 + Penalty 1595.769096 = -113226.014995 nChanged 2 SP:Iteration 31Q (216.523882 sec): 3 clusters Score: Raw -114823.458340 + Penalty 1595.769096 = -113227.689244 nChanged 3 SP:Iteration 32Q (216.543658 sec): 3 clusters Score: Raw -114824.829282 + Penalty 1595.769096 = -113229.060186 nChanged 3 SP:Iteration 33Q (216.563603 sec): 3 clusters Score: Raw -114825.602006 + Penalty 1595.769096 = -113229.832910 nChanged 1 SP:Iteration 34Q (216.583473 sec): 3 clusters Score: Raw -114827.027522 + Penalty 1595.769096 = -113231.258426 nChanged 3 SP:Iteration 35Q (216.603409 sec): 3 clusters Score: Raw -114828.033016 + Penalty 1595.769096 = -113232.263920 nChanged 1 SP:Iteration 36Q (216.623421 sec): 3 clusters Score: Raw -114828.193683 + Penalty 1595.769096 = -113232.424587 nChanged 0 SP:Iteration 37F (216.643296 sec): 3 clusters Score: Raw -114828.193683 + Penalty 1595.769096 = -113232.424587 nChanged 0 Trying to split cluster 10 (1261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.675349 sec): 2 clusters Score: Raw -50695.977278 + Penalty 749.664335 = -49946.312943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.690091 sec): 3 clusters Score: Raw -50216.241866 + Penalty 1499.328671 = -48716.913196 nChanged 458 SP:Iteration 1F (216.704083 sec): 3 clusters Score: Raw -50679.654245 + Penalty 1499.328671 = -49180.325574 nChanged 144 SP:Iteration 2F (216.717968 sec): 3 clusters Score: Raw -50905.674989 + Penalty 1499.328671 = -49406.346319 nChanged 100 SP:Iteration 3F (216.731964 sec): 3 clusters Score: Raw -51057.786816 + Penalty 1499.328671 = -49558.458145 nChanged 62 SP:Iteration 4Q (216.746054 sec): 3 clusters Score: Raw -51123.079068 + Penalty 1499.328671 = -49623.750398 nChanged 34 SP:Iteration 5Q (216.858989 sec): 3 clusters Score: Raw -51155.065477 + Penalty 1499.328671 = -49655.736807 nChanged 22 SP:Iteration 6Q (216.917758 sec): 3 clusters Score: Raw -51176.309441 + Penalty 1499.328671 = -49676.980770 nChanged 20 SP:Iteration 7Q (216.932926 sec): 3 clusters Score: Raw -51208.326319 + Penalty 1499.328671 = -49708.997648 nChanged 25 SP:Iteration 8Q (216.948006 sec): 3 clusters Score: Raw -51231.157218 + Penalty 1499.328671 = -49731.828547 nChanged 18 SP:Iteration 9Q (216.962650 sec): 3 clusters Score: Raw -51262.109615 + Penalty 1499.328671 = -49762.780944 nChanged 25 SP:Iteration 10Q (216.976644 sec): 3 clusters Score: Raw -51289.421098 + Penalty 1499.328671 = -49790.092428 nChanged 25 SP:Iteration 11Q (216.990535 sec): 3 clusters Score: Raw -51313.264896 + Penalty 1499.328671 = -49813.936226 nChanged 15 SP:Iteration 12Q (217.004449 sec): 3 clusters Score: Raw -51327.858431 + Penalty 1499.328671 = -49828.529760 nChanged 11 SP:Iteration 13Q (217.022195 sec): 3 clusters Score: Raw -51337.720439 + Penalty 1499.328671 = -49838.391768 nChanged 5 SP:Iteration 14Q (217.036131 sec): 3 clusters Score: Raw -51339.714985 + Penalty 1499.328671 = -49840.386314 nChanged 2 SP:Iteration 15Q (217.050009 sec): 3 clusters Score: Raw -51341.783925 + Penalty 1499.328671 = -49842.455255 nChanged 0 SP:Iteration 16F (217.063746 sec): 3 clusters Score: Raw -51341.783925 + Penalty 1499.328671 = -49842.455255 nChanged 0 Trying to split cluster 11 (882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.093811 sec): 2 clusters Score: Raw -44474.963406 + Penalty 712.130166 = -43762.833240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.105107 sec): 3 clusters Score: Raw -44129.579897 + Penalty 1424.260332 = -42705.319565 nChanged 301 SP:Iteration 1F (217.115850 sec): 3 clusters Score: Raw -44372.499287 + Penalty 1424.260332 = -42948.238955 nChanged 84 SP:Iteration 2F (217.127707 sec): 3 clusters Score: Raw -44479.091518 + Penalty 1424.260332 = -43054.831186 nChanged 58 SP:Iteration 3F (217.138487 sec): 3 clusters Score: Raw -44548.876429 + Penalty 1424.260332 = -43124.616097 nChanged 50 SP:Iteration 4F (217.149232 sec): 3 clusters Score: Raw -44621.370649 + Penalty 1424.260332 = -43197.110317 nChanged 39 SP:Iteration 5Q (217.160108 sec): 3 clusters Score: Raw -44686.326543 + Penalty 1424.260332 = -43262.066211 nChanged 38 SP:Iteration 6Q (217.170968 sec): 3 clusters Score: Raw -44778.728136 + Penalty 1424.260332 = -43354.467804 nChanged 35 SP:Iteration 7Q (217.181800 sec): 3 clusters Score: Raw -44834.491578 + Penalty 1424.260332 = -43410.231247 nChanged 26 SP:Iteration 8Q (217.192580 sec): 3 clusters Score: Raw -44877.361169 + Penalty 1424.260332 = -43453.100838 nChanged 22 SP:Iteration 9Q (217.203531 sec): 3 clusters Score: Raw -44906.425791 + Penalty 1424.260332 = -43482.165459 nChanged 19 SP:Iteration 10Q (217.214304 sec): 3 clusters Score: Raw -44932.999510 + Penalty 1424.260332 = -43508.739178 nChanged 15 SP:Iteration 11Q (217.225041 sec): 3 clusters Score: Raw -44954.674751 + Penalty 1424.260332 = -43530.414419 nChanged 13 SP:Iteration 12Q (217.235768 sec): 3 clusters Score: Raw -44971.001292 + Penalty 1424.260332 = -43546.740960 nChanged 5 SP:Iteration 13Q (217.246496 sec): 3 clusters Score: Raw -44976.194561 + Penalty 1424.260332 = -43551.934229 nChanged 9 SP:Iteration 14Q (217.257188 sec): 3 clusters Score: Raw -44982.244829 + Penalty 1424.260332 = -43557.984497 nChanged 7 SP:Iteration 15Q (217.267962 sec): 3 clusters Score: Raw -44988.612330 + Penalty 1424.260332 = -43564.351998 nChanged 2 SP:Iteration 16Q (217.278661 sec): 3 clusters Score: Raw -44989.721126 + Penalty 1424.260332 = -43565.460794 nChanged 2 SP:Iteration 17Q (217.289336 sec): 3 clusters Score: Raw -44992.274683 + Penalty 1424.260332 = -43568.014352 nChanged 6 SP:Iteration 18Q (217.400548 sec): 3 clusters Score: Raw -44999.677904 + Penalty 1424.260332 = -43575.417573 nChanged 3 SP:Iteration 19Q (217.516282 sec): 3 clusters Score: Raw -45005.505703 + Penalty 1424.260332 = -43581.245371 nChanged 3 SP:Iteration 20F (217.589581 sec): 3 clusters Score: Raw -45011.286832 + Penalty 1424.260332 = -43587.026500 nChanged 5 SP:Iteration 21Q (217.600398 sec): 3 clusters Score: Raw -45017.401586 + Penalty 1424.260332 = -43593.141254 nChanged 4 SP:Iteration 22Q (217.627023 sec): 3 clusters Score: Raw -45021.436747 + Penalty 1424.260332 = -43597.176415 nChanged 2 SP:Iteration 23Q (217.637735 sec): 3 clusters Score: Raw -45022.363901 + Penalty 1424.260332 = -43598.103570 nChanged 0 SP:Iteration 24F (217.648457 sec): 3 clusters Score: Raw -45022.363901 + Penalty 1424.260332 = -43598.103570 nChanged 0 Trying to split cluster 12 (888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.672315 sec): 2 clusters Score: Raw -40743.058562 + Penalty 712.842033 = -40030.216529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.683691 sec): 3 clusters Score: Raw -40423.427462 + Penalty 1425.684066 = -38997.743396 nChanged 284 SP:Iteration 1F (217.694493 sec): 3 clusters Score: Raw -40725.318215 + Penalty 1425.684066 = -39299.634149 nChanged 101 SP:Iteration 2F (217.705329 sec): 3 clusters Score: Raw -40847.651208 + Penalty 1425.684066 = -39421.967142 nChanged 46 SP:Iteration 3F (217.716142 sec): 3 clusters Score: Raw -40902.369783 + Penalty 1425.684066 = -39476.685717 nChanged 26 SP:Iteration 4Q (217.727079 sec): 3 clusters Score: Raw -40929.366551 + Penalty 1425.684066 = -39503.682485 nChanged 11 SP:Iteration 5Q (217.738116 sec): 3 clusters Score: Raw -40939.223742 + Penalty 1425.684066 = -39513.539676 nChanged 7 SP:Iteration 6Q (217.749078 sec): 3 clusters Score: Raw -40945.535123 + Penalty 1425.684066 = -39519.851057 nChanged 5 SP:Iteration 7Q (217.759937 sec): 3 clusters Score: Raw -40950.769994 + Penalty 1425.684066 = -39525.085928 nChanged 9 SP:Iteration 8Q (217.770939 sec): 3 clusters Score: Raw -40957.663429 + Penalty 1425.684066 = -39531.979362 nChanged 6 SP:Iteration 9Q (217.781837 sec): 3 clusters Score: Raw -40962.474535 + Penalty 1425.684066 = -39536.790469 nChanged 4 SP:Iteration 10Q (217.792709 sec): 3 clusters Score: Raw -40964.333643 + Penalty 1425.684066 = -39538.649577 nChanged 4 SP:Iteration 11Q (217.803728 sec): 3 clusters Score: Raw -40967.378103 + Penalty 1425.684066 = -39541.694037 nChanged 4 SP:Iteration 12Q (217.814656 sec): 3 clusters Score: Raw -40971.784071 + Penalty 1425.684066 = -39546.100005 nChanged 4 SP:Iteration 13Q (217.825594 sec): 3 clusters Score: Raw -40973.662172 + Penalty 1425.684066 = -39547.978106 nChanged 2 SP:Iteration 14Q (217.836484 sec): 3 clusters Score: Raw -40974.675316 + Penalty 1425.684066 = -39548.991250 nChanged 1 SP:Iteration 15Q (217.847343 sec): 3 clusters Score: Raw -40975.028799 + Penalty 1425.684066 = -39549.344732 nChanged 0 SP:Iteration 16F (217.858121 sec): 3 clusters Score: Raw -40975.028799 + Penalty 1425.684066 = -39549.344732 nChanged 0 Trying to split cluster 13 (1490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.890119 sec): 2 clusters Score: Raw -82545.464023 + Penalty 767.185797 = -81778.278226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.906829 sec): 3 clusters Score: Raw -81904.186287 + Penalty 1534.371594 = -80369.814694 nChanged 536 SP:Iteration 1F (217.922598 sec): 3 clusters Score: Raw -82279.774191 + Penalty 1534.371594 = -80745.402597 nChanged 154 SP:Iteration 2F (217.938652 sec): 3 clusters Score: Raw -82442.927578 + Penalty 1534.371594 = -80908.555984 nChanged 110 SP:Iteration 3F (217.954367 sec): 3 clusters Score: Raw -82587.235290 + Penalty 1534.371594 = -81052.863696 nChanged 94 SP:Iteration 4F (217.970114 sec): 3 clusters Score: Raw -82716.535398 + Penalty 1534.371594 = -81182.163804 nChanged 82 SP:Iteration 5F (218.085538 sec): 3 clusters Score: Raw -82838.002117 + Penalty 1534.371594 = -81303.630523 nChanged 61 SP:Iteration 6Q (218.199411 sec): 3 clusters Score: Raw -82968.672845 + Penalty 1534.371594 = -81434.301252 nChanged 61 SP:Iteration 7Q (218.220960 sec): 3 clusters Score: Raw -83103.412585 + Penalty 1534.371594 = -81569.040991 nChanged 51 SP:Iteration 8Q (218.236597 sec): 3 clusters Score: Raw -83218.163239 + Penalty 1534.371594 = -81683.791645 nChanged 39 SP:Iteration 9Q (218.252094 sec): 3 clusters Score: Raw -83298.198688 + Penalty 1534.371594 = -81763.827094 nChanged 37 SP:Iteration 10Q (218.267403 sec): 3 clusters Score: Raw -83380.796217 + Penalty 1534.371594 = -81846.424624 nChanged 24 SP:Iteration 11Q (218.283010 sec): 3 clusters Score: Raw -83421.551961 + Penalty 1534.371594 = -81887.180367 nChanged 22 SP:Iteration 12Q (218.298327 sec): 3 clusters Score: Raw -83458.877431 + Penalty 1534.371594 = -81924.505837 nChanged 20 SP:Iteration 13Q (218.313531 sec): 3 clusters Score: Raw -83495.723752 + Penalty 1534.371594 = -81961.352158 nChanged 11 SP:Iteration 14Q (218.328686 sec): 3 clusters Score: Raw -83516.521231 + Penalty 1534.371594 = -81982.149637 nChanged 6 SP:Iteration 15Q (218.343774 sec): 3 clusters Score: Raw -83525.206100 + Penalty 1534.371594 = -81990.834506 nChanged 4 SP:Iteration 16Q (218.358960 sec): 3 clusters Score: Raw -83528.922322 + Penalty 1534.371594 = -81994.550728 nChanged 3 SP:Iteration 17Q (218.374162 sec): 3 clusters Score: Raw -83530.234047 + Penalty 1534.371594 = -81995.862453 nChanged 3 SP:Iteration 18Q (218.390777 sec): 3 clusters Score: Raw -83532.083983 + Penalty 1534.371594 = -81997.712389 nChanged 1 SP:Iteration 19Q (218.405970 sec): 3 clusters Score: Raw -83532.899953 + Penalty 1534.371594 = -81998.528359 nChanged 2 SP:Iteration 20F (218.421856 sec): 3 clusters Score: Raw -83534.925889 + Penalty 1534.371594 = -82000.554295 nChanged 2 SP:Iteration 21Q (218.437067 sec): 3 clusters Score: Raw -83535.975551 + Penalty 1534.371594 = -82001.603957 nChanged 1 SP:Iteration 22Q (218.452264 sec): 3 clusters Score: Raw -83536.320249 + Penalty 1534.371594 = -82001.948656 nChanged 0 SP:Iteration 23F (218.467904 sec): 3 clusters Score: Raw -83536.320249 + Penalty 1534.371594 = -82001.948656 nChanged 0 Score: Raw -1021472.648744 + Penalty 17730.054438 = -1003742.594306 Splitting cluster 13 changes total score from -1003790.357149 to -1003742.594306 So it's not getting split. Trying to split cluster 14 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (218.957355 sec): 2 clusters Score: Raw -26031.418850 + Penalty 694.686844 = -25336.732006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (218.967512 sec): 3 clusters Score: Raw -25874.234389 + Penalty 1389.373689 = -24484.860700 nChanged 260 SP:Iteration 1F (218.977126 sec): 3 clusters Score: Raw -26268.891031 + Penalty 1389.373689 = -24879.517342 nChanged 72 SP:Iteration 2F (218.986706 sec): 3 clusters Score: Raw -26371.266991 + Penalty 1389.373689 = -24981.893302 nChanged 33 SP:Iteration 3Q (219.016374 sec): 3 clusters Score: Raw -26409.633160 + Penalty 1389.373689 = -25020.259471 nChanged 22 SP:Iteration 4Q (219.026136 sec): 3 clusters Score: Raw -26434.793344 + Penalty 1389.373689 = -25045.419655 nChanged 10 SP:Iteration 5Q (219.035792 sec): 3 clusters Score: Raw -26442.522023 + Penalty 1389.373689 = -25053.148334 nChanged 2 SP:Iteration 6Q (219.045395 sec): 3 clusters Score: Raw -26444.345332 + Penalty 1389.373689 = -25054.971643 nChanged 1 SP:Iteration 7Q (219.055048 sec): 3 clusters Score: Raw -26444.704752 + Penalty 1389.373689 = -25055.331063 nChanged 1 SP:Iteration 8Q (219.064660 sec): 3 clusters Score: Raw -26445.889832 + Penalty 1389.373689 = -25056.516143 nChanged 0 SP:Iteration 9F (219.074147 sec): 3 clusters Score: Raw -26445.889832 + Penalty 1389.373689 = -25056.516143 nChanged 0 Trying to split cluster 15 (3723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.124532 sec): 2 clusters Score: Raw -216930.935897 + Penalty 863.339933 = -216067.595964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.244051 sec): 3 clusters Score: Raw -214956.215056 + Penalty 1726.679866 = -213229.535191 nChanged 1527 SP:Iteration 1F (219.308510 sec): 3 clusters Score: Raw -215850.606915 + Penalty 1726.679866 = -214123.927049 nChanged 323 SP:Iteration 2F (219.342991 sec): 3 clusters Score: Raw -216105.048663 + Penalty 1726.679866 = -214378.368797 nChanged 266 SP:Iteration 3F (219.377546 sec): 3 clusters Score: Raw -216300.398486 + Penalty 1726.679866 = -214573.718620 nChanged 218 SP:Iteration 4F (219.412700 sec): 3 clusters Score: Raw -216449.987944 + Penalty 1726.679866 = -214723.308078 nChanged 163 SP:Iteration 5Q (219.448944 sec): 3 clusters Score: Raw -216539.687083 + Penalty 1726.679866 = -214813.007218 nChanged 115 SP:Iteration 6Q (219.484848 sec): 3 clusters Score: Raw -216597.509275 + Penalty 1726.679866 = -214870.829410 nChanged 98 SP:Iteration 7Q (219.520736 sec): 3 clusters Score: Raw -216638.032041 + Penalty 1726.679866 = -214911.352176 nChanged 78 SP:Iteration 8Q (219.556571 sec): 3 clusters Score: Raw -216678.355562 + Penalty 1726.679866 = -214951.675697 nChanged 54 SP:Iteration 9Q (219.591913 sec): 3 clusters Score: Raw -216704.685303 + Penalty 1726.679866 = -214978.005438 nChanged 56 SP:Iteration 10Q (219.627016 sec): 3 clusters Score: Raw -216730.528054 + Penalty 1726.679866 = -215003.848188 nChanged 51 SP:Iteration 11Q (219.662154 sec): 3 clusters Score: Raw -216750.212588 + Penalty 1726.679866 = -215023.532723 nChanged 42 SP:Iteration 12Q (219.697043 sec): 3 clusters Score: Raw -216768.445488 + Penalty 1726.679866 = -215041.765622 nChanged 44 SP:Iteration 13Q (219.731947 sec): 3 clusters Score: Raw -216785.771576 + Penalty 1726.679866 = -215059.091710 nChanged 43 SP:Iteration 14Q (219.766835 sec): 3 clusters Score: Raw -216804.029380 + Penalty 1726.679866 = -215077.349515 nChanged 38 SP:Iteration 15Q (219.801640 sec): 3 clusters Score: Raw -216825.189883 + Penalty 1726.679866 = -215098.510018 nChanged 46 SP:Iteration 16Q (219.836526 sec): 3 clusters Score: Raw -216843.398140 + Penalty 1726.679866 = -215116.718275 nChanged 29 SP:Iteration 17Q (219.871235 sec): 3 clusters Score: Raw -216854.566962 + Penalty 1726.679866 = -215127.887096 nChanged 28 SP:Iteration 18Q (219.906019 sec): 3 clusters Score: Raw -216867.484200 + Penalty 1726.679866 = -215140.804335 nChanged 28 SP:Iteration 19Q (219.940714 sec): 3 clusters Score: Raw -216877.627450 + Penalty 1726.679866 = -215150.947584 nChanged 23 SP:Iteration 20F (219.974829 sec): 3 clusters Score: Raw -216884.397786 + Penalty 1726.679866 = -215157.717920 nChanged 19 SP:Iteration 21Q (220.009494 sec): 3 clusters Score: Raw -216893.345752 + Penalty 1726.679866 = -215166.665887 nChanged 22 SP:Iteration 22Q (220.044028 sec): 3 clusters Score: Raw -216901.845749 + Penalty 1726.679866 = -215175.165884 nChanged 21 SP:Iteration 23Q (220.078492 sec): 3 clusters Score: Raw -216908.418308 + Penalty 1726.679866 = -215181.738442 nChanged 17 SP:Iteration 24Q (220.113061 sec): 3 clusters Score: Raw -216915.198235 + Penalty 1726.679866 = -215188.518370 nChanged 18 SP:Iteration 25Q (220.147590 sec): 3 clusters Score: Raw -216920.579559 + Penalty 1726.679866 = -215193.899694 nChanged 15 SP:Iteration 26Q (220.182092 sec): 3 clusters Score: Raw -216925.213832 + Penalty 1726.679866 = -215198.533967 nChanged 14 SP:Iteration 27Q (220.216595 sec): 3 clusters Score: Raw -216930.555997 + Penalty 1726.679866 = -215203.876131 nChanged 17 SP:Iteration 28Q (220.250993 sec): 3 clusters Score: Raw -216936.424287 + Penalty 1726.679866 = -215209.744421 nChanged 23 SP:Iteration 29Q (220.285465 sec): 3 clusters Score: Raw -216945.185323 + Penalty 1726.679866 = -215218.505457 nChanged 25 SP:Iteration 30Q (220.408152 sec): 3 clusters Score: Raw -216954.282645 + Penalty 1726.679866 = -215227.602780 nChanged 21 SP:Iteration 31Q (220.467940 sec): 3 clusters Score: Raw -216963.972376 + Penalty 1726.679866 = -215237.292510 nChanged 24 SP:Iteration 32Q (220.508124 sec): 3 clusters Score: Raw -216975.597037 + Penalty 1726.679866 = -215248.917171 nChanged 26 SP:Iteration 33Q (220.542535 sec): 3 clusters Score: Raw -216985.901006 + Penalty 1726.679866 = -215259.221140 nChanged 12 SP:Iteration 34Q (220.576709 sec): 3 clusters Score: Raw -216990.189894 + Penalty 1726.679866 = -215263.510029 nChanged 14 SP:Iteration 35Q (220.610928 sec): 3 clusters Score: Raw -216993.692881 + Penalty 1726.679866 = -215267.013015 nChanged 10 SP:Iteration 36Q (220.645185 sec): 3 clusters Score: Raw -216996.755489 + Penalty 1726.679866 = -215270.075624 nChanged 14 SP:Iteration 37Q (220.679484 sec): 3 clusters Score: Raw -217003.251349 + Penalty 1726.679866 = -215276.571484 nChanged 11 SP:Iteration 38Q (220.713682 sec): 3 clusters Score: Raw -217006.560637 + Penalty 1726.679866 = -215279.880771 nChanged 7 SP:Iteration 39Q (220.748165 sec): 3 clusters Score: Raw -217009.514725 + Penalty 1726.679866 = -215282.834860 nChanged 7 SP:Iteration 40F (220.782078 sec): 3 clusters Score: Raw -217014.202038 + Penalty 1726.679866 = -215287.522173 nChanged 10 SP:Iteration 41Q (220.816374 sec): 3 clusters Score: Raw -217018.128807 + Penalty 1726.679866 = -215291.448942 nChanged 10 SP:Iteration 42Q (220.850471 sec): 3 clusters Score: Raw -217022.430442 + Penalty 1726.679866 = -215295.750577 nChanged 13 SP:Iteration 43Q (220.884923 sec): 3 clusters Score: Raw -217025.956892 + Penalty 1726.679866 = -215299.277027 nChanged 7 SP:Iteration 44Q (220.918894 sec): 3 clusters Score: Raw -217026.994193 + Penalty 1726.679866 = -215300.314327 nChanged 6 SP:Iteration 45Q (220.952999 sec): 3 clusters Score: Raw -217028.700860 + Penalty 1726.679866 = -215302.020995 nChanged 4 SP:Iteration 46Q (220.986955 sec): 3 clusters Score: Raw -217030.875047 + Penalty 1726.679866 = -215304.195181 nChanged 4 SP:Iteration 47Q (221.021045 sec): 3 clusters Score: Raw -217032.223201 + Penalty 1726.679866 = -215305.543336 nChanged 5 SP:Iteration 48Q (221.055062 sec): 3 clusters Score: Raw -217033.217784 + Penalty 1726.679866 = -215306.537918 nChanged 6 SP:Iteration 49Q (221.089002 sec): 3 clusters Score: Raw -217034.444218 + Penalty 1726.679866 = -215307.764353 nChanged 4 SP:Iteration 50Q (221.123030 sec): 3 clusters Score: Raw -217035.616132 + Penalty 1726.679866 = -215308.936266 nChanged 5 SP:Iteration 51Q (221.157004 sec): 3 clusters Score: Raw -217037.691357 + Penalty 1726.679866 = -215311.011492 nChanged 5 SP:Iteration 52Q (221.191090 sec): 3 clusters Score: Raw -217039.273891 + Penalty 1726.679866 = -215312.594025 nChanged 6 SP:Iteration 53Q (221.225110 sec): 3 clusters Score: Raw -217042.351997 + Penalty 1726.679866 = -215315.672131 nChanged 9 SP:Iteration 54Q (221.259230 sec): 3 clusters Score: Raw -217045.381697 + Penalty 1726.679866 = -215318.701832 nChanged 13 SP:Iteration 55Q (221.293140 sec): 3 clusters Score: Raw -217049.911576 + Penalty 1726.679866 = -215323.231711 nChanged 15 SP:Iteration 56Q (221.327089 sec): 3 clusters Score: Raw -217055.307642 + Penalty 1726.679866 = -215328.627776 nChanged 13 SP:Iteration 57Q (221.361076 sec): 3 clusters Score: Raw -217062.232970 + Penalty 1726.679866 = -215335.553104 nChanged 13 SP:Iteration 58Q (221.394989 sec): 3 clusters Score: Raw -217069.274006 + Penalty 1726.679866 = -215342.594141 nChanged 12 SP:Iteration 59Q (221.428780 sec): 3 clusters Score: Raw -217073.254107 + Penalty 1726.679866 = -215346.574241 nChanged 5 SP:Iteration 60F (221.462874 sec): 3 clusters Score: Raw -217074.603888 + Penalty 1726.679866 = -215347.924022 nChanged 5 SP:Iteration 61Q (221.583134 sec): 3 clusters Score: Raw -217076.120787 + Penalty 1726.679866 = -215349.440921 nChanged 5 SP:Iteration 62Q (221.630832 sec): 3 clusters Score: Raw -217078.267432 + Penalty 1726.679866 = -215351.587567 nChanged 5 SP:Iteration 63Q (221.665773 sec): 3 clusters Score: Raw -217080.728386 + Penalty 1726.679866 = -215354.048521 nChanged 6 SP:Iteration 64Q (221.700498 sec): 3 clusters Score: Raw -217083.365537 + Penalty 1726.679866 = -215356.685671 nChanged 4 SP:Iteration 65Q (221.735414 sec): 3 clusters Score: Raw -217085.072118 + Penalty 1726.679866 = -215358.392253 nChanged 3 SP:Iteration 66Q (221.770166 sec): 3 clusters Score: Raw -217085.839074 + Penalty 1726.679866 = -215359.159208 nChanged 5 SP:Iteration 67Q (221.804800 sec): 3 clusters Score: Raw -217088.577374 + Penalty 1726.679866 = -215361.897509 nChanged 8 SP:Iteration 68Q (221.838615 sec): 3 clusters Score: Raw -217090.662837 + Penalty 1726.679866 = -215363.982972 nChanged 3 SP:Iteration 69Q (221.872358 sec): 3 clusters Score: Raw -217091.413503 + Penalty 1726.679866 = -215364.733638 nChanged 5 SP:Iteration 70Q (221.906141 sec): 3 clusters Score: Raw -217093.437103 + Penalty 1726.679866 = -215366.757237 nChanged 2 SP:Iteration 71Q (221.939160 sec): 3 clusters Score: Raw -217094.144151 + Penalty 1726.679866 = -215367.464286 nChanged 2 SP:Iteration 72Q (221.972874 sec): 3 clusters Score: Raw -217094.665557 + Penalty 1726.679866 = -215367.985691 nChanged 1 SP:Iteration 73Q (222.006827 sec): 3 clusters Score: Raw -217095.035085 + Penalty 1726.679866 = -215368.355219 nChanged 2 SP:Iteration 74Q (222.040721 sec): 3 clusters Score: Raw -217095.505608 + Penalty 1726.679866 = -215368.825742 nChanged 1 SP:Iteration 75Q (222.074431 sec): 3 clusters Score: Raw -217095.862874 + Penalty 1726.679866 = -215369.183008 nChanged 1 SP:Iteration 76Q (222.108360 sec): 3 clusters Score: Raw -217095.929724 + Penalty 1726.679866 = -215369.249859 nChanged 1 SP:Iteration 77Q (222.141851 sec): 3 clusters Score: Raw -217096.170935 + Penalty 1726.679866 = -215369.491070 nChanged 1 SP:Iteration 78Q (222.175632 sec): 3 clusters Score: Raw -217096.516055 + Penalty 1726.679866 = -215369.836190 nChanged 3 SP:Iteration 79Q (222.209302 sec): 3 clusters Score: Raw -217097.885792 + Penalty 1726.679866 = -215371.205926 nChanged 1 SP:Iteration 80F (222.243195 sec): 3 clusters Score: Raw -217098.126958 + Penalty 1726.679866 = -215371.447092 nChanged 1 SP:Iteration 81Q (222.276924 sec): 3 clusters Score: Raw -217098.432108 + Penalty 1726.679866 = -215371.752243 nChanged 1 SP:Iteration 82Q (222.310741 sec): 3 clusters Score: Raw -217098.562842 + Penalty 1726.679866 = -215371.882977 nChanged 0 SP:Iteration 83F (222.344568 sec): 3 clusters Score: Raw -217098.562842 + Penalty 1726.679866 = -215371.882977 nChanged 0 Trying to split cluster 16 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (222.376026 sec): 2 clusters Score: Raw -25397.460632 + Penalty 645.813291 = -24751.647341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (222.383446 sec): 3 clusters Score: Raw -25289.711469 + Penalty 1291.626581 = -23998.084887 nChanged 125 SP:Iteration 1F (222.413469 sec): 3 clusters Score: Raw -25402.983516 + Penalty 1291.626581 = -24111.356934 nChanged 40 SP:Iteration 2F (222.454714 sec): 3 clusters Score: Raw -25462.973853 + Penalty 1291.626581 = -24171.347271 nChanged 24 SP:Iteration 3F (222.472345 sec): 3 clusters Score: Raw -25489.797341 + Penalty 1291.626581 = -24198.170760 nChanged 13 SP:Iteration 4Q (222.481088 sec): 3 clusters Score: Raw -25504.816383 + Penalty 1291.626581 = -24213.189801 nChanged 8 SP:Iteration 5Q (222.489930 sec): 3 clusters Score: Raw -25519.289907 + Penalty 1291.626581 = -24227.663326 nChanged 6 SP:Iteration 6Q (222.498486 sec): 3 clusters Score: Raw -25524.876176 + Penalty 1291.626581 = -24233.249594 nChanged 5 SP:Iteration 7Q (222.507120 sec): 3 clusters Score: Raw -25529.636957 + Penalty 1291.626581 = -24238.010376 nChanged 4 SP:Iteration 8Q (222.669860 sec): 3 clusters Score: Raw -25536.222702 + Penalty 1291.626581 = -24244.596121 nChanged 6 SP:Iteration 9Q (222.677230 sec): 3 clusters Score: Raw -25546.715461 + Penalty 1291.626581 = -24255.088879 nChanged 6 SP:Iteration 10Q (222.685243 sec): 3 clusters Score: Raw -25551.862506 + Penalty 1291.626581 = -24260.235925 nChanged 6 SP:Iteration 11Q (222.693214 sec): 3 clusters Score: Raw -25558.991860 + Penalty 1291.626581 = -24267.365279 nChanged 1 SP:Iteration 12Q (222.701240 sec): 3 clusters Score: Raw -25559.657228 + Penalty 1291.626581 = -24268.030647 nChanged 3 SP:Iteration 13Q (222.709202 sec): 3 clusters Score: Raw -25563.715082 + Penalty 1291.626581 = -24272.088500 nChanged 4 SP:Iteration 14Q (222.717151 sec): 3 clusters Score: Raw -25571.335791 + Penalty 1291.626581 = -24279.709209 nChanged 5 SP:Iteration 15Q (222.725061 sec): 3 clusters Score: Raw -25574.786702 + Penalty 1291.626581 = -24283.160120 nChanged 1 SP:Iteration 16Q (222.732978 sec): 3 clusters Score: Raw -25575.473637 + Penalty 1291.626581 = -24283.847056 nChanged 1 SP:Iteration 17Q (222.740936 sec): 3 clusters Score: Raw -25575.648141 + Penalty 1291.626581 = -24284.021560 nChanged 0 SP:Iteration 18F (222.748789 sec): 3 clusters Score: Raw -25575.648141 + Penalty 1291.626581 = -24284.021560 nChanged 0 Iteration 99Q (223.047749 sec): 17 clusters Score: Raw -1020482.526898 + Penalty 16687.110060 = -1003795.416838 nChanged 13 Iteration 100F (223.495635 sec): 17 clusters Score: Raw -1020626.968423 + Penalty 16687.110060 = -1003939.858363 nChanged 36 Iteration 101Q (223.784633 sec): 17 clusters Score: Raw -1021441.035168 + Penalty 16687.110060 = -1004753.925109 nChanged 29 Iteration 102Q (224.074850 sec): 17 clusters Score: Raw -1021471.330916 + Penalty 16687.110060 = -1004784.220856 nChanged 15 Iteration 103Q (224.342769 sec): 17 clusters Score: Raw -1021479.685728 + Penalty 16687.110060 = -1004792.575668 nChanged 8 Iteration 104Q (224.601662 sec): 17 clusters Score: Raw -1021487.931959 + Penalty 16687.110060 = -1004800.821899 nChanged 12 Iteration 105Q (224.862702 sec): 17 clusters Score: Raw -1021512.540715 + Penalty 16687.110060 = -1004825.430655 nChanged 14 Iteration 106Q (225.202230 sec): 17 clusters Score: Raw -1021546.418025 + Penalty 16687.110060 = -1004859.307966 nChanged 21 Iteration 107Q (225.500119 sec): 17 clusters Score: Raw -1021570.148418 + Penalty 16687.110060 = -1004883.038359 nChanged 14 Iteration 108Q (225.787066 sec): 17 clusters Score: Raw -1021576.910073 + Penalty 16687.110060 = -1004889.800013 nChanged 9 Iteration 109Q (226.076138 sec): 17 clusters Score: Raw -1021583.138152 + Penalty 16687.110060 = -1004896.028092 nChanged 10 Iteration 110Q (226.367449 sec): 17 clusters Score: Raw -1021593.593675 + Penalty 16687.110060 = -1004906.483615 nChanged 11 Iteration 111Q (226.653763 sec): 17 clusters Score: Raw -1021597.034393 + Penalty 16687.110060 = -1004909.924334 nChanged 7 Iteration 112Q (226.924820 sec): 17 clusters Score: Raw -1021600.300595 + Penalty 16687.110060 = -1004913.190536 nChanged 4 Iteration 113Q (227.189744 sec): 17 clusters Score: Raw -1021601.820025 + Penalty 16687.110060 = -1004914.709965 nChanged 4 Iteration 114Q (227.480782 sec): 17 clusters Score: Raw -1021602.852111 + Penalty 16687.110060 = -1004915.742052 nChanged 6 Iteration 115Q (227.773208 sec): 17 clusters Score: Raw -1021604.010366 + Penalty 16687.110060 = -1004916.900306 nChanged 4 Iteration 116Q (228.059070 sec): 17 clusters Score: Raw -1021604.848787 + Penalty 16687.110060 = -1004917.738727 nChanged 2 Iteration 117Q (228.343820 sec): 17 clusters Score: Raw -1021605.305850 + Penalty 16687.110060 = -1004918.195791 nChanged 2 Iteration 118Q (228.775688 sec): 17 clusters Score: Raw -1021605.639219 + Penalty 16687.110060 = -1004918.529159 nChanged 0 Iteration 119F (229.280660 sec): 17 clusters Score: Raw -1022732.215650 + Penalty 16687.110060 = -1006045.105591 nChanged 48 Iteration 120F (229.828043 sec): 17 clusters Score: Raw -1023446.262079 + Penalty 16687.110060 = -1006759.152019 nChanged 12 Iteration 121Q (230.119298 sec): 17 clusters Score: Raw -1023509.311120 + Penalty 16687.110060 = -1006822.201060 nChanged 7 Iteration 122Q (230.388874 sec): 17 clusters Score: Raw -1023518.712247 + Penalty 16687.110060 = -1006831.602187 nChanged 12 Iteration 123Q (230.725609 sec): 17 clusters Score: Raw -1023530.200398 + Penalty 16687.110060 = -1006843.090338 nChanged 11 Iteration 124Q (231.015765 sec): 17 clusters Score: Raw -1023536.349196 + Penalty 16687.110060 = -1006849.239136 nChanged 9 Iteration 125Q (231.295331 sec): 17 clusters Score: Raw -1023543.361598 + Penalty 16687.110060 = -1006856.251539 nChanged 4 Iteration 126Q (231.579074 sec): 17 clusters Score: Raw -1023547.641634 + Penalty 16687.110060 = -1006860.531574 nChanged 7 Iteration 127Q (231.906049 sec): 17 clusters Score: Raw -1023552.833240 + Penalty 16687.110060 = -1006865.723181 nChanged 11 Iteration 128Q (232.166220 sec): 17 clusters Score: Raw -1023564.975136 + Penalty 16687.110060 = -1006877.865076 nChanged 9 Iteration 129Q (232.453793 sec): 17 clusters Score: Raw -1023568.078012 + Penalty 16687.110060 = -1006880.967953 nChanged 5 Iteration 130Q (232.743248 sec): 17 clusters Score: Raw -1023570.584475 + Penalty 16687.110060 = -1006883.474416 nChanged 7 Iteration 131Q (233.027668 sec): 17 clusters Score: Raw -1023571.955918 + Penalty 16687.110060 = -1006884.845858 nChanged 5 Iteration 132Q (233.298436 sec): 17 clusters Score: Raw -1023572.808306 + Penalty 16687.110060 = -1006885.698247 nChanged 3 Iteration 133Q (233.565488 sec): 17 clusters Score: Raw -1023573.193367 + Penalty 16687.110060 = -1006886.083308 nChanged 3 Iteration 134Q (233.854757 sec): 17 clusters Score: Raw -1023574.032373 + Penalty 16687.110060 = -1006886.922313 nChanged 6 Iteration 135Q (234.143579 sec): 17 clusters Score: Raw -1023576.037505 + Penalty 16687.110060 = -1006888.927446 nChanged 6 Iteration 136Q (234.443381 sec): 17 clusters Score: Raw -1023577.773649 + Penalty 16687.110060 = -1006890.663589 nChanged 7 Iteration 137Q (234.726193 sec): 17 clusters Score: Raw -1023579.500743 + Penalty 16687.110060 = -1006892.390684 nChanged 7 Iteration 138Q (234.993871 sec): 17 clusters Score: Raw -1023581.920989 + Penalty 16687.110060 = -1006894.810929 nChanged 5 Writing temp clu file Because OldScore, -1006892.390684, is greater than current (better) Score,-1006894.810929 Compute initial score before splitting: Score: Raw -1023581.920989 + Penalty 16687.110060 = -1006894.810929 Trying to split cluster 1 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.061801 sec): 2 clusters Score: Raw -25320.742239 + Penalty 655.024086 = -24665.718153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.178405 sec): 3 clusters Score: Raw -25186.371535 + Penalty 1310.048171 = -23876.323364 nChanged 159 SP:Iteration 1F (235.289811 sec): 3 clusters Score: Raw -25327.814920 + Penalty 1310.048171 = -24017.766749 nChanged 36 SP:Iteration 2F (235.366908 sec): 3 clusters Score: Raw -25382.013979 + Penalty 1310.048171 = -24071.965808 nChanged 27 SP:Iteration 3F (235.374765 sec): 3 clusters Score: Raw -25411.435995 + Penalty 1310.048171 = -24101.387824 nChanged 17 SP:Iteration 4Q (235.382599 sec): 3 clusters Score: Raw -25431.664902 + Penalty 1310.048171 = -24121.616731 nChanged 6 SP:Iteration 5Q (235.390350 sec): 3 clusters Score: Raw -25442.210085 + Penalty 1310.048171 = -24132.161914 nChanged 9 SP:Iteration 6Q (235.398099 sec): 3 clusters Score: Raw -25453.017286 + Penalty 1310.048171 = -24142.969115 nChanged 5 SP:Iteration 7Q (235.405782 sec): 3 clusters Score: Raw -25460.557729 + Penalty 1310.048171 = -24150.509558 nChanged 7 SP:Iteration 8Q (235.413454 sec): 3 clusters Score: Raw -25475.286252 + Penalty 1310.048171 = -24165.238081 nChanged 8 SP:Iteration 9Q (235.534738 sec): 3 clusters Score: Raw -25482.951915 + Penalty 1310.048171 = -24172.903744 nChanged 5 SP:Iteration 10Q (235.557696 sec): 3 clusters Score: Raw -25485.362228 + Penalty 1310.048171 = -24175.314057 nChanged 2 SP:Iteration 11Q (235.566454 sec): 3 clusters Score: Raw -25486.585429 + Penalty 1310.048171 = -24176.537258 nChanged 5 SP:Iteration 12Q (235.575154 sec): 3 clusters Score: Raw -25493.660336 + Penalty 1310.048171 = -24183.612164 nChanged 3 SP:Iteration 13Q (235.583806 sec): 3 clusters Score: Raw -25496.776311 + Penalty 1310.048171 = -24186.728140 nChanged 1 SP:Iteration 14Q (235.592505 sec): 3 clusters Score: Raw -25498.932731 + Penalty 1310.048171 = -24188.884560 nChanged 4 SP:Iteration 15Q (235.601173 sec): 3 clusters Score: Raw -25503.019997 + Penalty 1310.048171 = -24192.971825 nChanged 4 SP:Iteration 16Q (235.609888 sec): 3 clusters Score: Raw -25510.687464 + Penalty 1310.048171 = -24200.639292 nChanged 6 SP:Iteration 17Q (235.618720 sec): 3 clusters Score: Raw -25518.705017 + Penalty 1310.048171 = -24208.656846 nChanged 6 SP:Iteration 18Q (235.626828 sec): 3 clusters Score: Raw -25525.393653 + Penalty 1310.048171 = -24215.345482 nChanged 7 SP:Iteration 19Q (235.634474 sec): 3 clusters Score: Raw -25529.361945 + Penalty 1310.048171 = -24219.313774 nChanged 7 SP:Iteration 20F (235.643391 sec): 3 clusters Score: Raw -25536.979384 + Penalty 1310.048171 = -24226.931213 nChanged 3 SP:Iteration 21Q (235.651025 sec): 3 clusters Score: Raw -25538.216905 + Penalty 1310.048171 = -24228.168733 nChanged 0 SP:Iteration 22F (235.658583 sec): 3 clusters Score: Raw -25538.216905 + Penalty 1310.048171 = -24228.168733 nChanged 0 Trying to split cluster 2 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.690014 sec): 2 clusters Score: Raw -60399.271146 + Penalty 737.494690 = -59661.776456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.703397 sec): 3 clusters Score: Raw -59932.169302 + Penalty 1474.989380 = -58457.179921 nChanged 426 SP:Iteration 1F (235.716254 sec): 3 clusters Score: Raw -60264.643046 + Penalty 1474.989380 = -58789.653666 nChanged 110 SP:Iteration 2F (235.728976 sec): 3 clusters Score: Raw -60373.328856 + Penalty 1474.989380 = -58898.339475 nChanged 71 SP:Iteration 3F (235.741795 sec): 3 clusters Score: Raw -60446.855003 + Penalty 1474.989380 = -58971.865623 nChanged 52 SP:Iteration 4Q (235.754783 sec): 3 clusters Score: Raw -60503.076186 + Penalty 1474.989380 = -59028.086805 nChanged 52 SP:Iteration 5Q (235.767733 sec): 3 clusters Score: Raw -60554.949699 + Penalty 1474.989380 = -59079.960319 nChanged 45 SP:Iteration 6Q (235.780668 sec): 3 clusters Score: Raw -60616.007856 + Penalty 1474.989380 = -59141.018475 nChanged 49 SP:Iteration 7Q (235.793578 sec): 3 clusters Score: Raw -60681.591498 + Penalty 1474.989380 = -59206.602118 nChanged 46 SP:Iteration 8Q (235.806515 sec): 3 clusters Score: Raw -60739.528435 + Penalty 1474.989380 = -59264.539054 nChanged 40 SP:Iteration 9Q (235.819309 sec): 3 clusters Score: Raw -60793.726024 + Penalty 1474.989380 = -59318.736644 nChanged 31 SP:Iteration 10Q (235.832071 sec): 3 clusters Score: Raw -60828.735924 + Penalty 1474.989380 = -59353.746543 nChanged 21 SP:Iteration 11Q (235.844758 sec): 3 clusters Score: Raw -60852.393634 + Penalty 1474.989380 = -59377.404254 nChanged 13 SP:Iteration 12Q (235.857451 sec): 3 clusters Score: Raw -60868.919353 + Penalty 1474.989380 = -59393.929973 nChanged 12 SP:Iteration 13Q (235.870107 sec): 3 clusters Score: Raw -60885.955307 + Penalty 1474.989380 = -59410.965927 nChanged 10 SP:Iteration 14Q (235.882773 sec): 3 clusters Score: Raw -60903.713525 + Penalty 1474.989380 = -59428.724144 nChanged 7 SP:Iteration 15Q (235.895453 sec): 3 clusters Score: Raw -60914.483562 + Penalty 1474.989380 = -59439.494182 nChanged 9 SP:Iteration 16Q (235.907988 sec): 3 clusters Score: Raw -60929.213414 + Penalty 1474.989380 = -59454.224033 nChanged 10 SP:Iteration 17Q (236.012014 sec): 3 clusters Score: Raw -60937.525298 + Penalty 1474.989380 = -59462.535917 nChanged 5 SP:Iteration 18Q (236.129641 sec): 3 clusters Score: Raw -60940.537767 + Penalty 1474.989380 = -59465.548387 nChanged 1 SP:Iteration 19Q (236.243642 sec): 3 clusters Score: Raw -60941.323589 + Penalty 1474.989380 = -59466.334208 nChanged 3 SP:Iteration 20F (236.279748 sec): 3 clusters Score: Raw -60944.403030 + Penalty 1474.989380 = -59469.413649 nChanged 3 SP:Iteration 21Q (236.292618 sec): 3 clusters Score: Raw -60947.242710 + Penalty 1474.989380 = -59472.253329 nChanged 1 SP:Iteration 22Q (236.305263 sec): 3 clusters Score: Raw -60947.749865 + Penalty 1474.989380 = -59472.760484 nChanged 0 SP:Iteration 23F (236.318005 sec): 3 clusters Score: Raw -60947.749865 + Penalty 1474.989380 = -59472.760484 nChanged 0 Trying to split cluster 3 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (236.337711 sec): 2 clusters Score: Raw -28052.419825 + Penalty 653.370508 = -27399.049317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (236.346026 sec): 3 clusters Score: Raw -27927.534236 + Penalty 1306.741016 = -26620.793220 nChanged 139 SP:Iteration 1F (236.354185 sec): 3 clusters Score: Raw -28082.579159 + Penalty 1306.741016 = -26775.838143 nChanged 32 SP:Iteration 2F (236.362304 sec): 3 clusters Score: Raw -28116.099093 + Penalty 1306.741016 = -26809.358077 nChanged 19 SP:Iteration 3Q (236.370467 sec): 3 clusters Score: Raw -28147.224922 + Penalty 1306.741016 = -26840.483906 nChanged 17 SP:Iteration 4Q (236.378600 sec): 3 clusters Score: Raw -28181.449825 + Penalty 1306.741016 = -26874.708808 nChanged 14 SP:Iteration 5Q (236.386727 sec): 3 clusters Score: Raw -28207.153391 + Penalty 1306.741016 = -26900.412375 nChanged 10 SP:Iteration 6Q (236.394618 sec): 3 clusters Score: Raw -28225.359008 + Penalty 1306.741016 = -26918.617992 nChanged 11 SP:Iteration 7Q (236.402699 sec): 3 clusters Score: Raw -28237.781119 + Penalty 1306.741016 = -26931.040103 nChanged 6 SP:Iteration 8Q (236.410844 sec): 3 clusters Score: Raw -28246.503355 + Penalty 1306.741016 = -26939.762339 nChanged 5 SP:Iteration 9Q (236.418921 sec): 3 clusters Score: Raw -28252.641131 + Penalty 1306.741016 = -26945.900115 nChanged 4 SP:Iteration 10Q (236.427018 sec): 3 clusters Score: Raw -28263.011492 + Penalty 1306.741016 = -26956.270476 nChanged 5 SP:Iteration 11Q (236.435088 sec): 3 clusters Score: Raw -28276.995946 + Penalty 1306.741016 = -26970.254930 nChanged 10 SP:Iteration 12Q (236.443149 sec): 3 clusters Score: Raw -28299.348123 + Penalty 1306.741016 = -26992.607106 nChanged 8 SP:Iteration 13Q (236.451294 sec): 3 clusters Score: Raw -28309.807941 + Penalty 1306.741016 = -27003.066925 nChanged 8 SP:Iteration 14Q (236.459345 sec): 3 clusters Score: Raw -28323.428021 + Penalty 1306.741016 = -27016.687005 nChanged 9 SP:Iteration 15Q (236.471810 sec): 3 clusters Score: Raw -28342.556679 + Penalty 1306.741016 = -27035.815663 nChanged 6 SP:Iteration 16Q (236.480110 sec): 3 clusters Score: Raw -28349.807804 + Penalty 1306.741016 = -27043.066788 nChanged 4 SP:Iteration 17Q (236.488583 sec): 3 clusters Score: Raw -28354.490717 + Penalty 1306.741016 = -27047.749700 nChanged 1 SP:Iteration 18Q (236.497271 sec): 3 clusters Score: Raw -28354.836048 + Penalty 1306.741016 = -27048.095031 nChanged 0 SP:Iteration 19F (236.506180 sec): 3 clusters Score: Raw -28354.836048 + Penalty 1306.741016 = -27048.095031 nChanged 0 Trying to split cluster 4 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (236.524374 sec): 2 clusters Score: Raw -9179.084972 + Penalty 587.444695 = -8591.640277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (236.636834 sec): 3 clusters Score: Raw -9295.685719 + Penalty 1174.889390 = -8120.796329 nChanged 80 SP:Iteration 1F (236.756949 sec): 3 clusters Score: Raw -9628.090675 + Penalty 1174.889390 = -8453.201285 nChanged 32 SP:Iteration 2F (236.882399 sec): 3 clusters Score: Raw -9896.560456 + Penalty 1174.889390 = -8721.671067 nChanged 21 SP:Iteration 3F (236.971465 sec): 3 clusters Score: Raw -10080.643806 + Penalty 1174.889390 = -8905.754416 nChanged 11 SP:Iteration 4Q (236.977120 sec): 3 clusters Score: Raw -10162.678615 + Penalty 1174.889390 = -8987.789226 nChanged 4 SP:Iteration 5Q (236.982820 sec): 3 clusters Score: Raw -10209.853059 + Penalty 1174.889390 = -9034.963669 nChanged 4 SP:Iteration 6Q (236.988426 sec): 3 clusters Score: Raw -10277.974190 + Penalty 1174.889390 = -9103.084801 nChanged 2 SP:Iteration 7Q (236.994023 sec): 3 clusters Score: Raw -10326.241849 + Penalty 1174.889390 = -9151.352459 nChanged 3 SP:Iteration 8Q (236.999611 sec): 3 clusters Score: Raw -10359.341648 + Penalty 1174.889390 = -9184.452258 nChanged 2 SP:Iteration 9Q (237.005175 sec): 3 clusters Score: Raw -10431.542358 + Penalty 1174.889390 = -9256.652969 nChanged 2 SP:Iteration 10Q (237.010739 sec): 3 clusters Score: Raw -10532.299613 + Penalty 1174.889390 = -9357.410224 nChanged 2 SP:Iteration 11Q (237.016303 sec): 3 clusters Score: Raw -10594.429334 + Penalty 1174.889390 = -9419.539944 nChanged 1 SP:Iteration 12Q (237.021908 sec): 3 clusters Score: Raw -10642.690068 + Penalty 1174.889390 = -9467.800679 nChanged 0 SP:Iteration 13F (237.027576 sec): 3 clusters Score: Raw -10642.690068 + Penalty 1174.889390 = -9467.800679 nChanged 0 Score: Raw -1025046.778476 + Penalty 17730.054438 = -1007316.724038 Splitting cluster 4 changes total score from -1006894.810929 to -1007316.724038 So it's getting split into cluster 17. Trying to split cluster 5 (1961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (237.515190 sec): 2 clusters Score: Raw -103055.432999 + Penalty 796.027032 = -102259.405967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (237.536259 sec): 3 clusters Score: Raw -102128.919874 + Penalty 1592.054064 = -100536.865811 nChanged 756 SP:Iteration 1F (237.556263 sec): 3 clusters Score: Raw -102684.771697 + Penalty 1592.054064 = -101092.717633 nChanged 193 SP:Iteration 2F (237.575957 sec): 3 clusters Score: Raw -102876.747282 + Penalty 1592.054064 = -101284.693219 nChanged 144 SP:Iteration 3F (237.595962 sec): 3 clusters Score: Raw -103053.896460 + Penalty 1592.054064 = -101461.842397 nChanged 134 SP:Iteration 4F (237.616064 sec): 3 clusters Score: Raw -103216.969349 + Penalty 1592.054064 = -101624.915286 nChanged 97 SP:Iteration 5Q (237.636377 sec): 3 clusters Score: Raw -103316.417845 + Penalty 1592.054064 = -101724.363782 nChanged 84 SP:Iteration 6Q (237.656546 sec): 3 clusters Score: Raw -103398.097554 + Penalty 1592.054064 = -101806.043491 nChanged 58 SP:Iteration 7Q (237.676651 sec): 3 clusters Score: Raw -103446.271904 + Penalty 1592.054064 = -101854.217840 nChanged 48 SP:Iteration 8Q (237.696800 sec): 3 clusters Score: Raw -103474.008996 + Penalty 1592.054064 = -101881.954933 nChanged 32 SP:Iteration 9Q (237.716839 sec): 3 clusters Score: Raw -103490.985089 + Penalty 1592.054064 = -101898.931025 nChanged 29 SP:Iteration 10Q (237.736532 sec): 3 clusters Score: Raw -103508.850043 + Penalty 1592.054064 = -101916.795980 nChanged 21 SP:Iteration 11Q (237.756283 sec): 3 clusters Score: Raw -103520.961639 + Penalty 1592.054064 = -101928.907576 nChanged 14 SP:Iteration 12Q (237.775928 sec): 3 clusters Score: Raw -103528.432683 + Penalty 1592.054064 = -101936.378620 nChanged 9 SP:Iteration 13Q (237.795606 sec): 3 clusters Score: Raw -103534.806882 + Penalty 1592.054064 = -101942.752819 nChanged 5 SP:Iteration 14Q (237.815236 sec): 3 clusters Score: Raw -103536.461711 + Penalty 1592.054064 = -101944.407647 nChanged 7 SP:Iteration 15Q (237.834882 sec): 3 clusters Score: Raw -103539.375583 + Penalty 1592.054064 = -101947.321519 nChanged 8 SP:Iteration 16Q (237.926319 sec): 3 clusters Score: Raw -103543.436143 + Penalty 1592.054064 = -101951.382079 nChanged 5 SP:Iteration 17Q (238.045873 sec): 3 clusters Score: Raw -103545.097482 + Penalty 1592.054064 = -101953.043418 nChanged 3 SP:Iteration 18Q (238.161217 sec): 3 clusters Score: Raw -103545.526974 + Penalty 1592.054064 = -101953.472911 nChanged 0 SP:Iteration 19F (238.275376 sec): 3 clusters Score: Raw -103545.526974 + Penalty 1592.054064 = -101953.472911 nChanged 0 Trying to split cluster 6 (2711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.310490 sec): 2 clusters Score: Raw -157029.619060 + Penalty 830.032649 = -156199.586411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.338144 sec): 3 clusters Score: Raw -155656.505370 + Penalty 1660.065298 = -153996.440072 nChanged 1080 SP:Iteration 1F (238.367063 sec): 3 clusters Score: Raw -156287.225952 + Penalty 1660.065298 = -154627.160654 nChanged 243 SP:Iteration 2F (238.396563 sec): 3 clusters Score: Raw -156449.081421 + Penalty 1660.065298 = -154789.016123 nChanged 181 SP:Iteration 3F (238.424584 sec): 3 clusters Score: Raw -156577.520909 + Penalty 1660.065298 = -154917.455611 nChanged 157 SP:Iteration 4F (238.451158 sec): 3 clusters Score: Raw -156698.363358 + Penalty 1660.065298 = -155038.298060 nChanged 134 SP:Iteration 5Q (238.478154 sec): 3 clusters Score: Raw -156792.175679 + Penalty 1660.065298 = -155132.110381 nChanged 124 SP:Iteration 6Q (238.505123 sec): 3 clusters Score: Raw -156885.371136 + Penalty 1660.065298 = -155225.305838 nChanged 109 SP:Iteration 7Q (238.532141 sec): 3 clusters Score: Raw -156959.406034 + Penalty 1660.065298 = -155299.340736 nChanged 76 SP:Iteration 8Q (238.560095 sec): 3 clusters Score: Raw -157012.321777 + Penalty 1660.065298 = -155352.256479 nChanged 55 SP:Iteration 9Q (238.587364 sec): 3 clusters Score: Raw -157048.227696 + Penalty 1660.065298 = -155388.162397 nChanged 36 SP:Iteration 10Q (238.614185 sec): 3 clusters Score: Raw -157068.759336 + Penalty 1660.065298 = -155408.694038 nChanged 32 SP:Iteration 11Q (238.640720 sec): 3 clusters Score: Raw -157085.725957 + Penalty 1660.065298 = -155425.660658 nChanged 29 SP:Iteration 12Q (238.667203 sec): 3 clusters Score: Raw -157100.122049 + Penalty 1660.065298 = -155440.056751 nChanged 22 SP:Iteration 13Q (238.693651 sec): 3 clusters Score: Raw -157116.302360 + Penalty 1660.065298 = -155456.237062 nChanged 29 SP:Iteration 14Q (238.719985 sec): 3 clusters Score: Raw -157134.454888 + Penalty 1660.065298 = -155474.389589 nChanged 26 SP:Iteration 15Q (238.746476 sec): 3 clusters Score: Raw -157146.996761 + Penalty 1660.065298 = -155486.931462 nChanged 19 SP:Iteration 16Q (238.772709 sec): 3 clusters Score: Raw -157156.080557 + Penalty 1660.065298 = -155496.015259 nChanged 12 SP:Iteration 17Q (238.799028 sec): 3 clusters Score: Raw -157161.034601 + Penalty 1660.065298 = -155500.969302 nChanged 12 SP:Iteration 18Q (238.825140 sec): 3 clusters Score: Raw -157169.195471 + Penalty 1660.065298 = -155509.130172 nChanged 13 SP:Iteration 19Q (238.851437 sec): 3 clusters Score: Raw -157178.297732 + Penalty 1660.065298 = -155518.232433 nChanged 13 SP:Iteration 20F (238.877554 sec): 3 clusters Score: Raw -157188.122713 + Penalty 1660.065298 = -155528.057414 nChanged 15 SP:Iteration 21Q (238.903633 sec): 3 clusters Score: Raw -157196.710882 + Penalty 1660.065298 = -155536.645584 nChanged 14 SP:Iteration 22Q (238.929705 sec): 3 clusters Score: Raw -157203.329704 + Penalty 1660.065298 = -155543.264406 nChanged 9 SP:Iteration 23Q (238.955686 sec): 3 clusters Score: Raw -157209.773926 + Penalty 1660.065298 = -155549.708628 nChanged 5 SP:Iteration 24Q (238.981734 sec): 3 clusters Score: Raw -157213.075227 + Penalty 1660.065298 = -155553.009928 nChanged 4 SP:Iteration 25Q (239.007765 sec): 3 clusters Score: Raw -157214.381295 + Penalty 1660.065298 = -155554.315996 nChanged 2 SP:Iteration 26Q (239.126598 sec): 3 clusters Score: Raw -157215.222837 + Penalty 1660.065298 = -155555.157539 nChanged 0 SP:Iteration 27F (239.200405 sec): 3 clusters Score: Raw -157215.222837 + Penalty 1660.065298 = -155555.157539 nChanged 0 Trying to split cluster 7 (1709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.235784 sec): 2 clusters Score: Raw -76559.666370 + Penalty 781.584687 = -75778.081683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.256068 sec): 3 clusters Score: Raw -75828.076010 + Penalty 1563.169373 = -74264.906636 nChanged 632 SP:Iteration 1F (239.275040 sec): 3 clusters Score: Raw -76488.202602 + Penalty 1563.169373 = -74925.033228 nChanged 197 SP:Iteration 2F (239.294073 sec): 3 clusters Score: Raw -76723.691232 + Penalty 1563.169373 = -75160.521859 nChanged 126 SP:Iteration 3F (239.312837 sec): 3 clusters Score: Raw -76828.472058 + Penalty 1563.169373 = -75265.302685 nChanged 60 SP:Iteration 4Q (239.331188 sec): 3 clusters Score: Raw -76868.156011 + Penalty 1563.169373 = -75304.986637 nChanged 28 SP:Iteration 5Q (239.349064 sec): 3 clusters Score: Raw -76883.235107 + Penalty 1563.169373 = -75320.065734 nChanged 20 SP:Iteration 6Q (239.366943 sec): 3 clusters Score: Raw -76893.339225 + Penalty 1563.169373 = -75330.169851 nChanged 9 SP:Iteration 7Q (239.385051 sec): 3 clusters Score: Raw -76899.366615 + Penalty 1563.169373 = -75336.197242 nChanged 16 SP:Iteration 8Q (239.403441 sec): 3 clusters Score: Raw -76908.029001 + Penalty 1563.169373 = -75344.859627 nChanged 13 SP:Iteration 9Q (239.421289 sec): 3 clusters Score: Raw -76915.847839 + Penalty 1563.169373 = -75352.678465 nChanged 12 SP:Iteration 10Q (239.439435 sec): 3 clusters Score: Raw -76924.191768 + Penalty 1563.169373 = -75361.022394 nChanged 13 SP:Iteration 11Q (239.458779 sec): 3 clusters Score: Raw -76929.456396 + Penalty 1563.169373 = -75366.287022 nChanged 3 SP:Iteration 12Q (239.476592 sec): 3 clusters Score: Raw -76931.924641 + Penalty 1563.169373 = -75368.755267 nChanged 7 SP:Iteration 13Q (239.494405 sec): 3 clusters Score: Raw -76938.297101 + Penalty 1563.169373 = -75375.127727 nChanged 10 SP:Iteration 14Q (239.512349 sec): 3 clusters Score: Raw -76942.264741 + Penalty 1563.169373 = -75379.095367 nChanged 7 SP:Iteration 15Q (239.530213 sec): 3 clusters Score: Raw -76944.845091 + Penalty 1563.169373 = -75381.675717 nChanged 8 SP:Iteration 16Q (239.547929 sec): 3 clusters Score: Raw -76947.763964 + Penalty 1563.169373 = -75384.594590 nChanged 4 SP:Iteration 17Q (239.565733 sec): 3 clusters Score: Raw -76948.642263 + Penalty 1563.169373 = -75385.472890 nChanged 4 SP:Iteration 18Q (239.583407 sec): 3 clusters Score: Raw -76949.544867 + Penalty 1563.169373 = -75386.375494 nChanged 6 SP:Iteration 19Q (239.601062 sec): 3 clusters Score: Raw -76951.167210 + Penalty 1563.169373 = -75387.997836 nChanged 5 SP:Iteration 20F (239.618633 sec): 3 clusters Score: Raw -76952.261891 + Penalty 1563.169373 = -75389.092518 nChanged 4 SP:Iteration 21Q (239.636480 sec): 3 clusters Score: Raw -76953.173278 + Penalty 1563.169373 = -75390.003904 nChanged 3 SP:Iteration 22Q (239.654252 sec): 3 clusters Score: Raw -76953.987542 + Penalty 1563.169373 = -75390.818169 nChanged 2 SP:Iteration 23Q (239.672003 sec): 3 clusters Score: Raw -76954.523327 + Penalty 1563.169373 = -75391.353954 nChanged 1 SP:Iteration 24Q (239.689769 sec): 3 clusters Score: Raw -76954.635504 + Penalty 1563.169373 = -75391.466131 nChanged 2 SP:Iteration 25Q (239.707726 sec): 3 clusters Score: Raw -76954.813833 + Penalty 1563.169373 = -75391.644460 nChanged 0 SP:Iteration 26F (239.740602 sec): 3 clusters Score: Raw -76954.813833 + Penalty 1563.169373 = -75391.644460 nChanged 0 Trying to split cluster 8 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.770234 sec): 2 clusters Score: Raw -16077.191561 + Penalty 593.511364 = -15483.680197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.883593 sec): 3 clusters Score: Raw -16053.385325 + Penalty 1187.022728 = -14866.362597 nChanged 58 SP:Iteration 1F (240.002945 sec): 3 clusters Score: Raw -16160.006400 + Penalty 1187.022728 = -14972.983672 nChanged 25 SP:Iteration 2F (240.114274 sec): 3 clusters Score: Raw -16202.234311 + Penalty 1187.022728 = -15015.211584 nChanged 15 SP:Iteration 3F (240.207351 sec): 3 clusters Score: Raw -16239.290674 + Penalty 1187.022728 = -15052.267947 nChanged 8 SP:Iteration 4Q (240.318928 sec): 3 clusters Score: Raw -16258.992367 + Penalty 1187.022728 = -15071.969639 nChanged 5 SP:Iteration 5Q (240.413148 sec): 3 clusters Score: Raw -16289.061736 + Penalty 1187.022728 = -15102.039009 nChanged 3 SP:Iteration 6Q (240.523728 sec): 3 clusters Score: Raw -16314.875944 + Penalty 1187.022728 = -15127.853216 nChanged 2 SP:Iteration 7Q (240.634445 sec): 3 clusters Score: Raw -16324.591142 + Penalty 1187.022728 = -15137.568414 nChanged 3 SP:Iteration 8Q (240.746458 sec): 3 clusters Score: Raw -16328.659442 + Penalty 1187.022728 = -15141.636714 nChanged 1 SP:Iteration 9Q (240.856966 sec): 3 clusters Score: Raw -16330.476908 + Penalty 1187.022728 = -15143.454181 nChanged 0 SP:Iteration 10F (240.941216 sec): 3 clusters Score: Raw -16330.476908 + Penalty 1187.022728 = -15143.454181 nChanged 0 Trying to split cluster 9 (1999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (241.015622 sec): 2 clusters Score: Raw -114333.584144 + Penalty 798.042245 = -113535.541899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (241.048902 sec): 3 clusters Score: Raw -113387.766770 + Penalty 1596.084490 = -111791.682279 nChanged 765 SP:Iteration 1F (241.069468 sec): 3 clusters Score: Raw -113941.076328 + Penalty 1596.084490 = -112344.991838 nChanged 204 SP:Iteration 2F (241.089792 sec): 3 clusters Score: Raw -114161.639953 + Penalty 1596.084490 = -112565.555463 nChanged 147 SP:Iteration 3F (241.110144 sec): 3 clusters Score: Raw -114313.142854 + Penalty 1596.084490 = -112717.058363 nChanged 112 SP:Iteration 4F (241.130585 sec): 3 clusters Score: Raw -114425.428070 + Penalty 1596.084490 = -112829.343579 nChanged 81 SP:Iteration 5Q (241.151288 sec): 3 clusters Score: Raw -114503.187829 + Penalty 1596.084490 = -112907.103339 nChanged 70 SP:Iteration 6Q (241.171938 sec): 3 clusters Score: Raw -114567.145355 + Penalty 1596.084490 = -112971.060865 nChanged 61 SP:Iteration 7Q (241.192670 sec): 3 clusters Score: Raw -114616.200846 + Penalty 1596.084490 = -113020.116356 nChanged 37 SP:Iteration 8Q (241.213271 sec): 3 clusters Score: Raw -114645.852393 + Penalty 1596.084490 = -113049.767903 nChanged 34 SP:Iteration 9Q (241.233721 sec): 3 clusters Score: Raw -114671.340399 + Penalty 1596.084490 = -113075.255909 nChanged 26 SP:Iteration 10Q (241.254310 sec): 3 clusters Score: Raw -114687.888232 + Penalty 1596.084490 = -113091.803742 nChanged 20 SP:Iteration 11Q (241.274510 sec): 3 clusters Score: Raw -114699.688534 + Penalty 1596.084490 = -113103.604044 nChanged 9 SP:Iteration 12Q (241.294837 sec): 3 clusters Score: Raw -114706.005245 + Penalty 1596.084490 = -113109.920755 nChanged 13 SP:Iteration 13Q (241.315094 sec): 3 clusters Score: Raw -114713.725247 + Penalty 1596.084490 = -113117.640757 nChanged 11 SP:Iteration 14Q (241.335443 sec): 3 clusters Score: Raw -114719.491008 + Penalty 1596.084490 = -113123.406518 nChanged 5 SP:Iteration 15Q (241.355851 sec): 3 clusters Score: Raw -114721.597957 + Penalty 1596.084490 = -113125.513467 nChanged 5 SP:Iteration 16Q (241.376065 sec): 3 clusters Score: Raw -114722.708524 + Penalty 1596.084490 = -113126.624034 nChanged 2 SP:Iteration 17Q (241.396405 sec): 3 clusters Score: Raw -114723.221065 + Penalty 1596.084490 = -113127.136575 nChanged 1 SP:Iteration 18Q (241.416670 sec): 3 clusters Score: Raw -114723.583865 + Penalty 1596.084490 = -113127.499375 nChanged 2 SP:Iteration 19Q (241.513420 sec): 3 clusters Score: Raw -114724.728505 + Penalty 1596.084490 = -113128.644015 nChanged 4 SP:Iteration 20F (241.632353 sec): 3 clusters Score: Raw -114725.947383 + Penalty 1596.084490 = -113129.862893 nChanged 0 Trying to split cluster 10 (1209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (241.663105 sec): 2 clusters Score: Raw -49019.344755 + Penalty 745.242629 = -48274.102126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (241.677391 sec): 3 clusters Score: Raw -48564.830175 + Penalty 1490.485259 = -47074.344917 nChanged 453 SP:Iteration 1F (241.690953 sec): 3 clusters Score: Raw -49202.359215 + Penalty 1490.485259 = -47711.873957 nChanged 164 SP:Iteration 2F (241.704363 sec): 3 clusters Score: Raw -49446.013875 + Penalty 1490.485259 = -47955.528617 nChanged 87 SP:Iteration 3F (241.717828 sec): 3 clusters Score: Raw -49561.974121 + Penalty 1490.485259 = -48071.488862 nChanged 44 SP:Iteration 4Q (241.731401 sec): 3 clusters Score: Raw -49613.350428 + Penalty 1490.485259 = -48122.865169 nChanged 27 SP:Iteration 5Q (241.744871 sec): 3 clusters Score: Raw -49651.015965 + Penalty 1490.485259 = -48160.530706 nChanged 22 SP:Iteration 6Q (241.758174 sec): 3 clusters Score: Raw -49669.430354 + Penalty 1490.485259 = -48178.945095 nChanged 12 SP:Iteration 7Q (241.771563 sec): 3 clusters Score: Raw -49676.544030 + Penalty 1490.485259 = -48186.058772 nChanged 9 SP:Iteration 8Q (241.785015 sec): 3 clusters Score: Raw -49682.395146 + Penalty 1490.485259 = -48191.909887 nChanged 8 SP:Iteration 9Q (241.798607 sec): 3 clusters Score: Raw -49690.486014 + Penalty 1490.485259 = -48200.000756 nChanged 4 SP:Iteration 10Q (241.812068 sec): 3 clusters Score: Raw -49694.222567 + Penalty 1490.485259 = -48203.737308 nChanged 5 SP:Iteration 11Q (241.825482 sec): 3 clusters Score: Raw -49699.066246 + Penalty 1490.485259 = -48208.580987 nChanged 5 SP:Iteration 12Q (241.838916 sec): 3 clusters Score: Raw -49702.458175 + Penalty 1490.485259 = -48211.972916 nChanged 4 SP:Iteration 13Q (241.852292 sec): 3 clusters Score: Raw -49704.475953 + Penalty 1490.485259 = -48213.990694 nChanged 0 SP:Iteration 14F (241.865696 sec): 3 clusters Score: Raw -49704.475953 + Penalty 1490.485259 = -48213.990694 nChanged 0 Trying to split cluster 11 (882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (241.894115 sec): 2 clusters Score: Raw -44496.533388 + Penalty 712.130166 = -43784.403222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (241.905436 sec): 3 clusters Score: Raw -44177.854653 + Penalty 1424.260332 = -42753.594322 nChanged 284 SP:Iteration 1F (241.916169 sec): 3 clusters Score: Raw -44407.699802 + Penalty 1424.260332 = -42983.439470 nChanged 60 SP:Iteration 2F (241.927000 sec): 3 clusters Score: Raw -44470.010766 + Penalty 1424.260332 = -43045.750434 nChanged 58 SP:Iteration 3F (241.937755 sec): 3 clusters Score: Raw -44528.955913 + Penalty 1424.260332 = -43104.695581 nChanged 51 SP:Iteration 4F (241.948524 sec): 3 clusters Score: Raw -44592.171654 + Penalty 1424.260332 = -43167.911323 nChanged 45 SP:Iteration 5F (241.959241 sec): 3 clusters Score: Raw -44647.028165 + Penalty 1424.260332 = -43222.767833 nChanged 33 SP:Iteration 6Q (241.970167 sec): 3 clusters Score: Raw -44692.343974 + Penalty 1424.260332 = -43268.083642 nChanged 37 SP:Iteration 7Q (241.981080 sec): 3 clusters Score: Raw -44733.532198 + Penalty 1424.260332 = -43309.271866 nChanged 25 SP:Iteration 8Q (241.992156 sec): 3 clusters Score: Raw -44767.500440 + Penalty 1424.260332 = -43343.240108 nChanged 21 SP:Iteration 9Q (242.003097 sec): 3 clusters Score: Raw -44797.966676 + Penalty 1424.260332 = -43373.706344 nChanged 15 SP:Iteration 10Q (242.013975 sec): 3 clusters Score: Raw -44816.053510 + Penalty 1424.260332 = -43391.793178 nChanged 5 SP:Iteration 11Q (242.128841 sec): 3 clusters Score: Raw -44820.451691 + Penalty 1424.260332 = -43396.191359 nChanged 1 SP:Iteration 12Q (242.241659 sec): 3 clusters Score: Raw -44821.151959 + Penalty 1424.260332 = -43396.891627 nChanged 1 SP:Iteration 13Q (242.356250 sec): 3 clusters Score: Raw -44821.644921 + Penalty 1424.260332 = -43397.384590 nChanged 0 SP:Iteration 14F (242.468925 sec): 3 clusters Score: Raw -44821.644921 + Penalty 1424.260332 = -43397.384590 nChanged 0 Trying to split cluster 12 (887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.507628 sec): 2 clusters Score: Raw -40741.967259 + Penalty 712.723723 = -40029.243536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (242.620522 sec): 3 clusters Score: Raw -40408.609735 + Penalty 1425.447446 = -38983.162289 nChanged 288 SP:Iteration 1F (242.686971 sec): 3 clusters Score: Raw -40651.140669 + Penalty 1425.447446 = -39225.693222 nChanged 81 SP:Iteration 2F (242.698399 sec): 3 clusters Score: Raw -40739.294231 + Penalty 1425.447446 = -39313.846785 nChanged 43 SP:Iteration 3Q (242.709388 sec): 3 clusters Score: Raw -40791.088196 + Penalty 1425.447446 = -39365.640750 nChanged 31 SP:Iteration 4Q (242.721212 sec): 3 clusters Score: Raw -40830.067195 + Penalty 1425.447446 = -39404.619748 nChanged 26 SP:Iteration 5Q (242.732172 sec): 3 clusters Score: Raw -40856.996524 + Penalty 1425.447446 = -39431.549078 nChanged 17 SP:Iteration 6Q (242.743048 sec): 3 clusters Score: Raw -40874.942114 + Penalty 1425.447446 = -39449.494668 nChanged 12 SP:Iteration 7Q (242.754307 sec): 3 clusters Score: Raw -40889.711756 + Penalty 1425.447446 = -39464.264310 nChanged 10 SP:Iteration 8Q (242.765878 sec): 3 clusters Score: Raw -40899.078958 + Penalty 1425.447446 = -39473.631512 nChanged 10 SP:Iteration 9Q (242.777947 sec): 3 clusters Score: Raw -40907.314994 + Penalty 1425.447446 = -39481.867548 nChanged 4 SP:Iteration 10Q (242.789652 sec): 3 clusters Score: Raw -40910.639058 + Penalty 1425.447446 = -39485.191611 nChanged 3 SP:Iteration 11Q (242.801341 sec): 3 clusters Score: Raw -40913.055161 + Penalty 1425.447446 = -39487.607714 nChanged 2 SP:Iteration 12Q (242.812899 sec): 3 clusters Score: Raw -40914.749526 + Penalty 1425.447446 = -39489.302080 nChanged 1 SP:Iteration 13Q (242.845682 sec): 3 clusters Score: Raw -40915.476845 + Penalty 1425.447446 = -39490.029399 nChanged 2 SP:Iteration 14Q (242.857278 sec): 3 clusters Score: Raw -40917.154714 + Penalty 1425.447446 = -39491.707267 nChanged 1 SP:Iteration 15Q (242.868859 sec): 3 clusters Score: Raw -40918.027628 + Penalty 1425.447446 = -39492.580182 nChanged 1 SP:Iteration 16Q (242.880414 sec): 3 clusters Score: Raw -40918.474906 + Penalty 1425.447446 = -39493.027460 nChanged 1 SP:Iteration 17Q (242.891471 sec): 3 clusters Score: Raw -40919.002437 + Penalty 1425.447446 = -39493.554991 nChanged 1 SP:Iteration 18Q (242.902266 sec): 3 clusters Score: Raw -40919.841619 + Penalty 1425.447446 = -39494.394173 nChanged 1 SP:Iteration 19Q (242.913104 sec): 3 clusters Score: Raw -40921.990300 + Penalty 1425.447446 = -39496.542854 nChanged 3 SP:Iteration 20F (242.923843 sec): 3 clusters Score: Raw -40923.605626 + Penalty 1425.447446 = -39498.158180 nChanged 3 SP:Iteration 21Q (242.934629 sec): 3 clusters Score: Raw -40925.270769 + Penalty 1425.447446 = -39499.823323 nChanged 0 SP:Iteration 22F (242.945459 sec): 3 clusters Score: Raw -40925.270769 + Penalty 1425.447446 = -39499.823323 nChanged 0 Trying to split cluster 13 (1480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.977461 sec): 2 clusters Score: Raw -82059.356087 + Penalty 766.478724 = -81292.877364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (242.994127 sec): 3 clusters Score: Raw -81381.467729 + Penalty 1532.957447 = -79848.510282 nChanged 553 SP:Iteration 1F (243.009988 sec): 3 clusters Score: Raw -81753.789621 + Penalty 1532.957447 = -80220.832174 nChanged 140 SP:Iteration 2F (243.136478 sec): 3 clusters Score: Raw -81883.457643 + Penalty 1532.957447 = -80350.500196 nChanged 94 SP:Iteration 3F (243.149219 sec): 3 clusters Score: Raw -81947.358661 + Penalty 1532.957447 = -80414.401214 nChanged 54 SP:Iteration 4Q (243.165775 sec): 3 clusters Score: Raw -81973.879082 + Penalty 1532.957447 = -80440.921635 nChanged 31 SP:Iteration 5Q (243.182523 sec): 3 clusters Score: Raw -81988.066313 + Penalty 1532.957447 = -80455.108866 nChanged 21 SP:Iteration 6Q (243.198530 sec): 3 clusters Score: Raw -82001.543068 + Penalty 1532.957447 = -80468.585621 nChanged 25 SP:Iteration 7Q (243.214361 sec): 3 clusters Score: Raw -82015.948978 + Penalty 1532.957447 = -80482.991531 nChanged 21 SP:Iteration 8Q (243.230255 sec): 3 clusters Score: Raw -82027.820616 + Penalty 1532.957447 = -80494.863169 nChanged 17 SP:Iteration 9Q (243.246267 sec): 3 clusters Score: Raw -82038.284052 + Penalty 1532.957447 = -80505.326605 nChanged 20 SP:Iteration 10Q (243.262475 sec): 3 clusters Score: Raw -82053.609290 + Penalty 1532.957447 = -80520.651843 nChanged 21 SP:Iteration 11Q (243.278362 sec): 3 clusters Score: Raw -82070.467114 + Penalty 1532.957447 = -80537.509667 nChanged 28 SP:Iteration 12Q (243.294321 sec): 3 clusters Score: Raw -82091.253873 + Penalty 1532.957447 = -80558.296426 nChanged 29 SP:Iteration 13Q (243.310419 sec): 3 clusters Score: Raw -82114.759149 + Penalty 1532.957447 = -80581.801702 nChanged 26 SP:Iteration 14Q (243.326341 sec): 3 clusters Score: Raw -82138.495238 + Penalty 1532.957447 = -80605.537791 nChanged 20 SP:Iteration 15Q (243.342277 sec): 3 clusters Score: Raw -82160.399056 + Penalty 1532.957447 = -80627.441609 nChanged 26 SP:Iteration 16Q (243.358061 sec): 3 clusters Score: Raw -82193.449949 + Penalty 1532.957447 = -80660.492502 nChanged 30 SP:Iteration 17Q (243.373982 sec): 3 clusters Score: Raw -82237.227274 + Penalty 1532.957447 = -80704.269827 nChanged 34 SP:Iteration 18Q (243.392138 sec): 3 clusters Score: Raw -82281.472982 + Penalty 1532.957447 = -80748.515535 nChanged 33 SP:Iteration 19Q (243.407732 sec): 3 clusters Score: Raw -82320.354327 + Penalty 1532.957447 = -80787.396880 nChanged 35 SP:Iteration 20F (243.423276 sec): 3 clusters Score: Raw -82377.094249 + Penalty 1532.957447 = -80844.136802 nChanged 47 SP:Iteration 21Q (243.438955 sec): 3 clusters Score: Raw -82457.411212 + Penalty 1532.957447 = -80924.453765 nChanged 57 SP:Iteration 22Q (243.454643 sec): 3 clusters Score: Raw -82593.124003 + Penalty 1532.957447 = -81060.166556 nChanged 63 SP:Iteration 23Q (243.470165 sec): 3 clusters Score: Raw -82715.442239 + Penalty 1532.957447 = -81182.484792 nChanged 62 SP:Iteration 24Q (243.485597 sec): 3 clusters Score: Raw -82786.855940 + Penalty 1532.957447 = -81253.898493 nChanged 46 SP:Iteration 25Q (243.501205 sec): 3 clusters Score: Raw -82837.538300 + Penalty 1532.957447 = -81304.580853 nChanged 30 SP:Iteration 26Q (243.516799 sec): 3 clusters Score: Raw -82867.798864 + Penalty 1532.957447 = -81334.841417 nChanged 32 SP:Iteration 27Q (243.532349 sec): 3 clusters Score: Raw -82898.783803 + Penalty 1532.957447 = -81365.826356 nChanged 22 SP:Iteration 28Q (243.547904 sec): 3 clusters Score: Raw -82918.079934 + Penalty 1532.957447 = -81385.122487 nChanged 18 SP:Iteration 29Q (243.563460 sec): 3 clusters Score: Raw -82935.036501 + Penalty 1532.957447 = -81402.079054 nChanged 17 SP:Iteration 30Q (243.579026 sec): 3 clusters Score: Raw -82951.780702 + Penalty 1532.957447 = -81418.823255 nChanged 20 SP:Iteration 31Q (243.594515 sec): 3 clusters Score: Raw -82970.172570 + Penalty 1532.957447 = -81437.215123 nChanged 15 SP:Iteration 32Q (243.609913 sec): 3 clusters Score: Raw -82984.784814 + Penalty 1532.957447 = -81451.827367 nChanged 17 SP:Iteration 33Q (243.625419 sec): 3 clusters Score: Raw -83005.186870 + Penalty 1532.957447 = -81472.229423 nChanged 12 SP:Iteration 34Q (243.739323 sec): 3 clusters Score: Raw -83018.417153 + Penalty 1532.957447 = -81485.459706 nChanged 7 SP:Iteration 35Q (243.834285 sec): 3 clusters Score: Raw -83023.328279 + Penalty 1532.957447 = -81490.370832 nChanged 4 SP:Iteration 36Q (243.850132 sec): 3 clusters Score: Raw -83025.524519 + Penalty 1532.957447 = -81492.567072 nChanged 1 SP:Iteration 37Q (243.865805 sec): 3 clusters Score: Raw -83026.056834 + Penalty 1532.957447 = -81493.099387 nChanged 1 SP:Iteration 38Q (243.881367 sec): 3 clusters Score: Raw -83026.358666 + Penalty 1532.957447 = -81493.401219 nChanged 0 SP:Iteration 39F (243.897320 sec): 3 clusters Score: Raw -83026.358666 + Penalty 1532.957447 = -81493.401219 nChanged 0 Score: Raw -1026013.781055 + Penalty 18772.998817 = -1007240.782238 Splitting cluster 13 changes total score from -1006894.810929 to -1007240.782238 So it's getting split into cluster 18. Trying to split cluster 14 (836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (244.415063 sec): 2 clusters Score: Raw -29337.869355 + Penalty 706.506004 = -28631.363351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (244.425940 sec): 3 clusters Score: Raw -29023.223896 + Penalty 1413.012009 = -27610.211887 nChanged 278 SP:Iteration 1F (244.436309 sec): 3 clusters Score: Raw -29260.377988 + Penalty 1413.012009 = -27847.365979 nChanged 100 SP:Iteration 2F (244.446674 sec): 3 clusters Score: Raw -29412.581969 + Penalty 1413.012009 = -27999.569961 nChanged 76 SP:Iteration 3F (244.457017 sec): 3 clusters Score: Raw -29536.586276 + Penalty 1413.012009 = -28123.574267 nChanged 49 SP:Iteration 4F (244.467446 sec): 3 clusters Score: Raw -29631.012028 + Penalty 1413.012009 = -28218.000020 nChanged 33 SP:Iteration 5Q (244.477888 sec): 3 clusters Score: Raw -29668.245185 + Penalty 1413.012009 = -28255.233177 nChanged 18 SP:Iteration 6Q (244.488322 sec): 3 clusters Score: Raw -29685.314744 + Penalty 1413.012009 = -28272.302735 nChanged 9 SP:Iteration 7Q (244.498727 sec): 3 clusters Score: Raw -29688.279316 + Penalty 1413.012009 = -28275.267307 nChanged 2 SP:Iteration 8Q (244.509099 sec): 3 clusters Score: Raw -29689.402876 + Penalty 1413.012009 = -28276.390867 nChanged 1 SP:Iteration 9Q (244.519441 sec): 3 clusters Score: Raw -29691.526564 + Penalty 1413.012009 = -28278.514555 nChanged 1 SP:Iteration 10Q (244.529935 sec): 3 clusters Score: Raw -29692.661372 + Penalty 1413.012009 = -28279.649363 nChanged 5 SP:Iteration 11Q (244.540639 sec): 3 clusters Score: Raw -29703.606020 + Penalty 1413.012009 = -28290.594011 nChanged 12 SP:Iteration 12Q (244.551114 sec): 3 clusters Score: Raw -29725.984864 + Penalty 1413.012009 = -28312.972855 nChanged 14 SP:Iteration 13Q (244.561480 sec): 3 clusters Score: Raw -29741.633242 + Penalty 1413.012009 = -28328.621233 nChanged 12 SP:Iteration 14Q (244.571787 sec): 3 clusters Score: Raw -29753.032366 + Penalty 1413.012009 = -28340.020357 nChanged 6 SP:Iteration 15Q (244.582128 sec): 3 clusters Score: Raw -29762.693155 + Penalty 1413.012009 = -28349.681146 nChanged 5 SP:Iteration 16Q (244.592583 sec): 3 clusters Score: Raw -29765.773314 + Penalty 1413.012009 = -28352.761305 nChanged 2 SP:Iteration 17Q (244.602956 sec): 3 clusters Score: Raw -29767.888632 + Penalty 1413.012009 = -28354.876624 nChanged 3 SP:Iteration 18Q (244.613283 sec): 3 clusters Score: Raw -29777.875655 + Penalty 1413.012009 = -28364.863646 nChanged 6 SP:Iteration 19Q (244.623624 sec): 3 clusters Score: Raw -29781.111859 + Penalty 1413.012009 = -28368.099850 nChanged 2 SP:Iteration 20F (244.633940 sec): 3 clusters Score: Raw -29781.581913 + Penalty 1413.012009 = -28368.569904 nChanged 0 Trying to split cluster 15 (3687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (244.674185 sec): 2 clusters Score: Raw -214994.428359 + Penalty 862.319682 = -214132.108678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (244.790594 sec): 3 clusters Score: Raw -213000.331507 + Penalty 1724.639364 = -211275.692143 nChanged 1540 SP:Iteration 1F (244.872195 sec): 3 clusters Score: Raw -213870.859791 + Penalty 1724.639364 = -212146.220427 nChanged 294 SP:Iteration 2F (244.906302 sec): 3 clusters Score: Raw -214064.033790 + Penalty 1724.639364 = -212339.394427 nChanged 228 SP:Iteration 3F (244.940465 sec): 3 clusters Score: Raw -214196.736726 + Penalty 1724.639364 = -212472.097363 nChanged 179 SP:Iteration 4Q (244.975509 sec): 3 clusters Score: Raw -214309.091243 + Penalty 1724.639364 = -212584.451879 nChanged 167 SP:Iteration 5Q (245.010707 sec): 3 clusters Score: Raw -214401.900866 + Penalty 1724.639364 = -212677.261502 nChanged 145 SP:Iteration 6Q (245.045684 sec): 3 clusters Score: Raw -214483.455751 + Penalty 1724.639364 = -212758.816387 nChanged 141 SP:Iteration 7Q (245.080742 sec): 3 clusters Score: Raw -214566.914515 + Penalty 1724.639364 = -212842.275151 nChanged 130 SP:Iteration 8Q (245.115561 sec): 3 clusters Score: Raw -214627.924618 + Penalty 1724.639364 = -212903.285254 nChanged 118 SP:Iteration 9Q (245.150498 sec): 3 clusters Score: Raw -214680.155188 + Penalty 1724.639364 = -212955.515825 nChanged 106 SP:Iteration 10Q (245.185399 sec): 3 clusters Score: Raw -214731.068149 + Penalty 1724.639364 = -213006.428785 nChanged 110 SP:Iteration 11Q (245.220144 sec): 3 clusters Score: Raw -214799.887747 + Penalty 1724.639364 = -213075.248383 nChanged 114 SP:Iteration 12Q (245.255054 sec): 3 clusters Score: Raw -214875.955200 + Penalty 1724.639364 = -213151.315836 nChanged 117 SP:Iteration 13Q (245.289796 sec): 3 clusters Score: Raw -214943.730161 + Penalty 1724.639364 = -213219.090797 nChanged 111 SP:Iteration 14Q (245.324412 sec): 3 clusters Score: Raw -215002.615476 + Penalty 1724.639364 = -213277.976113 nChanged 87 SP:Iteration 15Q (245.359138 sec): 3 clusters Score: Raw -215040.786773 + Penalty 1724.639364 = -213316.147410 nChanged 65 SP:Iteration 16Q (245.393681 sec): 3 clusters Score: Raw -215063.809067 + Penalty 1724.639364 = -213339.169704 nChanged 41 SP:Iteration 17Q (245.428291 sec): 3 clusters Score: Raw -215077.926517 + Penalty 1724.639364 = -213353.287154 nChanged 36 SP:Iteration 18Q (245.463032 sec): 3 clusters Score: Raw -215090.903445 + Penalty 1724.639364 = -213366.264082 nChanged 26 SP:Iteration 19Q (245.497558 sec): 3 clusters Score: Raw -215097.588442 + Penalty 1724.639364 = -213372.949078 nChanged 21 SP:Iteration 20F (245.531420 sec): 3 clusters Score: Raw -215104.920353 + Penalty 1724.639364 = -213380.280989 nChanged 18 SP:Iteration 21Q (245.565942 sec): 3 clusters Score: Raw -215110.810052 + Penalty 1724.639364 = -213386.170689 nChanged 11 SP:Iteration 22Q (245.600180 sec): 3 clusters Score: Raw -215114.770821 + Penalty 1724.639364 = -213390.131457 nChanged 12 SP:Iteration 23Q (245.634342 sec): 3 clusters Score: Raw -215118.903630 + Penalty 1724.639364 = -213394.264266 nChanged 16 SP:Iteration 24Q (245.668718 sec): 3 clusters Score: Raw -215123.215893 + Penalty 1724.639364 = -213398.576529 nChanged 9 SP:Iteration 25Q (245.703342 sec): 3 clusters Score: Raw -215124.430594 + Penalty 1724.639364 = -213399.791230 nChanged 3 SP:Iteration 26Q (245.737884 sec): 3 clusters Score: Raw -215124.869630 + Penalty 1724.639364 = -213400.230266 nChanged 0 SP:Iteration 27F (245.771730 sec): 3 clusters Score: Raw -215124.869630 + Penalty 1724.639364 = -213400.230266 nChanged 0 Trying to split cluster 16 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (245.803153 sec): 2 clusters Score: Raw -25444.464179 + Penalty 646.036933 = -24798.427246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (245.810876 sec): 3 clusters Score: Raw -25317.737886 + Penalty 1292.073866 = -24025.664020 nChanged 129 SP:Iteration 1F (245.818154 sec): 3 clusters Score: Raw -25438.872898 + Penalty 1292.073866 = -24146.799032 nChanged 41 SP:Iteration 2F (245.931996 sec): 3 clusters Score: Raw -25486.672976 + Penalty 1292.073866 = -24194.599110 nChanged 15 SP:Iteration 3Q (246.045721 sec): 3 clusters Score: Raw -25508.996038 + Penalty 1292.073866 = -24216.922172 nChanged 13 SP:Iteration 4Q (246.152485 sec): 3 clusters Score: Raw -25530.981807 + Penalty 1292.073866 = -24238.907942 nChanged 9 SP:Iteration 5Q (246.160016 sec): 3 clusters Score: Raw -25540.423163 + Penalty 1292.073866 = -24248.349297 nChanged 2 SP:Iteration 6Q (246.167389 sec): 3 clusters Score: Raw -25541.908626 + Penalty 1292.073866 = -24249.834760 nChanged 0 SP:Iteration 7F (246.174680 sec): 3 clusters Score: Raw -25541.908626 + Penalty 1292.073866 = -24249.834760 nChanged 0 Iteration 139Q (246.504926 sec): 19 clusters Score: Raw -1026107.970387 + Penalty 18772.998817 = -1007334.971570 nChanged 113 Iteration 140F (247.019556 sec): 19 clusters Score: Raw -1026271.278201 + Penalty 18772.998817 = -1007498.279384 nChanged 94 Iteration 141Q (247.331407 sec): 19 clusters Score: Raw -1026383.334547 + Penalty 18772.998817 = -1007610.335730 nChanged 64 Iteration 142Q (247.640672 sec): 19 clusters Score: Raw -1026495.969441 + Penalty 18772.998817 = -1007722.970624 nChanged 55 Iteration 143Q (247.957125 sec): 19 clusters Score: Raw -1026534.272208 + Penalty 18772.998817 = -1007761.273391 nChanged 43 Iteration 144Q (248.260761 sec): 19 clusters Score: Raw -1026571.555468 + Penalty 18772.998817 = -1007798.556651 nChanged 32 Iteration 145Q (248.604240 sec): 19 clusters Score: Raw -1026609.707283 + Penalty 18772.998817 = -1007836.708466 nChanged 24 Iteration 146Q (248.882455 sec): 19 clusters Score: Raw -1026634.532714 + Penalty 18772.998817 = -1007861.533897 nChanged 27 Iteration 147Q (249.183071 sec): 19 clusters Score: Raw -1026698.080636 + Penalty 18772.998817 = -1007925.081819 nChanged 27 Iteration 148Q (249.476154 sec): 19 clusters Score: Raw -1026718.682978 + Penalty 18772.998817 = -1007945.684161 nChanged 24 Iteration 149Q (249.760901 sec): 19 clusters Score: Raw -1026728.953289 + Penalty 18772.998817 = -1007955.954472 nChanged 25 Iteration 150Q (250.037950 sec): 19 clusters Score: Raw -1026739.777265 + Penalty 18772.998817 = -1007966.778448 nChanged 23 Iteration 151Q (250.352980 sec): 19 clusters Score: Raw -1026749.849829 + Penalty 18772.998817 = -1007976.851012 nChanged 20 Iteration 152Q (250.711564 sec): 19 clusters Score: Raw -1026759.581039 + Penalty 18772.998817 = -1007986.582222 nChanged 26 Iteration 153Q (250.987914 sec): 19 clusters Score: Raw -1026773.826840 + Penalty 18772.998817 = -1008000.828023 nChanged 23 Iteration 154Q (251.264975 sec): 19 clusters Score: Raw -1026783.436513 + Penalty 18772.998817 = -1008010.437696 nChanged 23 Iteration 155Q (251.575556 sec): 19 clusters Score: Raw -1026791.854200 + Penalty 18772.998817 = -1008018.855383 nChanged 16 Iteration 156Q (251.883547 sec): 19 clusters Score: Raw -1026797.650408 + Penalty 18772.998817 = -1008024.651591 nChanged 13 Iteration 157Q (252.192954 sec): 19 clusters Score: Raw -1026803.811475 + Penalty 18772.998817 = -1008030.812658 nChanged 15 Iteration 158Q (252.505489 sec): 19 clusters Score: Raw -1026811.031208 + Penalty 18772.998817 = -1008038.032391 nChanged 13 Iteration 159Q (252.818307 sec): 19 clusters Score: Raw -1026817.019984 + Penalty 18772.998817 = -1008044.021167 nChanged 12 Iteration 160F (253.327827 sec): 19 clusters Score: Raw -1026848.754136 + Penalty 18772.998817 = -1008075.755319 nChanged 16 Iteration 161Q (253.636181 sec): 19 clusters Score: Raw -1027185.938625 + Penalty 18772.998817 = -1008412.939808 nChanged 37 Iteration 162Q (254.040826 sec): 19 clusters Score: Raw -1027605.545756 + Penalty 18772.998817 = -1008832.546939 nChanged 21 Iteration 163Q (254.352465 sec): 19 clusters Score: Raw -1027613.076635 + Penalty 18772.998817 = -1008840.077818 nChanged 14 Iteration 164Q (254.645520 sec): 19 clusters Score: Raw -1027618.381854 + Penalty 18772.998817 = -1008845.383037 nChanged 14 Iteration 165Q (255.076619 sec): 19 clusters Score: Raw -1027624.754277 + Penalty 18772.998817 = -1008851.755460 nChanged 17 Iteration 166Q (255.339519 sec): 19 clusters Score: Raw -1027629.962309 + Penalty 18772.998817 = -1008856.963492 nChanged 10 Iteration 167Q (255.615978 sec): 19 clusters Score: Raw -1027634.220522 + Penalty 18772.998817 = -1008861.221705 nChanged 12 Iteration 168Q (255.925677 sec): 19 clusters Score: Raw -1027639.309575 + Penalty 18772.998817 = -1008866.310758 nChanged 10 Iteration 169Q (256.265202 sec): 19 clusters Score: Raw -1027642.430969 + Penalty 18772.998817 = -1008869.432152 nChanged 4 Iteration 170Q (256.543500 sec): 19 clusters Score: Raw -1027643.898949 + Penalty 18772.998817 = -1008870.900132 nChanged 6 Iteration 171Q (256.850345 sec): 19 clusters Score: Raw -1027645.190727 + Penalty 18772.998817 = -1008872.191910 nChanged 6 Iteration 172Q (257.158083 sec): 19 clusters Score: Raw -1027646.851482 + Penalty 18772.998817 = -1008873.852665 nChanged 3 Iteration 173Q (257.468794 sec): 19 clusters Score: Raw -1027647.363565 + Penalty 18772.998817 = -1008874.364748 nChanged 2 Iteration 174Q (257.777641 sec): 19 clusters Score: Raw -1027647.947409 + Penalty 18772.998817 = -1008874.948592 nChanged 0 Iteration 175F (258.289399 sec): 19 clusters Score: Raw -1027827.864763 + Penalty 18772.998817 = -1009054.865946 nChanged 8 Iteration 176Q (258.600658 sec): 19 clusters Score: Raw -1027859.975079 + Penalty 18772.998817 = -1009086.976262 nChanged 2 Iteration 177Q (258.910610 sec): 19 clusters Score: Raw -1027867.257482 + Penalty 18772.998817 = -1009094.258665 nChanged 2 Iteration 178Q (259.220010 sec): 19 clusters Score: Raw -1027867.728246 + Penalty 18772.998817 = -1009094.729429 nChanged 4 Writing temp clu file Because OldScore, -1009094.258665, is greater than current (better) Score,-1009094.729429 Compute initial score before splitting: Score: Raw -1027867.728246 + Penalty 18772.998817 = -1009094.729429 Trying to split cluster 1 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (259.249488 sec): 2 clusters Score: Raw -25515.942101 + Penalty 656.044502 = -24859.897599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (259.258975 sec): 3 clusters Score: Raw -25369.880610 + Penalty 1312.089004 = -24057.791606 nChanged 161 SP:Iteration 1F (259.268007 sec): 3 clusters Score: Raw -25551.633333 + Penalty 1312.089004 = -24239.544329 nChanged 39 SP:Iteration 2F (259.277204 sec): 3 clusters Score: Raw -25606.382043 + Penalty 1312.089004 = -24294.293039 nChanged 26 SP:Iteration 3F (259.285971 sec): 3 clusters Score: Raw -25643.552259 + Penalty 1312.089004 = -24331.463255 nChanged 15 SP:Iteration 4Q (259.294820 sec): 3 clusters Score: Raw -25672.886298 + Penalty 1312.089004 = -24360.797294 nChanged 8 SP:Iteration 5Q (259.303716 sec): 3 clusters Score: Raw -25688.990460 + Penalty 1312.089004 = -24376.901457 nChanged 6 SP:Iteration 6Q (259.312565 sec): 3 clusters Score: Raw -25695.012135 + Penalty 1312.089004 = -24382.923132 nChanged 2 SP:Iteration 7Q (259.322069 sec): 3 clusters Score: Raw -25698.095683 + Penalty 1312.089004 = -24386.006679 nChanged 2 SP:Iteration 8Q (259.331527 sec): 3 clusters Score: Raw -25702.640770 + Penalty 1312.089004 = -24390.551766 nChanged 6 SP:Iteration 9Q (259.340989 sec): 3 clusters Score: Raw -25710.182670 + Penalty 1312.089004 = -24398.093667 nChanged 5 SP:Iteration 10Q (259.350424 sec): 3 clusters Score: Raw -25716.909922 + Penalty 1312.089004 = -24404.820918 nChanged 6 SP:Iteration 11Q (259.359868 sec): 3 clusters Score: Raw -25723.589057 + Penalty 1312.089004 = -24411.500054 nChanged 9 SP:Iteration 12Q (259.369307 sec): 3 clusters Score: Raw -25743.349086 + Penalty 1312.089004 = -24431.260083 nChanged 6 SP:Iteration 13Q (259.378837 sec): 3 clusters Score: Raw -25747.701705 + Penalty 1312.089004 = -24435.612701 nChanged 5 SP:Iteration 14Q (259.521409 sec): 3 clusters Score: Raw -25751.182072 + Penalty 1312.089004 = -24439.093069 nChanged 4 SP:Iteration 15Q (259.634102 sec): 3 clusters Score: Raw -25756.555944 + Penalty 1312.089004 = -24444.466940 nChanged 4 SP:Iteration 16Q (259.726445 sec): 3 clusters Score: Raw -25759.707146 + Penalty 1312.089004 = -24447.618142 nChanged 1 SP:Iteration 17Q (259.756586 sec): 3 clusters Score: Raw -25760.683017 + Penalty 1312.089004 = -24448.594013 nChanged 2 SP:Iteration 18Q (259.787245 sec): 3 clusters Score: Raw -25761.204173 + Penalty 1312.089004 = -24449.115169 nChanged 1 SP:Iteration 19Q (259.805524 sec): 3 clusters Score: Raw -25761.478851 + Penalty 1312.089004 = -24449.389847 nChanged 2 SP:Iteration 20F (259.815171 sec): 3 clusters Score: Raw -25765.724225 + Penalty 1312.089004 = -24453.635221 nChanged 3 SP:Iteration 21Q (259.824845 sec): 3 clusters Score: Raw -25768.685029 + Penalty 1312.089004 = -24456.596025 nChanged 2 SP:Iteration 22Q (259.834669 sec): 3 clusters Score: Raw -25774.330187 + Penalty 1312.089004 = -24462.241183 nChanged 4 SP:Iteration 23Q (259.844316 sec): 3 clusters Score: Raw -25776.417419 + Penalty 1312.089004 = -24464.328415 nChanged 3 SP:Iteration 24Q (259.853938 sec): 3 clusters Score: Raw -25778.576349 + Penalty 1312.089004 = -24466.487345 nChanged 2 SP:Iteration 25Q (259.863506 sec): 3 clusters Score: Raw -25779.431417 + Penalty 1312.089004 = -24467.342413 nChanged 2 SP:Iteration 26Q (259.873054 sec): 3 clusters Score: Raw -25782.615165 + Penalty 1312.089004 = -24470.526162 nChanged 2 SP:Iteration 27Q (259.882594 sec): 3 clusters Score: Raw -25783.448581 + Penalty 1312.089004 = -24471.359578 nChanged 0 SP:Iteration 28F (259.892205 sec): 3 clusters Score: Raw -25783.448581 + Penalty 1312.089004 = -24471.359578 nChanged 0 Trying to split cluster 2 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (259.926389 sec): 2 clusters Score: Raw -60396.725808 + Penalty 737.494690 = -59659.231117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (259.941593 sec): 3 clusters Score: Raw -59946.587490 + Penalty 1474.989380 = -58471.598110 nChanged 411 SP:Iteration 1F (259.956841 sec): 3 clusters Score: Raw -60254.351516 + Penalty 1474.989380 = -58779.362136 nChanged 100 SP:Iteration 2F (259.971575 sec): 3 clusters Score: Raw -60343.161497 + Penalty 1474.989380 = -58868.172117 nChanged 58 SP:Iteration 3F (259.986265 sec): 3 clusters Score: Raw -60415.920328 + Penalty 1474.989380 = -58940.930948 nChanged 55 SP:Iteration 4Q (260.001016 sec): 3 clusters Score: Raw -60498.070263 + Penalty 1474.989380 = -59023.080883 nChanged 69 SP:Iteration 5F (260.015371 sec): 3 clusters Score: Raw -60596.492652 + Penalty 1474.989380 = -59121.503271 nChanged 58 SP:Iteration 6F (260.029626 sec): 3 clusters Score: Raw -60649.177644 + Penalty 1474.989380 = -59174.188263 nChanged 47 SP:Iteration 7Q (260.044191 sec): 3 clusters Score: Raw -60698.414346 + Penalty 1474.989380 = -59223.424966 nChanged 44 SP:Iteration 8Q (260.058712 sec): 3 clusters Score: Raw -60746.198329 + Penalty 1474.989380 = -59271.208949 nChanged 41 SP:Iteration 9Q (260.073202 sec): 3 clusters Score: Raw -60792.795257 + Penalty 1474.989380 = -59317.805877 nChanged 39 SP:Iteration 10Q (260.087795 sec): 3 clusters Score: Raw -60844.221561 + Penalty 1474.989380 = -59369.232180 nChanged 35 SP:Iteration 11Q (260.102275 sec): 3 clusters Score: Raw -60892.773653 + Penalty 1474.989380 = -59417.784272 nChanged 20 SP:Iteration 12Q (260.116635 sec): 3 clusters Score: Raw -60917.239518 + Penalty 1474.989380 = -59442.250137 nChanged 6 SP:Iteration 13Q (260.130793 sec): 3 clusters Score: Raw -60921.486004 + Penalty 1474.989380 = -59446.496624 nChanged 5 SP:Iteration 14Q (260.145147 sec): 3 clusters Score: Raw -60927.179228 + Penalty 1474.989380 = -59452.189848 nChanged 2 SP:Iteration 15Q (260.159130 sec): 3 clusters Score: Raw -60928.448330 + Penalty 1474.989380 = -59453.458949 nChanged 1 SP:Iteration 16Q (260.276365 sec): 3 clusters Score: Raw -60930.156044 + Penalty 1474.989380 = -59455.166664 nChanged 0 SP:Iteration 17F (260.362700 sec): 3 clusters Score: Raw -60930.156044 + Penalty 1474.989380 = -59455.166664 nChanged 0 Trying to split cluster 3 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (260.385160 sec): 2 clusters Score: Raw -28341.318853 + Penalty 654.613126 = -27686.705727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (260.393953 sec): 3 clusters Score: Raw -28240.908494 + Penalty 1309.226252 = -26931.682241 nChanged 131 SP:Iteration 1F (260.402363 sec): 3 clusters Score: Raw -28369.626830 + Penalty 1309.226252 = -27060.400578 nChanged 35 SP:Iteration 2F (260.410765 sec): 3 clusters Score: Raw -28411.072310 + Penalty 1309.226252 = -27101.846057 nChanged 13 SP:Iteration 3Q (260.419361 sec): 3 clusters Score: Raw -28425.480994 + Penalty 1309.226252 = -27116.254742 nChanged 11 SP:Iteration 4Q (260.427687 sec): 3 clusters Score: Raw -28433.296503 + Penalty 1309.226252 = -27124.070251 nChanged 5 SP:Iteration 5Q (260.436013 sec): 3 clusters Score: Raw -28437.490596 + Penalty 1309.226252 = -27128.264344 nChanged 5 SP:Iteration 6Q (260.444179 sec): 3 clusters Score: Raw -28442.779735 + Penalty 1309.226252 = -27133.553482 nChanged 3 SP:Iteration 7Q (260.452294 sec): 3 clusters Score: Raw -28444.461497 + Penalty 1309.226252 = -27135.235245 nChanged 3 SP:Iteration 8Q (260.460433 sec): 3 clusters Score: Raw -28448.299874 + Penalty 1309.226252 = -27139.073622 nChanged 3 SP:Iteration 9Q (260.468540 sec): 3 clusters Score: Raw -28451.999192 + Penalty 1309.226252 = -27142.772939 nChanged 3 SP:Iteration 10Q (260.476663 sec): 3 clusters Score: Raw -28459.345029 + Penalty 1309.226252 = -27150.118776 nChanged 2 SP:Iteration 11Q (260.484805 sec): 3 clusters Score: Raw -28462.106196 + Penalty 1309.226252 = -27152.879943 nChanged 4 SP:Iteration 12Q (260.493375 sec): 3 clusters Score: Raw -28465.027410 + Penalty 1309.226252 = -27155.801158 nChanged 4 SP:Iteration 13Q (260.501479 sec): 3 clusters Score: Raw -28470.411495 + Penalty 1309.226252 = -27161.185242 nChanged 5 SP:Iteration 14Q (260.509569 sec): 3 clusters Score: Raw -28479.182471 + Penalty 1309.226252 = -27169.956219 nChanged 5 SP:Iteration 15Q (260.517706 sec): 3 clusters Score: Raw -28483.740425 + Penalty 1309.226252 = -27174.514173 nChanged 0 SP:Iteration 16F (260.525654 sec): 3 clusters Score: Raw -28483.740425 + Penalty 1309.226252 = -27174.514173 nChanged 0 Trying to split cluster 4 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (260.538099 sec): 2 clusters Score: Raw -4517.389581 + Penalty 530.234881 = -3987.154700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (260.543225 sec): 3 clusters Score: Raw -4661.898354 + Penalty 1060.469762 = -3601.428593 nChanged 29 SP:Iteration 1F (260.548185 sec): 3 clusters Score: Raw -4777.855612 + Penalty 1060.469762 = -3717.385850 nChanged 7 SP:Iteration 2Q (260.553185 sec): 3 clusters Score: Raw -4818.574330 + Penalty 1060.469762 = -3758.104569 nChanged 5 SP:Iteration 3Q (260.558099 sec): 3 clusters Score: Raw -4856.203630 + Penalty 1060.469762 = -3795.733868 nChanged 2 SP:Iteration 4Q (260.563009 sec): 3 clusters Score: Raw -4879.505806 + Penalty 1060.469762 = -3819.036044 nChanged 2 SP:Iteration 5Q (260.568125 sec): 3 clusters Score: Raw -4897.544062 + Penalty 1060.469762 = -3837.074300 nChanged 1 SP:Iteration 6Q (260.572891 sec): 3 clusters Score: Raw -4902.648683 + Penalty 1060.469762 = -3842.178921 nChanged 0 SP:Iteration 7F (260.577696 sec): 3 clusters Score: Raw -4902.648683 + Penalty 1060.469762 = -3842.178921 nChanged 0 Trying to split cluster 5 (1873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (260.612087 sec): 2 clusters Score: Raw -99234.344900 + Penalty 791.206154 = -98443.138746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (260.723612 sec): 3 clusters Score: Raw -98395.150256 + Penalty 1582.412308 = -96812.737948 nChanged 721 SP:Iteration 1F (260.836875 sec): 3 clusters Score: Raw -98983.609727 + Penalty 1582.412308 = -97401.197420 nChanged 205 SP:Iteration 2F (260.951259 sec): 3 clusters Score: Raw -99279.689261 + Penalty 1582.412308 = -97697.276954 nChanged 177 SP:Iteration 3F (261.039162 sec): 3 clusters Score: Raw -99508.797035 + Penalty 1582.412308 = -97926.384727 nChanged 120 SP:Iteration 4F (261.058090 sec): 3 clusters Score: Raw -99638.721650 + Penalty 1582.412308 = -98056.309343 nChanged 78 SP:Iteration 5Q (261.077233 sec): 3 clusters Score: Raw -99712.138821 + Penalty 1582.412308 = -98129.726513 nChanged 47 SP:Iteration 6Q (261.096305 sec): 3 clusters Score: Raw -99753.708905 + Penalty 1582.412308 = -98171.296598 nChanged 25 SP:Iteration 7Q (261.115634 sec): 3 clusters Score: Raw -99769.983685 + Penalty 1582.412308 = -98187.571377 nChanged 22 SP:Iteration 8Q (261.134725 sec): 3 clusters Score: Raw -99782.537905 + Penalty 1582.412308 = -98200.125598 nChanged 21 SP:Iteration 9Q (261.153727 sec): 3 clusters Score: Raw -99793.818926 + Penalty 1582.412308 = -98211.406618 nChanged 16 SP:Iteration 10Q (261.173110 sec): 3 clusters Score: Raw -99802.134341 + Penalty 1582.412308 = -98219.722034 nChanged 10 SP:Iteration 11Q (261.192186 sec): 3 clusters Score: Raw -99805.987376 + Penalty 1582.412308 = -98223.575068 nChanged 5 SP:Iteration 12Q (261.211156 sec): 3 clusters Score: Raw -99807.432167 + Penalty 1582.412308 = -98225.019859 nChanged 1 SP:Iteration 13Q (261.230126 sec): 3 clusters Score: Raw -99807.640875 + Penalty 1582.412308 = -98225.228567 nChanged 1 SP:Iteration 14Q (261.249172 sec): 3 clusters Score: Raw -99808.147932 + Penalty 1582.412308 = -98225.735625 nChanged 2 SP:Iteration 15Q (261.268190 sec): 3 clusters Score: Raw -99808.882735 + Penalty 1582.412308 = -98226.470428 nChanged 3 SP:Iteration 16Q (261.287202 sec): 3 clusters Score: Raw -99810.460921 + Penalty 1582.412308 = -98228.048614 nChanged 3 SP:Iteration 17Q (261.306603 sec): 3 clusters Score: Raw -99811.558764 + Penalty 1582.412308 = -98229.146456 nChanged 2 SP:Iteration 18Q (261.325620 sec): 3 clusters Score: Raw -99812.803242 + Penalty 1582.412308 = -98230.390934 nChanged 2 SP:Iteration 19Q (261.344542 sec): 3 clusters Score: Raw -99814.510517 + Penalty 1582.412308 = -98232.098210 nChanged 1 SP:Iteration 20F (261.363372 sec): 3 clusters Score: Raw -99814.969251 + Penalty 1582.412308 = -98232.556943 nChanged 2 SP:Iteration 21Q (261.382358 sec): 3 clusters Score: Raw -99815.533185 + Penalty 1582.412308 = -98233.120878 nChanged 1 SP:Iteration 22Q (261.401216 sec): 3 clusters Score: Raw -99815.848895 + Penalty 1582.412308 = -98233.436587 nChanged 0 SP:Iteration 23F (261.419732 sec): 3 clusters Score: Raw -99815.848895 + Penalty 1582.412308 = -98233.436587 nChanged 0 Trying to split cluster 6 (2686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.455246 sec): 2 clusters Score: Raw -155594.902670 + Penalty 829.059880 = -154765.842790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.482610 sec): 3 clusters Score: Raw -154228.212775 + Penalty 1658.119759 = -152570.093016 nChanged 1081 SP:Iteration 1F (261.508449 sec): 3 clusters Score: Raw -154843.836285 + Penalty 1658.119759 = -153185.716526 nChanged 223 SP:Iteration 2F (261.534657 sec): 3 clusters Score: Raw -154970.195067 + Penalty 1658.119759 = -153312.075307 nChanged 154 SP:Iteration 3F (261.560816 sec): 3 clusters Score: Raw -155065.890553 + Penalty 1658.119759 = -153407.770793 nChanged 117 SP:Iteration 4Q (261.587620 sec): 3 clusters Score: Raw -155131.683446 + Penalty 1658.119759 = -153473.563687 nChanged 88 SP:Iteration 5Q (261.614267 sec): 3 clusters Score: Raw -155182.517773 + Penalty 1658.119759 = -153524.398014 nChanged 103 SP:Iteration 6Q (261.737562 sec): 3 clusters Score: Raw -155251.862329 + Penalty 1658.119759 = -153593.742570 nChanged 103 SP:Iteration 7Q (261.862571 sec): 3 clusters Score: Raw -155321.977571 + Penalty 1658.119759 = -153663.857812 nChanged 96 SP:Iteration 8Q (261.906410 sec): 3 clusters Score: Raw -155385.602616 + Penalty 1658.119759 = -153727.482857 nChanged 64 SP:Iteration 9Q (261.933118 sec): 3 clusters Score: Raw -155417.395125 + Penalty 1658.119759 = -153759.275366 nChanged 56 SP:Iteration 10Q (261.959688 sec): 3 clusters Score: Raw -155446.591119 + Penalty 1658.119759 = -153788.471360 nChanged 62 SP:Iteration 11Q (261.986366 sec): 3 clusters Score: Raw -155475.731819 + Penalty 1658.119759 = -153817.612060 nChanged 43 SP:Iteration 12Q (262.013295 sec): 3 clusters Score: Raw -155494.499735 + Penalty 1658.119759 = -153836.379976 nChanged 36 SP:Iteration 13Q (262.040522 sec): 3 clusters Score: Raw -155508.649944 + Penalty 1658.119759 = -153850.530185 nChanged 30 SP:Iteration 14Q (262.067564 sec): 3 clusters Score: Raw -155519.454951 + Penalty 1658.119759 = -153861.335192 nChanged 23 SP:Iteration 15Q (262.094300 sec): 3 clusters Score: Raw -155526.097469 + Penalty 1658.119759 = -153867.977710 nChanged 26 SP:Iteration 16Q (262.121255 sec): 3 clusters Score: Raw -155534.604879 + Penalty 1658.119759 = -153876.485120 nChanged 26 SP:Iteration 17Q (262.148166 sec): 3 clusters Score: Raw -155542.962119 + Penalty 1658.119759 = -153884.842360 nChanged 23 SP:Iteration 18Q (262.180171 sec): 3 clusters Score: Raw -155550.824520 + Penalty 1658.119759 = -153892.704760 nChanged 16 SP:Iteration 19Q (262.211528 sec): 3 clusters Score: Raw -155555.647613 + Penalty 1658.119759 = -153897.527853 nChanged 11 SP:Iteration 20F (262.247476 sec): 3 clusters Score: Raw -155558.474784 + Penalty 1658.119759 = -153900.355025 nChanged 12 SP:Iteration 21Q (262.273815 sec): 3 clusters Score: Raw -155561.394202 + Penalty 1658.119759 = -153903.274443 nChanged 9 SP:Iteration 22Q (262.300056 sec): 3 clusters Score: Raw -155563.317927 + Penalty 1658.119759 = -153905.198168 nChanged 10 SP:Iteration 23Q (262.326269 sec): 3 clusters Score: Raw -155566.685651 + Penalty 1658.119759 = -153908.565891 nChanged 13 SP:Iteration 24Q (262.353857 sec): 3 clusters Score: Raw -155572.144160 + Penalty 1658.119759 = -153914.024401 nChanged 13 SP:Iteration 25Q (262.379960 sec): 3 clusters Score: Raw -155577.858070 + Penalty 1658.119759 = -153919.738311 nChanged 13 SP:Iteration 26Q (262.406094 sec): 3 clusters Score: Raw -155584.892886 + Penalty 1658.119759 = -153926.773127 nChanged 14 SP:Iteration 27Q (262.432310 sec): 3 clusters Score: Raw -155591.262370 + Penalty 1658.119759 = -153933.142611 nChanged 12 SP:Iteration 28Q (262.458407 sec): 3 clusters Score: Raw -155595.248513 + Penalty 1658.119759 = -153937.128754 nChanged 10 SP:Iteration 29Q (262.484457 sec): 3 clusters Score: Raw -155597.859862 + Penalty 1658.119759 = -153939.740102 nChanged 11 SP:Iteration 30Q (262.510524 sec): 3 clusters Score: Raw -155601.106373 + Penalty 1658.119759 = -153942.986613 nChanged 7 SP:Iteration 31Q (262.536506 sec): 3 clusters Score: Raw -155602.350541 + Penalty 1658.119759 = -153944.230782 nChanged 3 SP:Iteration 32Q (262.562606 sec): 3 clusters Score: Raw -155603.126688 + Penalty 1658.119759 = -153945.006929 nChanged 2 SP:Iteration 33Q (262.588649 sec): 3 clusters Score: Raw -155603.536839 + Penalty 1658.119759 = -153945.417079 nChanged 2 SP:Iteration 34Q (262.614760 sec): 3 clusters Score: Raw -155604.308634 + Penalty 1658.119759 = -153946.188875 nChanged 2 SP:Iteration 35Q (262.640727 sec): 3 clusters Score: Raw -155605.403067 + Penalty 1658.119759 = -153947.283307 nChanged 2 SP:Iteration 36Q (262.666658 sec): 3 clusters Score: Raw -155606.009650 + Penalty 1658.119759 = -153947.889891 nChanged 2 SP:Iteration 37Q (262.692898 sec): 3 clusters Score: Raw -155606.763390 + Penalty 1658.119759 = -153948.643631 nChanged 7 SP:Iteration 38Q (262.797752 sec): 3 clusters Score: Raw -155608.678041 + Penalty 1658.119759 = -153950.558282 nChanged 7 SP:Iteration 39Q (262.893848 sec): 3 clusters Score: Raw -155612.132173 + Penalty 1658.119759 = -153954.012414 nChanged 7 SP:Iteration 40F (262.919816 sec): 3 clusters Score: Raw -155615.147744 + Penalty 1658.119759 = -153957.027985 nChanged 11 SP:Iteration 41Q (262.945899 sec): 3 clusters Score: Raw -155618.013323 + Penalty 1658.119759 = -153959.893564 nChanged 9 SP:Iteration 42Q (262.972667 sec): 3 clusters Score: Raw -155620.333542 + Penalty 1658.119759 = -153962.213783 nChanged 4 SP:Iteration 43Q (263.000115 sec): 3 clusters Score: Raw -155621.161092 + Penalty 1658.119759 = -153963.041332 nChanged 3 SP:Iteration 44Q (263.026936 sec): 3 clusters Score: Raw -155621.576822 + Penalty 1658.119759 = -153963.457062 nChanged 0 SP:Iteration 45F (263.054684 sec): 3 clusters Score: Raw -155621.576822 + Penalty 1658.119759 = -153963.457062 nChanged 0 Trying to split cluster 7 (1718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (263.088001 sec): 2 clusters Score: Raw -77386.404761 + Penalty 782.136191 = -76604.268570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (263.106803 sec): 3 clusters Score: Raw -76683.032115 + Penalty 1564.272382 = -75118.759733 nChanged 635 SP:Iteration 1F (263.124418 sec): 3 clusters Score: Raw -77211.494578 + Penalty 1564.272382 = -75647.222196 nChanged 135 SP:Iteration 2F (263.142194 sec): 3 clusters Score: Raw -77339.807563 + Penalty 1564.272382 = -75775.535181 nChanged 96 SP:Iteration 3F (263.160082 sec): 3 clusters Score: Raw -77428.031501 + Penalty 1564.272382 = -75863.759120 nChanged 81 SP:Iteration 4Q (263.178195 sec): 3 clusters Score: Raw -77533.443011 + Penalty 1564.272382 = -75969.170629 nChanged 76 SP:Iteration 5Q (263.196315 sec): 3 clusters Score: Raw -77608.455862 + Penalty 1564.272382 = -76044.183480 nChanged 66 SP:Iteration 6Q (263.214281 sec): 3 clusters Score: Raw -77665.802488 + Penalty 1564.272382 = -76101.530106 nChanged 48 SP:Iteration 7Q (263.232254 sec): 3 clusters Score: Raw -77705.009017 + Penalty 1564.272382 = -76140.736636 nChanged 42 SP:Iteration 8Q (263.250412 sec): 3 clusters Score: Raw -77748.988841 + Penalty 1564.272382 = -76184.716460 nChanged 40 SP:Iteration 9Q (263.268535 sec): 3 clusters Score: Raw -77786.776693 + Penalty 1564.272382 = -76222.504312 nChanged 31 SP:Iteration 10Q (263.286470 sec): 3 clusters Score: Raw -77814.167000 + Penalty 1564.272382 = -76249.894619 nChanged 29 SP:Iteration 11Q (263.304363 sec): 3 clusters Score: Raw -77835.702613 + Penalty 1564.272382 = -76271.430231 nChanged 25 SP:Iteration 12Q (263.322429 sec): 3 clusters Score: Raw -77852.426112 + Penalty 1564.272382 = -76288.153731 nChanged 23 SP:Iteration 13Q (263.340442 sec): 3 clusters Score: Raw -77869.953433 + Penalty 1564.272382 = -76305.681052 nChanged 17 SP:Iteration 14Q (263.358366 sec): 3 clusters Score: Raw -77883.603564 + Penalty 1564.272382 = -76319.331182 nChanged 26 SP:Iteration 15Q (263.376265 sec): 3 clusters Score: Raw -77899.031267 + Penalty 1564.272382 = -76334.758885 nChanged 21 SP:Iteration 16Q (263.394256 sec): 3 clusters Score: Raw -77911.356204 + Penalty 1564.272382 = -76347.083822 nChanged 18 SP:Iteration 17Q (263.412118 sec): 3 clusters Score: Raw -77920.168461 + Penalty 1564.272382 = -76355.896079 nChanged 11 SP:Iteration 18Q (263.430044 sec): 3 clusters Score: Raw -77925.602667 + Penalty 1564.272382 = -76361.330285 nChanged 8 SP:Iteration 19Q (263.447872 sec): 3 clusters Score: Raw -77928.264091 + Penalty 1564.272382 = -76363.991709 nChanged 4 SP:Iteration 20F (263.465609 sec): 3 clusters Score: Raw -77929.485119 + Penalty 1564.272382 = -76365.212738 nChanged 2 SP:Iteration 21Q (263.483397 sec): 3 clusters Score: Raw -77930.007732 + Penalty 1564.272382 = -76365.735350 nChanged 2 SP:Iteration 22Q (263.600166 sec): 3 clusters Score: Raw -77931.426775 + Penalty 1564.272382 = -76367.154393 nChanged 1 SP:Iteration 23Q (263.703805 sec): 3 clusters Score: Raw -77931.951624 + Penalty 1564.272382 = -76367.679243 nChanged 2 SP:Iteration 24Q (263.786059 sec): 3 clusters Score: Raw -77932.521371 + Penalty 1564.272382 = -76368.248989 nChanged 0 SP:Iteration 25F (263.803989 sec): 3 clusters Score: Raw -77932.521371 + Penalty 1564.272382 = -76368.248989 nChanged 0 Trying to split cluster 8 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (263.833795 sec): 2 clusters Score: Raw -16062.080392 + Penalty 593.511364 = -15468.569028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (263.839832 sec): 3 clusters Score: Raw -16034.506917 + Penalty 1187.022728 = -14847.484189 nChanged 63 SP:Iteration 1F (263.845848 sec): 3 clusters Score: Raw -16135.761172 + Penalty 1187.022728 = -14948.738444 nChanged 24 SP:Iteration 2F (263.851667 sec): 3 clusters Score: Raw -16178.243715 + Penalty 1187.022728 = -14991.220987 nChanged 8 SP:Iteration 3Q (263.857460 sec): 3 clusters Score: Raw -16191.489220 + Penalty 1187.022728 = -15004.466492 nChanged 6 SP:Iteration 4Q (263.863071 sec): 3 clusters Score: Raw -16206.964172 + Penalty 1187.022728 = -15019.941444 nChanged 0 SP:Iteration 5F (263.868748 sec): 3 clusters Score: Raw -16206.964172 + Penalty 1187.022728 = -15019.941444 nChanged 0 Trying to split cluster 9 (2006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (263.902684 sec): 2 clusters Score: Raw -114712.252770 + Penalty 798.409287 = -113913.843483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (263.923931 sec): 3 clusters Score: Raw -113760.784250 + Penalty 1596.818573 = -112163.965677 nChanged 755 SP:Iteration 1F (263.943948 sec): 3 clusters Score: Raw -114204.387168 + Penalty 1596.818573 = -112607.568594 nChanged 164 SP:Iteration 2F (263.964441 sec): 3 clusters Score: Raw -114310.016659 + Penalty 1596.818573 = -112713.198085 nChanged 99 SP:Iteration 3Q (263.985193 sec): 3 clusters Score: Raw -114364.132946 + Penalty 1596.818573 = -112767.314373 nChanged 72 SP:Iteration 4Q (264.005741 sec): 3 clusters Score: Raw -114402.021296 + Penalty 1596.818573 = -112805.202722 nChanged 48 SP:Iteration 5Q (264.026359 sec): 3 clusters Score: Raw -114425.598444 + Penalty 1596.818573 = -112828.779871 nChanged 36 SP:Iteration 6Q (264.046946 sec): 3 clusters Score: Raw -114444.537842 + Penalty 1596.818573 = -112847.719269 nChanged 33 SP:Iteration 7Q (264.067379 sec): 3 clusters Score: Raw -114461.468018 + Penalty 1596.818573 = -112864.649445 nChanged 42 SP:Iteration 8Q (264.087997 sec): 3 clusters Score: Raw -114488.088634 + Penalty 1596.818573 = -112891.270061 nChanged 51 SP:Iteration 9Q (264.108596 sec): 3 clusters Score: Raw -114520.312363 + Penalty 1596.818573 = -112923.493790 nChanged 49 SP:Iteration 10Q (264.128910 sec): 3 clusters Score: Raw -114549.954059 + Penalty 1596.818573 = -112953.135485 nChanged 49 SP:Iteration 11Q (264.149503 sec): 3 clusters Score: Raw -114579.229495 + Penalty 1596.818573 = -112982.410921 nChanged 58 SP:Iteration 12Q (264.169970 sec): 3 clusters Score: Raw -114616.432668 + Penalty 1596.818573 = -113019.614095 nChanged 53 SP:Iteration 13Q (264.190393 sec): 3 clusters Score: Raw -114650.953487 + Penalty 1596.818573 = -113054.134914 nChanged 58 SP:Iteration 14Q (264.210779 sec): 3 clusters Score: Raw -114693.061051 + Penalty 1596.818573 = -113096.242477 nChanged 60 SP:Iteration 15Q (264.231111 sec): 3 clusters Score: Raw -114742.169510 + Penalty 1596.818573 = -113145.350936 nChanged 71 SP:Iteration 16Q (264.251493 sec): 3 clusters Score: Raw -114811.196222 + Penalty 1596.818573 = -113214.377649 nChanged 77 SP:Iteration 17Q (264.271766 sec): 3 clusters Score: Raw -114876.391956 + Penalty 1596.818573 = -113279.573382 nChanged 73 SP:Iteration 18Q (264.383054 sec): 3 clusters Score: Raw -114946.646337 + Penalty 1596.818573 = -113349.827764 nChanged 66 SP:Iteration 19Q (264.514253 sec): 3 clusters Score: Raw -115015.145198 + Penalty 1596.818573 = -113418.326624 nChanged 73 SP:Iteration 20F (264.596255 sec): 3 clusters Score: Raw -115126.683764 + Penalty 1596.818573 = -113529.865190 nChanged 57 SP:Iteration 21Q (264.616945 sec): 3 clusters Score: Raw -115203.718007 + Penalty 1596.818573 = -113606.899434 nChanged 49 SP:Iteration 22Q (264.637091 sec): 3 clusters Score: Raw -115270.137176 + Penalty 1596.818573 = -113673.318603 nChanged 39 SP:Iteration 23Q (264.657581 sec): 3 clusters Score: Raw -115308.178193 + Penalty 1596.818573 = -113711.359620 nChanged 35 SP:Iteration 24Q (264.677973 sec): 3 clusters Score: Raw -115350.127947 + Penalty 1596.818573 = -113753.309374 nChanged 27 SP:Iteration 25Q (264.698235 sec): 3 clusters Score: Raw -115380.055588 + Penalty 1596.818573 = -113783.237015 nChanged 21 SP:Iteration 26Q (264.718537 sec): 3 clusters Score: Raw -115399.952524 + Penalty 1596.818573 = -113803.133950 nChanged 13 SP:Iteration 27Q (264.738237 sec): 3 clusters Score: Raw -115414.070454 + Penalty 1596.818573 = -113817.251880 nChanged 8 SP:Iteration 28Q (264.758208 sec): 3 clusters Score: Raw -115421.368955 + Penalty 1596.818573 = -113824.550382 nChanged 7 SP:Iteration 29Q (264.778257 sec): 3 clusters Score: Raw -115428.018684 + Penalty 1596.818573 = -113831.200110 nChanged 9 SP:Iteration 30Q (264.798133 sec): 3 clusters Score: Raw -115438.475712 + Penalty 1596.818573 = -113841.657139 nChanged 10 SP:Iteration 31Q (264.817799 sec): 3 clusters Score: Raw -115452.250986 + Penalty 1596.818573 = -113855.432413 nChanged 12 SP:Iteration 32Q (264.837534 sec): 3 clusters Score: Raw -115467.441721 + Penalty 1596.818573 = -113870.623148 nChanged 15 SP:Iteration 33Q (264.857103 sec): 3 clusters Score: Raw -115493.184953 + Penalty 1596.818573 = -113896.366380 nChanged 22 SP:Iteration 34Q (264.876326 sec): 3 clusters Score: Raw -115564.047962 + Penalty 1596.818573 = -113967.229389 nChanged 19 SP:Iteration 35Q (264.895110 sec): 3 clusters Score: Raw -115629.148637 + Penalty 1596.818573 = -114032.330063 nChanged 7 SP:Iteration 36Q (264.913833 sec): 3 clusters Score: Raw -115639.775865 + Penalty 1596.818573 = -114042.957292 nChanged 3 SP:Iteration 37Q (264.932325 sec): 3 clusters Score: Raw -115641.044579 + Penalty 1596.818573 = -114044.226005 nChanged 0 SP:Iteration 38F (264.952184 sec): 3 clusters Score: Raw -115641.044579 + Penalty 1596.818573 = -114044.226005 nChanged 0 Score: Raw -1028796.999398 + Penalty 19815.943196 = -1008981.056203 Splitting cluster 9 changes total score from -1009094.729429 to -1008981.056203 So it's not getting split. Trying to split cluster 10 (1091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (265.549503 sec): 2 clusters Score: Raw -44797.263027 + Penalty 734.459249 = -44062.803778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (265.562838 sec): 3 clusters Score: Raw -44373.290030 + Penalty 1468.918497 = -42904.371533 nChanged 372 SP:Iteration 1F (265.575795 sec): 3 clusters Score: Raw -44688.172322 + Penalty 1468.918497 = -43219.253825 nChanged 98 SP:Iteration 2F (265.590039 sec): 3 clusters Score: Raw -44830.306402 + Penalty 1468.918497 = -43361.387905 nChanged 88 SP:Iteration 3F (265.604245 sec): 3 clusters Score: Raw -44958.701173 + Penalty 1468.918497 = -43489.782676 nChanged 63 SP:Iteration 4F (265.618475 sec): 3 clusters Score: Raw -45041.527146 + Penalty 1468.918497 = -43572.608649 nChanged 43 SP:Iteration 5Q (265.632945 sec): 3 clusters Score: Raw -45101.208007 + Penalty 1468.918497 = -43632.289510 nChanged 40 SP:Iteration 6Q (265.647263 sec): 3 clusters Score: Raw -45154.806975 + Penalty 1468.918497 = -43685.888478 nChanged 30 SP:Iteration 7Q (265.661538 sec): 3 clusters Score: Raw -45210.701895 + Penalty 1468.918497 = -43741.783398 nChanged 38 SP:Iteration 8Q (265.755198 sec): 3 clusters Score: Raw -45255.180757 + Penalty 1468.918497 = -43786.262260 nChanged 31 SP:Iteration 9Q (265.866059 sec): 3 clusters Score: Raw -45297.403304 + Penalty 1468.918497 = -43828.484807 nChanged 28 SP:Iteration 10Q (265.980221 sec): 3 clusters Score: Raw -45356.543347 + Penalty 1468.918497 = -43887.624850 nChanged 36 SP:Iteration 11Q (266.072604 sec): 3 clusters Score: Raw -45425.920025 + Penalty 1468.918497 = -43957.001528 nChanged 28 SP:Iteration 12Q (266.183112 sec): 3 clusters Score: Raw -45457.374928 + Penalty 1468.918497 = -43988.456431 nChanged 14 SP:Iteration 13Q (266.223136 sec): 3 clusters Score: Raw -45470.317422 + Penalty 1468.918497 = -44001.398925 nChanged 14 SP:Iteration 14Q (266.235604 sec): 3 clusters Score: Raw -45489.498346 + Penalty 1468.918497 = -44020.579849 nChanged 13 SP:Iteration 15Q (266.247901 sec): 3 clusters Score: Raw -45501.626707 + Penalty 1468.918497 = -44032.708210 nChanged 13 SP:Iteration 16Q (266.260212 sec): 3 clusters Score: Raw -45513.538210 + Penalty 1468.918497 = -44044.619713 nChanged 9 SP:Iteration 17Q (266.272539 sec): 3 clusters Score: Raw -45525.904704 + Penalty 1468.918497 = -44056.986207 nChanged 11 SP:Iteration 18Q (266.284692 sec): 3 clusters Score: Raw -45539.722045 + Penalty 1468.918497 = -44070.803548 nChanged 7 SP:Iteration 19Q (266.297108 sec): 3 clusters Score: Raw -45549.108298 + Penalty 1468.918497 = -44080.189800 nChanged 9 SP:Iteration 20F (266.309536 sec): 3 clusters Score: Raw -45557.523929 + Penalty 1468.918497 = -44088.605432 nChanged 10 SP:Iteration 21Q (266.321792 sec): 3 clusters Score: Raw -45566.646755 + Penalty 1468.918497 = -44097.728258 nChanged 6 SP:Iteration 22Q (266.334088 sec): 3 clusters Score: Raw -45571.379040 + Penalty 1468.918497 = -44102.460543 nChanged 2 SP:Iteration 23Q (266.346324 sec): 3 clusters Score: Raw -45572.601316 + Penalty 1468.918497 = -44103.682819 nChanged 2 SP:Iteration 24Q (266.358647 sec): 3 clusters Score: Raw -45573.104314 + Penalty 1468.918497 = -44104.185817 nChanged 2 SP:Iteration 25Q (266.370880 sec): 3 clusters Score: Raw -45573.773345 + Penalty 1468.918497 = -44104.854848 nChanged 1 SP:Iteration 26Q (266.383161 sec): 3 clusters Score: Raw -45574.406043 + Penalty 1468.918497 = -44105.487546 nChanged 1 SP:Iteration 27Q (266.395388 sec): 3 clusters Score: Raw -45575.933530 + Penalty 1468.918497 = -44107.015033 nChanged 4 SP:Iteration 28Q (266.407665 sec): 3 clusters Score: Raw -45580.981948 + Penalty 1468.918497 = -44112.063451 nChanged 4 SP:Iteration 29Q (266.420139 sec): 3 clusters Score: Raw -45584.557220 + Penalty 1468.918497 = -44115.638723 nChanged 0 SP:Iteration 30F (266.432559 sec): 3 clusters Score: Raw -45584.557220 + Penalty 1468.918497 = -44115.638723 nChanged 0 Score: Raw -1028655.501783 + Penalty 19815.943196 = -1008839.558587 Splitting cluster 10 changes total score from -1009094.729429 to -1008839.558587 So it's not getting split. Trying to split cluster 11 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (266.962394 sec): 2 clusters Score: Raw -41823.531991 + Penalty 704.860401 = -41118.671590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (266.973176 sec): 3 clusters Score: Raw -41511.695942 + Penalty 1409.720802 = -40101.975140 nChanged 275 SP:Iteration 1F (266.983441 sec): 3 clusters Score: Raw -41779.649775 + Penalty 1409.720802 = -40369.928973 nChanged 73 SP:Iteration 2F (266.993635 sec): 3 clusters Score: Raw -41870.908994 + Penalty 1409.720802 = -40461.188192 nChanged 60 SP:Iteration 3F (267.003911 sec): 3 clusters Score: Raw -41972.852185 + Penalty 1409.720802 = -40563.131383 nChanged 55 SP:Iteration 4F (267.014134 sec): 3 clusters Score: Raw -42069.947351 + Penalty 1409.720802 = -40660.226549 nChanged 46 SP:Iteration 5F (267.024321 sec): 3 clusters Score: Raw -42134.399927 + Penalty 1409.720802 = -40724.679124 nChanged 25 SP:Iteration 6Q (267.136126 sec): 3 clusters Score: Raw -42169.231050 + Penalty 1409.720802 = -40759.510248 nChanged 19 SP:Iteration 7Q (267.253630 sec): 3 clusters Score: Raw -42190.636366 + Penalty 1409.720802 = -40780.915564 nChanged 10 SP:Iteration 8Q (267.365070 sec): 3 clusters Score: Raw -42202.460806 + Penalty 1409.720802 = -40792.740004 nChanged 11 SP:Iteration 9Q (267.476513 sec): 3 clusters Score: Raw -42211.601966 + Penalty 1409.720802 = -40801.881164 nChanged 6 SP:Iteration 10Q (267.588526 sec): 3 clusters Score: Raw -42218.344178 + Penalty 1409.720802 = -40808.623376 nChanged 7 SP:Iteration 11Q (267.694219 sec): 3 clusters Score: Raw -42226.765743 + Penalty 1409.720802 = -40817.044941 nChanged 7 SP:Iteration 12Q (267.704590 sec): 3 clusters Score: Raw -42234.331229 + Penalty 1409.720802 = -40824.610427 nChanged 3 SP:Iteration 13Q (267.714818 sec): 3 clusters Score: Raw -42237.112249 + Penalty 1409.720802 = -40827.391447 nChanged 4 SP:Iteration 14Q (267.724972 sec): 3 clusters Score: Raw -42243.918810 + Penalty 1409.720802 = -40834.198008 nChanged 3 SP:Iteration 15Q (267.735121 sec): 3 clusters Score: Raw -42249.358111 + Penalty 1409.720802 = -40839.637309 nChanged 2 SP:Iteration 16Q (267.745239 sec): 3 clusters Score: Raw -42251.165617 + Penalty 1409.720802 = -40841.444815 nChanged 3 SP:Iteration 17Q (267.755407 sec): 3 clusters Score: Raw -42253.836794 + Penalty 1409.720802 = -40844.115991 nChanged 2 SP:Iteration 18Q (267.765512 sec): 3 clusters Score: Raw -42255.515357 + Penalty 1409.720802 = -40845.794555 nChanged 1 SP:Iteration 19Q (267.776823 sec): 3 clusters Score: Raw -42256.870459 + Penalty 1409.720802 = -40847.149657 nChanged 1 SP:Iteration 20F (267.787003 sec): 3 clusters Score: Raw -42259.458398 + Penalty 1409.720802 = -40849.737596 nChanged 1 SP:Iteration 21Q (267.797187 sec): 3 clusters Score: Raw -42260.601114 + Penalty 1409.720802 = -40850.880312 nChanged 1 SP:Iteration 22Q (267.807316 sec): 3 clusters Score: Raw -42261.444949 + Penalty 1409.720802 = -40851.724147 nChanged 0 SP:Iteration 23F (267.817509 sec): 3 clusters Score: Raw -42261.444949 + Penalty 1409.720802 = -40851.724147 nChanged 0 Trying to split cluster 12 (869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (267.841301 sec): 2 clusters Score: Raw -39935.866280 + Penalty 710.571028 = -39225.295252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (267.852463 sec): 3 clusters Score: Raw -39637.089958 + Penalty 1421.142056 = -38215.947901 nChanged 283 SP:Iteration 1F (267.863024 sec): 3 clusters Score: Raw -39888.817371 + Penalty 1421.142056 = -38467.675314 nChanged 70 SP:Iteration 2F (267.873577 sec): 3 clusters Score: Raw -39955.756263 + Penalty 1421.142056 = -38534.614206 nChanged 41 SP:Iteration 3Q (267.884325 sec): 3 clusters Score: Raw -39998.301876 + Penalty 1421.142056 = -38577.159820 nChanged 28 SP:Iteration 4Q (267.895133 sec): 3 clusters Score: Raw -40016.076913 + Penalty 1421.142056 = -38594.934857 nChanged 11 SP:Iteration 5Q (267.905906 sec): 3 clusters Score: Raw -40021.232887 + Penalty 1421.142056 = -38600.090831 nChanged 7 SP:Iteration 6Q (267.916600 sec): 3 clusters Score: Raw -40026.276974 + Penalty 1421.142056 = -38605.134918 nChanged 6 SP:Iteration 7Q (267.927333 sec): 3 clusters Score: Raw -40034.092617 + Penalty 1421.142056 = -38612.950560 nChanged 6 SP:Iteration 8Q (267.938018 sec): 3 clusters Score: Raw -40042.386567 + Penalty 1421.142056 = -38621.244511 nChanged 12 SP:Iteration 9Q (267.948719 sec): 3 clusters Score: Raw -40051.802584 + Penalty 1421.142056 = -38630.660527 nChanged 10 SP:Iteration 10Q (267.959473 sec): 3 clusters Score: Raw -40058.640693 + Penalty 1421.142056 = -38637.498636 nChanged 4 SP:Iteration 11Q (267.970160 sec): 3 clusters Score: Raw -40062.049301 + Penalty 1421.142056 = -38640.907245 nChanged 4 SP:Iteration 12Q (268.079294 sec): 3 clusters Score: Raw -40065.283589 + Penalty 1421.142056 = -38644.141533 nChanged 4 SP:Iteration 13Q (268.193936 sec): 3 clusters Score: Raw -40067.734427 + Penalty 1421.142056 = -38646.592370 nChanged 5 SP:Iteration 14Q (268.286726 sec): 3 clusters Score: Raw -40071.091887 + Penalty 1421.142056 = -38649.949831 nChanged 5 SP:Iteration 15Q (268.297625 sec): 3 clusters Score: Raw -40076.367993 + Penalty 1421.142056 = -38655.225937 nChanged 7 SP:Iteration 16Q (268.308402 sec): 3 clusters Score: Raw -40083.580241 + Penalty 1421.142056 = -38662.438185 nChanged 7 SP:Iteration 17Q (268.319100 sec): 3 clusters Score: Raw -40088.952216 + Penalty 1421.142056 = -38667.810160 nChanged 5 SP:Iteration 18Q (268.329825 sec): 3 clusters Score: Raw -40091.666539 + Penalty 1421.142056 = -38670.524483 nChanged 3 SP:Iteration 19Q (268.340519 sec): 3 clusters Score: Raw -40093.435909 + Penalty 1421.142056 = -38672.293852 nChanged 2 SP:Iteration 20F (268.351068 sec): 3 clusters Score: Raw -40094.911395 + Penalty 1421.142056 = -38673.769338 nChanged 2 SP:Iteration 21Q (268.362075 sec): 3 clusters Score: Raw -40095.756449 + Penalty 1421.142056 = -38674.614392 nChanged 1 SP:Iteration 22Q (268.372975 sec): 3 clusters Score: Raw -40095.861251 + Penalty 1421.142056 = -38674.719195 nChanged 0 SP:Iteration 23F (268.383717 sec): 3 clusters Score: Raw -40095.861251 + Penalty 1421.142056 = -38674.719195 nChanged 0 Trying to split cluster 13 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (268.406743 sec): 2 clusters Score: Raw -51826.610405 + Penalty 714.717083 = -51111.893323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (268.418548 sec): 3 clusters Score: Raw -51473.614704 + Penalty 1429.434166 = -50044.180538 nChanged 314 SP:Iteration 1F (268.429715 sec): 3 clusters Score: Raw -51721.782009 + Penalty 1429.434166 = -50292.347843 nChanged 71 SP:Iteration 2F (268.440817 sec): 3 clusters Score: Raw -51770.534263 + Penalty 1429.434166 = -50341.100097 nChanged 32 SP:Iteration 3Q (268.452126 sec): 3 clusters Score: Raw -51804.264096 + Penalty 1429.434166 = -50374.829931 nChanged 31 SP:Iteration 4Q (268.463511 sec): 3 clusters Score: Raw -51835.485270 + Penalty 1429.434166 = -50406.051105 nChanged 22 SP:Iteration 5Q (268.475041 sec): 3 clusters Score: Raw -51854.388254 + Penalty 1429.434166 = -50424.954088 nChanged 16 SP:Iteration 6Q (268.487993 sec): 3 clusters Score: Raw -51869.437080 + Penalty 1429.434166 = -50440.002914 nChanged 18 SP:Iteration 7Q (268.499362 sec): 3 clusters Score: Raw -51882.140493 + Penalty 1429.434166 = -50452.706327 nChanged 14 SP:Iteration 8Q (268.510636 sec): 3 clusters Score: Raw -51893.441909 + Penalty 1429.434166 = -50464.007744 nChanged 15 SP:Iteration 9Q (268.523481 sec): 3 clusters Score: Raw -51901.286580 + Penalty 1429.434166 = -50471.852415 nChanged 8 SP:Iteration 10Q (268.534796 sec): 3 clusters Score: Raw -51903.928087 + Penalty 1429.434166 = -50474.493922 nChanged 3 SP:Iteration 11Q (268.546191 sec): 3 clusters Score: Raw -51905.097125 + Penalty 1429.434166 = -50475.662959 nChanged 2 SP:Iteration 12Q (268.557503 sec): 3 clusters Score: Raw -51906.228348 + Penalty 1429.434166 = -50476.794182 nChanged 1 SP:Iteration 13Q (268.568495 sec): 3 clusters Score: Raw -51906.331760 + Penalty 1429.434166 = -50476.897594 nChanged 0 SP:Iteration 14F (268.579331 sec): 3 clusters Score: Raw -51906.331760 + Penalty 1429.434166 = -50476.897594 nChanged 0 Trying to split cluster 14 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (268.604173 sec): 2 clusters Score: Raw -38078.535080 + Penalty 730.337224 = -37348.197857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (268.616936 sec): 3 clusters Score: Raw -37686.332581 + Penalty 1460.674448 = -36225.658134 nChanged 373 SP:Iteration 1F (268.629453 sec): 3 clusters Score: Raw -37959.568182 + Penalty 1460.674448 = -36498.893734 nChanged 86 SP:Iteration 2F (268.739855 sec): 3 clusters Score: Raw -38063.420566 + Penalty 1460.674448 = -36602.746118 nChanged 63 SP:Iteration 3F (268.860944 sec): 3 clusters Score: Raw -38141.905144 + Penalty 1460.674448 = -36681.230697 nChanged 59 SP:Iteration 4F (268.873548 sec): 3 clusters Score: Raw -38207.236500 + Penalty 1460.674448 = -36746.562052 nChanged 52 SP:Iteration 5Q (268.885987 sec): 3 clusters Score: Raw -38272.413515 + Penalty 1460.674448 = -36811.739068 nChanged 40 SP:Iteration 6Q (268.898527 sec): 3 clusters Score: Raw -38320.842166 + Penalty 1460.674448 = -36860.167718 nChanged 27 SP:Iteration 7Q (268.910838 sec): 3 clusters Score: Raw -38365.162199 + Penalty 1460.674448 = -36904.487751 nChanged 36 SP:Iteration 8Q (268.923028 sec): 3 clusters Score: Raw -38395.949091 + Penalty 1460.674448 = -36935.274643 nChanged 19 SP:Iteration 9Q (268.935189 sec): 3 clusters Score: Raw -38412.627704 + Penalty 1460.674448 = -36951.953256 nChanged 15 SP:Iteration 10Q (268.947384 sec): 3 clusters Score: Raw -38428.152761 + Penalty 1460.674448 = -36967.478313 nChanged 9 SP:Iteration 11Q (268.959653 sec): 3 clusters Score: Raw -38434.288752 + Penalty 1460.674448 = -36973.614304 nChanged 10 SP:Iteration 12Q (268.971788 sec): 3 clusters Score: Raw -38441.103551 + Penalty 1460.674448 = -36980.429104 nChanged 7 SP:Iteration 13Q (268.983854 sec): 3 clusters Score: Raw -38445.678230 + Penalty 1460.674448 = -36985.003783 nChanged 6 SP:Iteration 14Q (268.995981 sec): 3 clusters Score: Raw -38449.654559 + Penalty 1460.674448 = -36988.980111 nChanged 2 SP:Iteration 15Q (269.009281 sec): 3 clusters Score: Raw -38451.806598 + Penalty 1460.674448 = -36991.132150 nChanged 4 SP:Iteration 16Q (269.021433 sec): 3 clusters Score: Raw -38457.407257 + Penalty 1460.674448 = -36996.732810 nChanged 8 SP:Iteration 17Q (269.033548 sec): 3 clusters Score: Raw -38461.572415 + Penalty 1460.674448 = -37000.897967 nChanged 7 SP:Iteration 18Q (269.045714 sec): 3 clusters Score: Raw -38467.716285 + Penalty 1460.674448 = -37007.041837 nChanged 3 SP:Iteration 19Q (269.057784 sec): 3 clusters Score: Raw -38469.281343 + Penalty 1460.674448 = -37008.606895 nChanged 3 SP:Iteration 20F (269.069917 sec): 3 clusters Score: Raw -38473.340272 + Penalty 1460.674448 = -37012.665824 nChanged 3 SP:Iteration 21Q (269.090978 sec): 3 clusters Score: Raw -38477.444054 + Penalty 1460.674448 = -37016.769607 nChanged 4 SP:Iteration 22Q (269.103163 sec): 3 clusters Score: Raw -38479.645585 + Penalty 1460.674448 = -37018.971138 nChanged 3 SP:Iteration 23Q (269.115253 sec): 3 clusters Score: Raw -38481.028876 + Penalty 1460.674448 = -37020.354428 nChanged 0 SP:Iteration 24F (269.127312 sec): 3 clusters Score: Raw -38481.028876 + Penalty 1460.674448 = -37020.354428 nChanged 0 Trying to split cluster 15 (3680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (269.166882 sec): 2 clusters Score: Raw -214618.895940 + Penalty 862.120143 = -213756.775797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (269.203848 sec): 3 clusters Score: Raw -212677.546877 + Penalty 1724.240287 = -210953.306590 nChanged 1470 SP:Iteration 1F (269.239981 sec): 3 clusters Score: Raw -213504.840926 + Penalty 1724.240287 = -211780.600639 nChanged 269 SP:Iteration 2F (269.276421 sec): 3 clusters Score: Raw -213670.204050 + Penalty 1724.240287 = -211945.963764 nChanged 230 SP:Iteration 3F (269.312788 sec): 3 clusters Score: Raw -213788.175574 + Penalty 1724.240287 = -212063.935287 nChanged 190 SP:Iteration 4F (269.349379 sec): 3 clusters Score: Raw -213887.730614 + Penalty 1724.240287 = -212163.490328 nChanged 161 SP:Iteration 5Q (269.386692 sec): 3 clusters Score: Raw -213980.660234 + Penalty 1724.240287 = -212256.419947 nChanged 141 SP:Iteration 6Q (269.421674 sec): 3 clusters Score: Raw -214080.979423 + Penalty 1724.240287 = -212356.739136 nChanged 142 SP:Iteration 7Q (269.557134 sec): 3 clusters Score: Raw -214180.617533 + Penalty 1724.240287 = -212456.377247 nChanged 150 SP:Iteration 8Q (269.667556 sec): 3 clusters Score: Raw -214282.905281 + Penalty 1724.240287 = -212558.664994 nChanged 130 SP:Iteration 9Q (269.787544 sec): 3 clusters Score: Raw -214370.058384 + Penalty 1724.240287 = -212645.818098 nChanged 100 SP:Iteration 10Q (269.822627 sec): 3 clusters Score: Raw -214436.819778 + Penalty 1724.240287 = -212712.579492 nChanged 78 SP:Iteration 11Q (269.857600 sec): 3 clusters Score: Raw -214485.382901 + Penalty 1724.240287 = -212761.142615 nChanged 65 SP:Iteration 12Q (269.892395 sec): 3 clusters Score: Raw -214529.216249 + Penalty 1724.240287 = -212804.975962 nChanged 57 SP:Iteration 13Q (269.927223 sec): 3 clusters Score: Raw -214566.758055 + Penalty 1724.240287 = -212842.517769 nChanged 56 SP:Iteration 14Q (269.961637 sec): 3 clusters Score: Raw -214604.376099 + Penalty 1724.240287 = -212880.135813 nChanged 52 SP:Iteration 15Q (269.996332 sec): 3 clusters Score: Raw -214635.640609 + Penalty 1724.240287 = -212911.400322 nChanged 47 SP:Iteration 16Q (270.030773 sec): 3 clusters Score: Raw -214666.462296 + Penalty 1724.240287 = -212942.222009 nChanged 49 SP:Iteration 17Q (270.065275 sec): 3 clusters Score: Raw -214696.433063 + Penalty 1724.240287 = -212972.192776 nChanged 41 SP:Iteration 18Q (270.099513 sec): 3 clusters Score: Raw -214721.205008 + Penalty 1724.240287 = -212996.964722 nChanged 33 SP:Iteration 19Q (270.133763 sec): 3 clusters Score: Raw -214737.257402 + Penalty 1724.240287 = -213013.017116 nChanged 24 SP:Iteration 20F (270.167895 sec): 3 clusters Score: Raw -214751.489244 + Penalty 1724.240287 = -213027.248957 nChanged 18 SP:Iteration 21Q (270.201941 sec): 3 clusters Score: Raw -214758.548881 + Penalty 1724.240287 = -213034.308594 nChanged 13 SP:Iteration 22Q (270.257588 sec): 3 clusters Score: Raw -214763.805827 + Penalty 1724.240287 = -213039.565541 nChanged 20 SP:Iteration 23Q (270.291476 sec): 3 clusters Score: Raw -214770.220740 + Penalty 1724.240287 = -213045.980454 nChanged 12 SP:Iteration 24Q (270.325514 sec): 3 clusters Score: Raw -214776.243081 + Penalty 1724.240287 = -213052.002794 nChanged 17 SP:Iteration 25Q (270.359450 sec): 3 clusters Score: Raw -214782.118643 + Penalty 1724.240287 = -213057.878356 nChanged 10 SP:Iteration 26Q (270.393305 sec): 3 clusters Score: Raw -214788.098539 + Penalty 1724.240287 = -213063.858252 nChanged 13 SP:Iteration 27Q (270.427200 sec): 3 clusters Score: Raw -214794.453108 + Penalty 1724.240287 = -213070.212822 nChanged 7 SP:Iteration 28Q (270.460963 sec): 3 clusters Score: Raw -214796.658733 + Penalty 1724.240287 = -213072.418446 nChanged 4 SP:Iteration 29Q (270.494670 sec): 3 clusters Score: Raw -214798.258851 + Penalty 1724.240287 = -213074.018564 nChanged 6 SP:Iteration 30Q (270.528590 sec): 3 clusters Score: Raw -214800.613951 + Penalty 1724.240287 = -213076.373665 nChanged 7 SP:Iteration 31Q (270.562362 sec): 3 clusters Score: Raw -214803.362689 + Penalty 1724.240287 = -213079.122402 nChanged 5 SP:Iteration 32Q (270.596147 sec): 3 clusters Score: Raw -214806.513010 + Penalty 1724.240287 = -213082.272723 nChanged 8 SP:Iteration 33Q (270.629959 sec): 3 clusters Score: Raw -214810.309316 + Penalty 1724.240287 = -213086.069029 nChanged 5 SP:Iteration 34Q (270.740043 sec): 3 clusters Score: Raw -214812.143849 + Penalty 1724.240287 = -213087.903562 nChanged 3 SP:Iteration 35Q (270.773937 sec): 3 clusters Score: Raw -214813.072270 + Penalty 1724.240287 = -213088.831983 nChanged 1 SP:Iteration 36Q (270.808079 sec): 3 clusters Score: Raw -214813.286413 + Penalty 1724.240287 = -213089.046126 nChanged 2 SP:Iteration 37Q (270.841827 sec): 3 clusters Score: Raw -214813.697668 + Penalty 1724.240287 = -213089.457382 nChanged 3 SP:Iteration 38Q (270.875533 sec): 3 clusters Score: Raw -214814.404001 + Penalty 1724.240287 = -213090.163715 nChanged 2 SP:Iteration 39Q (270.995705 sec): 3 clusters Score: Raw -214814.885472 + Penalty 1724.240287 = -213090.645185 nChanged 1 SP:Iteration 40F (271.124851 sec): 3 clusters Score: Raw -214814.998113 + Penalty 1724.240287 = -213090.757826 nChanged 2 SP:Iteration 41Q (271.164970 sec): 3 clusters Score: Raw -214815.620613 + Penalty 1724.240287 = -213091.380326 nChanged 1 SP:Iteration 42Q (271.205232 sec): 3 clusters Score: Raw -214815.820529 + Penalty 1724.240287 = -213091.580242 nChanged 0 SP:Iteration 43F (271.239324 sec): 3 clusters Score: Raw -214815.820529 + Penalty 1724.240287 = -213091.580242 nChanged 0 Trying to split cluster 16 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (271.271030 sec): 2 clusters Score: Raw -25349.963145 + Penalty 645.589171 = -24704.373974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (271.278683 sec): 3 clusters Score: Raw -25259.653982 + Penalty 1291.178342 = -23968.475640 nChanged 122 SP:Iteration 1F (271.286010 sec): 3 clusters Score: Raw -25384.944870 + Penalty 1291.178342 = -24093.766528 nChanged 27 SP:Iteration 2F (271.293250 sec): 3 clusters Score: Raw -25428.981858 + Penalty 1291.178342 = -24137.803515 nChanged 18 SP:Iteration 3Q (271.300642 sec): 3 clusters Score: Raw -25448.952089 + Penalty 1291.178342 = -24157.773747 nChanged 18 SP:Iteration 4Q (271.307996 sec): 3 clusters Score: Raw -25477.606885 + Penalty 1291.178342 = -24186.428542 nChanged 15 SP:Iteration 5Q (271.315350 sec): 3 clusters Score: Raw -25498.184799 + Penalty 1291.178342 = -24207.006457 nChanged 4 SP:Iteration 6Q (271.322674 sec): 3 clusters Score: Raw -25502.085631 + Penalty 1291.178342 = -24210.907289 nChanged 4 SP:Iteration 7Q (271.329952 sec): 3 clusters Score: Raw -25506.013850 + Penalty 1291.178342 = -24214.835508 nChanged 6 SP:Iteration 8Q (271.337279 sec): 3 clusters Score: Raw -25512.877154 + Penalty 1291.178342 = -24221.698812 nChanged 1 SP:Iteration 9Q (271.344597 sec): 3 clusters Score: Raw -25515.797972 + Penalty 1291.178342 = -24224.619629 nChanged 4 SP:Iteration 10Q (271.351959 sec): 3 clusters Score: Raw -25520.734650 + Penalty 1291.178342 = -24229.556308 nChanged 0 SP:Iteration 11F (271.359249 sec): 3 clusters Score: Raw -25520.734650 + Penalty 1291.178342 = -24229.556308 nChanged 0 Trying to split cluster 17 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (271.373308 sec): 2 clusters Score: Raw -7620.764679 + Penalty 539.258836 = -7081.505843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (271.378278 sec): 3 clusters Score: Raw -8012.291423 + Penalty 1078.517672 = -6933.773752 nChanged 53 SP:Iteration 1F (271.383105 sec): 3 clusters Score: Raw -8277.408472 + Penalty 1078.517672 = -7198.890800 nChanged 9 SP:Iteration 2F (271.387900 sec): 3 clusters Score: Raw -8357.409374 + Penalty 1078.517672 = -7278.891703 nChanged 2 SP:Iteration 3Q (271.392597 sec): 3 clusters Score: Raw -8379.294663 + Penalty 1078.517672 = -7300.776992 nChanged 0 SP:Iteration 4F (271.397371 sec): 3 clusters Score: Raw -8379.294663 + Penalty 1078.517672 = -7300.776992 nChanged 0 Score: Raw -1028626.737574 + Penalty 19815.943196 = -1008810.794378 Splitting cluster 17 changes total score from -1009094.729429 to -1008810.794378 So it's not getting split. Trying to split cluster 18 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (271.923817 sec): 2 clusters Score: Raw -35861.159939 + Penalty 678.289968 = -35182.869971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (271.932869 sec): 3 clusters Score: Raw -35680.595004 + Penalty 1356.579935 = -34324.015068 nChanged 198 SP:Iteration 1F (271.941632 sec): 3 clusters Score: Raw -35832.671895 + Penalty 1356.579935 = -34476.091959 nChanged 40 SP:Iteration 2F (271.950348 sec): 3 clusters Score: Raw -35869.783431 + Penalty 1356.579935 = -34513.203496 nChanged 19 SP:Iteration 3Q (272.069777 sec): 3 clusters Score: Raw -35889.800093 + Penalty 1356.579935 = -34533.220157 nChanged 9 SP:Iteration 4Q (272.158416 sec): 3 clusters Score: Raw -35901.602564 + Penalty 1356.579935 = -34545.022628 nChanged 8 SP:Iteration 5Q (272.168361 sec): 3 clusters Score: Raw -35909.640503 + Penalty 1356.579935 = -34553.060567 nChanged 7 SP:Iteration 6Q (272.178199 sec): 3 clusters Score: Raw -35922.231992 + Penalty 1356.579935 = -34565.652056 nChanged 8 SP:Iteration 7Q (272.187959 sec): 3 clusters Score: Raw -35929.206745 + Penalty 1356.579935 = -34572.626809 nChanged 2 SP:Iteration 8Q (272.197708 sec): 3 clusters Score: Raw -35932.315466 + Penalty 1356.579935 = -34575.735530 nChanged 4 SP:Iteration 9Q (272.207497 sec): 3 clusters Score: Raw -35936.325086 + Penalty 1356.579935 = -34579.745151 nChanged 3 SP:Iteration 10Q (272.217321 sec): 3 clusters Score: Raw -35939.037219 + Penalty 1356.579935 = -34582.457284 nChanged 2 SP:Iteration 11Q (272.226395 sec): 3 clusters Score: Raw -35941.222085 + Penalty 1356.579935 = -34584.642149 nChanged 1 SP:Iteration 12Q (272.235217 sec): 3 clusters Score: Raw -35942.432705 + Penalty 1356.579935 = -34585.852770 nChanged 0 SP:Iteration 13F (272.243900 sec): 3 clusters Score: Raw -35942.432705 + Penalty 1356.579935 = -34585.852770 nChanged 0 Iteration 179Q (272.562240 sec): 19 clusters Score: Raw -1027868.239868 + Penalty 18772.998817 = -1009095.241051 nChanged 3 Iteration 180F (273.060992 sec): 19 clusters Score: Raw -1027872.496007 + Penalty 18772.998817 = -1009099.497190 nChanged 7 Iteration 181Q (273.366643 sec): 19 clusters Score: Raw -1027881.752723 + Penalty 18772.998817 = -1009108.753906 nChanged 5 Iteration 182Q (273.671161 sec): 19 clusters Score: Raw -1027898.569050 + Penalty 18772.998817 = -1009125.570233 nChanged 2 Iteration 183Q (273.966708 sec): 19 clusters Score: Raw -1027899.497339 + Penalty 18772.998817 = -1009126.498522 nChanged 2 Iteration 184Q (274.302613 sec): 19 clusters Score: Raw -1027899.874356 + Penalty 18772.998817 = -1009126.875539 nChanged 3 Iteration 185Q (274.626673 sec): 19 clusters Score: Raw -1027901.086517 + Penalty 18772.998817 = -1009128.087700 nChanged 0 Iteration 186F (275.136479 sec): 19 clusters Score: Raw -1027901.086517 + Penalty 18772.998817 = -1009128.087700 nChanged 0 Compute initial score before splitting: Score: Raw -1027901.086517 + Penalty 18772.998817 = -1009128.087700 Trying to split cluster 1 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (275.156889 sec): 2 clusters Score: Raw -25515.942101 + Penalty 656.044502 = -24859.897599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (275.165064 sec): 3 clusters Score: Raw -25392.823077 + Penalty 1312.089004 = -24080.734073 nChanged 145 SP:Iteration 1F (275.172754 sec): 3 clusters Score: Raw -25567.000772 + Penalty 1312.089004 = -24254.911768 nChanged 49 SP:Iteration 2F (275.180485 sec): 3 clusters Score: Raw -25629.785815 + Penalty 1312.089004 = -24317.696811 nChanged 20 SP:Iteration 3Q (275.188311 sec): 3 clusters Score: Raw -25663.410578 + Penalty 1312.089004 = -24351.321574 nChanged 15 SP:Iteration 4Q (275.196107 sec): 3 clusters Score: Raw -25684.590976 + Penalty 1312.089004 = -24372.501972 nChanged 4 SP:Iteration 5Q (275.217908 sec): 3 clusters Score: Raw -25689.597213 + Penalty 1312.089004 = -24377.508209 nChanged 5 SP:Iteration 6Q (275.226789 sec): 3 clusters Score: Raw -25696.969343 + Penalty 1312.089004 = -24384.880339 nChanged 5 SP:Iteration 7Q (275.235417 sec): 3 clusters Score: Raw -25707.367212 + Penalty 1312.089004 = -24395.278208 nChanged 3 SP:Iteration 8Q (275.244004 sec): 3 clusters Score: Raw -25719.203826 + Penalty 1312.089004 = -24407.114822 nChanged 5 SP:Iteration 9Q (275.252556 sec): 3 clusters Score: Raw -25729.585728 + Penalty 1312.089004 = -24417.496724 nChanged 3 SP:Iteration 10Q (275.261148 sec): 3 clusters Score: Raw -25735.140335 + Penalty 1312.089004 = -24423.051332 nChanged 3 SP:Iteration 11Q (275.412753 sec): 3 clusters Score: Raw -25738.404829 + Penalty 1312.089004 = -24426.315826 nChanged 1 SP:Iteration 12Q (275.524991 sec): 3 clusters Score: Raw -25738.923437 + Penalty 1312.089004 = -24426.834434 nChanged 0 SP:Iteration 13F (275.607279 sec): 3 clusters Score: Raw -25738.923437 + Penalty 1312.089004 = -24426.834434 nChanged 0 Trying to split cluster 2 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (275.643223 sec): 2 clusters Score: Raw -60396.725808 + Penalty 737.494690 = -59659.231117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (275.656898 sec): 3 clusters Score: Raw -59936.925552 + Penalty 1474.989380 = -58461.936172 nChanged 401 SP:Iteration 1F (275.669724 sec): 3 clusters Score: Raw -60353.679759 + Penalty 1474.989380 = -58878.690378 nChanged 131 SP:Iteration 2F (275.682626 sec): 3 clusters Score: Raw -60542.428171 + Penalty 1474.989380 = -59067.438790 nChanged 92 SP:Iteration 3F (275.695776 sec): 3 clusters Score: Raw -60669.606811 + Penalty 1474.989380 = -59194.617430 nChanged 73 SP:Iteration 4F (275.708730 sec): 3 clusters Score: Raw -60764.823968 + Penalty 1474.989380 = -59289.834588 nChanged 54 SP:Iteration 5Q (275.721910 sec): 3 clusters Score: Raw -60842.090502 + Penalty 1474.989380 = -59367.101121 nChanged 36 SP:Iteration 6Q (275.734955 sec): 3 clusters Score: Raw -60885.396349 + Penalty 1474.989380 = -59410.406968 nChanged 27 SP:Iteration 7Q (275.748009 sec): 3 clusters Score: Raw -60915.575517 + Penalty 1474.989380 = -59440.586137 nChanged 14 SP:Iteration 8Q (275.761035 sec): 3 clusters Score: Raw -60938.316081 + Penalty 1474.989380 = -59463.326701 nChanged 12 SP:Iteration 9Q (275.774201 sec): 3 clusters Score: Raw -60955.780758 + Penalty 1474.989380 = -59480.791378 nChanged 14 SP:Iteration 10Q (275.787960 sec): 3 clusters Score: Raw -60965.863188 + Penalty 1474.989380 = -59490.873807 nChanged 7 SP:Iteration 11Q (275.800982 sec): 3 clusters Score: Raw -60971.116051 + Penalty 1474.989380 = -59496.126670 nChanged 1 SP:Iteration 12Q (275.813966 sec): 3 clusters Score: Raw -60972.176854 + Penalty 1474.989380 = -59497.187473 nChanged 0 SP:Iteration 13F (275.826844 sec): 3 clusters Score: Raw -60972.176854 + Penalty 1474.989380 = -59497.187473 nChanged 0 Trying to split cluster 3 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (275.846048 sec): 2 clusters Score: Raw -28386.505629 + Penalty 654.818807 = -27731.686822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (275.854236 sec): 3 clusters Score: Raw -28246.481858 + Penalty 1309.637614 = -26936.844244 nChanged 151 SP:Iteration 1F (275.862225 sec): 3 clusters Score: Raw -28372.611227 + Penalty 1309.637614 = -27062.973613 nChanged 44 SP:Iteration 2F (275.870186 sec): 3 clusters Score: Raw -28431.401085 + Penalty 1309.637614 = -27121.763471 nChanged 25 SP:Iteration 3Q (275.878162 sec): 3 clusters Score: Raw -28468.189680 + Penalty 1309.637614 = -27158.552066 nChanged 11 SP:Iteration 4Q (275.885701 sec): 3 clusters Score: Raw -28477.959831 + Penalty 1309.637614 = -27168.322217 nChanged 8 SP:Iteration 5Q (275.893356 sec): 3 clusters Score: Raw -28486.455145 + Penalty 1309.637614 = -27176.817531 nChanged 5 SP:Iteration 6Q (275.900993 sec): 3 clusters Score: Raw -28490.220418 + Penalty 1309.637614 = -27180.582804 nChanged 2 SP:Iteration 7Q (275.908665 sec): 3 clusters Score: Raw -28494.567542 + Penalty 1309.637614 = -27184.929928 nChanged 3 SP:Iteration 8Q (275.916273 sec): 3 clusters Score: Raw -28496.399105 + Penalty 1309.637614 = -27186.761491 nChanged 0 SP:Iteration 9F (275.923824 sec): 3 clusters Score: Raw -28496.399105 + Penalty 1309.637614 = -27186.761491 nChanged 0 Trying to split cluster 4 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (275.935243 sec): 2 clusters Score: Raw -4471.410263 + Penalty 530.905810 = -3940.504454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (276.072961 sec): 3 clusters Score: Raw -4575.825602 + Penalty 1061.811619 = -3514.013983 nChanged 32 SP:Iteration 1F (276.159531 sec): 3 clusters Score: Raw -4751.488930 + Penalty 1061.811619 = -3689.677311 nChanged 12 SP:Iteration 2F (276.272091 sec): 3 clusters Score: Raw -4891.766784 + Penalty 1061.811619 = -3829.955165 nChanged 4 SP:Iteration 3Q (276.383823 sec): 3 clusters Score: Raw -4915.328409 + Penalty 1061.811619 = -3853.516790 nChanged 2 SP:Iteration 4Q (276.475668 sec): 3 clusters Score: Raw -4919.827865 + Penalty 1061.811619 = -3858.016246 nChanged 0 SP:Iteration 5F (276.512513 sec): 3 clusters Score: Raw -4919.827865 + Penalty 1061.811619 = -3858.016246 nChanged 0 Trying to split cluster 5 (1872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (276.546712 sec): 2 clusters Score: Raw -99208.031645 + Penalty 791.150079 = -98416.881566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (276.567325 sec): 3 clusters Score: Raw -98355.484646 + Penalty 1582.300158 = -96773.184488 nChanged 702 SP:Iteration 1F (276.586824 sec): 3 clusters Score: Raw -98820.043423 + Penalty 1582.300158 = -97237.743265 nChanged 162 SP:Iteration 2F (276.608173 sec): 3 clusters Score: Raw -98974.821625 + Penalty 1582.300158 = -97392.521468 nChanged 153 SP:Iteration 3F (276.627669 sec): 3 clusters Score: Raw -99152.478661 + Penalty 1582.300158 = -97570.178503 nChanged 140 SP:Iteration 4F (276.647132 sec): 3 clusters Score: Raw -99323.339680 + Penalty 1582.300158 = -97741.039522 nChanged 108 SP:Iteration 5F (276.666370 sec): 3 clusters Score: Raw -99450.309658 + Penalty 1582.300158 = -97868.009500 nChanged 88 SP:Iteration 6Q (276.686137 sec): 3 clusters Score: Raw -99537.554257 + Penalty 1582.300158 = -97955.254099 nChanged 68 SP:Iteration 7Q (276.705768 sec): 3 clusters Score: Raw -99606.395864 + Penalty 1582.300158 = -98024.095706 nChanged 54 SP:Iteration 8Q (276.725772 sec): 3 clusters Score: Raw -99661.163650 + Penalty 1582.300158 = -98078.863492 nChanged 48 SP:Iteration 9Q (276.747466 sec): 3 clusters Score: Raw -99708.072239 + Penalty 1582.300158 = -98125.772082 nChanged 34 SP:Iteration 10Q (276.767248 sec): 3 clusters Score: Raw -99739.269253 + Penalty 1582.300158 = -98156.969095 nChanged 23 SP:Iteration 11Q (276.786417 sec): 3 clusters Score: Raw -99763.475137 + Penalty 1582.300158 = -98181.174979 nChanged 13 SP:Iteration 12Q (276.805733 sec): 3 clusters Score: Raw -99774.834988 + Penalty 1582.300158 = -98192.534830 nChanged 9 SP:Iteration 13Q (276.825079 sec): 3 clusters Score: Raw -99786.235641 + Penalty 1582.300158 = -98203.935483 nChanged 7 SP:Iteration 14Q (276.844136 sec): 3 clusters Score: Raw -99795.613162 + Penalty 1582.300158 = -98213.313004 nChanged 8 SP:Iteration 15Q (276.863115 sec): 3 clusters Score: Raw -99802.992271 + Penalty 1582.300158 = -98220.692113 nChanged 4 SP:Iteration 16Q (276.882181 sec): 3 clusters Score: Raw -99809.176731 + Penalty 1582.300158 = -98226.876573 nChanged 6 SP:Iteration 17Q (276.901226 sec): 3 clusters Score: Raw -99813.217557 + Penalty 1582.300158 = -98230.917399 nChanged 3 SP:Iteration 18Q (276.920200 sec): 3 clusters Score: Raw -99816.095730 + Penalty 1582.300158 = -98233.795572 nChanged 5 SP:Iteration 19Q (276.938877 sec): 3 clusters Score: Raw -99818.184197 + Penalty 1582.300158 = -98235.884039 nChanged 2 SP:Iteration 20F (276.957595 sec): 3 clusters Score: Raw -99820.643544 + Penalty 1582.300158 = -98238.343386 nChanged 6 SP:Iteration 21Q (276.976137 sec): 3 clusters Score: Raw -99823.412759 + Penalty 1582.300158 = -98241.112601 nChanged 0 SP:Iteration 22F (276.994812 sec): 3 clusters Score: Raw -99823.412759 + Penalty 1582.300158 = -98241.112601 nChanged 0 Trying to split cluster 6 (2686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (277.058399 sec): 2 clusters Score: Raw -155593.708096 + Penalty 829.059880 = -154764.648216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (277.193910 sec): 3 clusters Score: Raw -154245.813864 + Penalty 1658.119759 = -152587.694105 nChanged 1069 SP:Iteration 1F (277.324367 sec): 3 clusters Score: Raw -154894.385196 + Penalty 1658.119759 = -153236.265436 nChanged 219 SP:Iteration 2F (277.441434 sec): 3 clusters Score: Raw -155033.814722 + Penalty 1658.119759 = -153375.694963 nChanged 166 SP:Iteration 3F (277.545486 sec): 3 clusters Score: Raw -155132.159031 + Penalty 1658.119759 = -153474.039272 nChanged 131 SP:Iteration 4Q (277.651308 sec): 3 clusters Score: Raw -155201.409212 + Penalty 1658.119759 = -153543.289453 nChanged 102 SP:Iteration 5Q (277.768624 sec): 3 clusters Score: Raw -155248.717479 + Penalty 1658.119759 = -153590.597720 nChanged 77 SP:Iteration 6Q (277.886173 sec): 3 clusters Score: Raw -155289.878990 + Penalty 1658.119759 = -153631.759231 nChanged 73 SP:Iteration 7Q (278.003941 sec): 3 clusters Score: Raw -155330.328213 + Penalty 1658.119759 = -153672.208454 nChanged 73 SP:Iteration 8Q (278.093599 sec): 3 clusters Score: Raw -155368.394470 + Penalty 1658.119759 = -153710.274711 nChanged 62 SP:Iteration 9Q (278.122012 sec): 3 clusters Score: Raw -155408.278741 + Penalty 1658.119759 = -153750.158982 nChanged 63 SP:Iteration 10Q (278.150288 sec): 3 clusters Score: Raw -155446.247922 + Penalty 1658.119759 = -153788.128163 nChanged 66 SP:Iteration 11Q (278.178083 sec): 3 clusters Score: Raw -155488.204198 + Penalty 1658.119759 = -153830.084438 nChanged 64 SP:Iteration 12Q (278.205341 sec): 3 clusters Score: Raw -155520.324168 + Penalty 1658.119759 = -153862.204409 nChanged 57 SP:Iteration 13Q (278.232395 sec): 3 clusters Score: Raw -155554.871116 + Penalty 1658.119759 = -153896.751357 nChanged 53 SP:Iteration 14Q (278.259347 sec): 3 clusters Score: Raw -155583.817098 + Penalty 1658.119759 = -153925.697339 nChanged 44 SP:Iteration 15Q (278.286125 sec): 3 clusters Score: Raw -155604.533000 + Penalty 1658.119759 = -153946.413241 nChanged 35 SP:Iteration 16Q (278.312818 sec): 3 clusters Score: Raw -155622.627885 + Penalty 1658.119759 = -153964.508126 nChanged 37 SP:Iteration 17Q (278.339485 sec): 3 clusters Score: Raw -155637.634677 + Penalty 1658.119759 = -153979.514918 nChanged 23 SP:Iteration 18Q (278.366198 sec): 3 clusters Score: Raw -155646.256914 + Penalty 1658.119759 = -153988.137155 nChanged 23 SP:Iteration 19Q (278.392223 sec): 3 clusters Score: Raw -155654.666940 + Penalty 1658.119759 = -153996.547180 nChanged 18 SP:Iteration 20F (278.417920 sec): 3 clusters Score: Raw -155661.264246 + Penalty 1658.119759 = -154003.144487 nChanged 17 SP:Iteration 21Q (278.443983 sec): 3 clusters Score: Raw -155666.717366 + Penalty 1658.119759 = -154008.597607 nChanged 9 SP:Iteration 22Q (278.469987 sec): 3 clusters Score: Raw -155668.732518 + Penalty 1658.119759 = -154010.612759 nChanged 6 SP:Iteration 23Q (278.496131 sec): 3 clusters Score: Raw -155671.048298 + Penalty 1658.119759 = -154012.928539 nChanged 8 SP:Iteration 24Q (278.523981 sec): 3 clusters Score: Raw -155673.980035 + Penalty 1658.119759 = -154015.860276 nChanged 9 SP:Iteration 25Q (278.550185 sec): 3 clusters Score: Raw -155677.153812 + Penalty 1658.119759 = -154019.034052 nChanged 10 SP:Iteration 26Q (278.576203 sec): 3 clusters Score: Raw -155680.798883 + Penalty 1658.119759 = -154022.679123 nChanged 11 SP:Iteration 27Q (278.602096 sec): 3 clusters Score: Raw -155682.861598 + Penalty 1658.119759 = -154024.741838 nChanged 10 SP:Iteration 28Q (278.628972 sec): 3 clusters Score: Raw -155685.697607 + Penalty 1658.119759 = -154027.577848 nChanged 10 SP:Iteration 29Q (278.655031 sec): 3 clusters Score: Raw -155688.950980 + Penalty 1658.119759 = -154030.831221 nChanged 9 SP:Iteration 30Q (278.681103 sec): 3 clusters Score: Raw -155691.646550 + Penalty 1658.119759 = -154033.526790 nChanged 15 SP:Iteration 31Q (278.830627 sec): 3 clusters Score: Raw -155697.196688 + Penalty 1658.119759 = -154039.076928 nChanged 13 SP:Iteration 32Q (278.870621 sec): 3 clusters Score: Raw -155700.745441 + Penalty 1658.119759 = -154042.625682 nChanged 9 SP:Iteration 33Q (278.897253 sec): 3 clusters Score: Raw -155704.421482 + Penalty 1658.119759 = -154046.301722 nChanged 10 SP:Iteration 34Q (278.943001 sec): 3 clusters Score: Raw -155709.557173 + Penalty 1658.119759 = -154051.437414 nChanged 13 SP:Iteration 35Q (278.969229 sec): 3 clusters Score: Raw -155718.517029 + Penalty 1658.119759 = -154060.397270 nChanged 16 SP:Iteration 36Q (278.995315 sec): 3 clusters Score: Raw -155723.593898 + Penalty 1658.119759 = -154065.474139 nChanged 5 SP:Iteration 37Q (279.021411 sec): 3 clusters Score: Raw -155724.933489 + Penalty 1658.119759 = -154066.813730 nChanged 8 SP:Iteration 38Q (279.047450 sec): 3 clusters Score: Raw -155726.793338 + Penalty 1658.119759 = -154068.673579 nChanged 6 SP:Iteration 39Q (279.073631 sec): 3 clusters Score: Raw -155727.697659 + Penalty 1658.119759 = -154069.577900 nChanged 3 SP:Iteration 40F (279.101218 sec): 3 clusters Score: Raw -155728.163261 + Penalty 1658.119759 = -154070.043502 nChanged 4 SP:Iteration 41Q (279.127314 sec): 3 clusters Score: Raw -155728.956068 + Penalty 1658.119759 = -154070.836308 nChanged 2 SP:Iteration 42Q (279.153282 sec): 3 clusters Score: Raw -155729.512096 + Penalty 1658.119759 = -154071.392336 nChanged 4 SP:Iteration 43Q (279.179161 sec): 3 clusters Score: Raw -155730.091589 + Penalty 1658.119759 = -154071.971830 nChanged 1 SP:Iteration 44Q (279.205298 sec): 3 clusters Score: Raw -155730.176206 + Penalty 1658.119759 = -154072.056447 nChanged 0 SP:Iteration 45F (279.233937 sec): 3 clusters Score: Raw -155730.176206 + Penalty 1658.119759 = -154072.056447 nChanged 0 Trying to split cluster 7 (1720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (279.267011 sec): 2 clusters Score: Raw -77474.926186 + Penalty 782.258355 = -76692.667831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (279.285755 sec): 3 clusters Score: Raw -76700.574436 + Penalty 1564.516710 = -75136.057726 nChanged 635 SP:Iteration 1F (279.303616 sec): 3 clusters Score: Raw -77114.904391 + Penalty 1564.516710 = -75550.387682 nChanged 137 SP:Iteration 2F (279.324672 sec): 3 clusters Score: Raw -77226.931800 + Penalty 1564.516710 = -75662.415090 nChanged 105 SP:Iteration 3F (279.342479 sec): 3 clusters Score: Raw -77306.899283 + Penalty 1564.516710 = -75742.382574 nChanged 102 SP:Iteration 4F (279.360266 sec): 3 clusters Score: Raw -77397.136282 + Penalty 1564.516710 = -75832.619572 nChanged 81 SP:Iteration 5Q (279.378410 sec): 3 clusters Score: Raw -77477.427364 + Penalty 1564.516710 = -75912.910654 nChanged 80 SP:Iteration 6Q (279.396383 sec): 3 clusters Score: Raw -77576.019496 + Penalty 1564.516710 = -76011.502786 nChanged 73 SP:Iteration 7Q (279.414429 sec): 3 clusters Score: Raw -77663.731798 + Penalty 1564.516710 = -76099.215088 nChanged 66 SP:Iteration 8Q (279.432469 sec): 3 clusters Score: Raw -77730.165724 + Penalty 1564.516710 = -76165.649015 nChanged 61 SP:Iteration 9Q (279.450478 sec): 3 clusters Score: Raw -77778.212825 + Penalty 1564.516710 = -76213.696116 nChanged 38 SP:Iteration 10Q (279.468455 sec): 3 clusters Score: Raw -77805.582676 + Penalty 1564.516710 = -76241.065967 nChanged 29 SP:Iteration 11Q (279.486473 sec): 3 clusters Score: Raw -77828.668678 + Penalty 1564.516710 = -76264.151968 nChanged 25 SP:Iteration 12Q (279.504577 sec): 3 clusters Score: Raw -77848.488590 + Penalty 1564.516710 = -76283.971880 nChanged 27 SP:Iteration 13Q (279.522532 sec): 3 clusters Score: Raw -77879.522640 + Penalty 1564.516710 = -76315.005930 nChanged 27 SP:Iteration 14Q (279.540491 sec): 3 clusters Score: Raw -77893.483422 + Penalty 1564.516710 = -76328.966712 nChanged 16 SP:Iteration 15Q (279.653123 sec): 3 clusters Score: Raw -77901.368368 + Penalty 1564.516710 = -76336.851658 nChanged 6 SP:Iteration 16Q (279.741909 sec): 3 clusters Score: Raw -77903.972419 + Penalty 1564.516710 = -76339.455709 nChanged 7 SP:Iteration 17Q (279.760716 sec): 3 clusters Score: Raw -77906.876705 + Penalty 1564.516710 = -76342.359995 nChanged 5 SP:Iteration 18Q (279.778200 sec): 3 clusters Score: Raw -77908.287256 + Penalty 1564.516710 = -76343.770546 nChanged 0 SP:Iteration 19F (279.795854 sec): 3 clusters Score: Raw -77908.287256 + Penalty 1564.516710 = -76343.770546 nChanged 0 Trying to split cluster 8 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (279.825579 sec): 2 clusters Score: Raw -16062.080392 + Penalty 593.511364 = -15468.569028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (279.831620 sec): 3 clusters Score: Raw -16049.432481 + Penalty 1187.022728 = -14862.409753 nChanged 59 SP:Iteration 1F (279.837421 sec): 3 clusters Score: Raw -16159.783254 + Penalty 1187.022728 = -14972.760526 nChanged 23 SP:Iteration 2F (279.843142 sec): 3 clusters Score: Raw -16231.354868 + Penalty 1187.022728 = -15044.332140 nChanged 18 SP:Iteration 3F (279.848864 sec): 3 clusters Score: Raw -16292.668804 + Penalty 1187.022728 = -15105.646076 nChanged 9 SP:Iteration 4Q (279.854550 sec): 3 clusters Score: Raw -16316.405321 + Penalty 1187.022728 = -15129.382593 nChanged 7 SP:Iteration 5Q (279.860256 sec): 3 clusters Score: Raw -16330.180183 + Penalty 1187.022728 = -15143.157455 nChanged 2 SP:Iteration 6Q (279.865961 sec): 3 clusters Score: Raw -16334.588882 + Penalty 1187.022728 = -15147.566155 nChanged 1 SP:Iteration 7Q (279.871714 sec): 3 clusters Score: Raw -16340.479689 + Penalty 1187.022728 = -15153.456961 nChanged 0 SP:Iteration 8F (279.877422 sec): 3 clusters Score: Raw -16340.479689 + Penalty 1187.022728 = -15153.456961 nChanged 0 Trying to split cluster 9 (2004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (279.911351 sec): 2 clusters Score: Raw -114603.219417 + Penalty 798.304549 = -113804.914869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (279.932784 sec): 3 clusters Score: Raw -113640.305406 + Penalty 1596.609097 = -112043.696309 nChanged 757 SP:Iteration 1F (279.952921 sec): 3 clusters Score: Raw -114158.983516 + Penalty 1596.609097 = -112562.374419 nChanged 181 SP:Iteration 2F (279.972889 sec): 3 clusters Score: Raw -114330.175013 + Penalty 1596.609097 = -112733.565916 nChanged 131 SP:Iteration 3F (279.993058 sec): 3 clusters Score: Raw -114454.066662 + Penalty 1596.609097 = -112857.457565 nChanged 101 SP:Iteration 4F (280.013143 sec): 3 clusters Score: Raw -114548.848703 + Penalty 1596.609097 = -112952.239606 nChanged 87 SP:Iteration 5Q (280.033637 sec): 3 clusters Score: Raw -114634.789700 + Penalty 1596.609097 = -113038.180603 nChanged 90 SP:Iteration 6Q (280.053930 sec): 3 clusters Score: Raw -114706.078347 + Penalty 1596.609097 = -113109.469250 nChanged 72 SP:Iteration 7Q (280.074300 sec): 3 clusters Score: Raw -114757.911720 + Penalty 1596.609097 = -113161.302623 nChanged 58 SP:Iteration 8Q (280.094609 sec): 3 clusters Score: Raw -114788.909051 + Penalty 1596.609097 = -113192.299954 nChanged 46 SP:Iteration 9Q (280.198263 sec): 3 clusters Score: Raw -114812.767726 + Penalty 1596.609097 = -113216.158629 nChanged 41 SP:Iteration 10Q (280.312429 sec): 3 clusters Score: Raw -114830.314715 + Penalty 1596.609097 = -113233.705618 nChanged 41 SP:Iteration 11Q (280.426446 sec): 3 clusters Score: Raw -114849.610545 + Penalty 1596.609097 = -113253.001448 nChanged 39 SP:Iteration 12Q (280.540039 sec): 3 clusters Score: Raw -114872.105690 + Penalty 1596.609097 = -113275.496593 nChanged 31 SP:Iteration 13Q (280.655943 sec): 3 clusters Score: Raw -114886.054407 + Penalty 1596.609097 = -113289.445310 nChanged 33 SP:Iteration 14Q (280.793710 sec): 3 clusters Score: Raw -114900.508696 + Penalty 1596.609097 = -113303.899599 nChanged 29 SP:Iteration 15Q (280.892566 sec): 3 clusters Score: Raw -114911.811284 + Penalty 1596.609097 = -113315.202187 nChanged 23 SP:Iteration 16Q (281.000581 sec): 3 clusters Score: Raw -114921.345968 + Penalty 1596.609097 = -113324.736871 nChanged 25 SP:Iteration 17Q (281.021023 sec): 3 clusters Score: Raw -114933.706625 + Penalty 1596.609097 = -113337.097528 nChanged 26 SP:Iteration 18Q (281.041382 sec): 3 clusters Score: Raw -114944.809672 + Penalty 1596.609097 = -113348.200575 nChanged 26 SP:Iteration 19Q (281.061669 sec): 3 clusters Score: Raw -114952.872452 + Penalty 1596.609097 = -113356.263354 nChanged 16 SP:Iteration 20F (281.082461 sec): 3 clusters Score: Raw -114959.154802 + Penalty 1596.609097 = -113362.545705 nChanged 18 SP:Iteration 21Q (281.103218 sec): 3 clusters Score: Raw -114966.470973 + Penalty 1596.609097 = -113369.861876 nChanged 18 SP:Iteration 22Q (281.123893 sec): 3 clusters Score: Raw -114971.343372 + Penalty 1596.609097 = -113374.734275 nChanged 9 SP:Iteration 23Q (281.144635 sec): 3 clusters Score: Raw -114974.434542 + Penalty 1596.609097 = -113377.825444 nChanged 8 SP:Iteration 24Q (281.164360 sec): 3 clusters Score: Raw -114976.005839 + Penalty 1596.609097 = -113379.396742 nChanged 4 SP:Iteration 25Q (281.184661 sec): 3 clusters Score: Raw -114977.320997 + Penalty 1596.609097 = -113380.711900 nChanged 3 SP:Iteration 26Q (281.204853 sec): 3 clusters Score: Raw -114978.813945 + Penalty 1596.609097 = -113382.204848 nChanged 2 SP:Iteration 27Q (281.225016 sec): 3 clusters Score: Raw -114979.453550 + Penalty 1596.609097 = -113382.844453 nChanged 3 SP:Iteration 28Q (281.245180 sec): 3 clusters Score: Raw -114979.884676 + Penalty 1596.609097 = -113383.275579 nChanged 3 SP:Iteration 29Q (281.267239 sec): 3 clusters Score: Raw -114980.482254 + Penalty 1596.609097 = -113383.873157 nChanged 0 SP:Iteration 30F (281.287286 sec): 3 clusters Score: Raw -114980.482254 + Penalty 1596.609097 = -113383.873157 nChanged 0 Trying to split cluster 10 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (281.318821 sec): 2 clusters Score: Raw -44591.313533 + Penalty 733.976933 = -43857.336600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (281.332011 sec): 3 clusters Score: Raw -44212.256781 + Penalty 1467.953865 = -42744.302916 nChanged 390 SP:Iteration 1F (281.344519 sec): 3 clusters Score: Raw -44608.202551 + Penalty 1467.953865 = -43140.248686 nChanged 108 SP:Iteration 2F (281.357010 sec): 3 clusters Score: Raw -44749.657217 + Penalty 1467.953865 = -43281.703352 nChanged 78 SP:Iteration 3F (281.369447 sec): 3 clusters Score: Raw -44862.227520 + Penalty 1467.953865 = -43394.273655 nChanged 58 SP:Iteration 4F (281.381910 sec): 3 clusters Score: Raw -44939.879719 + Penalty 1467.953865 = -43471.925854 nChanged 38 SP:Iteration 5Q (281.394522 sec): 3 clusters Score: Raw -44985.966348 + Penalty 1467.953865 = -43518.012483 nChanged 40 SP:Iteration 6Q (281.407086 sec): 3 clusters Score: Raw -45027.033179 + Penalty 1467.953865 = -43559.079314 nChanged 27 SP:Iteration 7Q (281.419573 sec): 3 clusters Score: Raw -45040.924139 + Penalty 1467.953865 = -43572.970274 nChanged 13 SP:Iteration 8Q (281.432048 sec): 3 clusters Score: Raw -45046.344667 + Penalty 1467.953865 = -43578.390802 nChanged 17 SP:Iteration 9Q (281.444672 sec): 3 clusters Score: Raw -45057.715045 + Penalty 1467.953865 = -43589.761180 nChanged 20 SP:Iteration 10Q (281.457196 sec): 3 clusters Score: Raw -45075.168769 + Penalty 1467.953865 = -43607.214904 nChanged 16 SP:Iteration 11Q (281.469691 sec): 3 clusters Score: Raw -45085.940166 + Penalty 1467.953865 = -43617.986301 nChanged 9 SP:Iteration 12Q (281.482284 sec): 3 clusters Score: Raw -45090.284635 + Penalty 1467.953865 = -43622.330770 nChanged 6 SP:Iteration 13Q (281.597808 sec): 3 clusters Score: Raw -45092.916593 + Penalty 1467.953865 = -43624.962728 nChanged 6 SP:Iteration 14Q (281.725848 sec): 3 clusters Score: Raw -45094.797324 + Penalty 1467.953865 = -43626.843459 nChanged 1 SP:Iteration 15Q (281.729828 sec): 3 clusters Score: Raw -45095.723479 + Penalty 1467.953865 = -43627.769614 nChanged 2 SP:Iteration 16Q (281.742531 sec): 3 clusters Score: Raw -45096.159223 + Penalty 1467.953865 = -43628.205358 nChanged 0 SP:Iteration 17F (281.755168 sec): 3 clusters Score: Raw -45096.159223 + Penalty 1467.953865 = -43628.205358 nChanged 0 Trying to split cluster 11 (821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (281.783577 sec): 2 clusters Score: Raw -41738.172634 + Penalty 704.604926 = -41033.567707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (281.794491 sec): 3 clusters Score: Raw -41457.382552 + Penalty 1409.209853 = -40048.172699 nChanged 270 SP:Iteration 1F (281.804941 sec): 3 clusters Score: Raw -41779.132493 + Penalty 1409.209853 = -40369.922640 nChanged 84 SP:Iteration 2F (281.815452 sec): 3 clusters Score: Raw -41903.258426 + Penalty 1409.209853 = -40494.048573 nChanged 49 SP:Iteration 3F (281.825840 sec): 3 clusters Score: Raw -41987.530375 + Penalty 1409.209853 = -40578.320522 nChanged 33 SP:Iteration 4Q (281.836311 sec): 3 clusters Score: Raw -42049.507049 + Penalty 1409.209853 = -40640.297196 nChanged 36 SP:Iteration 5Q (281.846850 sec): 3 clusters Score: Raw -42104.664082 + Penalty 1409.209853 = -40695.454229 nChanged 25 SP:Iteration 6Q (281.857379 sec): 3 clusters Score: Raw -42153.656120 + Penalty 1409.209853 = -40744.446267 nChanged 17 SP:Iteration 7Q (281.896400 sec): 3 clusters Score: Raw -42185.301400 + Penalty 1409.209853 = -40776.091547 nChanged 13 SP:Iteration 8Q (281.906902 sec): 3 clusters Score: Raw -42200.191229 + Penalty 1409.209853 = -40790.981376 nChanged 10 SP:Iteration 9Q (281.917156 sec): 3 clusters Score: Raw -42209.901619 + Penalty 1409.209853 = -40800.691766 nChanged 7 SP:Iteration 10Q (281.927405 sec): 3 clusters Score: Raw -42218.621434 + Penalty 1409.209853 = -40809.411581 nChanged 2 SP:Iteration 11Q (281.937613 sec): 3 clusters Score: Raw -42220.622469 + Penalty 1409.209853 = -40811.412616 nChanged 1 SP:Iteration 12Q (281.947841 sec): 3 clusters Score: Raw -42221.335621 + Penalty 1409.209853 = -40812.125768 nChanged 2 SP:Iteration 13Q (281.958062 sec): 3 clusters Score: Raw -42223.070825 + Penalty 1409.209853 = -40813.860972 nChanged 0 SP:Iteration 14F (281.968235 sec): 3 clusters Score: Raw -42223.070825 + Penalty 1409.209853 = -40813.860972 nChanged 0 Trying to split cluster 12 (871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (281.990895 sec): 2 clusters Score: Raw -40021.884955 + Penalty 710.812408 = -39311.072547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (282.002085 sec): 3 clusters Score: Raw -39702.617605 + Penalty 1421.624815 = -38280.992790 nChanged 302 SP:Iteration 1F (282.012780 sec): 3 clusters Score: Raw -39979.594410 + Penalty 1421.624815 = -38557.969595 nChanged 76 SP:Iteration 2F (282.023373 sec): 3 clusters Score: Raw -40063.472063 + Penalty 1421.624815 = -38641.847248 nChanged 42 SP:Iteration 3Q (282.034374 sec): 3 clusters Score: Raw -40119.539522 + Penalty 1421.624815 = -38697.914706 nChanged 31 SP:Iteration 4Q (282.045199 sec): 3 clusters Score: Raw -40152.611915 + Penalty 1421.624815 = -38730.987100 nChanged 19 SP:Iteration 5Q (282.055999 sec): 3 clusters Score: Raw -40174.682986 + Penalty 1421.624815 = -38753.058171 nChanged 20 SP:Iteration 6Q (282.066745 sec): 3 clusters Score: Raw -40198.827165 + Penalty 1421.624815 = -38777.202350 nChanged 15 SP:Iteration 7Q (282.077560 sec): 3 clusters Score: Raw -40216.670468 + Penalty 1421.624815 = -38795.045653 nChanged 17 SP:Iteration 8Q (282.088356 sec): 3 clusters Score: Raw -40230.158767 + Penalty 1421.624815 = -38808.533952 nChanged 9 SP:Iteration 9Q (282.204673 sec): 3 clusters Score: Raw -40237.326226 + Penalty 1421.624815 = -38815.701410 nChanged 7 SP:Iteration 10Q (282.297922 sec): 3 clusters Score: Raw -40242.248172 + Penalty 1421.624815 = -38820.623357 nChanged 7 SP:Iteration 11Q (282.309019 sec): 3 clusters Score: Raw -40248.404566 + Penalty 1421.624815 = -38826.779751 nChanged 4 SP:Iteration 12Q (282.319950 sec): 3 clusters Score: Raw -40251.845988 + Penalty 1421.624815 = -38830.221173 nChanged 4 SP:Iteration 13Q (282.330905 sec): 3 clusters Score: Raw -40258.361987 + Penalty 1421.624815 = -38836.737172 nChanged 7 SP:Iteration 14Q (282.341805 sec): 3 clusters Score: Raw -40262.732257 + Penalty 1421.624815 = -38841.107442 nChanged 4 SP:Iteration 15Q (282.352847 sec): 3 clusters Score: Raw -40266.695843 + Penalty 1421.624815 = -38845.071027 nChanged 2 SP:Iteration 16Q (282.363976 sec): 3 clusters Score: Raw -40267.586286 + Penalty 1421.624815 = -38845.961471 nChanged 1 SP:Iteration 17Q (282.374978 sec): 3 clusters Score: Raw -40267.842015 + Penalty 1421.624815 = -38846.217200 nChanged 1 SP:Iteration 18Q (282.385952 sec): 3 clusters Score: Raw -40268.522454 + Penalty 1421.624815 = -38846.897639 nChanged 2 SP:Iteration 19Q (282.396891 sec): 3 clusters Score: Raw -40268.932025 + Penalty 1421.624815 = -38847.307210 nChanged 0 SP:Iteration 20F (282.407688 sec): 3 clusters Score: Raw -40268.932025 + Penalty 1421.624815 = -38847.307210 nChanged 0 Trying to split cluster 13 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (282.430737 sec): 2 clusters Score: Raw -51826.610405 + Penalty 714.717083 = -51111.893323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (282.442482 sec): 3 clusters Score: Raw -51481.324504 + Penalty 1429.434166 = -50051.890338 nChanged 313 SP:Iteration 1F (282.453502 sec): 3 clusters Score: Raw -51728.655128 + Penalty 1429.434166 = -50299.220963 nChanged 62 SP:Iteration 2F (282.464643 sec): 3 clusters Score: Raw -51780.556591 + Penalty 1429.434166 = -50351.122425 nChanged 33 SP:Iteration 3Q (282.476002 sec): 3 clusters Score: Raw -51810.968297 + Penalty 1429.434166 = -50381.534132 nChanged 29 SP:Iteration 4Q (282.487418 sec): 3 clusters Score: Raw -51835.515021 + Penalty 1429.434166 = -50406.080855 nChanged 15 SP:Iteration 5Q (282.498757 sec): 3 clusters Score: Raw -51848.420970 + Penalty 1429.434166 = -50418.986804 nChanged 15 SP:Iteration 6Q (282.510063 sec): 3 clusters Score: Raw -51863.390569 + Penalty 1429.434166 = -50433.956403 nChanged 12 SP:Iteration 7Q (282.521373 sec): 3 clusters Score: Raw -51872.755514 + Penalty 1429.434166 = -50443.321349 nChanged 9 SP:Iteration 8Q (282.532668 sec): 3 clusters Score: Raw -51878.834420 + Penalty 1429.434166 = -50449.400254 nChanged 8 SP:Iteration 9Q (282.544230 sec): 3 clusters Score: Raw -51888.132981 + Penalty 1429.434166 = -50458.698816 nChanged 6 SP:Iteration 10Q (282.555554 sec): 3 clusters Score: Raw -51893.900735 + Penalty 1429.434166 = -50464.466569 nChanged 5 SP:Iteration 11Q (282.566619 sec): 3 clusters Score: Raw -51896.932963 + Penalty 1429.434166 = -50467.498798 nChanged 4 SP:Iteration 12Q (282.577707 sec): 3 clusters Score: Raw -51899.117210 + Penalty 1429.434166 = -50469.683045 nChanged 5 SP:Iteration 13Q (282.588735 sec): 3 clusters Score: Raw -51902.817474 + Penalty 1429.434166 = -50473.383308 nChanged 4 SP:Iteration 14Q (282.682795 sec): 3 clusters Score: Raw -51904.484228 + Penalty 1429.434166 = -50475.050063 nChanged 2 SP:Iteration 15Q (282.794178 sec): 3 clusters Score: Raw -51906.620177 + Penalty 1429.434166 = -50477.186011 nChanged 3 SP:Iteration 16Q (282.906410 sec): 3 clusters Score: Raw -51907.961404 + Penalty 1429.434166 = -50478.527239 nChanged 0 SP:Iteration 17F (282.955095 sec): 3 clusters Score: Raw -51907.961404 + Penalty 1429.434166 = -50478.527239 nChanged 0 Trying to split cluster 14 (1056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (283.014489 sec): 2 clusters Score: Raw -38358.039527 + Penalty 731.035564 = -37627.003964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (283.133602 sec): 3 clusters Score: Raw -37996.269078 + Penalty 1462.071127 = -36534.197950 nChanged 365 SP:Iteration 1F (283.154452 sec): 3 clusters Score: Raw -38356.951919 + Penalty 1462.071127 = -36894.880791 nChanged 104 SP:Iteration 2F (283.169823 sec): 3 clusters Score: Raw -38496.804258 + Penalty 1462.071127 = -37034.733131 nChanged 64 SP:Iteration 3F (283.185643 sec): 3 clusters Score: Raw -38552.162285 + Penalty 1462.071127 = -37090.091158 nChanged 41 SP:Iteration 4Q (283.198124 sec): 3 clusters Score: Raw -38589.765327 + Penalty 1462.071127 = -37127.694199 nChanged 24 SP:Iteration 5Q (283.210443 sec): 3 clusters Score: Raw -38605.666627 + Penalty 1462.071127 = -37143.595500 nChanged 14 SP:Iteration 6Q (283.222793 sec): 3 clusters Score: Raw -38616.028937 + Penalty 1462.071127 = -37153.957809 nChanged 8 SP:Iteration 7Q (283.235005 sec): 3 clusters Score: Raw -38622.084565 + Penalty 1462.071127 = -37160.013438 nChanged 7 SP:Iteration 8Q (283.247418 sec): 3 clusters Score: Raw -38628.760050 + Penalty 1462.071127 = -37166.688922 nChanged 12 SP:Iteration 9Q (283.259700 sec): 3 clusters Score: Raw -38641.080364 + Penalty 1462.071127 = -37179.009237 nChanged 8 SP:Iteration 10Q (283.271962 sec): 3 clusters Score: Raw -38649.824469 + Penalty 1462.071127 = -37187.753342 nChanged 12 SP:Iteration 11Q (283.284205 sec): 3 clusters Score: Raw -38658.461600 + Penalty 1462.071127 = -37196.390472 nChanged 6 SP:Iteration 12Q (283.296430 sec): 3 clusters Score: Raw -38663.196612 + Penalty 1462.071127 = -37201.125484 nChanged 8 SP:Iteration 13Q (283.308743 sec): 3 clusters Score: Raw -38668.710944 + Penalty 1462.071127 = -37206.639816 nChanged 2 SP:Iteration 14Q (283.321045 sec): 3 clusters Score: Raw -38669.695528 + Penalty 1462.071127 = -37207.624400 nChanged 1 SP:Iteration 15Q (283.333310 sec): 3 clusters Score: Raw -38670.434822 + Penalty 1462.071127 = -37208.363695 nChanged 0 SP:Iteration 16F (283.345400 sec): 3 clusters Score: Raw -38670.434822 + Penalty 1462.071127 = -37208.363695 nChanged 0 Trying to split cluster 15 (3680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (283.386601 sec): 2 clusters Score: Raw -214618.895940 + Penalty 862.120143 = -213756.775797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (283.422845 sec): 3 clusters Score: Raw -212665.234720 + Penalty 1724.240287 = -210940.994434 nChanged 1540 SP:Iteration 1F (283.457003 sec): 3 clusters Score: Raw -213506.931946 + Penalty 1724.240287 = -211782.691660 nChanged 267 SP:Iteration 2F (283.491115 sec): 3 clusters Score: Raw -213651.350130 + Penalty 1724.240287 = -211927.109843 nChanged 203 SP:Iteration 3F (283.527409 sec): 3 clusters Score: Raw -213756.688893 + Penalty 1724.240287 = -212032.448607 nChanged 173 SP:Iteration 4Q (283.564487 sec): 3 clusters Score: Raw -213859.581864 + Penalty 1724.240287 = -212135.341578 nChanged 186 SP:Iteration 5F (283.600509 sec): 3 clusters Score: Raw -213977.383552 + Penalty 1724.240287 = -212253.143266 nChanged 184 SP:Iteration 6Q (283.637534 sec): 3 clusters Score: Raw -214099.580683 + Penalty 1724.240287 = -212375.340397 nChanged 169 SP:Iteration 7Q (283.674427 sec): 3 clusters Score: Raw -214207.574816 + Penalty 1724.240287 = -212483.334529 nChanged 176 SP:Iteration 8Q (283.709171 sec): 3 clusters Score: Raw -214344.622053 + Penalty 1724.240287 = -212620.381766 nChanged 164 SP:Iteration 9Q (283.743740 sec): 3 clusters Score: Raw -214449.144621 + Penalty 1724.240287 = -212724.904334 nChanged 119 SP:Iteration 10Q (283.778418 sec): 3 clusters Score: Raw -214512.842192 + Penalty 1724.240287 = -212788.601905 nChanged 111 SP:Iteration 11Q (283.813077 sec): 3 clusters Score: Raw -214577.292352 + Penalty 1724.240287 = -212853.052065 nChanged 95 SP:Iteration 12Q (283.937894 sec): 3 clusters Score: Raw -214619.273247 + Penalty 1724.240287 = -212895.032961 nChanged 67 SP:Iteration 13Q (284.013249 sec): 3 clusters Score: Raw -214650.066113 + Penalty 1724.240287 = -212925.825827 nChanged 56 SP:Iteration 14Q (284.047744 sec): 3 clusters Score: Raw -214682.819439 + Penalty 1724.240287 = -212958.579152 nChanged 51 SP:Iteration 15Q (284.082069 sec): 3 clusters Score: Raw -214705.938731 + Penalty 1724.240287 = -212981.698445 nChanged 34 SP:Iteration 16Q (284.116201 sec): 3 clusters Score: Raw -214718.544082 + Penalty 1724.240287 = -212994.303796 nChanged 28 SP:Iteration 17Q (284.150684 sec): 3 clusters Score: Raw -214731.694882 + Penalty 1724.240287 = -213007.454596 nChanged 20 SP:Iteration 18Q (284.185009 sec): 3 clusters Score: Raw -214738.030592 + Penalty 1724.240287 = -213013.790305 nChanged 16 SP:Iteration 19Q (284.219282 sec): 3 clusters Score: Raw -214742.534345 + Penalty 1724.240287 = -213018.294058 nChanged 16 SP:Iteration 20F (284.252893 sec): 3 clusters Score: Raw -214748.253229 + Penalty 1724.240287 = -213024.012943 nChanged 9 SP:Iteration 21Q (284.287216 sec): 3 clusters Score: Raw -214751.602324 + Penalty 1724.240287 = -213027.362037 nChanged 10 SP:Iteration 22Q (284.321670 sec): 3 clusters Score: Raw -214754.907819 + Penalty 1724.240287 = -213030.667533 nChanged 12 SP:Iteration 23Q (284.356988 sec): 3 clusters Score: Raw -214759.389111 + Penalty 1724.240287 = -213035.148824 nChanged 8 SP:Iteration 24Q (284.391282 sec): 3 clusters Score: Raw -214762.313551 + Penalty 1724.240287 = -213038.073264 nChanged 3 SP:Iteration 25Q (284.425417 sec): 3 clusters Score: Raw -214763.312242 + Penalty 1724.240287 = -213039.071956 nChanged 4 SP:Iteration 26Q (284.459604 sec): 3 clusters Score: Raw -214764.463920 + Penalty 1724.240287 = -213040.223634 nChanged 4 SP:Iteration 27Q (284.493753 sec): 3 clusters Score: Raw -214766.518967 + Penalty 1724.240287 = -213042.278681 nChanged 2 SP:Iteration 28Q (284.527858 sec): 3 clusters Score: Raw -214767.119832 + Penalty 1724.240287 = -213042.879546 nChanged 4 SP:Iteration 29Q (284.561493 sec): 3 clusters Score: Raw -214768.283676 + Penalty 1724.240287 = -213044.043389 nChanged 7 SP:Iteration 30Q (284.595492 sec): 3 clusters Score: Raw -214770.990441 + Penalty 1724.240287 = -213046.750154 nChanged 4 SP:Iteration 31Q (284.629894 sec): 3 clusters Score: Raw -214772.423181 + Penalty 1724.240287 = -213048.182894 nChanged 5 SP:Iteration 32Q (284.664407 sec): 3 clusters Score: Raw -214775.650622 + Penalty 1724.240287 = -213051.410335 nChanged 8 SP:Iteration 33Q (284.699214 sec): 3 clusters Score: Raw -214778.130937 + Penalty 1724.240287 = -213053.890650 nChanged 5 SP:Iteration 34Q (284.733574 sec): 3 clusters Score: Raw -214780.239190 + Penalty 1724.240287 = -213055.998904 nChanged 7 SP:Iteration 35Q (284.767731 sec): 3 clusters Score: Raw -214781.636053 + Penalty 1724.240287 = -213057.395766 nChanged 3 SP:Iteration 36Q (284.801932 sec): 3 clusters Score: Raw -214782.849536 + Penalty 1724.240287 = -213058.609250 nChanged 6 SP:Iteration 37Q (284.836170 sec): 3 clusters Score: Raw -214784.541321 + Penalty 1724.240287 = -213060.301034 nChanged 3 SP:Iteration 38Q (284.870130 sec): 3 clusters Score: Raw -214785.010541 + Penalty 1724.240287 = -213060.770255 nChanged 1 SP:Iteration 39Q (284.904273 sec): 3 clusters Score: Raw -214785.216745 + Penalty 1724.240287 = -213060.976458 nChanged 1 SP:Iteration 40F (284.937834 sec): 3 clusters Score: Raw -214785.461315 + Penalty 1724.240287 = -213061.221028 nChanged 1 SP:Iteration 41Q (284.971994 sec): 3 clusters Score: Raw -214785.626314 + Penalty 1724.240287 = -213061.386027 nChanged 2 SP:Iteration 42Q (285.006118 sec): 3 clusters Score: Raw -214786.227161 + Penalty 1724.240287 = -213061.986875 nChanged 1 SP:Iteration 43Q (285.127844 sec): 3 clusters Score: Raw -214786.340947 + Penalty 1724.240287 = -213062.100660 nChanged 1 SP:Iteration 44Q (285.245198 sec): 3 clusters Score: Raw -214786.868934 + Penalty 1724.240287 = -213062.628647 nChanged 3 SP:Iteration 45Q (285.342603 sec): 3 clusters Score: Raw -214788.091806 + Penalty 1724.240287 = -213063.851519 nChanged 3 SP:Iteration 46Q (285.379421 sec): 3 clusters Score: Raw -214789.216141 + Penalty 1724.240287 = -213064.975854 nChanged 4 SP:Iteration 47Q (285.413519 sec): 3 clusters Score: Raw -214789.926314 + Penalty 1724.240287 = -213065.686028 nChanged 3 SP:Iteration 48Q (285.447750 sec): 3 clusters Score: Raw -214790.711360 + Penalty 1724.240287 = -213066.471074 nChanged 1 SP:Iteration 49Q (285.481773 sec): 3 clusters Score: Raw -214790.885802 + Penalty 1724.240287 = -213066.645515 nChanged 1 SP:Iteration 50Q (285.516100 sec): 3 clusters Score: Raw -214791.485466 + Penalty 1724.240287 = -213067.245179 nChanged 2 SP:Iteration 51Q (285.550112 sec): 3 clusters Score: Raw -214791.905921 + Penalty 1724.240287 = -213067.665635 nChanged 2 SP:Iteration 52Q (285.584260 sec): 3 clusters Score: Raw -214792.367054 + Penalty 1724.240287 = -213068.126768 nChanged 2 SP:Iteration 53Q (285.618313 sec): 3 clusters Score: Raw -214792.996438 + Penalty 1724.240287 = -213068.756151 nChanged 2 SP:Iteration 54Q (285.652417 sec): 3 clusters Score: Raw -214794.108521 + Penalty 1724.240287 = -213069.868234 nChanged 0 SP:Iteration 55F (285.685970 sec): 3 clusters Score: Raw -214794.108521 + Penalty 1724.240287 = -213069.868234 nChanged 0 Trying to split cluster 16 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (285.717550 sec): 2 clusters Score: Raw -25349.963145 + Penalty 645.589171 = -24704.373974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (285.725346 sec): 3 clusters Score: Raw -25227.125005 + Penalty 1291.178342 = -23935.946663 nChanged 128 SP:Iteration 1F (285.732657 sec): 3 clusters Score: Raw -25368.663789 + Penalty 1291.178342 = -24077.485447 nChanged 33 SP:Iteration 2F (285.740235 sec): 3 clusters Score: Raw -25409.276789 + Penalty 1291.178342 = -24118.098447 nChanged 14 SP:Iteration 3Q (285.747555 sec): 3 clusters Score: Raw -25420.317858 + Penalty 1291.178342 = -24129.139516 nChanged 9 SP:Iteration 4Q (285.754863 sec): 3 clusters Score: Raw -25430.876378 + Penalty 1291.178342 = -24139.698036 nChanged 6 SP:Iteration 5Q (285.762231 sec): 3 clusters Score: Raw -25444.229489 + Penalty 1291.178342 = -24153.051146 nChanged 1 SP:Iteration 6Q (285.769534 sec): 3 clusters Score: Raw -25448.246146 + Penalty 1291.178342 = -24157.067804 nChanged 4 SP:Iteration 7Q (285.776858 sec): 3 clusters Score: Raw -25457.415228 + Penalty 1291.178342 = -24166.236886 nChanged 6 SP:Iteration 8Q (285.784161 sec): 3 clusters Score: Raw -25463.951266 + Penalty 1291.178342 = -24172.772924 nChanged 4 SP:Iteration 9Q (285.791516 sec): 3 clusters Score: Raw -25467.571847 + Penalty 1291.178342 = -24176.393505 nChanged 1 SP:Iteration 10Q (285.798840 sec): 3 clusters Score: Raw -25469.213292 + Penalty 1291.178342 = -24178.034950 nChanged 1 SP:Iteration 11Q (285.806101 sec): 3 clusters Score: Raw -25469.587627 + Penalty 1291.178342 = -24178.409285 nChanged 1 SP:Iteration 12Q (285.813423 sec): 3 clusters Score: Raw -25474.627159 + Penalty 1291.178342 = -24183.448817 nChanged 3 SP:Iteration 13Q (285.820670 sec): 3 clusters Score: Raw -25481.426113 + Penalty 1291.178342 = -24190.247771 nChanged 2 SP:Iteration 14Q (285.828016 sec): 3 clusters Score: Raw -25482.838924 + Penalty 1291.178342 = -24191.660582 nChanged 1 SP:Iteration 15Q (285.835331 sec): 3 clusters Score: Raw -25483.373233 + Penalty 1291.178342 = -24192.194891 nChanged 0 SP:Iteration 16F (285.842520 sec): 3 clusters Score: Raw -25487.057246 + Penalty 1291.178342 = -24195.878904 nChanged 1 SP:Iteration 17Q (285.849784 sec): 3 clusters Score: Raw -25491.702683 + Penalty 1291.178342 = -24200.524341 nChanged 2 SP:Iteration 18Q (285.970870 sec): 3 clusters Score: Raw -25494.496925 + Penalty 1291.178342 = -24203.318582 nChanged 4 SP:Iteration 19Q (286.079881 sec): 3 clusters Score: Raw -25505.869221 + Penalty 1291.178342 = -24214.690879 nChanged 6 SP:Iteration 20F (286.088091 sec): 3 clusters Score: Raw -25514.445858 + Penalty 1291.178342 = -24223.267516 nChanged 3 SP:Iteration 21Q (286.096136 sec): 3 clusters Score: Raw -25517.751432 + Penalty 1291.178342 = -24226.573090 nChanged 1 SP:Iteration 22Q (286.104138 sec): 3 clusters Score: Raw -25518.035705 + Penalty 1291.178342 = -24226.857363 nChanged 0 SP:Iteration 23F (286.112097 sec): 3 clusters Score: Raw -25518.035705 + Penalty 1291.178342 = -24226.857363 nChanged 0 Trying to split cluster 17 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.127425 sec): 2 clusters Score: Raw -7620.764679 + Penalty 539.258836 = -7081.505843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.132950 sec): 3 clusters Score: Raw -8000.636174 + Penalty 1078.517672 = -6922.118502 nChanged 50 SP:Iteration 1F (286.138227 sec): 3 clusters Score: Raw -8348.974585 + Penalty 1078.517672 = -7270.456913 nChanged 9 SP:Iteration 2F (286.143493 sec): 3 clusters Score: Raw -8419.664565 + Penalty 1078.517672 = -7341.146894 nChanged 6 SP:Iteration 3Q (286.148664 sec): 3 clusters Score: Raw -8505.690008 + Penalty 1078.517672 = -7427.172336 nChanged 2 SP:Iteration 4Q (286.153822 sec): 3 clusters Score: Raw -8542.508271 + Penalty 1078.517672 = -7463.990599 nChanged 1 SP:Iteration 5Q (286.158982 sec): 3 clusters Score: Raw -8560.450482 + Penalty 1078.517672 = -7481.932810 nChanged 0 SP:Iteration 6F (286.164236 sec): 3 clusters Score: Raw -8560.450482 + Penalty 1078.517672 = -7481.932810 nChanged 0 Score: Raw -1028840.772320 + Penalty 19815.943196 = -1009024.829125 Splitting cluster 17 changes total score from -1009128.087700 to -1009024.829125 So it's not getting split. Trying to split cluster 18 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.694764 sec): 2 clusters Score: Raw -35861.159939 + Penalty 678.289968 = -35182.869971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.703988 sec): 3 clusters Score: Raw -35642.892110 + Penalty 1356.579935 = -34286.312175 nChanged 189 SP:Iteration 1F (286.712841 sec): 3 clusters Score: Raw -35804.540358 + Penalty 1356.579935 = -34447.960423 nChanged 49 SP:Iteration 2F (286.721584 sec): 3 clusters Score: Raw -35860.120666 + Penalty 1356.579935 = -34503.540730 nChanged 30 SP:Iteration 3Q (286.730486 sec): 3 clusters Score: Raw -35890.560441 + Penalty 1356.579935 = -34533.980505 nChanged 18 SP:Iteration 4Q (286.739311 sec): 3 clusters Score: Raw -35904.733026 + Penalty 1356.579935 = -34548.153091 nChanged 6 SP:Iteration 5Q (286.748145 sec): 3 clusters Score: Raw -35911.159372 + Penalty 1356.579935 = -34554.579436 nChanged 10 SP:Iteration 6Q (286.756966 sec): 3 clusters Score: Raw -35927.122894 + Penalty 1356.579935 = -34570.542958 nChanged 14 SP:Iteration 7Q (286.765766 sec): 3 clusters Score: Raw -35938.434131 + Penalty 1356.579935 = -34581.854195 nChanged 4 SP:Iteration 8Q (286.774671 sec): 3 clusters Score: Raw -35942.003142 + Penalty 1356.579935 = -34585.423207 nChanged 2 SP:Iteration 9Q (286.783457 sec): 3 clusters Score: Raw -35944.156255 + Penalty 1356.579935 = -34587.576320 nChanged 2 SP:Iteration 10Q (286.792216 sec): 3 clusters Score: Raw -35945.396190 + Penalty 1356.579935 = -34588.816255 nChanged 0 SP:Iteration 11F (286.800835 sec): 3 clusters Score: Raw -35945.396190 + Penalty 1356.579935 = -34588.816255 nChanged 0 Time taken for this iteration:130.947545 seconds. 4->19 Clusters: Score -1009128.087700, best is -1009977.175533 Starting from 5 clusters... ------ Clustering full data set of 20595 points ------ SP: Assigned 5 initial classes randomly. Iteration 0F (287.036236 sec): 5 clusters Score: Raw -878261.966407 + Penalty 4171.777515 = -874090.188892 nChanged 15274 Iteration 1F (287.179522 sec): 5 clusters Score: Raw -964312.924335 + Penalty 4171.777515 = -960141.146820 nChanged 4588 Iteration 2F (287.335432 sec): 5 clusters Score: Raw -977506.372518 + Penalty 4171.777515 = -973334.595003 nChanged 1663 Iteration 3F (287.483121 sec): 5 clusters Score: Raw -980138.356505 + Penalty 4171.777515 = -975966.578990 nChanged 907 Iteration 4Q (287.804094 sec): 5 clusters Score: Raw -981350.090643 + Penalty 4171.777515 = -977178.313128 nChanged 620 Iteration 5Q (287.933339 sec): 5 clusters Score: Raw -981994.002810 + Penalty 4171.777515 = -977822.225296 nChanged 490 Iteration 6Q (288.069131 sec): 5 clusters Score: Raw -982431.458006 + Penalty 4171.777515 = -978259.680491 nChanged 379 Iteration 7Q (288.263619 sec): 5 clusters Score: Raw -982867.529083 + Penalty 4171.777515 = -978695.751568 nChanged 374 Iteration 8Q (288.380948 sec): 5 clusters Score: Raw -983481.922886 + Penalty 4171.777515 = -979310.145371 nChanged 390 Iteration 9Q (288.506917 sec): 5 clusters Score: Raw -984139.706389 + Penalty 4171.777515 = -979967.928874 nChanged 362 Iteration 10Q (288.636307 sec): 5 clusters Score: Raw -984540.636597 + Penalty 4171.777515 = -980368.859082 nChanged 358 Iteration 11Q (288.749462 sec): 5 clusters Score: Raw -984849.615674 + Penalty 4171.777515 = -980677.838159 nChanged 310 Iteration 12Q (288.885146 sec): 5 clusters Score: Raw -985108.975440 + Penalty 4171.777515 = -980937.197925 nChanged 324 Iteration 13Q (289.024597 sec): 5 clusters Score: Raw -985486.282325 + Penalty 4171.777515 = -981314.504811 nChanged 316 Iteration 14Q (289.202463 sec): 5 clusters Score: Raw -985802.603069 + Penalty 4171.777515 = -981630.825554 nChanged 238 Iteration 15Q (289.337034 sec): 5 clusters Score: Raw -985983.237703 + Penalty 4171.777515 = -981811.460189 nChanged 203 Iteration 16Q (289.508527 sec): 5 clusters Score: Raw -986074.284095 + Penalty 4171.777515 = -981902.506580 nChanged 154 Iteration 17Q (289.671868 sec): 5 clusters Score: Raw -986154.162900 + Penalty 4171.777515 = -981982.385385 nChanged 157 Iteration 18Q (289.780444 sec): 5 clusters Score: Raw -986228.872708 + Penalty 4171.777515 = -982057.095193 nChanged 158 Iteration 19Q (289.904316 sec): 5 clusters Score: Raw -986318.106585 + Penalty 4171.777515 = -982146.329070 nChanged 131 Writing temp clu file Because OldScore, -982057.095193, is greater than current (better) Score,-982146.329070 Compute initial score before splitting: Score: Raw -986318.106585 + Penalty 4171.777515 = -982146.329070 Trying to split cluster 1 (3162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (290.004975 sec): 2 clusters Score: Raw -152813.560097 + Penalty 846.190802 = -151967.369295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (290.187271 sec): 3 clusters Score: Raw -151182.512391 + Penalty 1692.381604 = -149490.130788 nChanged 1313 SP:Iteration 1F (290.306499 sec): 3 clusters Score: Raw -152803.647636 + Penalty 1692.381604 = -151111.266033 nChanged 451 SP:Iteration 2F (290.425692 sec): 3 clusters Score: Raw -153683.167703 + Penalty 1692.381604 = -151990.786099 nChanged 284 SP:Iteration 3F (290.546869 sec): 3 clusters Score: Raw -154055.272738 + Penalty 1692.381604 = -152362.891135 nChanged 167 SP:Iteration 4F (290.667204 sec): 3 clusters Score: Raw -154252.117418 + Penalty 1692.381604 = -152559.735814 nChanged 118 SP:Iteration 5Q (290.785909 sec): 3 clusters Score: Raw -154447.731041 + Penalty 1692.381604 = -152755.349437 nChanged 115 SP:Iteration 6Q (290.904210 sec): 3 clusters Score: Raw -154674.062274 + Penalty 1692.381604 = -152981.680670 nChanged 109 SP:Iteration 7Q (291.021604 sec): 3 clusters Score: Raw -154894.598525 + Penalty 1692.381604 = -153202.216922 nChanged 112 SP:Iteration 8Q (291.139414 sec): 3 clusters Score: Raw -155050.235046 + Penalty 1692.381604 = -153357.853442 nChanged 73 SP:Iteration 9Q (291.286375 sec): 3 clusters Score: Raw -155145.117185 + Penalty 1692.381604 = -153452.735582 nChanged 60 SP:Iteration 10Q (291.369253 sec): 3 clusters Score: Raw -155226.703881 + Penalty 1692.381604 = -153534.322278 nChanged 48 SP:Iteration 11Q (291.496189 sec): 3 clusters Score: Raw -155278.694810 + Penalty 1692.381604 = -153586.313207 nChanged 32 SP:Iteration 12Q (291.605630 sec): 3 clusters Score: Raw -155325.228244 + Penalty 1692.381604 = -153632.846641 nChanged 21 SP:Iteration 13Q (291.717312 sec): 3 clusters Score: Raw -155346.404276 + Penalty 1692.381604 = -153654.022672 nChanged 27 SP:Iteration 14Q (291.745413 sec): 3 clusters Score: Raw -155362.960805 + Penalty 1692.381604 = -153670.579201 nChanged 21 SP:Iteration 15Q (291.774790 sec): 3 clusters Score: Raw -155374.502999 + Penalty 1692.381604 = -153682.121395 nChanged 11 SP:Iteration 16Q (291.804395 sec): 3 clusters Score: Raw -155378.403760 + Penalty 1692.381604 = -153686.022156 nChanged 5 SP:Iteration 17Q (291.834287 sec): 3 clusters Score: Raw -155381.308421 + Penalty 1692.381604 = -153688.926818 nChanged 7 SP:Iteration 18Q (291.863555 sec): 3 clusters Score: Raw -155384.202592 + Penalty 1692.381604 = -153691.820989 nChanged 6 SP:Iteration 19Q (291.892712 sec): 3 clusters Score: Raw -155386.285800 + Penalty 1692.381604 = -153693.904196 nChanged 5 SP:Iteration 20F (291.922329 sec): 3 clusters Score: Raw -155390.931624 + Penalty 1692.381604 = -153698.550021 nChanged 5 SP:Iteration 21Q (291.951781 sec): 3 clusters Score: Raw -155392.905747 + Penalty 1692.381604 = -153700.524144 nChanged 4 SP:Iteration 22Q (291.981158 sec): 3 clusters Score: Raw -155393.912503 + Penalty 1692.381604 = -153701.530900 nChanged 4 SP:Iteration 23Q (292.010692 sec): 3 clusters Score: Raw -155394.575978 + Penalty 1692.381604 = -153702.194375 nChanged 3 SP:Iteration 24Q (292.040106 sec): 3 clusters Score: Raw -155395.072532 + Penalty 1692.381604 = -153702.690928 nChanged 3 SP:Iteration 25Q (292.071126 sec): 3 clusters Score: Raw -155396.207038 + Penalty 1692.381604 = -153703.825434 nChanged 4 SP:Iteration 26Q (292.100686 sec): 3 clusters Score: Raw -155397.730201 + Penalty 1692.381604 = -153705.348598 nChanged 4 SP:Iteration 27Q (292.130211 sec): 3 clusters Score: Raw -155398.897821 + Penalty 1692.381604 = -153706.516218 nChanged 3 SP:Iteration 28Q (292.159578 sec): 3 clusters Score: Raw -155399.978334 + Penalty 1692.381604 = -153707.596731 nChanged 5 SP:Iteration 29Q (292.188957 sec): 3 clusters Score: Raw -155402.265953 + Penalty 1692.381604 = -153709.884349 nChanged 6 SP:Iteration 30Q (292.218389 sec): 3 clusters Score: Raw -155404.730717 + Penalty 1692.381604 = -153712.349113 nChanged 6 SP:Iteration 31Q (292.247816 sec): 3 clusters Score: Raw -155406.027221 + Penalty 1692.381604 = -153713.645618 nChanged 3 SP:Iteration 32Q (292.277188 sec): 3 clusters Score: Raw -155407.261149 + Penalty 1692.381604 = -153714.879545 nChanged 6 SP:Iteration 33Q (292.306455 sec): 3 clusters Score: Raw -155408.987220 + Penalty 1692.381604 = -153716.605616 nChanged 3 SP:Iteration 34Q (292.335744 sec): 3 clusters Score: Raw -155409.389800 + Penalty 1692.381604 = -153717.008197 nChanged 0 SP:Iteration 35F (292.365452 sec): 3 clusters Score: Raw -155409.389800 + Penalty 1692.381604 = -153717.008197 nChanged 0 Score: Raw -988963.444425 + Penalty 5214.721894 = -983748.722531 Splitting cluster 1 changes total score from -982146.329070 to -983748.722531 So it's getting split into cluster 5. Trying to split cluster 2 (3722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (292.562716 sec): 2 clusters Score: Raw -172427.099591 + Penalty 863.311726 = -171563.787865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (292.600253 sec): 3 clusters Score: Raw -170458.221120 + Penalty 1726.623452 = -168731.597668 nChanged 1603 SP:Iteration 1F (292.719423 sec): 3 clusters Score: Raw -172170.267251 + Penalty 1726.623452 = -170443.643799 nChanged 483 SP:Iteration 2F (292.813173 sec): 3 clusters Score: Raw -172864.163948 + Penalty 1726.623452 = -171137.540496 nChanged 363 SP:Iteration 3F (292.847656 sec): 3 clusters Score: Raw -173343.441874 + Penalty 1726.623452 = -171616.818422 nChanged 270 SP:Iteration 4F (292.882305 sec): 3 clusters Score: Raw -173679.863803 + Penalty 1726.623452 = -171953.240351 nChanged 195 SP:Iteration 5F (292.915924 sec): 3 clusters Score: Raw -173882.113455 + Penalty 1726.623452 = -172155.490003 nChanged 140 SP:Iteration 6Q (292.951139 sec): 3 clusters Score: Raw -174015.008735 + Penalty 1726.623452 = -172288.385284 nChanged 101 SP:Iteration 7Q (292.985544 sec): 3 clusters Score: Raw -174092.545923 + Penalty 1726.623452 = -172365.922472 nChanged 63 SP:Iteration 8Q (293.020047 sec): 3 clusters Score: Raw -174137.499995 + Penalty 1726.623452 = -172410.876543 nChanged 56 SP:Iteration 9Q (293.054354 sec): 3 clusters Score: Raw -174179.301631 + Penalty 1726.623452 = -172452.678179 nChanged 50 SP:Iteration 10Q (293.088655 sec): 3 clusters Score: Raw -174212.254011 + Penalty 1726.623452 = -172485.630560 nChanged 46 SP:Iteration 11Q (293.122929 sec): 3 clusters Score: Raw -174238.368239 + Penalty 1726.623452 = -172511.744787 nChanged 29 SP:Iteration 12Q (293.157040 sec): 3 clusters Score: Raw -174251.840029 + Penalty 1726.623452 = -172525.216577 nChanged 32 SP:Iteration 13Q (293.191325 sec): 3 clusters Score: Raw -174267.358867 + Penalty 1726.623452 = -172540.735415 nChanged 28 SP:Iteration 14Q (293.225501 sec): 3 clusters Score: Raw -174276.769125 + Penalty 1726.623452 = -172550.145673 nChanged 18 SP:Iteration 15Q (293.259602 sec): 3 clusters Score: Raw -174285.467623 + Penalty 1726.623452 = -172558.844171 nChanged 28 SP:Iteration 16Q (293.294871 sec): 3 clusters Score: Raw -174298.600919 + Penalty 1726.623452 = -172571.977467 nChanged 27 SP:Iteration 17Q (293.329118 sec): 3 clusters Score: Raw -174316.039487 + Penalty 1726.623452 = -172589.416035 nChanged 23 SP:Iteration 18Q (293.363158 sec): 3 clusters Score: Raw -174338.374788 + Penalty 1726.623452 = -172611.751336 nChanged 31 SP:Iteration 19Q (293.397266 sec): 3 clusters Score: Raw -174381.360351 + Penalty 1726.623452 = -172654.736899 nChanged 33 SP:Iteration 20F (293.431608 sec): 3 clusters Score: Raw -174422.286245 + Penalty 1726.623452 = -172695.662793 nChanged 31 SP:Iteration 21Q (293.465710 sec): 3 clusters Score: Raw -174445.010451 + Penalty 1726.623452 = -172718.386999 nChanged 20 SP:Iteration 22Q (293.499743 sec): 3 clusters Score: Raw -174456.678381 + Penalty 1726.623452 = -172730.054929 nChanged 15 SP:Iteration 23Q (293.533804 sec): 3 clusters Score: Raw -174461.175733 + Penalty 1726.623452 = -172734.552281 nChanged 15 SP:Iteration 24Q (293.567926 sec): 3 clusters Score: Raw -174465.928011 + Penalty 1726.623452 = -172739.304560 nChanged 8 SP:Iteration 25Q (293.601940 sec): 3 clusters Score: Raw -174467.645604 + Penalty 1726.623452 = -172741.022152 nChanged 3 SP:Iteration 26Q (293.635759 sec): 3 clusters Score: Raw -174468.008222 + Penalty 1726.623452 = -172741.384770 nChanged 2 SP:Iteration 27Q (293.669585 sec): 3 clusters Score: Raw -174468.447249 + Penalty 1726.623452 = -172741.823798 nChanged 0 SP:Iteration 28F (293.709671 sec): 3 clusters Score: Raw -174468.447249 + Penalty 1726.623452 = -172741.823798 nChanged 0 Score: Raw -991004.792083 + Penalty 6257.666272 = -984747.125811 Splitting cluster 2 changes total score from -982146.329070 to -984747.125811 So it's getting split into cluster 6. Trying to split cluster 3 (10717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (293.955197 sec): 2 clusters Score: Raw -586204.346737 + Penalty 974.356587 = -585229.990150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (294.033019 sec): 3 clusters Score: Raw -579854.441533 + Penalty 1948.713174 = -577905.728359 nChanged 4876 SP:Iteration 1F (294.184470 sec): 3 clusters Score: Raw -583772.922202 + Penalty 1948.713174 = -581824.209028 nChanged 1364 SP:Iteration 2F (294.276386 sec): 3 clusters Score: Raw -585947.092923 + Penalty 1948.713174 = -583998.379748 nChanged 1376 SP:Iteration 3F (294.343029 sec): 3 clusters Score: Raw -588384.777666 + Penalty 1948.713174 = -586436.064492 nChanged 977 SP:Iteration 4F (294.400937 sec): 3 clusters Score: Raw -589830.394810 + Penalty 1948.713174 = -587881.681636 nChanged 532 SP:Iteration 5Q (294.460265 sec): 3 clusters Score: Raw -590423.694435 + Penalty 1948.713174 = -588474.981261 nChanged 283 SP:Iteration 6Q (294.530260 sec): 3 clusters Score: Raw -590635.334837 + Penalty 1948.713174 = -588686.621662 nChanged 185 SP:Iteration 7Q (294.600161 sec): 3 clusters Score: Raw -590776.000614 + Penalty 1948.713174 = -588827.287439 nChanged 133 SP:Iteration 8Q (294.680650 sec): 3 clusters Score: Raw -590908.852622 + Penalty 1948.713174 = -588960.139447 nChanged 141 SP:Iteration 9Q (294.740110 sec): 3 clusters Score: Raw -591106.007217 + Penalty 1948.713174 = -589157.294043 nChanged 133 SP:Iteration 10Q (294.799371 sec): 3 clusters Score: Raw -591267.257024 + Penalty 1948.713174 = -589318.543850 nChanged 117 SP:Iteration 11Q (294.886213 sec): 3 clusters Score: Raw -591374.076997 + Penalty 1948.713174 = -589425.363822 nChanged 100 SP:Iteration 12Q (294.949503 sec): 3 clusters Score: Raw -591448.417818 + Penalty 1948.713174 = -589499.704643 nChanged 99 SP:Iteration 13Q (295.012409 sec): 3 clusters Score: Raw -591515.151606 + Penalty 1948.713174 = -589566.438432 nChanged 109 SP:Iteration 14Q (295.074545 sec): 3 clusters Score: Raw -591587.470797 + Penalty 1948.713174 = -589638.757623 nChanged 85 SP:Iteration 15Q (295.137350 sec): 3 clusters Score: Raw -591642.777435 + Penalty 1948.713174 = -589694.064260 nChanged 72 SP:Iteration 16Q (295.200361 sec): 3 clusters Score: Raw -591695.913327 + Penalty 1948.713174 = -589747.200153 nChanged 63 SP:Iteration 17Q (295.262880 sec): 3 clusters Score: Raw -591760.102634 + Penalty 1948.713174 = -589811.389459 nChanged 69 SP:Iteration 18Q (295.325100 sec): 3 clusters Score: Raw -591855.112399 + Penalty 1948.713174 = -589906.399225 nChanged 60 SP:Iteration 19Q (295.385826 sec): 3 clusters Score: Raw -591951.375334 + Penalty 1948.713174 = -590002.662160 nChanged 55 SP:Iteration 20F (295.450643 sec): 3 clusters Score: Raw -592065.748744 + Penalty 1948.713174 = -590117.035570 nChanged 59 SP:Iteration 21Q (295.512272 sec): 3 clusters Score: Raw -592146.679953 + Penalty 1948.713174 = -590197.966779 nChanged 43 SP:Iteration 22Q (295.573405 sec): 3 clusters Score: Raw -592167.761575 + Penalty 1948.713174 = -590219.048400 nChanged 19 SP:Iteration 23Q (295.634092 sec): 3 clusters Score: Raw -592172.485682 + Penalty 1948.713174 = -590223.772507 nChanged 9 SP:Iteration 24Q (295.694691 sec): 3 clusters Score: Raw -592174.240873 + Penalty 1948.713174 = -590225.527699 nChanged 5 SP:Iteration 25Q (295.755100 sec): 3 clusters Score: Raw -592174.869970 + Penalty 1948.713174 = -590226.156796 nChanged 3 SP:Iteration 26Q (295.815707 sec): 3 clusters Score: Raw -592175.439941 + Penalty 1948.713174 = -590226.726767 nChanged 2 SP:Iteration 27Q (295.879066 sec): 3 clusters Score: Raw -592175.571004 + Penalty 1948.713174 = -590226.857829 nChanged 0 SP:Iteration 28F (295.944223 sec): 3 clusters Score: Raw -592175.571004 + Penalty 1948.713174 = -590226.857829 nChanged 0 Score: Raw -996976.016350 + Penalty 7300.610651 = -989675.405698 Splitting cluster 3 changes total score from -982146.329070 to -989675.405698 So it's getting split into cluster 7. Trying to split cluster 4 (2770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (296.218356 sec): 2 clusters Score: Raw -100781.697632 + Penalty 832.293273 = -99949.404359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (296.379564 sec): 3 clusters Score: Raw -99610.953551 + Penalty 1664.586546 = -97946.367005 nChanged 1209 SP:Iteration 1F (296.468419 sec): 3 clusters Score: Raw -102010.637470 + Penalty 1664.586546 = -100346.050924 nChanged 361 SP:Iteration 2F (296.530101 sec): 3 clusters Score: Raw -102609.926350 + Penalty 1664.586546 = -100945.339804 nChanged 159 SP:Iteration 3F (296.556563 sec): 3 clusters Score: Raw -102767.489637 + Penalty 1664.586546 = -101102.903091 nChanged 87 SP:Iteration 4Q (296.583084 sec): 3 clusters Score: Raw -102848.447373 + Penalty 1664.586546 = -101183.860828 nChanged 64 SP:Iteration 5Q (296.609592 sec): 3 clusters Score: Raw -102901.190609 + Penalty 1664.586546 = -101236.604063 nChanged 45 SP:Iteration 6Q (296.635955 sec): 3 clusters Score: Raw -102945.349776 + Penalty 1664.586546 = -101280.763230 nChanged 35 SP:Iteration 7Q (296.662296 sec): 3 clusters Score: Raw -102975.913774 + Penalty 1664.586546 = -101311.327228 nChanged 30 SP:Iteration 8Q (296.688627 sec): 3 clusters Score: Raw -102992.446333 + Penalty 1664.586546 = -101327.859787 nChanged 16 SP:Iteration 9Q (296.714860 sec): 3 clusters Score: Raw -102998.635436 + Penalty 1664.586546 = -101334.048890 nChanged 13 SP:Iteration 10Q (296.741169 sec): 3 clusters Score: Raw -103003.636609 + Penalty 1664.586546 = -101339.050063 nChanged 13 SP:Iteration 11Q (296.767427 sec): 3 clusters Score: Raw -103007.506774 + Penalty 1664.586546 = -101342.920228 nChanged 6 SP:Iteration 12Q (296.793668 sec): 3 clusters Score: Raw -103008.694676 + Penalty 1664.586546 = -101344.108130 nChanged 3 SP:Iteration 13Q (296.819968 sec): 3 clusters Score: Raw -103009.638705 + Penalty 1664.586546 = -101345.052159 nChanged 2 SP:Iteration 14Q (296.846300 sec): 3 clusters Score: Raw -103010.169543 + Penalty 1664.586546 = -101345.582997 nChanged 7 SP:Iteration 15Q (296.872569 sec): 3 clusters Score: Raw -103012.629585 + Penalty 1664.586546 = -101348.043040 nChanged 1 SP:Iteration 16Q (296.898774 sec): 3 clusters Score: Raw -103013.020193 + Penalty 1664.586546 = -101348.433647 nChanged 2 SP:Iteration 17Q (296.925072 sec): 3 clusters Score: Raw -103013.393025 + Penalty 1664.586546 = -101348.806479 nChanged 2 SP:Iteration 18Q (296.951325 sec): 3 clusters Score: Raw -103013.837647 + Penalty 1664.586546 = -101349.251102 nChanged 0 SP:Iteration 19F (296.977686 sec): 3 clusters Score: Raw -103013.837647 + Penalty 1664.586546 = -101349.251102 nChanged 0 Score: Raw -999208.156365 + Penalty 8343.555030 = -990864.601336 Splitting cluster 4 changes total score from -982146.329070 to -990864.601336 So it's getting split into cluster 8. Iteration 20F (297.480919 sec): 9 clusters Score: Raw -1000769.774192 + Penalty 8343.555030 = -992426.219163 nChanged 1167 Iteration 21F (297.723039 sec): 9 clusters Score: Raw -1001873.158890 + Penalty 8343.555030 = -993529.603861 nChanged 538 Iteration 22Q (297.915080 sec): 9 clusters Score: Raw -1002544.635419 + Penalty 8343.555030 = -994201.080389 nChanged 414 Iteration 23Q (298.083798 sec): 9 clusters Score: Raw -1002876.237673 + Penalty 8343.555030 = -994532.682644 nChanged 271 Iteration 24Q (298.279391 sec): 9 clusters Score: Raw -1003051.595362 + Penalty 8343.555030 = -994708.040332 nChanged 192 Iteration 25Q (298.469077 sec): 9 clusters Score: Raw -1003154.225785 + Penalty 8343.555030 = -994810.670755 nChanged 151 Iteration 26Q (298.651531 sec): 9 clusters Score: Raw -1003230.239013 + Penalty 8343.555030 = -994886.683984 nChanged 115 Iteration 27Q (298.900743 sec): 9 clusters Score: Raw -1003281.454314 + Penalty 8343.555030 = -994937.899284 nChanged 101 Iteration 28Q (299.095524 sec): 9 clusters Score: Raw -1003319.974553 + Penalty 8343.555030 = -994976.419523 nChanged 78 Iteration 29Q (299.321534 sec): 9 clusters Score: Raw -1003356.154749 + Penalty 8343.555030 = -995012.599719 nChanged 92 Iteration 30Q (299.488980 sec): 9 clusters Score: Raw -1003403.678513 + Penalty 8343.555030 = -995060.123483 nChanged 80 Iteration 31Q (299.810236 sec): 9 clusters Score: Raw -1003444.380277 + Penalty 8343.555030 = -995100.825247 nChanged 70 Iteration 32Q (299.991336 sec): 9 clusters Score: Raw -1003479.108734 + Penalty 8343.555030 = -995135.553705 nChanged 70 Iteration 33Q (300.177016 sec): 9 clusters Score: Raw -1003507.430234 + Penalty 8343.555030 = -995163.875204 nChanged 66 Iteration 34Q (300.359679 sec): 9 clusters Score: Raw -1003533.731369 + Penalty 8343.555030 = -995190.176339 nChanged 47 Iteration 35Q (300.558834 sec): 9 clusters Score: Raw -1003553.040754 + Penalty 8343.555030 = -995209.485724 nChanged 44 Iteration 36Q (300.732847 sec): 9 clusters Score: Raw -1003571.613775 + Penalty 8343.555030 = -995228.058746 nChanged 37 Iteration 37Q (300.895740 sec): 9 clusters Score: Raw -1003587.327632 + Penalty 8343.555030 = -995243.772602 nChanged 31 Iteration 38Q (301.089444 sec): 9 clusters Score: Raw -1003598.916341 + Penalty 8343.555030 = -995255.361312 nChanged 22 Iteration 39Q (301.276349 sec): 9 clusters Score: Raw -1003605.359760 + Penalty 8343.555030 = -995261.804730 nChanged 23 Iteration 40F (301.524542 sec): 9 clusters Score: Raw -1003940.400698 + Penalty 8343.555030 = -995596.845668 nChanged 79 Iteration 41Q (301.697897 sec): 9 clusters Score: Raw -1004309.366078 + Penalty 8343.555030 = -995965.811048 nChanged 94 Iteration 42Q (301.887443 sec): 9 clusters Score: Raw -1004483.420958 + Penalty 8343.555030 = -996139.865928 nChanged 83 Iteration 43Q (302.067010 sec): 9 clusters Score: Raw -1004551.594845 + Penalty 8343.555030 = -996208.039816 nChanged 70 Iteration 44Q (302.232704 sec): 9 clusters Score: Raw -1004605.012356 + Penalty 8343.555030 = -996261.457326 nChanged 63 Iteration 45Q (302.425765 sec): 9 clusters Score: Raw -1004657.128337 + Penalty 8343.555030 = -996313.573307 nChanged 62 Iteration 46Q (302.613614 sec): 9 clusters Score: Raw -1004707.188629 + Penalty 8343.555030 = -996363.633599 nChanged 60 Iteration 47Q (302.795563 sec): 9 clusters Score: Raw -1004743.116542 + Penalty 8343.555030 = -996399.561512 nChanged 58 Iteration 48Q (302.958967 sec): 9 clusters Score: Raw -1004771.126906 + Penalty 8343.555030 = -996427.571876 nChanged 51 Iteration 49Q (303.152064 sec): 9 clusters Score: Raw -1004802.556009 + Penalty 8343.555030 = -996459.000979 nChanged 54 Iteration 50Q (303.336685 sec): 9 clusters Score: Raw -1004829.999217 + Penalty 8343.555030 = -996486.444187 nChanged 44 Iteration 51Q (303.516206 sec): 9 clusters Score: Raw -1004843.208607 + Penalty 8343.555030 = -996499.653577 nChanged 30 Iteration 52Q (303.678472 sec): 9 clusters Score: Raw -1004853.275976 + Penalty 8343.555030 = -996509.720947 nChanged 20 Iteration 53Q (303.865612 sec): 9 clusters Score: Raw -1004859.461222 + Penalty 8343.555030 = -996515.906193 nChanged 24 Iteration 54Q (304.051461 sec): 9 clusters Score: Raw -1004866.531201 + Penalty 8343.555030 = -996522.976171 nChanged 20 Iteration 55Q (304.233381 sec): 9 clusters Score: Raw -1004871.813981 + Penalty 8343.555030 = -996528.258952 nChanged 19 Iteration 56Q (304.416156 sec): 9 clusters Score: Raw -1004875.855771 + Penalty 8343.555030 = -996532.300742 nChanged 14 Iteration 57Q (304.596830 sec): 9 clusters Score: Raw -1004878.434192 + Penalty 8343.555030 = -996534.879162 nChanged 15 Iteration 58Q (304.785619 sec): 9 clusters Score: Raw -1004880.799603 + Penalty 8343.555030 = -996537.244573 nChanged 11 Writing temp clu file Because OldScore, -996534.879162, is greater than current (better) Score,-996537.244573 Compute initial score before splitting: Score: Raw -1004880.799603 + Penalty 8343.555030 = -996537.244573 Trying to split cluster 1 (1484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (304.835363 sec): 2 clusters Score: Raw -66479.082895 + Penalty 766.762124 = -65712.320771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (304.853926 sec): 3 clusters Score: Raw -65838.710001 + Penalty 1533.524249 = -64305.185752 nChanged 545 SP:Iteration 1F (304.983247 sec): 3 clusters Score: Raw -66281.929063 + Penalty 1533.524249 = -64748.404814 nChanged 148 SP:Iteration 2F (305.098772 sec): 3 clusters Score: Raw -66507.566206 + Penalty 1533.524249 = -64974.041957 nChanged 127 SP:Iteration 3F (305.155504 sec): 3 clusters Score: Raw -66671.596858 + Penalty 1533.524249 = -65138.072609 nChanged 97 SP:Iteration 4F (305.172123 sec): 3 clusters Score: Raw -66783.867528 + Penalty 1533.524249 = -65250.343279 nChanged 77 SP:Iteration 5F (305.188670 sec): 3 clusters Score: Raw -66862.266333 + Penalty 1533.524249 = -65328.742084 nChanged 46 SP:Iteration 6Q (305.205494 sec): 3 clusters Score: Raw -66902.022578 + Penalty 1533.524249 = -65368.498329 nChanged 39 SP:Iteration 7Q (305.222013 sec): 3 clusters Score: Raw -66943.025335 + Penalty 1533.524249 = -65409.501086 nChanged 42 SP:Iteration 8Q (305.238392 sec): 3 clusters Score: Raw -66979.956923 + Penalty 1533.524249 = -65446.432674 nChanged 31 SP:Iteration 9Q (305.254727 sec): 3 clusters Score: Raw -67004.129704 + Penalty 1533.524249 = -65470.605455 nChanged 22 SP:Iteration 10Q (305.270956 sec): 3 clusters Score: Raw -67017.562698 + Penalty 1533.524249 = -65484.038449 nChanged 11 SP:Iteration 11Q (305.293991 sec): 3 clusters Score: Raw -67023.512894 + Penalty 1533.524249 = -65489.988645 nChanged 7 SP:Iteration 12Q (305.310305 sec): 3 clusters Score: Raw -67028.798495 + Penalty 1533.524249 = -65495.274246 nChanged 7 SP:Iteration 13Q (305.327978 sec): 3 clusters Score: Raw -67032.185962 + Penalty 1533.524249 = -65498.661713 nChanged 5 SP:Iteration 14Q (305.344320 sec): 3 clusters Score: Raw -67034.214992 + Penalty 1533.524249 = -65500.690743 nChanged 0 SP:Iteration 15F (305.360579 sec): 3 clusters Score: Raw -67034.214992 + Penalty 1533.524249 = -65500.690743 nChanged 0 Trying to split cluster 2 (1591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (305.392817 sec): 2 clusters Score: Raw -80850.688693 + Penalty 774.072393 = -80076.616300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (305.410822 sec): 3 clusters Score: Raw -80139.522272 + Penalty 1548.144786 = -78591.377486 nChanged 596 SP:Iteration 1F (305.427681 sec): 3 clusters Score: Raw -80732.622804 + Penalty 1548.144786 = -79184.478018 nChanged 204 SP:Iteration 2F (305.444447 sec): 3 clusters Score: Raw -81092.023032 + Penalty 1548.144786 = -79543.878247 nChanged 164 SP:Iteration 3F (305.461248 sec): 3 clusters Score: Raw -81498.685840 + Penalty 1548.144786 = -79950.541054 nChanged 145 SP:Iteration 4F (305.478033 sec): 3 clusters Score: Raw -81860.741497 + Penalty 1548.144786 = -80312.596711 nChanged 79 SP:Iteration 5Q (305.494805 sec): 3 clusters Score: Raw -82027.663626 + Penalty 1548.144786 = -80479.518840 nChanged 43 SP:Iteration 6Q (305.511669 sec): 3 clusters Score: Raw -82085.525112 + Penalty 1548.144786 = -80537.380326 nChanged 18 SP:Iteration 7Q (305.528017 sec): 3 clusters Score: Raw -82104.407058 + Penalty 1548.144786 = -80556.262272 nChanged 11 SP:Iteration 8Q (305.544313 sec): 3 clusters Score: Raw -82112.115099 + Penalty 1548.144786 = -80563.970313 nChanged 3 SP:Iteration 9Q (305.560523 sec): 3 clusters Score: Raw -82113.394944 + Penalty 1548.144786 = -80565.250159 nChanged 1 SP:Iteration 10Q (305.576731 sec): 3 clusters Score: Raw -82114.003776 + Penalty 1548.144786 = -80565.858991 nChanged 1 SP:Iteration 11Q (305.592962 sec): 3 clusters Score: Raw -82114.743804 + Penalty 1548.144786 = -80566.599018 nChanged 1 SP:Iteration 12Q (305.609193 sec): 3 clusters Score: Raw -82115.341061 + Penalty 1548.144786 = -80567.196276 nChanged 3 SP:Iteration 13Q (305.625339 sec): 3 clusters Score: Raw -82117.007950 + Penalty 1548.144786 = -80568.863164 nChanged 3 SP:Iteration 14Q (305.641547 sec): 3 clusters Score: Raw -82119.832480 + Penalty 1548.144786 = -80571.687694 nChanged 6 SP:Iteration 15Q (305.751330 sec): 3 clusters Score: Raw -82125.830088 + Penalty 1548.144786 = -80577.685302 nChanged 5 SP:Iteration 16Q (305.852480 sec): 3 clusters Score: Raw -82131.760542 + Penalty 1548.144786 = -80583.615756 nChanged 5 SP:Iteration 17Q (305.970029 sec): 3 clusters Score: Raw -82136.694631 + Penalty 1548.144786 = -80588.549845 nChanged 4 SP:Iteration 18Q (306.084454 sec): 3 clusters Score: Raw -82144.109498 + Penalty 1548.144786 = -80595.964712 nChanged 5 SP:Iteration 19Q (306.194631 sec): 3 clusters Score: Raw -82148.957034 + Penalty 1548.144786 = -80600.812248 nChanged 3 SP:Iteration 20F (306.213079 sec): 3 clusters Score: Raw -82150.844424 + Penalty 1548.144786 = -80602.699638 nChanged 3 SP:Iteration 21Q (306.229259 sec): 3 clusters Score: Raw -82153.066575 + Penalty 1548.144786 = -80604.921789 nChanged 3 SP:Iteration 22Q (306.245560 sec): 3 clusters Score: Raw -82156.329599 + Penalty 1548.144786 = -80608.184813 nChanged 3 SP:Iteration 23Q (306.263957 sec): 3 clusters Score: Raw -82159.571529 + Penalty 1548.144786 = -80611.426743 nChanged 1 SP:Iteration 24Q (306.282119 sec): 3 clusters Score: Raw -82160.820462 + Penalty 1548.144786 = -80612.675676 nChanged 3 SP:Iteration 25Q (306.300260 sec): 3 clusters Score: Raw -82163.131138 + Penalty 1548.144786 = -80614.986352 nChanged 2 SP:Iteration 26Q (306.318522 sec): 3 clusters Score: Raw -82164.675392 + Penalty 1548.144786 = -80616.530606 nChanged 2 SP:Iteration 27Q (306.336669 sec): 3 clusters Score: Raw -82166.110670 + Penalty 1548.144786 = -80617.965884 nChanged 1 SP:Iteration 28Q (306.354801 sec): 3 clusters Score: Raw -82168.004999 + Penalty 1548.144786 = -80619.860213 nChanged 1 SP:Iteration 29Q (306.373096 sec): 3 clusters Score: Raw -82168.626247 + Penalty 1548.144786 = -80620.481461 nChanged 2 SP:Iteration 30Q (306.389154 sec): 3 clusters Score: Raw -82170.394701 + Penalty 1548.144786 = -80622.249915 nChanged 1 SP:Iteration 31Q (306.405125 sec): 3 clusters Score: Raw -82170.914674 + Penalty 1548.144786 = -80622.769888 nChanged 1 SP:Iteration 32Q (306.421064 sec): 3 clusters Score: Raw -82171.513529 + Penalty 1548.144786 = -80623.368743 nChanged 0 SP:Iteration 33F (306.437661 sec): 3 clusters Score: Raw -82171.513529 + Penalty 1548.144786 = -80623.368743 nChanged 0 Score: Raw -1006202.785917 + Penalty 9386.499408 = -996816.286508 Splitting cluster 2 changes total score from -996537.244573 to -996816.286508 So it's getting split into cluster 9. Trying to split cluster 3 (2952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (306.741438 sec): 2 clusters Score: Raw -162517.640549 + Penalty 838.975010 = -161678.665539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (306.775961 sec): 3 clusters Score: Raw -161028.060138 + Penalty 1677.950019 = -159350.110119 nChanged 1224 SP:Iteration 1F (306.803960 sec): 3 clusters Score: Raw -161917.427930 + Penalty 1677.950019 = -160239.477911 nChanged 334 SP:Iteration 2F (306.831839 sec): 3 clusters Score: Raw -162447.666801 + Penalty 1677.950019 = -160769.716782 nChanged 284 SP:Iteration 3F (306.860666 sec): 3 clusters Score: Raw -162881.989896 + Penalty 1677.950019 = -161204.039877 nChanged 209 SP:Iteration 4F (306.889377 sec): 3 clusters Score: Raw -163111.958950 + Penalty 1677.950019 = -161434.008931 nChanged 144 SP:Iteration 5Q (306.918598 sec): 3 clusters Score: Raw -163218.773613 + Penalty 1677.950019 = -161540.823594 nChanged 107 SP:Iteration 6Q (306.948328 sec): 3 clusters Score: Raw -163284.487022 + Penalty 1677.950019 = -161606.537003 nChanged 73 SP:Iteration 7Q (306.977123 sec): 3 clusters Score: Raw -163325.975678 + Penalty 1677.950019 = -161648.025659 nChanged 58 SP:Iteration 8Q (307.005830 sec): 3 clusters Score: Raw -163351.625211 + Penalty 1677.950019 = -161673.675192 nChanged 39 SP:Iteration 9Q (307.034702 sec): 3 clusters Score: Raw -163368.980942 + Penalty 1677.950019 = -161691.030923 nChanged 28 SP:Iteration 10Q (307.152974 sec): 3 clusters Score: Raw -163384.893933 + Penalty 1677.950019 = -161706.943914 nChanged 32 SP:Iteration 11Q (307.304825 sec): 3 clusters Score: Raw -163405.924115 + Penalty 1677.950019 = -161727.974096 nChanged 33 SP:Iteration 12Q (307.337469 sec): 3 clusters Score: Raw -163435.442808 + Penalty 1677.950019 = -161757.492789 nChanged 40 SP:Iteration 13Q (307.365801 sec): 3 clusters Score: Raw -163467.618166 + Penalty 1677.950019 = -161789.668147 nChanged 48 SP:Iteration 14Q (307.393824 sec): 3 clusters Score: Raw -163507.940522 + Penalty 1677.950019 = -161829.990503 nChanged 33 SP:Iteration 15Q (307.421788 sec): 3 clusters Score: Raw -163524.000314 + Penalty 1677.950019 = -161846.050295 nChanged 20 SP:Iteration 16Q (307.450043 sec): 3 clusters Score: Raw -163531.633904 + Penalty 1677.950019 = -161853.683885 nChanged 21 SP:Iteration 17Q (307.478118 sec): 3 clusters Score: Raw -163537.344319 + Penalty 1677.950019 = -161859.394300 nChanged 11 SP:Iteration 18Q (307.506306 sec): 3 clusters Score: Raw -163541.921312 + Penalty 1677.950019 = -161863.971293 nChanged 9 SP:Iteration 19Q (307.534301 sec): 3 clusters Score: Raw -163544.669762 + Penalty 1677.950019 = -161866.719743 nChanged 3 SP:Iteration 20F (307.562246 sec): 3 clusters Score: Raw -163547.264542 + Penalty 1677.950019 = -161869.314523 nChanged 5 SP:Iteration 21Q (307.590245 sec): 3 clusters Score: Raw -163549.469390 + Penalty 1677.950019 = -161871.519371 nChanged 8 SP:Iteration 22Q (307.618211 sec): 3 clusters Score: Raw -163551.788028 + Penalty 1677.950019 = -161873.838009 nChanged 6 SP:Iteration 23Q (307.646226 sec): 3 clusters Score: Raw -163553.771615 + Penalty 1677.950019 = -161875.821596 nChanged 3 SP:Iteration 24Q (307.674114 sec): 3 clusters Score: Raw -163554.489016 + Penalty 1677.950019 = -161876.538997 nChanged 1 SP:Iteration 25Q (307.702207 sec): 3 clusters Score: Raw -163554.626822 + Penalty 1677.950019 = -161876.676803 nChanged 1 SP:Iteration 26Q (307.730221 sec): 3 clusters Score: Raw -163554.831401 + Penalty 1677.950019 = -161876.881382 nChanged 1 SP:Iteration 27Q (307.758431 sec): 3 clusters Score: Raw -163554.914586 + Penalty 1677.950019 = -161876.964567 nChanged 0 SP:Iteration 28F (307.786242 sec): 3 clusters Score: Raw -163554.914586 + Penalty 1677.950019 = -161876.964567 nChanged 0 Score: Raw -1007240.059954 + Penalty 10429.443787 = -996810.616166 Splitting cluster 3 changes total score from -996537.244573 to -996810.616166 So it's getting split into cluster 10. Trying to split cluster 4 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.110885 sec): 2 clusters Score: Raw -8537.993354 + Penalty 587.834306 = -7950.159048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.116851 sec): 3 clusters Score: Raw -8577.360416 + Penalty 1175.668611 = -7401.691805 nChanged 78 SP:Iteration 1F (308.122638 sec): 3 clusters Score: Raw -8836.504998 + Penalty 1175.668611 = -7660.836387 nChanged 25 SP:Iteration 2F (308.128212 sec): 3 clusters Score: Raw -8980.096339 + Penalty 1175.668611 = -7804.427728 nChanged 4 SP:Iteration 3Q (308.133759 sec): 3 clusters Score: Raw -8995.728823 + Penalty 1175.668611 = -7820.060212 nChanged 1 SP:Iteration 4Q (308.139360 sec): 3 clusters Score: Raw -9005.127580 + Penalty 1175.668611 = -7829.458968 nChanged 0 SP:Iteration 5F (308.144947 sec): 3 clusters Score: Raw -9005.127580 + Penalty 1175.668611 = -7829.458968 nChanged 0 Trying to split cluster 5 (1933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.179267 sec): 2 clusters Score: Raw -100242.165757 + Penalty 794.516990 = -99447.648766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.199918 sec): 3 clusters Score: Raw -99361.049773 + Penalty 1589.033981 = -97772.015792 nChanged 712 SP:Iteration 1F (308.219473 sec): 3 clusters Score: Raw -99884.633396 + Penalty 1589.033981 = -98295.599415 nChanged 190 SP:Iteration 2F (308.340518 sec): 3 clusters Score: Raw -100064.453671 + Penalty 1589.033981 = -98475.419690 nChanged 135 SP:Iteration 3F (308.453995 sec): 3 clusters Score: Raw -100249.566560 + Penalty 1589.033981 = -98660.532579 nChanged 143 SP:Iteration 4F (308.476330 sec): 3 clusters Score: Raw -100506.318730 + Penalty 1589.033981 = -98917.284750 nChanged 151 SP:Iteration 5F (308.498626 sec): 3 clusters Score: Raw -100833.543659 + Penalty 1589.033981 = -99244.509678 nChanged 153 SP:Iteration 6F (308.521071 sec): 3 clusters Score: Raw -101138.500279 + Penalty 1589.033981 = -99549.466298 nChanged 107 SP:Iteration 7F (308.543517 sec): 3 clusters Score: Raw -101351.952607 + Penalty 1589.033981 = -99762.918626 nChanged 75 SP:Iteration 8Q (308.565180 sec): 3 clusters Score: Raw -101456.031207 + Penalty 1589.033981 = -99866.997227 nChanged 46 SP:Iteration 9Q (308.584326 sec): 3 clusters Score: Raw -101510.267624 + Penalty 1589.033981 = -99921.233644 nChanged 35 SP:Iteration 10Q (308.603407 sec): 3 clusters Score: Raw -101539.691457 + Penalty 1589.033981 = -99950.657476 nChanged 22 SP:Iteration 11Q (308.622573 sec): 3 clusters Score: Raw -101560.587765 + Penalty 1589.033981 = -99971.553784 nChanged 24 SP:Iteration 12Q (308.641600 sec): 3 clusters Score: Raw -101579.927006 + Penalty 1589.033981 = -99990.893025 nChanged 24 SP:Iteration 13Q (308.660794 sec): 3 clusters Score: Raw -101606.158683 + Penalty 1589.033981 = -100017.124702 nChanged 41 SP:Iteration 14Q (308.679896 sec): 3 clusters Score: Raw -101666.677037 + Penalty 1589.033981 = -100077.643056 nChanged 49 SP:Iteration 15Q (308.698857 sec): 3 clusters Score: Raw -101786.489502 + Penalty 1589.033981 = -100197.455522 nChanged 73 SP:Iteration 16Q (308.717699 sec): 3 clusters Score: Raw -102161.977634 + Penalty 1589.033981 = -100572.943653 nChanged 37 SP:Iteration 17Q (308.736354 sec): 3 clusters Score: Raw -102308.596707 + Penalty 1589.033981 = -100719.562726 nChanged 26 SP:Iteration 18Q (308.756100 sec): 3 clusters Score: Raw -102352.814283 + Penalty 1589.033981 = -100763.780303 nChanged 16 SP:Iteration 19Q (308.774657 sec): 3 clusters Score: Raw -102365.054645 + Penalty 1589.033981 = -100776.020664 nChanged 8 SP:Iteration 20F (308.793931 sec): 3 clusters Score: Raw -102369.076023 + Penalty 1589.033981 = -100780.042042 nChanged 1 SP:Iteration 21Q (308.812457 sec): 3 clusters Score: Raw -102369.691627 + Penalty 1589.033981 = -100780.657646 nChanged 0 SP:Iteration 22F (308.831632 sec): 3 clusters Score: Raw -102369.691627 + Penalty 1589.033981 = -100780.657646 nChanged 0 Score: Raw -1009367.585824 + Penalty 11472.388166 = -997895.197658 Splitting cluster 5 changes total score from -996537.244573 to -997895.197658 So it's getting split into cluster 11. Trying to split cluster 6 (2514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (309.184272 sec): 2 clusters Score: Raw -115866.006347 + Penalty 822.111191 = -115043.895156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (309.210167 sec): 3 clusters Score: Raw -114599.879372 + Penalty 1644.222382 = -112955.656990 nChanged 1057 SP:Iteration 1F (309.234990 sec): 3 clusters Score: Raw -115422.726990 + Penalty 1644.222382 = -113778.504608 nChanged 290 SP:Iteration 2F (309.259727 sec): 3 clusters Score: Raw -115749.626663 + Penalty 1644.222382 = -114105.404281 nChanged 207 SP:Iteration 3F (309.284348 sec): 3 clusters Score: Raw -116026.728525 + Penalty 1644.222382 = -114382.506143 nChanged 184 SP:Iteration 4F (309.309228 sec): 3 clusters Score: Raw -116234.718378 + Penalty 1644.222382 = -114590.495996 nChanged 168 SP:Iteration 5F (309.333995 sec): 3 clusters Score: Raw -116427.435317 + Penalty 1644.222382 = -114783.212936 nChanged 144 SP:Iteration 6F (309.358862 sec): 3 clusters Score: Raw -116574.804622 + Penalty 1644.222382 = -114930.582241 nChanged 115 SP:Iteration 7Q (309.462792 sec): 3 clusters Score: Raw -116681.560480 + Penalty 1644.222382 = -115037.338099 nChanged 81 SP:Iteration 8Q (309.582626 sec): 3 clusters Score: Raw -116762.367669 + Penalty 1644.222382 = -115118.145287 nChanged 68 SP:Iteration 9Q (309.701673 sec): 3 clusters Score: Raw -116813.414791 + Penalty 1644.222382 = -115169.192409 nChanged 40 SP:Iteration 10Q (309.725817 sec): 3 clusters Score: Raw -116837.948623 + Penalty 1644.222382 = -115193.726242 nChanged 33 SP:Iteration 11Q (309.750582 sec): 3 clusters Score: Raw -116857.408615 + Penalty 1644.222382 = -115213.186233 nChanged 21 SP:Iteration 12Q (309.775159 sec): 3 clusters Score: Raw -116869.488066 + Penalty 1644.222382 = -115225.265684 nChanged 15 SP:Iteration 13Q (309.799705 sec): 3 clusters Score: Raw -116876.822543 + Penalty 1644.222382 = -115232.600161 nChanged 12 SP:Iteration 14Q (309.824211 sec): 3 clusters Score: Raw -116885.830590 + Penalty 1644.222382 = -115241.608208 nChanged 14 SP:Iteration 15Q (309.848723 sec): 3 clusters Score: Raw -116894.689153 + Penalty 1644.222382 = -115250.466771 nChanged 13 SP:Iteration 16Q (309.873265 sec): 3 clusters Score: Raw -116898.959604 + Penalty 1644.222382 = -115254.737223 nChanged 6 SP:Iteration 17Q (309.897786 sec): 3 clusters Score: Raw -116900.787258 + Penalty 1644.222382 = -115256.564876 nChanged 5 SP:Iteration 18Q (309.922299 sec): 3 clusters Score: Raw -116901.916041 + Penalty 1644.222382 = -115257.693660 nChanged 5 SP:Iteration 19Q (309.946752 sec): 3 clusters Score: Raw -116903.988091 + Penalty 1644.222382 = -115259.765709 nChanged 8 SP:Iteration 20F (309.971163 sec): 3 clusters Score: Raw -116906.586279 + Penalty 1644.222382 = -115262.363897 nChanged 5 SP:Iteration 21Q (309.995668 sec): 3 clusters Score: Raw -116908.369835 + Penalty 1644.222382 = -115264.147454 nChanged 2 SP:Iteration 22Q (310.019963 sec): 3 clusters Score: Raw -116908.922917 + Penalty 1644.222382 = -115264.700535 nChanged 5 SP:Iteration 23Q (310.044271 sec): 3 clusters Score: Raw -116910.050230 + Penalty 1644.222382 = -115265.827848 nChanged 4 SP:Iteration 24Q (310.068830 sec): 3 clusters Score: Raw -116910.857277 + Penalty 1644.222382 = -115266.634896 nChanged 1 SP:Iteration 25Q (310.093187 sec): 3 clusters Score: Raw -116911.466172 + Penalty 1644.222382 = -115267.243790 nChanged 1 SP:Iteration 26Q (310.117548 sec): 3 clusters Score: Raw -116911.651658 + Penalty 1644.222382 = -115267.429276 nChanged 0 SP:Iteration 27F (310.141947 sec): 3 clusters Score: Raw -116911.651658 + Penalty 1644.222382 = -115267.429276 nChanged 0 Score: Raw -1010413.231135 + Penalty 12515.332545 = -997897.898591 Splitting cluster 6 changes total score from -996537.244573 to -997897.898591 So it's getting split into cluster 12. Trying to split cluster 7 (7732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (310.536006 sec): 2 clusters Score: Raw -434342.018503 + Penalty 940.077898 = -433401.940605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (310.608235 sec): 3 clusters Score: Raw -429904.314104 + Penalty 1880.155796 = -428024.158308 nChanged 3451 SP:Iteration 1F (310.682527 sec): 3 clusters Score: Raw -432285.393323 + Penalty 1880.155796 = -430405.237527 nChanged 730 SP:Iteration 2F (310.735643 sec): 3 clusters Score: Raw -432956.007837 + Penalty 1880.155796 = -431075.852041 nChanged 678 SP:Iteration 3F (310.788379 sec): 3 clusters Score: Raw -433625.964985 + Penalty 1880.155796 = -431745.809188 nChanged 603 SP:Iteration 4F (310.840118 sec): 3 clusters Score: Raw -434178.873358 + Penalty 1880.155796 = -432298.717561 nChanged 456 SP:Iteration 5F (310.897220 sec): 3 clusters Score: Raw -434463.537582 + Penalty 1880.155796 = -432583.381785 nChanged 314 SP:Iteration 6Q (310.955973 sec): 3 clusters Score: Raw -434603.829753 + Penalty 1880.155796 = -432723.673957 nChanged 215 SP:Iteration 7Q (311.013543 sec): 3 clusters Score: Raw -434703.878555 + Penalty 1880.155796 = -432823.722759 nChanged 173 SP:Iteration 8Q (311.129828 sec): 3 clusters Score: Raw -434787.257706 + Penalty 1880.155796 = -432907.101910 nChanged 173 SP:Iteration 9Q (311.210593 sec): 3 clusters Score: Raw -434879.795905 + Penalty 1880.155796 = -432999.640109 nChanged 154 SP:Iteration 10Q (311.274872 sec): 3 clusters Score: Raw -434965.052148 + Penalty 1880.155796 = -433084.896351 nChanged 133 SP:Iteration 11Q (311.333184 sec): 3 clusters Score: Raw -435042.416664 + Penalty 1880.155796 = -433162.260867 nChanged 139 SP:Iteration 12Q (311.384341 sec): 3 clusters Score: Raw -435151.769881 + Penalty 1880.155796 = -433271.614084 nChanged 128 SP:Iteration 13Q (311.435209 sec): 3 clusters Score: Raw -435262.485253 + Penalty 1880.155796 = -433382.329457 nChanged 116 SP:Iteration 14Q (311.486110 sec): 3 clusters Score: Raw -435354.049189 + Penalty 1880.155796 = -433473.893393 nChanged 95 SP:Iteration 15Q (311.562241 sec): 3 clusters Score: Raw -435423.883251 + Penalty 1880.155796 = -433543.727454 nChanged 93 SP:Iteration 16Q (311.620405 sec): 3 clusters Score: Raw -435468.169968 + Penalty 1880.155796 = -433588.014171 nChanged 78 SP:Iteration 17Q (311.673995 sec): 3 clusters Score: Raw -435510.610894 + Penalty 1880.155796 = -433630.455098 nChanged 59 SP:Iteration 18Q (311.726710 sec): 3 clusters Score: Raw -435537.482714 + Penalty 1880.155796 = -433657.326917 nChanged 43 SP:Iteration 19Q (311.778621 sec): 3 clusters Score: Raw -435556.460533 + Penalty 1880.155796 = -433676.304736 nChanged 32 SP:Iteration 20F (311.831712 sec): 3 clusters Score: Raw -435567.124826 + Penalty 1880.155796 = -433686.969029 nChanged 22 SP:Iteration 21Q (311.884133 sec): 3 clusters Score: Raw -435573.041804 + Penalty 1880.155796 = -433692.886008 nChanged 11 SP:Iteration 22Q (311.936948 sec): 3 clusters Score: Raw -435575.256206 + Penalty 1880.155796 = -433695.100409 nChanged 8 SP:Iteration 23Q (312.061627 sec): 3 clusters Score: Raw -435577.384587 + Penalty 1880.155796 = -433697.228790 nChanged 8 SP:Iteration 24Q (312.192187 sec): 3 clusters Score: Raw -435578.722569 + Penalty 1880.155796 = -433698.566772 nChanged 5 SP:Iteration 25Q (312.244299 sec): 3 clusters Score: Raw -435580.086825 + Penalty 1880.155796 = -433699.931029 nChanged 10 SP:Iteration 26Q (312.297582 sec): 3 clusters Score: Raw -435582.299296 + Penalty 1880.155796 = -433702.143500 nChanged 8 SP:Iteration 27Q (312.348222 sec): 3 clusters Score: Raw -435584.347033 + Penalty 1880.155796 = -433704.191237 nChanged 14 SP:Iteration 28Q (312.399024 sec): 3 clusters Score: Raw -435589.006064 + Penalty 1880.155796 = -433708.850268 nChanged 15 SP:Iteration 29Q (312.449186 sec): 3 clusters Score: Raw -435593.381970 + Penalty 1880.155796 = -433713.226174 nChanged 16 SP:Iteration 30Q (312.500188 sec): 3 clusters Score: Raw -435597.759618 + Penalty 1880.155796 = -433717.603821 nChanged 17 SP:Iteration 31Q (312.555774 sec): 3 clusters Score: Raw -435605.580453 + Penalty 1880.155796 = -433725.424657 nChanged 22 SP:Iteration 32Q (312.611014 sec): 3 clusters Score: Raw -435614.824630 + Penalty 1880.155796 = -433734.668834 nChanged 23 SP:Iteration 33Q (312.662050 sec): 3 clusters Score: Raw -435623.320691 + Penalty 1880.155796 = -433743.164895 nChanged 25 SP:Iteration 34Q (312.712821 sec): 3 clusters Score: Raw -435631.625336 + Penalty 1880.155796 = -433751.469540 nChanged 18 SP:Iteration 35Q (312.763114 sec): 3 clusters Score: Raw -435637.376228 + Penalty 1880.155796 = -433757.220431 nChanged 15 SP:Iteration 36Q (312.817397 sec): 3 clusters Score: Raw -435641.501475 + Penalty 1880.155796 = -433761.345678 nChanged 12 SP:Iteration 37Q (312.871738 sec): 3 clusters Score: Raw -435645.340443 + Penalty 1880.155796 = -433765.184647 nChanged 16 SP:Iteration 38Q (312.925711 sec): 3 clusters Score: Raw -435651.131131 + Penalty 1880.155796 = -433770.975334 nChanged 14 SP:Iteration 39Q (312.977373 sec): 3 clusters Score: Raw -435658.342568 + Penalty 1880.155796 = -433778.186771 nChanged 20 SP:Iteration 40F (313.124058 sec): 3 clusters Score: Raw -435667.553306 + Penalty 1880.155796 = -433787.397510 nChanged 24 SP:Iteration 41Q (313.237103 sec): 3 clusters Score: Raw -435677.488904 + Penalty 1880.155796 = -433797.333108 nChanged 27 SP:Iteration 42Q (313.288395 sec): 3 clusters Score: Raw -435688.847318 + Penalty 1880.155796 = -433808.691521 nChanged 22 SP:Iteration 43Q (313.337897 sec): 3 clusters Score: Raw -435700.042953 + Penalty 1880.155796 = -433819.887157 nChanged 23 SP:Iteration 44Q (313.387482 sec): 3 clusters Score: Raw -435707.997596 + Penalty 1880.155796 = -433827.841799 nChanged 16 SP:Iteration 45Q (313.439119 sec): 3 clusters Score: Raw -435712.817444 + Penalty 1880.155796 = -433832.661647 nChanged 14 SP:Iteration 46Q (313.493413 sec): 3 clusters Score: Raw -435720.215325 + Penalty 1880.155796 = -433840.059528 nChanged 14 SP:Iteration 47Q (313.547506 sec): 3 clusters Score: Raw -435726.595358 + Penalty 1880.155796 = -433846.439561 nChanged 15 SP:Iteration 48Q (313.600815 sec): 3 clusters Score: Raw -435734.108049 + Penalty 1880.155796 = -433853.952252 nChanged 15 SP:Iteration 49Q (313.651920 sec): 3 clusters Score: Raw -435741.728606 + Penalty 1880.155796 = -433861.572809 nChanged 23 SP:Iteration 50Q (313.703387 sec): 3 clusters Score: Raw -435752.184888 + Penalty 1880.155796 = -433872.029092 nChanged 22 SP:Iteration 51Q (313.832221 sec): 3 clusters Score: Raw -435765.853909 + Penalty 1880.155796 = -433885.698112 nChanged 23 SP:Iteration 52Q (313.965676 sec): 3 clusters Score: Raw -435777.453638 + Penalty 1880.155796 = -433897.297841 nChanged 18 SP:Iteration 53Q (314.014926 sec): 3 clusters Score: Raw -435784.952331 + Penalty 1880.155796 = -433904.796535 nChanged 15 SP:Iteration 54Q (314.065058 sec): 3 clusters Score: Raw -435793.786849 + Penalty 1880.155796 = -433913.631053 nChanged 22 SP:Iteration 55Q (314.118211 sec): 3 clusters Score: Raw -435804.346228 + Penalty 1880.155796 = -433924.190431 nChanged 20 SP:Iteration 56Q (314.171855 sec): 3 clusters Score: Raw -435815.503352 + Penalty 1880.155796 = -433935.347556 nChanged 21 SP:Iteration 57Q (314.225759 sec): 3 clusters Score: Raw -435826.445346 + Penalty 1880.155796 = -433946.289550 nChanged 18 SP:Iteration 58Q (314.277028 sec): 3 clusters Score: Raw -435835.228399 + Penalty 1880.155796 = -433955.072602 nChanged 22 SP:Iteration 59Q (314.327094 sec): 3 clusters Score: Raw -435853.388152 + Penalty 1880.155796 = -433973.232356 nChanged 27 SP:Iteration 60F (314.378772 sec): 3 clusters Score: Raw -435870.875215 + Penalty 1880.155796 = -433990.719419 nChanged 30 SP:Iteration 61Q (314.428816 sec): 3 clusters Score: Raw -435896.302261 + Penalty 1880.155796 = -434016.146464 nChanged 35 SP:Iteration 62Q (314.479763 sec): 3 clusters Score: Raw -435941.286394 + Penalty 1880.155796 = -434061.130598 nChanged 41 SP:Iteration 63Q (314.530755 sec): 3 clusters Score: Raw -436010.495222 + Penalty 1880.155796 = -434130.339426 nChanged 36 SP:Iteration 64Q (314.581827 sec): 3 clusters Score: Raw -436072.743693 + Penalty 1880.155796 = -434192.587897 nChanged 30 SP:Iteration 65Q (314.634311 sec): 3 clusters Score: Raw -436104.294940 + Penalty 1880.155796 = -434224.139144 nChanged 18 SP:Iteration 66Q (314.686144 sec): 3 clusters Score: Raw -436115.852817 + Penalty 1880.155796 = -434235.697020 nChanged 9 SP:Iteration 67Q (314.754142 sec): 3 clusters Score: Raw -436119.800541 + Penalty 1880.155796 = -434239.644744 nChanged 2 SP:Iteration 68Q (314.801017 sec): 3 clusters Score: Raw -436120.141384 + Penalty 1880.155796 = -434239.985588 nChanged 2 SP:Iteration 69Q (314.847813 sec): 3 clusters Score: Raw -436121.240774 + Penalty 1880.155796 = -434241.084978 nChanged 2 SP:Iteration 70Q (314.894725 sec): 3 clusters Score: Raw -436121.762147 + Penalty 1880.155796 = -434241.606351 nChanged 1 SP:Iteration 71Q (315.014349 sec): 3 clusters Score: Raw -436122.088288 + Penalty 1880.155796 = -434241.932492 nChanged 1 SP:Iteration 72Q (315.081341 sec): 3 clusters Score: Raw -436122.217874 + Penalty 1880.155796 = -434242.062078 nChanged 0 SP:Iteration 73F (315.153971 sec): 3 clusters Score: Raw -436122.217874 + Penalty 1880.155796 = -434242.062078 nChanged 0 Score: Raw -1012193.430507 + Penalty 13558.276923 = -998635.153583 Splitting cluster 7 changes total score from -996537.244573 to -998635.153583 So it's getting split into cluster 13. Trying to split cluster 8 (1980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (315.558667 sec): 2 clusters Score: Raw -73688.065571 + Penalty 797.039473 = -72891.026098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (315.579783 sec): 3 clusters Score: Raw -72793.584852 + Penalty 1594.078946 = -71199.505906 nChanged 751 SP:Iteration 1F (315.599584 sec): 3 clusters Score: Raw -73530.276937 + Penalty 1594.078946 = -71936.197991 nChanged 228 SP:Iteration 2F (315.619548 sec): 3 clusters Score: Raw -73805.015171 + Penalty 1594.078946 = -72210.936225 nChanged 161 SP:Iteration 3F (315.643742 sec): 3 clusters Score: Raw -73971.826978 + Penalty 1594.078946 = -72377.748032 nChanged 101 SP:Iteration 4F (315.665374 sec): 3 clusters Score: Raw -74069.139620 + Penalty 1594.078946 = -72475.060674 nChanged 58 SP:Iteration 5Q (315.687092 sec): 3 clusters Score: Raw -74118.056978 + Penalty 1594.078946 = -72523.978032 nChanged 51 SP:Iteration 6Q (315.708846 sec): 3 clusters Score: Raw -74160.330766 + Penalty 1594.078946 = -72566.251820 nChanged 35 SP:Iteration 7Q (315.730501 sec): 3 clusters Score: Raw -74184.345140 + Penalty 1594.078946 = -72590.266194 nChanged 25 SP:Iteration 8Q (315.752065 sec): 3 clusters Score: Raw -74198.806245 + Penalty 1594.078946 = -72604.727299 nChanged 21 SP:Iteration 9Q (315.773767 sec): 3 clusters Score: Raw -74210.521531 + Penalty 1594.078946 = -72616.442585 nChanged 19 SP:Iteration 10Q (315.795374 sec): 3 clusters Score: Raw -74233.380875 + Penalty 1594.078946 = -72639.301929 nChanged 17 SP:Iteration 11Q (315.816840 sec): 3 clusters Score: Raw -74240.885748 + Penalty 1594.078946 = -72646.806802 nChanged 12 SP:Iteration 12Q (315.836834 sec): 3 clusters Score: Raw -74247.364260 + Penalty 1594.078946 = -72653.285314 nChanged 16 SP:Iteration 13Q (315.856680 sec): 3 clusters Score: Raw -74260.150744 + Penalty 1594.078946 = -72666.071798 nChanged 21 SP:Iteration 14Q (315.876560 sec): 3 clusters Score: Raw -74278.230274 + Penalty 1594.078946 = -72684.151328 nChanged 22 SP:Iteration 15Q (315.897505 sec): 3 clusters Score: Raw -74295.303235 + Penalty 1594.078946 = -72701.224289 nChanged 16 SP:Iteration 16Q (315.917404 sec): 3 clusters Score: Raw -74306.524874 + Penalty 1594.078946 = -72712.445928 nChanged 18 SP:Iteration 17Q (315.937212 sec): 3 clusters Score: Raw -74326.133720 + Penalty 1594.078946 = -72732.054774 nChanged 12 SP:Iteration 18Q (315.957147 sec): 3 clusters Score: Raw -74337.561207 + Penalty 1594.078946 = -72743.482261 nChanged 13 SP:Iteration 19Q (315.976933 sec): 3 clusters Score: Raw -74345.330298 + Penalty 1594.078946 = -72751.251352 nChanged 9 SP:Iteration 20F (315.996615 sec): 3 clusters Score: Raw -74348.695435 + Penalty 1594.078946 = -72754.616489 nChanged 4 SP:Iteration 21Q (316.031559 sec): 3 clusters Score: Raw -74350.043270 + Penalty 1594.078946 = -72755.964324 nChanged 3 SP:Iteration 22Q (316.051375 sec): 3 clusters Score: Raw -74352.712580 + Penalty 1594.078946 = -72758.633634 nChanged 5 SP:Iteration 23Q (316.071281 sec): 3 clusters Score: Raw -74354.904046 + Penalty 1594.078946 = -72760.825100 nChanged 10 SP:Iteration 24Q (316.091118 sec): 3 clusters Score: Raw -74359.235469 + Penalty 1594.078946 = -72765.156523 nChanged 6 SP:Iteration 25Q (316.110971 sec): 3 clusters Score: Raw -74361.915608 + Penalty 1594.078946 = -72767.836662 nChanged 6 SP:Iteration 26Q (316.212726 sec): 3 clusters Score: Raw -74363.420372 + Penalty 1594.078946 = -72769.341426 nChanged 6 SP:Iteration 27Q (316.331884 sec): 3 clusters Score: Raw -74366.066689 + Penalty 1594.078946 = -72771.987743 nChanged 10 SP:Iteration 28Q (316.421355 sec): 3 clusters Score: Raw -74372.358478 + Penalty 1594.078946 = -72778.279532 nChanged 12 SP:Iteration 29Q (316.441359 sec): 3 clusters Score: Raw -74378.808039 + Penalty 1594.078946 = -72784.729093 nChanged 12 SP:Iteration 30Q (316.461167 sec): 3 clusters Score: Raw -74386.420612 + Penalty 1594.078946 = -72792.341666 nChanged 12 SP:Iteration 31Q (316.481034 sec): 3 clusters Score: Raw -74392.798040 + Penalty 1594.078946 = -72798.719094 nChanged 10 SP:Iteration 32Q (316.500874 sec): 3 clusters Score: Raw -74399.737726 + Penalty 1594.078946 = -72805.658780 nChanged 12 SP:Iteration 33Q (316.520728 sec): 3 clusters Score: Raw -74404.681051 + Penalty 1594.078946 = -72810.602105 nChanged 8 SP:Iteration 34Q (316.540543 sec): 3 clusters Score: Raw -74409.839687 + Penalty 1594.078946 = -72815.760741 nChanged 8 SP:Iteration 35Q (316.560489 sec): 3 clusters Score: Raw -74414.685658 + Penalty 1594.078946 = -72820.606712 nChanged 5 SP:Iteration 36Q (316.580351 sec): 3 clusters Score: Raw -74417.274026 + Penalty 1594.078946 = -72823.195080 nChanged 8 SP:Iteration 37Q (316.600154 sec): 3 clusters Score: Raw -74419.700936 + Penalty 1594.078946 = -72825.621990 nChanged 2 SP:Iteration 38Q (316.619978 sec): 3 clusters Score: Raw -74419.923657 + Penalty 1594.078946 = -72825.844711 nChanged 0 SP:Iteration 39F (316.639703 sec): 3 clusters Score: Raw -74419.923657 + Penalty 1594.078946 = -72825.844711 nChanged 0 Iteration 59Q (317.004130 sec): 14 clusters Score: Raw -1013268.863987 + Penalty 13558.276923 = -999710.587063 nChanged 789 Iteration 60F (317.361671 sec): 14 clusters Score: Raw -1015412.753424 + Penalty 13558.276923 = -1001854.476501 nChanged 502 Iteration 61Q (317.593065 sec): 14 clusters Score: Raw -1016496.068714 + Penalty 13558.276923 = -1002937.791791 nChanged 275 Iteration 62Q (317.837993 sec): 14 clusters Score: Raw -1016685.328645 + Penalty 13558.276923 = -1003127.051722 nChanged 171 Iteration 63Q (318.071097 sec): 14 clusters Score: Raw -1016779.501771 + Penalty 13558.276923 = -1003221.224848 nChanged 147 Iteration 64Q (318.317688 sec): 14 clusters Score: Raw -1016845.542465 + Penalty 13558.276923 = -1003287.265541 nChanged 90 Iteration 65Q (318.563980 sec): 14 clusters Score: Raw -1016881.303219 + Penalty 13558.276923 = -1003323.026295 nChanged 75 Iteration 66Q (318.799008 sec): 14 clusters Score: Raw -1016914.656951 + Penalty 13558.276923 = -1003356.380028 nChanged 52 Iteration 67Q (319.039332 sec): 14 clusters Score: Raw -1016931.315965 + Penalty 13558.276923 = -1003373.039042 nChanged 46 Iteration 68Q (319.268356 sec): 14 clusters Score: Raw -1016952.864000 + Penalty 13558.276923 = -1003394.587077 nChanged 38 Iteration 69Q (319.522987 sec): 14 clusters Score: Raw -1016968.215378 + Penalty 13558.276923 = -1003409.938455 nChanged 26 Iteration 70Q (319.755863 sec): 14 clusters Score: Raw -1016979.692899 + Penalty 13558.276923 = -1003421.415976 nChanged 21 Iteration 71Q (319.995593 sec): 14 clusters Score: Raw -1016993.526169 + Penalty 13558.276923 = -1003435.249245 nChanged 24 Iteration 72Q (320.228607 sec): 14 clusters Score: Raw -1017001.121018 + Penalty 13558.276923 = -1003442.844095 nChanged 11 Iteration 73Q (320.463433 sec): 14 clusters Score: Raw -1017003.328387 + Penalty 13558.276923 = -1003445.051464 nChanged 9 Iteration 74Q (320.699958 sec): 14 clusters Score: Raw -1017005.739841 + Penalty 13558.276923 = -1003447.462918 nChanged 8 Iteration 75Q (320.926508 sec): 14 clusters Score: Raw -1017007.849661 + Penalty 13558.276923 = -1003449.572738 nChanged 9 Iteration 76Q (321.178418 sec): 14 clusters Score: Raw -1017009.881116 + Penalty 13558.276923 = -1003451.604193 nChanged 6 Iteration 77Q (321.630268 sec): 14 clusters Score: Raw -1017012.224207 + Penalty 13558.276923 = -1003453.947284 nChanged 7 Iteration 78Q (321.860550 sec): 14 clusters Score: Raw -1017014.141845 + Penalty 13558.276923 = -1003455.864922 nChanged 8 Iteration 79Q (322.099970 sec): 14 clusters Score: Raw -1017016.028399 + Penalty 13558.276923 = -1003457.751476 nChanged 13 Iteration 80F (322.472419 sec): 14 clusters Score: Raw -1017224.554766 + Penalty 13558.276923 = -1003666.277843 nChanged 17 Iteration 81Q (322.696761 sec): 14 clusters Score: Raw -1017274.363177 + Penalty 13558.276923 = -1003716.086254 nChanged 9 Iteration 82Q (322.936100 sec): 14 clusters Score: Raw -1017287.026817 + Penalty 13558.276923 = -1003728.749894 nChanged 4 Iteration 83Q (323.200445 sec): 14 clusters Score: Raw -1017296.958614 + Penalty 13558.276923 = -1003738.681691 nChanged 1 Iteration 84Q (323.443298 sec): 14 clusters Score: Raw -1017298.864155 + Penalty 13558.276923 = -1003740.587232 nChanged 0 Iteration 85F (323.820450 sec): 14 clusters Score: Raw -1017298.864155 + Penalty 13558.276923 = -1003740.587232 nChanged 0 Compute initial score before splitting: Score: Raw -1017298.864155 + Penalty 13558.276923 = -1003740.587232 Trying to split cluster 1 (1550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.845016 sec): 2 clusters Score: Raw -69341.332986 + Penalty 771.331072 = -68570.001914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.862223 sec): 3 clusters Score: Raw -68640.548574 + Penalty 1542.662144 = -67097.886430 nChanged 551 SP:Iteration 1F (323.878516 sec): 3 clusters Score: Raw -69065.624490 + Penalty 1542.662144 = -67522.962346 nChanged 147 SP:Iteration 2F (323.897155 sec): 3 clusters Score: Raw -69223.172682 + Penalty 1542.662144 = -67680.510538 nChanged 118 SP:Iteration 3F (323.915806 sec): 3 clusters Score: Raw -69369.381078 + Penalty 1542.662144 = -67826.718934 nChanged 100 SP:Iteration 4F (323.934417 sec): 3 clusters Score: Raw -69495.469183 + Penalty 1542.662144 = -67952.807039 nChanged 85 SP:Iteration 5F (323.953146 sec): 3 clusters Score: Raw -69602.715341 + Penalty 1542.662144 = -68060.053197 nChanged 63 SP:Iteration 6Q (323.972295 sec): 3 clusters Score: Raw -69680.159496 + Penalty 1542.662144 = -68137.497352 nChanged 52 SP:Iteration 7Q (323.991202 sec): 3 clusters Score: Raw -69736.902984 + Penalty 1542.662144 = -68194.240840 nChanged 47 SP:Iteration 8Q (324.009775 sec): 3 clusters Score: Raw -69791.094211 + Penalty 1542.662144 = -68248.432067 nChanged 38 SP:Iteration 9Q (324.026848 sec): 3 clusters Score: Raw -69816.535220 + Penalty 1542.662144 = -68273.873076 nChanged 25 SP:Iteration 10Q (324.043247 sec): 3 clusters Score: Raw -69833.220155 + Penalty 1542.662144 = -68290.558011 nChanged 23 SP:Iteration 11Q (324.059495 sec): 3 clusters Score: Raw -69843.701816 + Penalty 1542.662144 = -68301.039672 nChanged 13 SP:Iteration 12Q (324.075800 sec): 3 clusters Score: Raw -69851.311294 + Penalty 1542.662144 = -68308.649150 nChanged 12 SP:Iteration 13Q (324.168363 sec): 3 clusters Score: Raw -69857.464944 + Penalty 1542.662144 = -68314.802800 nChanged 7 SP:Iteration 14Q (324.185336 sec): 3 clusters Score: Raw -69860.851945 + Penalty 1542.662144 = -68318.189801 nChanged 4 SP:Iteration 15Q (324.201797 sec): 3 clusters Score: Raw -69862.930371 + Penalty 1542.662144 = -68320.268227 nChanged 3 SP:Iteration 16Q (324.218219 sec): 3 clusters Score: Raw -69864.725306 + Penalty 1542.662144 = -68322.063162 nChanged 6 SP:Iteration 17Q (324.234533 sec): 3 clusters Score: Raw -69867.188165 + Penalty 1542.662144 = -68324.526021 nChanged 4 SP:Iteration 18Q (324.250831 sec): 3 clusters Score: Raw -69868.489427 + Penalty 1542.662144 = -68325.827283 nChanged 2 SP:Iteration 19Q (324.268234 sec): 3 clusters Score: Raw -69870.222137 + Penalty 1542.662144 = -68327.559993 nChanged 1 SP:Iteration 20F (324.284522 sec): 3 clusters Score: Raw -69871.121509 + Penalty 1542.662144 = -68328.459364 nChanged 1 SP:Iteration 21Q (324.432334 sec): 3 clusters Score: Raw -69871.371194 + Penalty 1542.662144 = -68328.709049 nChanged 1 SP:Iteration 22Q (324.526156 sec): 3 clusters Score: Raw -69871.545371 + Penalty 1542.662144 = -68328.883227 nChanged 0 SP:Iteration 23F (324.593549 sec): 3 clusters Score: Raw -69871.545371 + Penalty 1542.662144 = -68328.883227 nChanged 0 Trying to split cluster 2 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (324.624656 sec): 2 clusters Score: Raw -25349.758544 + Penalty 655.228964 = -24694.529581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (324.632725 sec): 3 clusters Score: Raw -25216.707309 + Penalty 1310.457927 = -23906.249382 nChanged 147 SP:Iteration 1F (324.640427 sec): 3 clusters Score: Raw -25412.209629 + Penalty 1310.457927 = -24101.751702 nChanged 47 SP:Iteration 2F (324.648062 sec): 3 clusters Score: Raw -25484.832648 + Penalty 1310.457927 = -24174.374720 nChanged 24 SP:Iteration 3Q (324.655894 sec): 3 clusters Score: Raw -25522.195596 + Penalty 1310.457927 = -24211.737668 nChanged 13 SP:Iteration 4Q (324.663639 sec): 3 clusters Score: Raw -25537.018535 + Penalty 1310.457927 = -24226.560608 nChanged 2 SP:Iteration 5Q (324.671297 sec): 3 clusters Score: Raw -25538.057499 + Penalty 1310.457927 = -24227.599571 nChanged 1 SP:Iteration 6Q (324.678912 sec): 3 clusters Score: Raw -25538.857021 + Penalty 1310.457927 = -24228.399094 nChanged 0 SP:Iteration 7F (324.686500 sec): 3 clusters Score: Raw -25538.857021 + Penalty 1310.457927 = -24228.399094 nChanged 0 Trying to split cluster 3 (1651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (324.719924 sec): 2 clusters Score: Raw -94026.255268 + Penalty 777.959327 = -93248.295941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (324.738043 sec): 3 clusters Score: Raw -93285.737898 + Penalty 1555.918653 = -91729.819245 nChanged 618 SP:Iteration 1F (324.755069 sec): 3 clusters Score: Raw -93710.870429 + Penalty 1555.918653 = -92154.951776 nChanged 136 SP:Iteration 2F (324.772078 sec): 3 clusters Score: Raw -93813.883812 + Penalty 1555.918653 = -92257.965158 nChanged 80 SP:Iteration 3Q (324.789825 sec): 3 clusters Score: Raw -93877.845322 + Penalty 1555.918653 = -92321.926669 nChanged 62 SP:Iteration 4Q (324.807687 sec): 3 clusters Score: Raw -93918.977085 + Penalty 1555.918653 = -92363.058432 nChanged 58 SP:Iteration 5Q (324.825463 sec): 3 clusters Score: Raw -93960.524309 + Penalty 1555.918653 = -92404.605655 nChanged 37 SP:Iteration 6Q (324.843306 sec): 3 clusters Score: Raw -93998.525068 + Penalty 1555.918653 = -92442.606414 nChanged 37 SP:Iteration 7Q (324.860952 sec): 3 clusters Score: Raw -94062.621619 + Penalty 1555.918653 = -92506.702965 nChanged 42 SP:Iteration 8Q (324.878619 sec): 3 clusters Score: Raw -94165.745779 + Penalty 1555.918653 = -92609.827126 nChanged 54 SP:Iteration 9Q (324.896233 sec): 3 clusters Score: Raw -94280.239689 + Penalty 1555.918653 = -92724.321036 nChanged 79 SP:Iteration 10Q (324.914090 sec): 3 clusters Score: Raw -94428.726385 + Penalty 1555.918653 = -92872.807732 nChanged 110 SP:Iteration 11F (324.931060 sec): 3 clusters Score: Raw -94600.949587 + Penalty 1555.918653 = -93045.030933 nChanged 132 SP:Iteration 12F (324.948036 sec): 3 clusters Score: Raw -94806.587895 + Penalty 1555.918653 = -93250.669241 nChanged 136 SP:Iteration 13F (324.965071 sec): 3 clusters Score: Raw -95016.328826 + Penalty 1555.918653 = -93460.410172 nChanged 154 SP:Iteration 14F (324.982188 sec): 3 clusters Score: Raw -95278.964163 + Penalty 1555.918653 = -93723.045510 nChanged 100 SP:Iteration 15F (324.999198 sec): 3 clusters Score: Raw -95463.513573 + Penalty 1555.918653 = -93907.594920 nChanged 61 SP:Iteration 16Q (325.016008 sec): 3 clusters Score: Raw -95605.879981 + Penalty 1555.918653 = -94049.961328 nChanged 21 SP:Iteration 17Q (325.112933 sec): 3 clusters Score: Raw -95634.461763 + Penalty 1555.918653 = -94078.543110 nChanged 8 SP:Iteration 18Q (325.230632 sec): 3 clusters Score: Raw -95639.652156 + Penalty 1555.918653 = -94083.733503 nChanged 1 SP:Iteration 19Q (325.344972 sec): 3 clusters Score: Raw -95640.344782 + Penalty 1555.918653 = -94084.426129 nChanged 0 SP:Iteration 20F (325.460416 sec): 3 clusters Score: Raw -95640.344782 + Penalty 1555.918653 = -94084.426129 nChanged 0 Score: Raw -1018912.953669 + Penalty 14601.221302 = -1004311.732367 Splitting cluster 3 changes total score from -1003740.587232 to -1004311.732367 So it's getting split into cluster 14. Trying to split cluster 4 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (325.909705 sec): 2 clusters Score: Raw -9357.661731 + Penalty 596.059149 = -8761.602581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (325.915822 sec): 3 clusters Score: Raw -9403.290183 + Penalty 1192.118298 = -8211.171885 nChanged 92 SP:Iteration 1F (325.921649 sec): 3 clusters Score: Raw -9662.161486 + Penalty 1192.118298 = -8470.043188 nChanged 37 SP:Iteration 2F (325.927432 sec): 3 clusters Score: Raw -9821.909363 + Penalty 1192.118298 = -8629.791064 nChanged 16 SP:Iteration 3F (325.933277 sec): 3 clusters Score: Raw -9892.852483 + Penalty 1192.118298 = -8700.734185 nChanged 12 SP:Iteration 4Q (325.939043 sec): 3 clusters Score: Raw -9981.294081 + Penalty 1192.118298 = -8789.175782 nChanged 10 SP:Iteration 5Q (325.944829 sec): 3 clusters Score: Raw -10053.741953 + Penalty 1192.118298 = -8861.623655 nChanged 5 SP:Iteration 6Q (325.950537 sec): 3 clusters Score: Raw -10119.620744 + Penalty 1192.118298 = -8927.502446 nChanged 4 SP:Iteration 7Q (325.956145 sec): 3 clusters Score: Raw -10215.724595 + Penalty 1192.118298 = -9023.606296 nChanged 1 SP:Iteration 8Q (325.961820 sec): 3 clusters Score: Raw -10238.694814 + Penalty 1192.118298 = -9046.576516 nChanged 3 SP:Iteration 9Q (325.967497 sec): 3 clusters Score: Raw -10323.564777 + Penalty 1192.118298 = -9131.446478 nChanged 5 SP:Iteration 10Q (325.975635 sec): 3 clusters Score: Raw -10364.174085 + Penalty 1192.118298 = -9172.055786 nChanged 7 SP:Iteration 11Q (325.981384 sec): 3 clusters Score: Raw -10434.601543 + Penalty 1192.118298 = -9242.483245 nChanged 8 SP:Iteration 12Q (325.987046 sec): 3 clusters Score: Raw -10474.944569 + Penalty 1192.118298 = -9282.826270 nChanged 5 SP:Iteration 13Q (325.992727 sec): 3 clusters Score: Raw -10493.014178 + Penalty 1192.118298 = -9300.895879 nChanged 1 SP:Iteration 14Q (325.998422 sec): 3 clusters Score: Raw -10507.086737 + Penalty 1192.118298 = -9314.968439 nChanged 2 SP:Iteration 15Q (326.004063 sec): 3 clusters Score: Raw -10602.727476 + Penalty 1192.118298 = -9410.609178 nChanged 1 SP:Iteration 16Q (326.009731 sec): 3 clusters Score: Raw -10618.031870 + Penalty 1192.118298 = -9425.913572 nChanged 1 SP:Iteration 17Q (326.015395 sec): 3 clusters Score: Raw -10672.475079 + Penalty 1192.118298 = -9480.356781 nChanged 1 SP:Iteration 18Q (326.021055 sec): 3 clusters Score: Raw -10673.064466 + Penalty 1192.118298 = -9480.946167 nChanged 0 SP:Iteration 19F (326.026769 sec): 3 clusters Score: Raw -10703.015224 + Penalty 1192.118298 = -9510.896926 nChanged 6 SP:Iteration 20F (326.032568 sec): 3 clusters Score: Raw -10828.333693 + Penalty 1192.118298 = -9636.215395 nChanged 2 SP:Iteration 21Q (326.038409 sec): 3 clusters Score: Raw -10881.010545 + Penalty 1192.118298 = -9688.892246 nChanged 4 SP:Iteration 22Q (326.044085 sec): 3 clusters Score: Raw -10946.955994 + Penalty 1192.118298 = -9754.837696 nChanged 5 SP:Iteration 23Q (326.049739 sec): 3 clusters Score: Raw -11002.843964 + Penalty 1192.118298 = -9810.725666 nChanged 3 SP:Iteration 24Q (326.055403 sec): 3 clusters Score: Raw -11043.510344 + Penalty 1192.118298 = -9851.392046 nChanged 2 SP:Iteration 25Q (326.061050 sec): 3 clusters Score: Raw -11087.107667 + Penalty 1192.118298 = -9894.989368 nChanged 1 SP:Iteration 26Q (326.155017 sec): 3 clusters Score: Raw -11097.274932 + Penalty 1192.118298 = -9905.156633 nChanged 0 SP:Iteration 27F (326.266902 sec): 3 clusters Score: Raw -11097.274932 + Penalty 1192.118298 = -9905.156633 nChanged 0 Score: Raw -1020652.566870 + Penalty 15644.165681 = -1005008.401189 Splitting cluster 4 changes total score from -1003740.587232 to -1005008.401189 So it's getting split into cluster 15. Trying to split cluster 5 (989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (326.700206 sec): 2 clusters Score: Raw -54319.082126 + Penalty 724.152905 = -53594.929221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (326.712521 sec): 3 clusters Score: Raw -53948.299018 + Penalty 1448.305810 = -52499.993208 nChanged 327 SP:Iteration 1F (326.724162 sec): 3 clusters Score: Raw -54200.170999 + Penalty 1448.305810 = -52751.865189 nChanged 95 SP:Iteration 2F (326.736019 sec): 3 clusters Score: Raw -54292.462467 + Penalty 1448.305810 = -52844.156657 nChanged 58 SP:Iteration 3F (326.747646 sec): 3 clusters Score: Raw -54335.818665 + Penalty 1448.305810 = -52887.512855 nChanged 40 SP:Iteration 4Q (326.759468 sec): 3 clusters Score: Raw -54368.972144 + Penalty 1448.305810 = -52920.666334 nChanged 26 SP:Iteration 5Q (326.771325 sec): 3 clusters Score: Raw -54390.878753 + Penalty 1448.305810 = -52942.572944 nChanged 27 SP:Iteration 6Q (326.783170 sec): 3 clusters Score: Raw -54418.354672 + Penalty 1448.305810 = -52970.048862 nChanged 25 SP:Iteration 7Q (326.795060 sec): 3 clusters Score: Raw -54446.339371 + Penalty 1448.305810 = -52998.033561 nChanged 38 SP:Iteration 8Q (326.806785 sec): 3 clusters Score: Raw -54483.829571 + Penalty 1448.305810 = -53035.523762 nChanged 16 SP:Iteration 9Q (326.818485 sec): 3 clusters Score: Raw -54497.014284 + Penalty 1448.305810 = -53048.708474 nChanged 14 SP:Iteration 10Q (326.830107 sec): 3 clusters Score: Raw -54512.619706 + Penalty 1448.305810 = -53064.313897 nChanged 15 SP:Iteration 11Q (326.841822 sec): 3 clusters Score: Raw -54530.462369 + Penalty 1448.305810 = -53082.156559 nChanged 18 SP:Iteration 12Q (326.853508 sec): 3 clusters Score: Raw -54544.188762 + Penalty 1448.305810 = -53095.882953 nChanged 10 SP:Iteration 13Q (326.865269 sec): 3 clusters Score: Raw -54552.661361 + Penalty 1448.305810 = -53104.355551 nChanged 7 SP:Iteration 14Q (326.876900 sec): 3 clusters Score: Raw -54557.046823 + Penalty 1448.305810 = -53108.741013 nChanged 4 SP:Iteration 15Q (326.888495 sec): 3 clusters Score: Raw -54559.618703 + Penalty 1448.305810 = -53111.312894 nChanged 2 SP:Iteration 16Q (326.900111 sec): 3 clusters Score: Raw -54561.398490 + Penalty 1448.305810 = -53113.092681 nChanged 1 SP:Iteration 17Q (326.911771 sec): 3 clusters Score: Raw -54562.520240 + Penalty 1448.305810 = -53114.214431 nChanged 0 SP:Iteration 18F (326.925105 sec): 3 clusters Score: Raw -54562.520240 + Penalty 1448.305810 = -53114.214431 nChanged 0 Trying to split cluster 6 (1333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (326.956550 sec): 2 clusters Score: Raw -65394.777010 + Penalty 755.494669 = -64639.282341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (326.971925 sec): 3 clusters Score: Raw -64836.932216 + Penalty 1510.989337 = -63325.942879 nChanged 478 SP:Iteration 1F (326.986516 sec): 3 clusters Score: Raw -65176.797464 + Penalty 1510.989337 = -63665.808127 nChanged 123 SP:Iteration 2F (327.001086 sec): 3 clusters Score: Raw -65288.388651 + Penalty 1510.989337 = -63777.399314 nChanged 78 SP:Iteration 3F (327.015685 sec): 3 clusters Score: Raw -65368.180820 + Penalty 1510.989337 = -63857.191482 nChanged 77 SP:Iteration 4F (327.030267 sec): 3 clusters Score: Raw -65448.081927 + Penalty 1510.989337 = -63937.092590 nChanged 74 SP:Iteration 5F (327.044721 sec): 3 clusters Score: Raw -65529.540114 + Penalty 1510.989337 = -64018.550777 nChanged 64 SP:Iteration 6Q (327.160060 sec): 3 clusters Score: Raw -65614.605768 + Penalty 1510.989337 = -64103.616431 nChanged 63 SP:Iteration 7Q (327.284945 sec): 3 clusters Score: Raw -65691.135831 + Penalty 1510.989337 = -64180.146494 nChanged 39 SP:Iteration 8Q (327.302622 sec): 3 clusters Score: Raw -65727.192029 + Penalty 1510.989337 = -64216.202692 nChanged 32 SP:Iteration 9Q (327.319275 sec): 3 clusters Score: Raw -65753.513843 + Penalty 1510.989337 = -64242.524505 nChanged 14 SP:Iteration 10Q (327.334044 sec): 3 clusters Score: Raw -65762.985107 + Penalty 1510.989337 = -64251.995770 nChanged 5 SP:Iteration 11Q (327.348747 sec): 3 clusters Score: Raw -65767.348402 + Penalty 1510.989337 = -64256.359064 nChanged 8 SP:Iteration 12Q (327.363431 sec): 3 clusters Score: Raw -65776.835780 + Penalty 1510.989337 = -64265.846442 nChanged 5 SP:Iteration 13Q (327.378214 sec): 3 clusters Score: Raw -65781.650737 + Penalty 1510.989337 = -64270.661400 nChanged 5 SP:Iteration 14Q (327.392761 sec): 3 clusters Score: Raw -65785.101109 + Penalty 1510.989337 = -64274.111772 nChanged 3 SP:Iteration 15Q (327.407438 sec): 3 clusters Score: Raw -65786.299367 + Penalty 1510.989337 = -64275.310030 nChanged 2 SP:Iteration 16Q (327.422133 sec): 3 clusters Score: Raw -65786.856774 + Penalty 1510.989337 = -64275.867437 nChanged 1 SP:Iteration 17Q (327.436866 sec): 3 clusters Score: Raw -65787.068812 + Penalty 1510.989337 = -64276.079475 nChanged 0 SP:Iteration 18F (327.451405 sec): 3 clusters Score: Raw -65787.068812 + Penalty 1510.989337 = -64276.079475 nChanged 0 Trying to split cluster 7 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (327.479495 sec): 2 clusters Score: Raw -52309.752920 + Penalty 715.527004 = -51594.225916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (327.491023 sec): 3 clusters Score: Raw -51971.770719 + Penalty 1431.054008 = -50540.716710 nChanged 309 SP:Iteration 1F (327.502371 sec): 3 clusters Score: Raw -52216.875586 + Penalty 1431.054008 = -50785.821577 nChanged 77 SP:Iteration 2F (327.513356 sec): 3 clusters Score: Raw -52283.782275 + Penalty 1431.054008 = -50852.728266 nChanged 33 SP:Iteration 3Q (327.524478 sec): 3 clusters Score: Raw -52311.518862 + Penalty 1431.054008 = -50880.464853 nChanged 21 SP:Iteration 4Q (327.535667 sec): 3 clusters Score: Raw -52333.510351 + Penalty 1431.054008 = -50902.456343 nChanged 25 SP:Iteration 5Q (327.547465 sec): 3 clusters Score: Raw -52346.222869 + Penalty 1431.054008 = -50915.168860 nChanged 15 SP:Iteration 6Q (327.558583 sec): 3 clusters Score: Raw -52357.719185 + Penalty 1431.054008 = -50926.665176 nChanged 13 SP:Iteration 7Q (327.569759 sec): 3 clusters Score: Raw -52365.853847 + Penalty 1431.054008 = -50934.799839 nChanged 9 SP:Iteration 8Q (327.580867 sec): 3 clusters Score: Raw -52368.972670 + Penalty 1431.054008 = -50937.918661 nChanged 4 SP:Iteration 9Q (327.591955 sec): 3 clusters Score: Raw -52371.443054 + Penalty 1431.054008 = -50940.389046 nChanged 3 SP:Iteration 10Q (327.603030 sec): 3 clusters Score: Raw -52372.298079 + Penalty 1431.054008 = -50941.244071 nChanged 2 SP:Iteration 11Q (327.614082 sec): 3 clusters Score: Raw -52372.767732 + Penalty 1431.054008 = -50941.713723 nChanged 1 SP:Iteration 12Q (327.625136 sec): 3 clusters Score: Raw -52372.979489 + Penalty 1431.054008 = -50941.925480 nChanged 2 SP:Iteration 13Q (327.636171 sec): 3 clusters Score: Raw -52373.842320 + Penalty 1431.054008 = -50942.788312 nChanged 2 SP:Iteration 14Q (327.647239 sec): 3 clusters Score: Raw -52374.409675 + Penalty 1431.054008 = -50943.355667 nChanged 4 SP:Iteration 15Q (327.658215 sec): 3 clusters Score: Raw -52376.299023 + Penalty 1431.054008 = -50945.245015 nChanged 4 SP:Iteration 16Q (327.669208 sec): 3 clusters Score: Raw -52381.423654 + Penalty 1431.054008 = -50950.369645 nChanged 8 SP:Iteration 17Q (327.783783 sec): 3 clusters Score: Raw -52386.596494 + Penalty 1431.054008 = -50955.542486 nChanged 4 SP:Iteration 18Q (327.897039 sec): 3 clusters Score: Raw -52390.340291 + Penalty 1431.054008 = -50959.286283 nChanged 6 SP:Iteration 19Q (327.981857 sec): 3 clusters Score: Raw -52394.391066 + Penalty 1431.054008 = -50963.337057 nChanged 6 SP:Iteration 20F (327.993056 sec): 3 clusters Score: Raw -52400.893874 + Penalty 1431.054008 = -50969.839866 nChanged 9 SP:Iteration 21Q (328.004198 sec): 3 clusters Score: Raw -52408.382145 + Penalty 1431.054008 = -50977.328136 nChanged 6 SP:Iteration 22Q (328.015282 sec): 3 clusters Score: Raw -52412.710120 + Penalty 1431.054008 = -50981.656111 nChanged 3 SP:Iteration 23Q (328.026355 sec): 3 clusters Score: Raw -52415.951938 + Penalty 1431.054008 = -50984.897929 nChanged 9 SP:Iteration 24Q (328.037391 sec): 3 clusters Score: Raw -52422.346093 + Penalty 1431.054008 = -50991.292085 nChanged 2 SP:Iteration 25Q (328.048591 sec): 3 clusters Score: Raw -52423.203096 + Penalty 1431.054008 = -50992.149087 nChanged 1 SP:Iteration 26Q (328.059684 sec): 3 clusters Score: Raw -52424.021141 + Penalty 1431.054008 = -50992.967132 nChanged 3 SP:Iteration 27Q (328.070772 sec): 3 clusters Score: Raw -52425.466169 + Penalty 1431.054008 = -50994.412160 nChanged 2 SP:Iteration 28Q (328.081812 sec): 3 clusters Score: Raw -52426.261876 + Penalty 1431.054008 = -50995.207867 nChanged 1 SP:Iteration 29Q (328.092848 sec): 3 clusters Score: Raw -52426.568724 + Penalty 1431.054008 = -50995.514715 nChanged 0 SP:Iteration 30F (328.103738 sec): 3 clusters Score: Raw -52426.568724 + Penalty 1431.054008 = -50995.514715 nChanged 0 Trying to split cluster 8 (1784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (328.136996 sec): 2 clusters Score: Raw -65562.988074 + Penalty 786.094398 = -64776.893676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (328.156126 sec): 3 clusters Score: Raw -64819.515500 + Penalty 1572.188796 = -63247.326705 nChanged 678 SP:Iteration 1F (328.174600 sec): 3 clusters Score: Raw -65533.953145 + Penalty 1572.188796 = -63961.764349 nChanged 209 SP:Iteration 2F (328.192880 sec): 3 clusters Score: Raw -65864.033240 + Penalty 1572.188796 = -64291.844444 nChanged 151 SP:Iteration 3F (328.211035 sec): 3 clusters Score: Raw -66100.852538 + Penalty 1572.188796 = -64528.663743 nChanged 120 SP:Iteration 4F (328.229545 sec): 3 clusters Score: Raw -66267.193052 + Penalty 1572.188796 = -64695.004256 nChanged 70 SP:Iteration 5Q (328.247895 sec): 3 clusters Score: Raw -66342.498414 + Penalty 1572.188796 = -64770.309618 nChanged 40 SP:Iteration 6Q (328.266143 sec): 3 clusters Score: Raw -66383.603495 + Penalty 1572.188796 = -64811.414700 nChanged 30 SP:Iteration 7Q (328.284342 sec): 3 clusters Score: Raw -66406.584938 + Penalty 1572.188796 = -64834.396142 nChanged 22 SP:Iteration 8Q (328.302717 sec): 3 clusters Score: Raw -66419.838137 + Penalty 1572.188796 = -64847.649341 nChanged 20 SP:Iteration 9Q (328.320881 sec): 3 clusters Score: Raw -66432.186272 + Penalty 1572.188796 = -64859.997477 nChanged 12 SP:Iteration 10Q (328.339003 sec): 3 clusters Score: Raw -66441.258473 + Penalty 1572.188796 = -64869.069677 nChanged 10 SP:Iteration 11Q (328.357261 sec): 3 clusters Score: Raw -66449.079724 + Penalty 1572.188796 = -64876.890929 nChanged 10 SP:Iteration 12Q (328.375614 sec): 3 clusters Score: Raw -66454.981388 + Penalty 1572.188796 = -64882.792592 nChanged 4 SP:Iteration 13Q (328.393842 sec): 3 clusters Score: Raw -66456.331257 + Penalty 1572.188796 = -64884.142461 nChanged 5 SP:Iteration 14Q (328.411935 sec): 3 clusters Score: Raw -66457.921042 + Penalty 1572.188796 = -64885.732247 nChanged 3 SP:Iteration 15Q (328.430008 sec): 3 clusters Score: Raw -66458.627947 + Penalty 1572.188796 = -64886.439151 nChanged 2 SP:Iteration 16Q (328.448138 sec): 3 clusters Score: Raw -66459.011409 + Penalty 1572.188796 = -64886.822613 nChanged 1 SP:Iteration 17Q (328.565004 sec): 3 clusters Score: Raw -66459.508936 + Penalty 1572.188796 = -64887.320140 nChanged 1 SP:Iteration 18Q (328.673224 sec): 3 clusters Score: Raw -66460.955118 + Penalty 1572.188796 = -64888.766322 nChanged 2 SP:Iteration 19Q (328.788669 sec): 3 clusters Score: Raw -66463.030626 + Penalty 1572.188796 = -64890.841831 nChanged 2 SP:Iteration 20F (328.902035 sec): 3 clusters Score: Raw -66464.058409 + Penalty 1572.188796 = -64891.869613 nChanged 2 SP:Iteration 21Q (329.016255 sec): 3 clusters Score: Raw -66465.517933 + Penalty 1572.188796 = -64893.329138 nChanged 3 SP:Iteration 22Q (329.115283 sec): 3 clusters Score: Raw -66469.840046 + Penalty 1572.188796 = -64897.651250 nChanged 4 SP:Iteration 23Q (329.134287 sec): 3 clusters Score: Raw -66471.993253 + Penalty 1572.188796 = -64899.804457 nChanged 1 SP:Iteration 24Q (329.153890 sec): 3 clusters Score: Raw -66472.168488 + Penalty 1572.188796 = -64899.979693 nChanged 1 SP:Iteration 25Q (329.172023 sec): 3 clusters Score: Raw -66472.668992 + Penalty 1572.188796 = -64900.480197 nChanged 1 SP:Iteration 26Q (329.191429 sec): 3 clusters Score: Raw -66472.949190 + Penalty 1572.188796 = -64900.760395 nChanged 1 SP:Iteration 27Q (329.211413 sec): 3 clusters Score: Raw -66473.277510 + Penalty 1572.188796 = -64901.088715 nChanged 1 SP:Iteration 28Q (329.243930 sec): 3 clusters Score: Raw -66473.637919 + Penalty 1572.188796 = -64901.449124 nChanged 1 SP:Iteration 29Q (329.263807 sec): 3 clusters Score: Raw -66473.995574 + Penalty 1572.188796 = -64901.806779 nChanged 1 SP:Iteration 30Q (329.283642 sec): 3 clusters Score: Raw -66474.546358 + Penalty 1572.188796 = -64902.357562 nChanged 2 SP:Iteration 31Q (329.303529 sec): 3 clusters Score: Raw -66475.341787 + Penalty 1572.188796 = -64903.152992 nChanged 1 SP:Iteration 32Q (329.322128 sec): 3 clusters Score: Raw -66475.853943 + Penalty 1572.188796 = -64903.665148 nChanged 1 SP:Iteration 33Q (329.340202 sec): 3 clusters Score: Raw -66476.414567 + Penalty 1572.188796 = -64904.225772 nChanged 1 SP:Iteration 34Q (329.358294 sec): 3 clusters Score: Raw -66476.899804 + Penalty 1572.188796 = -64904.711008 nChanged 2 SP:Iteration 35Q (329.376342 sec): 3 clusters Score: Raw -66478.451884 + Penalty 1572.188796 = -64906.263088 nChanged 1 SP:Iteration 36Q (329.394406 sec): 3 clusters Score: Raw -66478.895941 + Penalty 1572.188796 = -64906.707145 nChanged 3 SP:Iteration 37Q (329.413409 sec): 3 clusters Score: Raw -66480.025176 + Penalty 1572.188796 = -64907.836380 nChanged 3 SP:Iteration 38Q (329.431534 sec): 3 clusters Score: Raw -66482.386187 + Penalty 1572.188796 = -64910.197392 nChanged 4 SP:Iteration 39Q (329.449699 sec): 3 clusters Score: Raw -66485.798199 + Penalty 1572.188796 = -64913.609403 nChanged 4 SP:Iteration 40F (329.467830 sec): 3 clusters Score: Raw -66487.281894 + Penalty 1572.188796 = -64915.093098 nChanged 4 SP:Iteration 41Q (329.485931 sec): 3 clusters Score: Raw -66489.801494 + Penalty 1572.188796 = -64917.612699 nChanged 4 SP:Iteration 42Q (329.504080 sec): 3 clusters Score: Raw -66491.635637 + Penalty 1572.188796 = -64919.446841 nChanged 1 SP:Iteration 43Q (329.522165 sec): 3 clusters Score: Raw -66491.991185 + Penalty 1572.188796 = -64919.802389 nChanged 1 SP:Iteration 44Q (329.540221 sec): 3 clusters Score: Raw -66492.128507 + Penalty 1572.188796 = -64919.939711 nChanged 0 SP:Iteration 45F (329.558290 sec): 3 clusters Score: Raw -66492.128507 + Penalty 1572.188796 = -64919.939711 nChanged 0 Score: Raw -1021581.707303 + Penalty 16687.110060 = -1004894.597244 Splitting cluster 8 changes total score from -1003740.587232 to -1004894.597244 So it's getting split into cluster 16. Trying to split cluster 9 (1275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (330.027749 sec): 2 clusters Score: Raw -68915.245294 + Penalty 750.823653 = -68164.421641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (330.143780 sec): 3 clusters Score: Raw -68396.879751 + Penalty 1501.647306 = -66895.232445 nChanged 443 SP:Iteration 1F (330.261224 sec): 3 clusters Score: Raw -68704.236409 + Penalty 1501.647306 = -67202.589103 nChanged 105 SP:Iteration 2F (330.316542 sec): 3 clusters Score: Raw -68798.073501 + Penalty 1501.647306 = -67296.426195 nChanged 75 SP:Iteration 3F (330.332715 sec): 3 clusters Score: Raw -68873.647801 + Penalty 1501.647306 = -67372.000495 nChanged 57 SP:Iteration 4Q (330.349013 sec): 3 clusters Score: Raw -68936.535177 + Penalty 1501.647306 = -67434.887871 nChanged 67 SP:Iteration 5F (330.390294 sec): 3 clusters Score: Raw -69051.927832 + Penalty 1501.647306 = -67550.280526 nChanged 87 SP:Iteration 6F (330.404465 sec): 3 clusters Score: Raw -69189.394356 + Penalty 1501.647306 = -67687.747049 nChanged 61 SP:Iteration 7Q (330.418786 sec): 3 clusters Score: Raw -69272.188689 + Penalty 1501.647306 = -67770.541383 nChanged 62 SP:Iteration 8Q (330.432974 sec): 3 clusters Score: Raw -69368.439384 + Penalty 1501.647306 = -67866.792078 nChanged 57 SP:Iteration 9Q (330.447065 sec): 3 clusters Score: Raw -69460.032861 + Penalty 1501.647306 = -67958.385555 nChanged 48 SP:Iteration 10Q (330.461057 sec): 3 clusters Score: Raw -69555.888203 + Penalty 1501.647306 = -68054.240897 nChanged 42 SP:Iteration 11Q (330.475022 sec): 3 clusters Score: Raw -69653.181140 + Penalty 1501.647306 = -68151.533834 nChanged 34 SP:Iteration 12Q (330.488989 sec): 3 clusters Score: Raw -69729.575064 + Penalty 1501.647306 = -68227.927758 nChanged 23 SP:Iteration 13Q (330.502866 sec): 3 clusters Score: Raw -69778.611239 + Penalty 1501.647306 = -68276.963933 nChanged 23 SP:Iteration 14Q (330.516638 sec): 3 clusters Score: Raw -69825.980549 + Penalty 1501.647306 = -68324.333243 nChanged 26 SP:Iteration 15Q (330.530407 sec): 3 clusters Score: Raw -69905.145854 + Penalty 1501.647306 = -68403.498548 nChanged 22 SP:Iteration 16Q (330.544391 sec): 3 clusters Score: Raw -69973.153396 + Penalty 1501.647306 = -68471.506090 nChanged 17 SP:Iteration 17Q (330.558119 sec): 3 clusters Score: Raw -70054.547031 + Penalty 1501.647306 = -68552.899725 nChanged 11 SP:Iteration 18Q (330.571758 sec): 3 clusters Score: Raw -70089.773253 + Penalty 1501.647306 = -68588.125947 nChanged 9 SP:Iteration 19Q (330.585388 sec): 3 clusters Score: Raw -70098.198434 + Penalty 1501.647306 = -68596.551128 nChanged 5 SP:Iteration 20F (330.599356 sec): 3 clusters Score: Raw -70104.578744 + Penalty 1501.647306 = -68602.931438 nChanged 5 SP:Iteration 21Q (330.613012 sec): 3 clusters Score: Raw -70114.193790 + Penalty 1501.647306 = -68612.546484 nChanged 5 SP:Iteration 22Q (330.626506 sec): 3 clusters Score: Raw -70120.912696 + Penalty 1501.647306 = -68619.265390 nChanged 4 SP:Iteration 23Q (330.639915 sec): 3 clusters Score: Raw -70126.199976 + Penalty 1501.647306 = -68624.552669 nChanged 0 SP:Iteration 24F (330.653928 sec): 3 clusters Score: Raw -70126.199976 + Penalty 1501.647306 = -68624.552669 nChanged 0 Score: Raw -1022792.661985 + Penalty 17730.054438 = -1005062.607547 Splitting cluster 9 changes total score from -1003740.587232 to -1005062.607547 So it's getting split into cluster 17. Trying to split cluster 10 (1416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (331.127482 sec): 2 clusters Score: Raw -77619.887143 + Penalty 761.837084 = -76858.050059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (331.143552 sec): 3 clusters Score: Raw -76996.726641 + Penalty 1523.674168 = -75473.052473 nChanged 529 SP:Iteration 1F (331.158737 sec): 3 clusters Score: Raw -77363.132326 + Penalty 1523.674168 = -75839.458158 nChanged 118 SP:Iteration 2F (331.173782 sec): 3 clusters Score: Raw -77453.175555 + Penalty 1523.674168 = -75929.501387 nChanged 77 SP:Iteration 3F (331.195575 sec): 3 clusters Score: Raw -77525.279803 + Penalty 1523.674168 = -76001.605636 nChanged 62 SP:Iteration 4Q (331.316773 sec): 3 clusters Score: Raw -77582.915214 + Penalty 1523.674168 = -76059.241046 nChanged 50 SP:Iteration 5Q (331.424713 sec): 3 clusters Score: Raw -77625.051238 + Penalty 1523.674168 = -76101.377071 nChanged 41 SP:Iteration 6Q (331.478921 sec): 3 clusters Score: Raw -77664.366992 + Penalty 1523.674168 = -76140.692825 nChanged 38 SP:Iteration 7Q (331.494473 sec): 3 clusters Score: Raw -77694.737363 + Penalty 1523.674168 = -76171.063195 nChanged 39 SP:Iteration 8Q (331.509840 sec): 3 clusters Score: Raw -77727.804494 + Penalty 1523.674168 = -76204.130327 nChanged 33 SP:Iteration 9Q (331.525439 sec): 3 clusters Score: Raw -77751.477565 + Penalty 1523.674168 = -76227.803397 nChanged 31 SP:Iteration 10Q (331.540834 sec): 3 clusters Score: Raw -77784.584969 + Penalty 1523.674168 = -76260.910802 nChanged 35 SP:Iteration 11Q (331.556146 sec): 3 clusters Score: Raw -77811.479524 + Penalty 1523.674168 = -76287.805356 nChanged 30 SP:Iteration 12Q (331.571441 sec): 3 clusters Score: Raw -77834.431638 + Penalty 1523.674168 = -76310.757471 nChanged 25 SP:Iteration 13Q (331.587432 sec): 3 clusters Score: Raw -77852.811865 + Penalty 1523.674168 = -76329.137697 nChanged 23 SP:Iteration 14Q (331.602784 sec): 3 clusters Score: Raw -77869.927779 + Penalty 1523.674168 = -76346.253611 nChanged 32 SP:Iteration 15Q (331.618046 sec): 3 clusters Score: Raw -77902.073175 + Penalty 1523.674168 = -76378.399007 nChanged 34 SP:Iteration 16Q (331.633248 sec): 3 clusters Score: Raw -77929.831358 + Penalty 1523.674168 = -76406.157190 nChanged 26 SP:Iteration 17Q (331.648472 sec): 3 clusters Score: Raw -77957.031237 + Penalty 1523.674168 = -76433.357069 nChanged 25 SP:Iteration 18Q (331.663706 sec): 3 clusters Score: Raw -77985.690237 + Penalty 1523.674168 = -76462.016070 nChanged 22 SP:Iteration 19Q (331.678906 sec): 3 clusters Score: Raw -78012.954221 + Penalty 1523.674168 = -76489.280053 nChanged 25 SP:Iteration 20F (331.693981 sec): 3 clusters Score: Raw -78055.237679 + Penalty 1523.674168 = -76531.563511 nChanged 32 SP:Iteration 21Q (331.709126 sec): 3 clusters Score: Raw -78104.559483 + Penalty 1523.674168 = -76580.885315 nChanged 29 SP:Iteration 22Q (331.724179 sec): 3 clusters Score: Raw -78137.300831 + Penalty 1523.674168 = -76613.626663 nChanged 35 SP:Iteration 23Q (331.739189 sec): 3 clusters Score: Raw -78172.596467 + Penalty 1523.674168 = -76648.922300 nChanged 35 SP:Iteration 24Q (331.754226 sec): 3 clusters Score: Raw -78226.473346 + Penalty 1523.674168 = -76702.799179 nChanged 31 SP:Iteration 25Q (331.769277 sec): 3 clusters Score: Raw -78269.832095 + Penalty 1523.674168 = -76746.157927 nChanged 30 SP:Iteration 26Q (331.784403 sec): 3 clusters Score: Raw -78309.591825 + Penalty 1523.674168 = -76785.917657 nChanged 26 SP:Iteration 27Q (331.799451 sec): 3 clusters Score: Raw -78330.308031 + Penalty 1523.674168 = -76806.633863 nChanged 25 SP:Iteration 28Q (331.814465 sec): 3 clusters Score: Raw -78350.533577 + Penalty 1523.674168 = -76826.859410 nChanged 40 SP:Iteration 29Q (331.829576 sec): 3 clusters Score: Raw -78389.595738 + Penalty 1523.674168 = -76865.921571 nChanged 36 SP:Iteration 30Q (331.861206 sec): 3 clusters Score: Raw -78420.404296 + Penalty 1523.674168 = -76896.730128 nChanged 26 SP:Iteration 31Q (331.876969 sec): 3 clusters Score: Raw -78440.699486 + Penalty 1523.674168 = -76917.025318 nChanged 23 SP:Iteration 32Q (331.891991 sec): 3 clusters Score: Raw -78458.226030 + Penalty 1523.674168 = -76934.551862 nChanged 19 SP:Iteration 33Q (331.907149 sec): 3 clusters Score: Raw -78472.047622 + Penalty 1523.674168 = -76948.373455 nChanged 16 SP:Iteration 34Q (331.922093 sec): 3 clusters Score: Raw -78487.078493 + Penalty 1523.674168 = -76963.404325 nChanged 14 SP:Iteration 35Q (331.937119 sec): 3 clusters Score: Raw -78494.889933 + Penalty 1523.674168 = -76971.215765 nChanged 10 SP:Iteration 36Q (332.053059 sec): 3 clusters Score: Raw -78499.671319 + Penalty 1523.674168 = -76975.997152 nChanged 6 SP:Iteration 37Q (332.159037 sec): 3 clusters Score: Raw -78502.374975 + Penalty 1523.674168 = -76978.700808 nChanged 5 SP:Iteration 38Q (332.276505 sec): 3 clusters Score: Raw -78504.985785 + Penalty 1523.674168 = -76981.311617 nChanged 3 SP:Iteration 39Q (332.389832 sec): 3 clusters Score: Raw -78506.486724 + Penalty 1523.674168 = -76982.812556 nChanged 4 SP:Iteration 40F (332.503210 sec): 3 clusters Score: Raw -78510.265166 + Penalty 1523.674168 = -76986.590999 nChanged 4 SP:Iteration 41Q (332.616989 sec): 3 clusters Score: Raw -78515.391763 + Penalty 1523.674168 = -76991.717596 nChanged 11 SP:Iteration 42Q (332.730893 sec): 3 clusters Score: Raw -78525.719734 + Penalty 1523.674168 = -77002.045566 nChanged 12 SP:Iteration 43Q (332.839541 sec): 3 clusters Score: Raw -78540.650110 + Penalty 1523.674168 = -77016.975943 nChanged 12 SP:Iteration 44Q (332.854999 sec): 3 clusters Score: Raw -78555.519956 + Penalty 1523.674168 = -77031.845788 nChanged 11 SP:Iteration 45Q (332.870023 sec): 3 clusters Score: Raw -78563.725937 + Penalty 1523.674168 = -77040.051769 nChanged 6 SP:Iteration 46Q (332.884983 sec): 3 clusters Score: Raw -78567.489738 + Penalty 1523.674168 = -77043.815571 nChanged 3 SP:Iteration 47Q (332.899888 sec): 3 clusters Score: Raw -78569.004572 + Penalty 1523.674168 = -77045.330405 nChanged 4 SP:Iteration 48Q (332.917119 sec): 3 clusters Score: Raw -78570.065227 + Penalty 1523.674168 = -77046.391059 nChanged 2 SP:Iteration 49Q (332.933131 sec): 3 clusters Score: Raw -78571.430020 + Penalty 1523.674168 = -77047.755852 nChanged 2 SP:Iteration 50Q (332.949043 sec): 3 clusters Score: Raw -78572.828382 + Penalty 1523.674168 = -77049.154214 nChanged 2 SP:Iteration 51Q (332.965006 sec): 3 clusters Score: Raw -78574.181952 + Penalty 1523.674168 = -77050.507784 nChanged 2 SP:Iteration 52Q (332.981007 sec): 3 clusters Score: Raw -78574.891349 + Penalty 1523.674168 = -77051.217181 nChanged 1 SP:Iteration 53Q (332.996842 sec): 3 clusters Score: Raw -78575.208163 + Penalty 1523.674168 = -77051.533995 nChanged 1 SP:Iteration 54Q (333.012693 sec): 3 clusters Score: Raw -78575.461127 + Penalty 1523.674168 = -77051.786959 nChanged 3 SP:Iteration 55Q (333.028559 sec): 3 clusters Score: Raw -78576.995052 + Penalty 1523.674168 = -77053.320885 nChanged 4 SP:Iteration 56Q (333.044486 sec): 3 clusters Score: Raw -78579.770096 + Penalty 1523.674168 = -77056.095929 nChanged 3 SP:Iteration 57Q (333.062352 sec): 3 clusters Score: Raw -78581.793093 + Penalty 1523.674168 = -77058.118926 nChanged 5 SP:Iteration 58Q (333.077103 sec): 3 clusters Score: Raw -78583.794732 + Penalty 1523.674168 = -77060.120564 nChanged 2 SP:Iteration 59Q (333.091802 sec): 3 clusters Score: Raw -78584.368575 + Penalty 1523.674168 = -77060.694407 nChanged 1 SP:Iteration 60F (333.107688 sec): 3 clusters Score: Raw -78585.017558 + Penalty 1523.674168 = -77061.343390 nChanged 2 SP:Iteration 61Q (333.122445 sec): 3 clusters Score: Raw -78585.625570 + Penalty 1523.674168 = -77061.951402 nChanged 2 SP:Iteration 62Q (333.137193 sec): 3 clusters Score: Raw -78586.851718 + Penalty 1523.674168 = -77063.177551 nChanged 4 SP:Iteration 63Q (333.151682 sec): 3 clusters Score: Raw -78589.325255 + Penalty 1523.674168 = -77065.651087 nChanged 5 SP:Iteration 64Q (333.166547 sec): 3 clusters Score: Raw -78592.743681 + Penalty 1523.674168 = -77069.069514 nChanged 4 SP:Iteration 65Q (333.181279 sec): 3 clusters Score: Raw -78595.045217 + Penalty 1523.674168 = -77071.371049 nChanged 2 SP:Iteration 66Q (333.195908 sec): 3 clusters Score: Raw -78596.365294 + Penalty 1523.674168 = -77072.691126 nChanged 4 SP:Iteration 67Q (333.210599 sec): 3 clusters Score: Raw -78598.881215 + Penalty 1523.674168 = -77075.207048 nChanged 4 SP:Iteration 68Q (333.354371 sec): 3 clusters Score: Raw -78600.488406 + Penalty 1523.674168 = -77076.814239 nChanged 2 SP:Iteration 69Q (333.463951 sec): 3 clusters Score: Raw -78602.610143 + Penalty 1523.674168 = -77078.935975 nChanged 1 SP:Iteration 70Q (333.489630 sec): 3 clusters Score: Raw -78602.951109 + Penalty 1523.674168 = -77079.276942 nChanged 1 SP:Iteration 71Q (333.504677 sec): 3 clusters Score: Raw -78603.155961 + Penalty 1523.674168 = -77079.481794 nChanged 0 SP:Iteration 72F (333.519937 sec): 3 clusters Score: Raw -78603.155961 + Penalty 1523.674168 = -77079.481794 nChanged 0 Score: Raw -1023775.930803 + Penalty 18772.998817 = -1005002.931986 Splitting cluster 10 changes total score from -1003740.587232 to -1005002.931986 So it's getting split into cluster 18. Trying to split cluster 11 (1019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (334.036861 sec): 2 clusters Score: Raw -53336.543977 + Penalty 727.290588 = -52609.253389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (334.049386 sec): 3 clusters Score: Raw -52959.336440 + Penalty 1454.581177 = -51504.755263 nChanged 332 SP:Iteration 1F (334.062364 sec): 3 clusters Score: Raw -53348.570025 + Penalty 1454.581177 = -51893.988848 nChanged 109 SP:Iteration 2F (334.074310 sec): 3 clusters Score: Raw -53521.306714 + Penalty 1454.581177 = -52066.725537 nChanged 78 SP:Iteration 3F (334.086196 sec): 3 clusters Score: Raw -53664.494875 + Penalty 1454.581177 = -52209.913698 nChanged 62 SP:Iteration 4F (334.097963 sec): 3 clusters Score: Raw -53775.552379 + Penalty 1454.581177 = -52320.971202 nChanged 50 SP:Iteration 5Q (334.109940 sec): 3 clusters Score: Raw -53843.108654 + Penalty 1454.581177 = -52388.527477 nChanged 30 SP:Iteration 6Q (334.121765 sec): 3 clusters Score: Raw -53880.747400 + Penalty 1454.581177 = -52426.166223 nChanged 24 SP:Iteration 7Q (334.133589 sec): 3 clusters Score: Raw -53915.738590 + Penalty 1454.581177 = -52461.157413 nChanged 21 SP:Iteration 8Q (334.145487 sec): 3 clusters Score: Raw -53945.585611 + Penalty 1454.581177 = -52491.004434 nChanged 13 SP:Iteration 9Q (334.157198 sec): 3 clusters Score: Raw -53961.616887 + Penalty 1454.581177 = -52507.035710 nChanged 13 SP:Iteration 10Q (334.168912 sec): 3 clusters Score: Raw -53972.442443 + Penalty 1454.581177 = -52517.861266 nChanged 12 SP:Iteration 11Q (334.180723 sec): 3 clusters Score: Raw -53982.520943 + Penalty 1454.581177 = -52527.939766 nChanged 12 SP:Iteration 12Q (334.192414 sec): 3 clusters Score: Raw -53992.548728 + Penalty 1454.581177 = -52537.967551 nChanged 7 SP:Iteration 13Q (334.204110 sec): 3 clusters Score: Raw -53999.389652 + Penalty 1454.581177 = -52544.808475 nChanged 8 SP:Iteration 14Q (334.215794 sec): 3 clusters Score: Raw -54011.836504 + Penalty 1454.581177 = -52557.255327 nChanged 10 SP:Iteration 15Q (334.227406 sec): 3 clusters Score: Raw -54029.568526 + Penalty 1454.581177 = -52574.987349 nChanged 11 SP:Iteration 16Q (334.239017 sec): 3 clusters Score: Raw -54044.821463 + Penalty 1454.581177 = -52590.240286 nChanged 4 SP:Iteration 17Q (334.250630 sec): 3 clusters Score: Raw -54051.509586 + Penalty 1454.581177 = -52596.928409 nChanged 4 SP:Iteration 18Q (334.262240 sec): 3 clusters Score: Raw -54056.065141 + Penalty 1454.581177 = -52601.483964 nChanged 6 SP:Iteration 19Q (334.274018 sec): 3 clusters Score: Raw -54066.855170 + Penalty 1454.581177 = -52612.273993 nChanged 10 SP:Iteration 20F (334.285785 sec): 3 clusters Score: Raw -54086.544149 + Penalty 1454.581177 = -52631.962972 nChanged 9 SP:Iteration 21Q (334.297371 sec): 3 clusters Score: Raw -54098.296044 + Penalty 1454.581177 = -52643.714867 nChanged 9 SP:Iteration 22Q (334.308940 sec): 3 clusters Score: Raw -54113.903382 + Penalty 1454.581177 = -52659.322205 nChanged 7 SP:Iteration 23Q (334.320536 sec): 3 clusters Score: Raw -54130.232177 + Penalty 1454.581177 = -52675.651000 nChanged 10 SP:Iteration 24Q (334.434744 sec): 3 clusters Score: Raw -54147.879266 + Penalty 1454.581177 = -52693.298089 nChanged 4 SP:Iteration 25Q (334.531265 sec): 3 clusters Score: Raw -54151.811124 + Penalty 1454.581177 = -52697.229947 nChanged 1 SP:Iteration 26Q (334.621771 sec): 3 clusters Score: Raw -54152.193759 + Penalty 1454.581177 = -52697.612582 nChanged 0 SP:Iteration 27F (334.734676 sec): 3 clusters Score: Raw -54152.193759 + Penalty 1454.581177 = -52697.612582 nChanged 0 Score: Raw -1024591.580585 + Penalty 19815.943196 = -1004775.637389 Splitting cluster 11 changes total score from -1003740.587232 to -1004775.637389 So it's getting split into cluster 19. Trying to split cluster 12 (1378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.286453 sec): 2 clusters Score: Raw -63072.642633 + Penalty 758.980787 = -62313.661846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.302054 sec): 3 clusters Score: Raw -62537.684409 + Penalty 1517.961575 = -61019.722835 nChanged 507 SP:Iteration 1F (335.317006 sec): 3 clusters Score: Raw -62940.020537 + Penalty 1517.961575 = -61422.058963 nChanged 121 SP:Iteration 2F (335.332085 sec): 3 clusters Score: Raw -63060.561672 + Penalty 1517.961575 = -61542.600097 nChanged 84 SP:Iteration 3F (335.347013 sec): 3 clusters Score: Raw -63153.948128 + Penalty 1517.961575 = -61635.986553 nChanged 74 SP:Iteration 4F (335.361812 sec): 3 clusters Score: Raw -63238.735932 + Penalty 1517.961575 = -61720.774357 nChanged 49 SP:Iteration 5Q (335.376879 sec): 3 clusters Score: Raw -63290.605367 + Penalty 1517.961575 = -61772.643792 nChanged 46 SP:Iteration 6Q (335.391992 sec): 3 clusters Score: Raw -63336.852753 + Penalty 1517.961575 = -61818.891178 nChanged 33 SP:Iteration 7Q (335.407582 sec): 3 clusters Score: Raw -63374.233608 + Penalty 1517.961575 = -61856.272033 nChanged 30 SP:Iteration 8Q (335.422899 sec): 3 clusters Score: Raw -63405.538323 + Penalty 1517.961575 = -61887.576749 nChanged 22 SP:Iteration 9Q (335.437866 sec): 3 clusters Score: Raw -63429.889458 + Penalty 1517.961575 = -61911.927883 nChanged 18 SP:Iteration 10Q (335.452882 sec): 3 clusters Score: Raw -63447.741717 + Penalty 1517.961575 = -61929.780143 nChanged 11 SP:Iteration 11Q (335.467845 sec): 3 clusters Score: Raw -63471.958616 + Penalty 1517.961575 = -61953.997041 nChanged 14 SP:Iteration 12Q (335.482731 sec): 3 clusters Score: Raw -63488.327801 + Penalty 1517.961575 = -61970.366226 nChanged 15 SP:Iteration 13Q (335.497627 sec): 3 clusters Score: Raw -63498.981181 + Penalty 1517.961575 = -61981.019606 nChanged 9 SP:Iteration 14Q (335.512592 sec): 3 clusters Score: Raw -63505.481298 + Penalty 1517.961575 = -61987.519723 nChanged 6 SP:Iteration 15Q (335.527553 sec): 3 clusters Score: Raw -63508.156901 + Penalty 1517.961575 = -61990.195326 nChanged 4 SP:Iteration 16Q (335.542437 sec): 3 clusters Score: Raw -63510.362616 + Penalty 1517.961575 = -61992.401041 nChanged 6 SP:Iteration 17Q (335.557274 sec): 3 clusters Score: Raw -63514.021089 + Penalty 1517.961575 = -61996.059515 nChanged 2 SP:Iteration 18Q (335.571984 sec): 3 clusters Score: Raw -63515.619429 + Penalty 1517.961575 = -61997.657854 nChanged 4 SP:Iteration 19Q (335.593285 sec): 3 clusters Score: Raw -63517.852679 + Penalty 1517.961575 = -61999.891105 nChanged 5 SP:Iteration 20F (335.608176 sec): 3 clusters Score: Raw -63525.409896 + Penalty 1517.961575 = -62007.448321 nChanged 7 SP:Iteration 21Q (335.623109 sec): 3 clusters Score: Raw -63536.156672 + Penalty 1517.961575 = -62018.195097 nChanged 11 SP:Iteration 22Q (335.638032 sec): 3 clusters Score: Raw -63550.017257 + Penalty 1517.961575 = -62032.055683 nChanged 11 SP:Iteration 23Q (335.652951 sec): 3 clusters Score: Raw -63566.998471 + Penalty 1517.961575 = -62049.036896 nChanged 7 SP:Iteration 24Q (335.667804 sec): 3 clusters Score: Raw -63577.490860 + Penalty 1517.961575 = -62059.529285 nChanged 5 SP:Iteration 25Q (335.778835 sec): 3 clusters Score: Raw -63582.639928 + Penalty 1517.961575 = -62064.678354 nChanged 7 SP:Iteration 26Q (335.895730 sec): 3 clusters Score: Raw -63586.047956 + Penalty 1517.961575 = -62068.086381 nChanged 2 SP:Iteration 27Q (336.008959 sec): 3 clusters Score: Raw -63586.608939 + Penalty 1517.961575 = -62068.647365 nChanged 3 SP:Iteration 28Q (336.047407 sec): 3 clusters Score: Raw -63588.767146 + Penalty 1517.961575 = -62070.805571 nChanged 3 SP:Iteration 29Q (336.062240 sec): 3 clusters Score: Raw -63589.609747 + Penalty 1517.961575 = -62071.648172 nChanged 3 SP:Iteration 30Q (336.077109 sec): 3 clusters Score: Raw -63590.998195 + Penalty 1517.961575 = -62073.036620 nChanged 5 SP:Iteration 31Q (336.091925 sec): 3 clusters Score: Raw -63592.710887 + Penalty 1517.961575 = -62074.749312 nChanged 6 SP:Iteration 32Q (336.106776 sec): 3 clusters Score: Raw -63595.266464 + Penalty 1517.961575 = -62077.304889 nChanged 7 SP:Iteration 33Q (336.121640 sec): 3 clusters Score: Raw -63601.373975 + Penalty 1517.961575 = -62083.412400 nChanged 10 SP:Iteration 34Q (336.136455 sec): 3 clusters Score: Raw -63607.232000 + Penalty 1517.961575 = -62089.270425 nChanged 11 SP:Iteration 35Q (336.151259 sec): 3 clusters Score: Raw -63613.363755 + Penalty 1517.961575 = -62095.402180 nChanged 13 SP:Iteration 36Q (336.166055 sec): 3 clusters Score: Raw -63621.514301 + Penalty 1517.961575 = -62103.552726 nChanged 10 SP:Iteration 37Q (336.180896 sec): 3 clusters Score: Raw -63628.798869 + Penalty 1517.961575 = -62110.837294 nChanged 9 SP:Iteration 38Q (336.195719 sec): 3 clusters Score: Raw -63632.462404 + Penalty 1517.961575 = -62114.500829 nChanged 6 SP:Iteration 39Q (336.210515 sec): 3 clusters Score: Raw -63636.676815 + Penalty 1517.961575 = -62118.715240 nChanged 7 SP:Iteration 40F (336.225315 sec): 3 clusters Score: Raw -63639.978616 + Penalty 1517.961575 = -62122.017041 nChanged 5 SP:Iteration 41Q (336.240117 sec): 3 clusters Score: Raw -63642.184252 + Penalty 1517.961575 = -62124.222677 nChanged 4 SP:Iteration 42Q (336.254918 sec): 3 clusters Score: Raw -63644.881915 + Penalty 1517.961575 = -62126.920341 nChanged 4 SP:Iteration 43Q (336.269656 sec): 3 clusters Score: Raw -63646.994118 + Penalty 1517.961575 = -62129.032543 nChanged 3 SP:Iteration 44Q (336.284404 sec): 3 clusters Score: Raw -63648.836544 + Penalty 1517.961575 = -62130.874969 nChanged 1 SP:Iteration 45Q (336.299110 sec): 3 clusters Score: Raw -63649.759414 + Penalty 1517.961575 = -62131.797839 nChanged 0 SP:Iteration 46F (336.313943 sec): 3 clusters Score: Raw -63649.759414 + Penalty 1517.961575 = -62131.797839 nChanged 0 Trying to split cluster 13 (6420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (336.362297 sec): 2 clusters Score: Raw -365830.800683 + Penalty 920.553207 = -364910.247476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (336.411420 sec): 3 clusters Score: Raw -362187.292326 + Penalty 1841.106413 = -360346.185912 nChanged 2773 SP:Iteration 1F (336.471368 sec): 3 clusters Score: Raw -364014.018427 + Penalty 1841.106413 = -362172.912014 nChanged 498 SP:Iteration 2F (336.517659 sec): 3 clusters Score: Raw -364352.953709 + Penalty 1841.106413 = -362511.847296 nChanged 447 SP:Iteration 3F (336.580138 sec): 3 clusters Score: Raw -364651.852130 + Penalty 1841.106413 = -362810.745717 nChanged 364 SP:Iteration 4F (336.645200 sec): 3 clusters Score: Raw -364876.183450 + Penalty 1841.106413 = -363035.077037 nChanged 311 SP:Iteration 5Q (336.710711 sec): 3 clusters Score: Raw -365070.659839 + Penalty 1841.106413 = -363229.553426 nChanged 266 SP:Iteration 6Q (336.767094 sec): 3 clusters Score: Raw -365211.426109 + Penalty 1841.106413 = -363370.319696 nChanged 194 SP:Iteration 7Q (336.816864 sec): 3 clusters Score: Raw -365311.407140 + Penalty 1841.106413 = -363470.300726 nChanged 156 SP:Iteration 8Q (336.977242 sec): 3 clusters Score: Raw -365392.628093 + Penalty 1841.106413 = -363551.521680 nChanged 143 SP:Iteration 9Q (337.074319 sec): 3 clusters Score: Raw -365457.528076 + Penalty 1841.106413 = -363616.421663 nChanged 133 SP:Iteration 10Q (337.204930 sec): 3 clusters Score: Raw -365522.884273 + Penalty 1841.106413 = -363681.777860 nChanged 139 SP:Iteration 11Q (337.267043 sec): 3 clusters Score: Raw -365596.061255 + Penalty 1841.106413 = -363754.954841 nChanged 150 SP:Iteration 12Q (337.315874 sec): 3 clusters Score: Raw -365694.232295 + Penalty 1841.106413 = -363853.125882 nChanged 162 SP:Iteration 13Q (337.365271 sec): 3 clusters Score: Raw -365810.732813 + Penalty 1841.106413 = -363969.626399 nChanged 187 SP:Iteration 14Q (337.415337 sec): 3 clusters Score: Raw -365968.942071 + Penalty 1841.106413 = -364127.835657 nChanged 215 SP:Iteration 15Q (337.465524 sec): 3 clusters Score: Raw -366183.352173 + Penalty 1841.106413 = -364342.245760 nChanged 246 SP:Iteration 16Q (337.515388 sec): 3 clusters Score: Raw -366558.631932 + Penalty 1841.106413 = -364717.525519 nChanged 295 SP:Iteration 17Q (337.564967 sec): 3 clusters Score: Raw -367081.854657 + Penalty 1841.106413 = -365240.748243 nChanged 266 SP:Iteration 18Q (337.620547 sec): 3 clusters Score: Raw -367415.941220 + Penalty 1841.106413 = -365574.834807 nChanged 215 SP:Iteration 19Q (337.668467 sec): 3 clusters Score: Raw -367727.740216 + Penalty 1841.106413 = -365886.633803 nChanged 182 SP:Iteration 20F (337.716319 sec): 3 clusters Score: Raw -368070.138505 + Penalty 1841.106413 = -366229.032092 nChanged 123 SP:Iteration 21Q (337.764913 sec): 3 clusters Score: Raw -368287.682955 + Penalty 1841.106413 = -366446.576542 nChanged 69 SP:Iteration 22Q (337.812926 sec): 3 clusters Score: Raw -368379.007432 + Penalty 1841.106413 = -366537.901018 nChanged 37 SP:Iteration 23Q (337.860843 sec): 3 clusters Score: Raw -368406.668304 + Penalty 1841.106413 = -366565.561891 nChanged 17 SP:Iteration 24Q (337.937435 sec): 3 clusters Score: Raw -368412.599619 + Penalty 1841.106413 = -366571.493205 nChanged 7 SP:Iteration 25Q (337.983453 sec): 3 clusters Score: Raw -368414.481768 + Penalty 1841.106413 = -366573.375355 nChanged 4 SP:Iteration 26Q (338.029602 sec): 3 clusters Score: Raw -368415.769689 + Penalty 1841.106413 = -366574.663275 nChanged 3 SP:Iteration 27Q (338.076084 sec): 3 clusters Score: Raw -368416.469268 + Penalty 1841.106413 = -366575.362855 nChanged 2 SP:Iteration 28Q (338.124285 sec): 3 clusters Score: Raw -368416.934524 + Penalty 1841.106413 = -366575.828111 nChanged 1 SP:Iteration 29Q (338.172818 sec): 3 clusters Score: Raw -368417.157080 + Penalty 1841.106413 = -366576.050666 nChanged 1 SP:Iteration 30Q (338.221138 sec): 3 clusters Score: Raw -368417.438596 + Penalty 1841.106413 = -366576.332183 nChanged 0 SP:Iteration 31F (338.280029 sec): 3 clusters Score: Raw -368417.438596 + Penalty 1841.106413 = -366576.332183 nChanged 0 Score: Raw -1027178.218499 + Penalty 20858.887574 = -1006319.330924 Splitting cluster 13 changes total score from -1003740.587232 to -1006319.330924 So it's getting split into cluster 20. Iteration 86F (339.388176 sec): 21 clusters Score: Raw -1027916.755671 + Penalty 20858.887574 = -1007057.868097 nChanged 758 Iteration 87Q (339.700799 sec): 21 clusters Score: Raw -1028625.923098 + Penalty 20858.887574 = -1007767.035524 nChanged 317 Iteration 88Q (340.006262 sec): 21 clusters Score: Raw -1028893.990593 + Penalty 20858.887574 = -1008035.103019 nChanged 197 Iteration 89Q (340.307784 sec): 21 clusters Score: Raw -1029046.098669 + Penalty 20858.887574 = -1008187.211095 nChanged 122 Iteration 90Q (340.637735 sec): 21 clusters Score: Raw -1029128.516385 + Penalty 20858.887574 = -1008269.628811 nChanged 76 Iteration 91Q (340.936925 sec): 21 clusters Score: Raw -1029188.041625 + Penalty 20858.887574 = -1008329.154050 nChanged 65 Iteration 92Q (341.236039 sec): 21 clusters Score: Raw -1029249.866073 + Penalty 20858.887574 = -1008390.978499 nChanged 42 Iteration 93Q (341.702894 sec): 21 clusters Score: Raw -1029379.794815 + Penalty 20858.887574 = -1008520.907240 nChanged 37 Iteration 94Q (342.035104 sec): 21 clusters Score: Raw -1029580.263386 + Penalty 20858.887574 = -1008721.375812 nChanged 30 Iteration 95Q (342.433513 sec): 21 clusters Score: Raw -1029598.814359 + Penalty 20858.887574 = -1008739.926784 nChanged 23 Iteration 96Q (342.764827 sec): 21 clusters Score: Raw -1029630.185726 + Penalty 20858.887574 = -1008771.298152 nChanged 22 Iteration 97Q (343.100355 sec): 21 clusters Score: Raw -1029648.567080 + Penalty 20858.887574 = -1008789.679506 nChanged 12 Iteration 98Q (343.566881 sec): 21 clusters Score: Raw -1029653.338453 + Penalty 20858.887574 = -1008794.450879 nChanged 14 Writing temp clu file Because OldScore, -1008789.679506, is greater than current (better) Score,-1008794.450879 Compute initial score before splitting: Score: Raw -1029653.338453 + Penalty 20858.887574 = -1008794.450879 Trying to split cluster 1 (1501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (343.612998 sec): 2 clusters Score: Raw -67386.583024 + Penalty 767.958117 = -66618.624906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (343.632568 sec): 3 clusters Score: Raw -66732.441010 + Penalty 1535.916235 = -65196.524775 nChanged 560 SP:Iteration 1F (343.650996 sec): 3 clusters Score: Raw -67217.321268 + Penalty 1535.916235 = -65681.405034 nChanged 150 SP:Iteration 2F (343.669542 sec): 3 clusters Score: Raw -67371.073217 + Penalty 1535.916235 = -65835.156982 nChanged 98 SP:Iteration 3F (343.688239 sec): 3 clusters Score: Raw -67460.563165 + Penalty 1535.916235 = -65924.646930 nChanged 70 SP:Iteration 4Q (343.707110 sec): 3 clusters Score: Raw -67538.083230 + Penalty 1535.916235 = -66002.166995 nChanged 55 SP:Iteration 5Q (343.726028 sec): 3 clusters Score: Raw -67598.104301 + Penalty 1535.916235 = -66062.188066 nChanged 48 SP:Iteration 6Q (343.744946 sec): 3 clusters Score: Raw -67658.159174 + Penalty 1535.916235 = -66122.242939 nChanged 55 SP:Iteration 7Q (343.766739 sec): 3 clusters Score: Raw -67716.908521 + Penalty 1535.916235 = -66180.992286 nChanged 36 SP:Iteration 8Q (343.784981 sec): 3 clusters Score: Raw -67746.651727 + Penalty 1535.916235 = -66210.735492 nChanged 20 SP:Iteration 9Q (343.803187 sec): 3 clusters Score: Raw -67765.807049 + Penalty 1535.916235 = -66229.890814 nChanged 16 SP:Iteration 10Q (343.819584 sec): 3 clusters Score: Raw -67778.054102 + Penalty 1535.916235 = -66242.137868 nChanged 12 SP:Iteration 11Q (343.839671 sec): 3 clusters Score: Raw -67786.095131 + Penalty 1535.916235 = -66250.178896 nChanged 14 SP:Iteration 12Q (343.856037 sec): 3 clusters Score: Raw -67793.514054 + Penalty 1535.916235 = -66257.597819 nChanged 13 SP:Iteration 13Q (343.872469 sec): 3 clusters Score: Raw -67801.187098 + Penalty 1535.916235 = -66265.270863 nChanged 9 SP:Iteration 14Q (343.888851 sec): 3 clusters Score: Raw -67805.655873 + Penalty 1535.916235 = -66269.739639 nChanged 11 SP:Iteration 15Q (343.905253 sec): 3 clusters Score: Raw -67810.616948 + Penalty 1535.916235 = -66274.700714 nChanged 7 SP:Iteration 16Q (343.921394 sec): 3 clusters Score: Raw -67815.803557 + Penalty 1535.916235 = -66279.887323 nChanged 11 SP:Iteration 17Q (343.937581 sec): 3 clusters Score: Raw -67821.002578 + Penalty 1535.916235 = -66285.086344 nChanged 10 SP:Iteration 18Q (343.953741 sec): 3 clusters Score: Raw -67825.786098 + Penalty 1535.916235 = -66289.869863 nChanged 5 SP:Iteration 19Q (343.969815 sec): 3 clusters Score: Raw -67827.432077 + Penalty 1535.916235 = -66291.515842 nChanged 0 SP:Iteration 20F (343.985868 sec): 3 clusters Score: Raw -67827.432077 + Penalty 1535.916235 = -66291.515842 nChanged 0 Trying to split cluster 2 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (344.016023 sec): 2 clusters Score: Raw -24480.413078 + Penalty 651.266229 = -23829.146849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (344.128639 sec): 3 clusters Score: Raw -24386.652245 + Penalty 1302.532459 = -23084.119786 nChanged 134 SP:Iteration 1F (344.243674 sec): 3 clusters Score: Raw -24559.737750 + Penalty 1302.532459 = -23257.205292 nChanged 47 SP:Iteration 2F (344.337792 sec): 3 clusters Score: Raw -24624.306046 + Penalty 1302.532459 = -23321.773587 nChanged 19 SP:Iteration 3Q (344.447207 sec): 3 clusters Score: Raw -24647.706104 + Penalty 1302.532459 = -23345.173645 nChanged 12 SP:Iteration 4Q (344.537058 sec): 3 clusters Score: Raw -24673.762629 + Penalty 1302.532459 = -23371.230170 nChanged 12 SP:Iteration 5Q (344.640095 sec): 3 clusters Score: Raw -24686.371858 + Penalty 1302.532459 = -23383.839399 nChanged 1 SP:Iteration 6Q (344.744850 sec): 3 clusters Score: Raw -24686.873052 + Penalty 1302.532459 = -23384.340593 nChanged 0 SP:Iteration 7F (344.788118 sec): 3 clusters Score: Raw -24686.873052 + Penalty 1302.532459 = -23384.340593 nChanged 0 Trying to split cluster 3 (1404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (344.820546 sec): 2 clusters Score: Raw -82146.915831 + Penalty 760.943461 = -81385.972369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (344.836586 sec): 3 clusters Score: Raw -81519.670895 + Penalty 1521.886923 = -79997.783972 nChanged 519 SP:Iteration 1F (344.852063 sec): 3 clusters Score: Raw -81821.614639 + Penalty 1521.886923 = -80299.727716 nChanged 110 SP:Iteration 2F (344.867330 sec): 3 clusters Score: Raw -81902.657134 + Penalty 1521.886923 = -80380.770211 nChanged 79 SP:Iteration 3F (344.882534 sec): 3 clusters Score: Raw -81951.188743 + Penalty 1521.886923 = -80429.301820 nChanged 46 SP:Iteration 4Q (344.897953 sec): 3 clusters Score: Raw -81990.554797 + Penalty 1521.886923 = -80468.667874 nChanged 35 SP:Iteration 5Q (344.913476 sec): 3 clusters Score: Raw -82028.365221 + Penalty 1521.886923 = -80506.478298 nChanged 51 SP:Iteration 6Q (344.928958 sec): 3 clusters Score: Raw -82072.072263 + Penalty 1521.886923 = -80550.185340 nChanged 38 SP:Iteration 7Q (344.944195 sec): 3 clusters Score: Raw -82102.958387 + Penalty 1521.886923 = -80581.071465 nChanged 39 SP:Iteration 8Q (344.959653 sec): 3 clusters Score: Raw -82135.074760 + Penalty 1521.886923 = -80613.187838 nChanged 36 SP:Iteration 9Q (344.975075 sec): 3 clusters Score: Raw -82169.469352 + Penalty 1521.886923 = -80647.582429 nChanged 45 SP:Iteration 10Q (344.990244 sec): 3 clusters Score: Raw -82208.171291 + Penalty 1521.886923 = -80686.284368 nChanged 35 SP:Iteration 11Q (345.005474 sec): 3 clusters Score: Raw -82247.304906 + Penalty 1521.886923 = -80725.417983 nChanged 45 SP:Iteration 12Q (345.020754 sec): 3 clusters Score: Raw -82300.472729 + Penalty 1521.886923 = -80778.585807 nChanged 46 SP:Iteration 13Q (345.037418 sec): 3 clusters Score: Raw -82359.588251 + Penalty 1521.886923 = -80837.701328 nChanged 46 SP:Iteration 14Q (345.052667 sec): 3 clusters Score: Raw -82422.412454 + Penalty 1521.886923 = -80900.525532 nChanged 37 SP:Iteration 15Q (345.067785 sec): 3 clusters Score: Raw -82485.400138 + Penalty 1521.886923 = -80963.513215 nChanged 42 SP:Iteration 16Q (345.082948 sec): 3 clusters Score: Raw -82546.210925 + Penalty 1521.886923 = -81024.324002 nChanged 39 SP:Iteration 17Q (345.097920 sec): 3 clusters Score: Raw -82576.341404 + Penalty 1521.886923 = -81054.454481 nChanged 23 SP:Iteration 18Q (345.112957 sec): 3 clusters Score: Raw -82593.017394 + Penalty 1521.886923 = -81071.130471 nChanged 20 SP:Iteration 19Q (345.127908 sec): 3 clusters Score: Raw -82608.825586 + Penalty 1521.886923 = -81086.938663 nChanged 18 SP:Iteration 20F (345.142912 sec): 3 clusters Score: Raw -82622.220877 + Penalty 1521.886923 = -81100.333954 nChanged 14 SP:Iteration 21Q (345.157824 sec): 3 clusters Score: Raw -82631.563325 + Penalty 1521.886923 = -81109.676402 nChanged 12 SP:Iteration 22Q (345.269543 sec): 3 clusters Score: Raw -82636.805389 + Penalty 1521.886923 = -81114.918467 nChanged 8 SP:Iteration 23Q (345.399069 sec): 3 clusters Score: Raw -82643.371438 + Penalty 1521.886923 = -81121.484515 nChanged 9 SP:Iteration 24Q (345.414236 sec): 3 clusters Score: Raw -82653.591777 + Penalty 1521.886923 = -81131.704855 nChanged 9 SP:Iteration 25Q (345.429112 sec): 3 clusters Score: Raw -82664.712153 + Penalty 1521.886923 = -81142.825230 nChanged 11 SP:Iteration 26Q (345.443984 sec): 3 clusters Score: Raw -82676.907391 + Penalty 1521.886923 = -81155.020468 nChanged 8 SP:Iteration 27Q (345.458753 sec): 3 clusters Score: Raw -82683.243115 + Penalty 1521.886923 = -81161.356192 nChanged 6 SP:Iteration 28Q (345.473473 sec): 3 clusters Score: Raw -82689.784175 + Penalty 1521.886923 = -81167.897252 nChanged 10 SP:Iteration 29Q (345.488340 sec): 3 clusters Score: Raw -82699.388996 + Penalty 1521.886923 = -81177.502074 nChanged 7 SP:Iteration 30Q (345.503167 sec): 3 clusters Score: Raw -82705.368613 + Penalty 1521.886923 = -81183.481691 nChanged 7 SP:Iteration 31Q (345.517809 sec): 3 clusters Score: Raw -82711.484459 + Penalty 1521.886923 = -81189.597536 nChanged 8 SP:Iteration 32Q (345.532510 sec): 3 clusters Score: Raw -82722.143249 + Penalty 1521.886923 = -81200.256327 nChanged 7 SP:Iteration 33Q (345.547239 sec): 3 clusters Score: Raw -82736.489858 + Penalty 1521.886923 = -81214.602935 nChanged 13 SP:Iteration 34Q (345.561811 sec): 3 clusters Score: Raw -82767.174750 + Penalty 1521.886923 = -81245.287827 nChanged 15 SP:Iteration 35Q (345.576292 sec): 3 clusters Score: Raw -82801.270166 + Penalty 1521.886923 = -81279.383243 nChanged 12 SP:Iteration 36Q (345.590614 sec): 3 clusters Score: Raw -82837.007080 + Penalty 1521.886923 = -81315.120157 nChanged 9 SP:Iteration 37Q (345.604857 sec): 3 clusters Score: Raw -82853.183111 + Penalty 1521.886923 = -81331.296189 nChanged 4 SP:Iteration 38Q (345.619058 sec): 3 clusters Score: Raw -82858.046540 + Penalty 1521.886923 = -81336.159617 nChanged 2 SP:Iteration 39Q (345.633150 sec): 3 clusters Score: Raw -82859.645690 + Penalty 1521.886923 = -81337.758767 nChanged 0 SP:Iteration 40F (345.647993 sec): 3 clusters Score: Raw -82859.645690 + Penalty 1521.886923 = -81337.758767 nChanged 0 Trying to split cluster 4 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.670768 sec): 2 clusters Score: Raw -3780.950370 + Penalty 517.361637 = -3263.588733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (345.675488 sec): 3 clusters Score: Raw -3900.726626 + Penalty 1034.723274 = -2866.003352 nChanged 31 SP:Iteration 1F (345.680006 sec): 3 clusters Score: Raw -4019.941147 + Penalty 1034.723274 = -2985.217873 nChanged 3 SP:Iteration 2Q (345.684479 sec): 3 clusters Score: Raw -4054.510550 + Penalty 1034.723274 = -3019.787276 nChanged 2 SP:Iteration 3Q (345.688927 sec): 3 clusters Score: Raw -4057.653524 + Penalty 1034.723274 = -3022.930250 nChanged 0 SP:Iteration 4F (345.693396 sec): 3 clusters Score: Raw -4057.653524 + Penalty 1034.723274 = -3022.930250 nChanged 0 Trying to split cluster 5 (972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.721511 sec): 2 clusters Score: Raw -53363.717099 + Penalty 722.332359 = -52641.384739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (345.733706 sec): 3 clusters Score: Raw -53006.581698 + Penalty 1444.664719 = -51561.916979 nChanged 340 SP:Iteration 1F (345.745148 sec): 3 clusters Score: Raw -53269.639826 + Penalty 1444.664719 = -51824.975107 nChanged 90 SP:Iteration 2F (345.756543 sec): 3 clusters Score: Raw -53350.278618 + Penalty 1444.664719 = -51905.613899 nChanged 45 SP:Iteration 3Q (345.768192 sec): 3 clusters Score: Raw -53392.795644 + Penalty 1444.664719 = -51948.130925 nChanged 42 SP:Iteration 4Q (345.883638 sec): 3 clusters Score: Raw -53446.707856 + Penalty 1444.664719 = -52002.043137 nChanged 42 SP:Iteration 5Q (345.994342 sec): 3 clusters Score: Raw -53484.531430 + Penalty 1444.664719 = -52039.866711 nChanged 30 SP:Iteration 6Q (346.108675 sec): 3 clusters Score: Raw -53508.472563 + Penalty 1444.664719 = -52063.807844 nChanged 22 SP:Iteration 7Q (346.141865 sec): 3 clusters Score: Raw -53537.468391 + Penalty 1444.664719 = -52092.803672 nChanged 20 SP:Iteration 8Q (346.153749 sec): 3 clusters Score: Raw -53556.127331 + Penalty 1444.664719 = -52111.462612 nChanged 14 SP:Iteration 9Q (346.165385 sec): 3 clusters Score: Raw -53566.546744 + Penalty 1444.664719 = -52121.882025 nChanged 12 SP:Iteration 10Q (346.176928 sec): 3 clusters Score: Raw -53573.514670 + Penalty 1444.664719 = -52128.849951 nChanged 4 SP:Iteration 11Q (346.188479 sec): 3 clusters Score: Raw -53575.075572 + Penalty 1444.664719 = -52130.410853 nChanged 5 SP:Iteration 12Q (346.200014 sec): 3 clusters Score: Raw -53577.667131 + Penalty 1444.664719 = -52133.002412 nChanged 4 SP:Iteration 13Q (346.211689 sec): 3 clusters Score: Raw -53578.768908 + Penalty 1444.664719 = -52134.104189 nChanged 2 SP:Iteration 14Q (346.223261 sec): 3 clusters Score: Raw -53579.332568 + Penalty 1444.664719 = -52134.667849 nChanged 1 SP:Iteration 15Q (346.234784 sec): 3 clusters Score: Raw -53580.224764 + Penalty 1444.664719 = -52135.560045 nChanged 1 SP:Iteration 16Q (346.246274 sec): 3 clusters Score: Raw -53581.076702 + Penalty 1444.664719 = -52136.411983 nChanged 2 SP:Iteration 17Q (346.257739 sec): 3 clusters Score: Raw -53583.085201 + Penalty 1444.664719 = -52138.420483 nChanged 3 SP:Iteration 18Q (346.269307 sec): 3 clusters Score: Raw -53584.515713 + Penalty 1444.664719 = -52139.850994 nChanged 2 SP:Iteration 19Q (346.280854 sec): 3 clusters Score: Raw -53585.048605 + Penalty 1444.664719 = -52140.383886 nChanged 2 SP:Iteration 20F (346.292255 sec): 3 clusters Score: Raw -53585.567986 + Penalty 1444.664719 = -52140.903267 nChanged 1 SP:Iteration 21Q (346.303823 sec): 3 clusters Score: Raw -53585.757954 + Penalty 1444.664719 = -52141.093236 nChanged 0 SP:Iteration 22F (346.315214 sec): 3 clusters Score: Raw -53585.757954 + Penalty 1444.664719 = -52141.093236 nChanged 0 Trying to split cluster 6 (1278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (346.346676 sec): 2 clusters Score: Raw -62652.295991 + Penalty 751.070422 = -61901.225569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (346.361501 sec): 3 clusters Score: Raw -62086.370173 + Penalty 1502.140843 = -60584.229330 nChanged 471 SP:Iteration 1F (346.375599 sec): 3 clusters Score: Raw -62399.664239 + Penalty 1502.140843 = -60897.523395 nChanged 113 SP:Iteration 2F (346.389621 sec): 3 clusters Score: Raw -62504.504497 + Penalty 1502.140843 = -61002.363654 nChanged 83 SP:Iteration 3F (346.403711 sec): 3 clusters Score: Raw -62586.420005 + Penalty 1502.140843 = -61084.279162 nChanged 64 SP:Iteration 4F (346.417767 sec): 3 clusters Score: Raw -62647.901661 + Penalty 1502.140843 = -61145.760817 nChanged 48 SP:Iteration 5Q (346.431967 sec): 3 clusters Score: Raw -62685.941941 + Penalty 1502.140843 = -61183.801097 nChanged 41 SP:Iteration 6Q (346.446221 sec): 3 clusters Score: Raw -62719.997209 + Penalty 1502.140843 = -61217.856366 nChanged 34 SP:Iteration 7Q (346.460488 sec): 3 clusters Score: Raw -62746.551155 + Penalty 1502.140843 = -61244.410312 nChanged 29 SP:Iteration 8Q (346.476084 sec): 3 clusters Score: Raw -62769.423100 + Penalty 1502.140843 = -61267.282257 nChanged 18 SP:Iteration 9Q (346.490334 sec): 3 clusters Score: Raw -62783.761168 + Penalty 1502.140843 = -61281.620325 nChanged 20 SP:Iteration 10Q (346.504515 sec): 3 clusters Score: Raw -62794.850605 + Penalty 1502.140843 = -61292.709762 nChanged 5 SP:Iteration 11Q (346.518602 sec): 3 clusters Score: Raw -62796.278705 + Penalty 1502.140843 = -61294.137862 nChanged 4 SP:Iteration 12Q (346.635407 sec): 3 clusters Score: Raw -62797.713288 + Penalty 1502.140843 = -61295.572445 nChanged 3 SP:Iteration 13Q (346.756153 sec): 3 clusters Score: Raw -62799.393352 + Penalty 1502.140843 = -61297.252509 nChanged 3 SP:Iteration 14Q (346.781896 sec): 3 clusters Score: Raw -62801.496599 + Penalty 1502.140843 = -61299.355756 nChanged 2 SP:Iteration 15Q (346.797485 sec): 3 clusters Score: Raw -62802.607998 + Penalty 1502.140843 = -61300.467155 nChanged 4 SP:Iteration 16Q (346.811673 sec): 3 clusters Score: Raw -62806.135807 + Penalty 1502.140843 = -61303.994964 nChanged 2 SP:Iteration 17Q (346.825870 sec): 3 clusters Score: Raw -62808.287594 + Penalty 1502.140843 = -61306.146750 nChanged 4 SP:Iteration 18Q (346.840078 sec): 3 clusters Score: Raw -62813.227035 + Penalty 1502.140843 = -61311.086191 nChanged 7 SP:Iteration 19Q (346.854330 sec): 3 clusters Score: Raw -62820.237411 + Penalty 1502.140843 = -61318.096568 nChanged 9 SP:Iteration 20F (346.868289 sec): 3 clusters Score: Raw -62832.664453 + Penalty 1502.140843 = -61330.523609 nChanged 13 SP:Iteration 21Q (346.882490 sec): 3 clusters Score: Raw -62840.647639 + Penalty 1502.140843 = -61338.506796 nChanged 10 SP:Iteration 22Q (346.896698 sec): 3 clusters Score: Raw -62846.367943 + Penalty 1502.140843 = -61344.227100 nChanged 7 SP:Iteration 23Q (346.910956 sec): 3 clusters Score: Raw -62851.345529 + Penalty 1502.140843 = -61349.204686 nChanged 7 SP:Iteration 24Q (346.925134 sec): 3 clusters Score: Raw -62857.345496 + Penalty 1502.140843 = -61355.204653 nChanged 6 SP:Iteration 25Q (346.939323 sec): 3 clusters Score: Raw -62861.853390 + Penalty 1502.140843 = -61359.712547 nChanged 3 SP:Iteration 26Q (346.953371 sec): 3 clusters Score: Raw -62864.064487 + Penalty 1502.140843 = -61361.923643 nChanged 1 SP:Iteration 27Q (346.967472 sec): 3 clusters Score: Raw -62864.843242 + Penalty 1502.140843 = -61362.702399 nChanged 0 SP:Iteration 28F (346.981531 sec): 3 clusters Score: Raw -62864.843242 + Penalty 1502.140843 = -61362.702399 nChanged 0 Trying to split cluster 7 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.009417 sec): 2 clusters Score: Raw -53059.827759 + Penalty 717.128342 = -52342.699417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.021099 sec): 3 clusters Score: Raw -52695.394899 + Penalty 1434.256685 = -51261.138214 nChanged 320 SP:Iteration 1F (347.032188 sec): 3 clusters Score: Raw -52943.361675 + Penalty 1434.256685 = -51509.104990 nChanged 84 SP:Iteration 2F (347.043331 sec): 3 clusters Score: Raw -53017.239987 + Penalty 1434.256685 = -51582.983302 nChanged 45 SP:Iteration 3Q (347.054530 sec): 3 clusters Score: Raw -53050.496451 + Penalty 1434.256685 = -51616.239766 nChanged 23 SP:Iteration 4Q (347.065716 sec): 3 clusters Score: Raw -53070.610813 + Penalty 1434.256685 = -51636.354128 nChanged 21 SP:Iteration 5Q (347.076925 sec): 3 clusters Score: Raw -53091.977496 + Penalty 1434.256685 = -51657.720811 nChanged 16 SP:Iteration 6Q (347.088177 sec): 3 clusters Score: Raw -53103.637118 + Penalty 1434.256685 = -51669.380433 nChanged 6 SP:Iteration 7Q (347.099376 sec): 3 clusters Score: Raw -53107.924325 + Penalty 1434.256685 = -51673.667640 nChanged 4 SP:Iteration 8Q (347.110568 sec): 3 clusters Score: Raw -53109.056360 + Penalty 1434.256685 = -51674.799675 nChanged 0 SP:Iteration 9F (347.121573 sec): 3 clusters Score: Raw -53109.056360 + Penalty 1434.256685 = -51674.799675 nChanged 0 Trying to split cluster 8 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.141692 sec): 2 clusters Score: Raw -28962.878378 + Penalty 689.942711 = -28272.935667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.151560 sec): 3 clusters Score: Raw -28752.898975 + Penalty 1379.885422 = -27373.013553 nChanged 220 SP:Iteration 1F (347.265031 sec): 3 clusters Score: Raw -28992.960027 + Penalty 1379.885422 = -27613.074605 nChanged 55 SP:Iteration 2F (347.404936 sec): 3 clusters Score: Raw -29074.769400 + Penalty 1379.885422 = -27694.883978 nChanged 47 SP:Iteration 3F (347.452683 sec): 3 clusters Score: Raw -29155.557984 + Penalty 1379.885422 = -27775.672562 nChanged 33 SP:Iteration 4Q (347.462457 sec): 3 clusters Score: Raw -29202.152021 + Penalty 1379.885422 = -27822.266599 nChanged 18 SP:Iteration 5Q (347.471932 sec): 3 clusters Score: Raw -29217.596482 + Penalty 1379.885422 = -27837.711060 nChanged 14 SP:Iteration 6Q (347.481400 sec): 3 clusters Score: Raw -29227.061515 + Penalty 1379.885422 = -27847.176093 nChanged 7 SP:Iteration 7Q (347.490838 sec): 3 clusters Score: Raw -29235.048123 + Penalty 1379.885422 = -27855.162701 nChanged 7 SP:Iteration 8Q (347.500254 sec): 3 clusters Score: Raw -29243.284709 + Penalty 1379.885422 = -27863.399287 nChanged 6 SP:Iteration 9Q (347.509631 sec): 3 clusters Score: Raw -29250.674559 + Penalty 1379.885422 = -27870.789137 nChanged 4 SP:Iteration 10Q (347.532914 sec): 3 clusters Score: Raw -29255.323256 + Penalty 1379.885422 = -27875.437834 nChanged 7 SP:Iteration 11Q (347.542493 sec): 3 clusters Score: Raw -29263.063296 + Penalty 1379.885422 = -27883.177874 nChanged 6 SP:Iteration 12Q (347.551876 sec): 3 clusters Score: Raw -29268.177757 + Penalty 1379.885422 = -27888.292335 nChanged 3 SP:Iteration 13Q (347.561199 sec): 3 clusters Score: Raw -29270.650367 + Penalty 1379.885422 = -27890.764945 nChanged 3 SP:Iteration 14Q (347.570636 sec): 3 clusters Score: Raw -29273.911213 + Penalty 1379.885422 = -27894.025791 nChanged 4 SP:Iteration 15Q (347.580068 sec): 3 clusters Score: Raw -29277.592893 + Penalty 1379.885422 = -27897.707471 nChanged 3 SP:Iteration 16Q (347.593821 sec): 3 clusters Score: Raw -29279.861573 + Penalty 1379.885422 = -27899.976150 nChanged 2 SP:Iteration 17Q (347.603289 sec): 3 clusters Score: Raw -29280.677627 + Penalty 1379.885422 = -27900.792205 nChanged 0 SP:Iteration 18F (347.612615 sec): 3 clusters Score: Raw -29280.677627 + Penalty 1379.885422 = -27900.792205 nChanged 0 Trying to split cluster 9 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.639018 sec): 2 clusters Score: Raw -56626.191896 + Penalty 723.193020 = -55902.998876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (347.651249 sec): 3 clusters Score: Raw -56238.948447 + Penalty 1446.386040 = -54792.562407 nChanged 334 SP:Iteration 1F (347.662831 sec): 3 clusters Score: Raw -56488.695060 + Penalty 1446.386040 = -55042.309020 nChanged 79 SP:Iteration 2F (347.674350 sec): 3 clusters Score: Raw -56548.847438 + Penalty 1446.386040 = -55102.461398 nChanged 47 SP:Iteration 3Q (347.687818 sec): 3 clusters Score: Raw -56593.283083 + Penalty 1446.386040 = -55146.897043 nChanged 40 SP:Iteration 4Q (347.699696 sec): 3 clusters Score: Raw -56630.112100 + Penalty 1446.386040 = -55183.726060 nChanged 34 SP:Iteration 5Q (347.712388 sec): 3 clusters Score: Raw -56658.088307 + Penalty 1446.386040 = -55211.702267 nChanged 24 SP:Iteration 6Q (347.724250 sec): 3 clusters Score: Raw -56675.572248 + Penalty 1446.386040 = -55229.186208 nChanged 16 SP:Iteration 7Q (347.735966 sec): 3 clusters Score: Raw -56690.126345 + Penalty 1446.386040 = -55243.740305 nChanged 18 SP:Iteration 8Q (347.747567 sec): 3 clusters Score: Raw -56704.549706 + Penalty 1446.386040 = -55258.163666 nChanged 18 SP:Iteration 9Q (347.759315 sec): 3 clusters Score: Raw -56720.306195 + Penalty 1446.386040 = -55273.920155 nChanged 13 SP:Iteration 10Q (347.771021 sec): 3 clusters Score: Raw -56729.876753 + Penalty 1446.386040 = -55283.490713 nChanged 9 SP:Iteration 11Q (347.782695 sec): 3 clusters Score: Raw -56739.533782 + Penalty 1446.386040 = -55293.147742 nChanged 6 SP:Iteration 12Q (347.794320 sec): 3 clusters Score: Raw -56744.365988 + Penalty 1446.386040 = -55297.979948 nChanged 2 SP:Iteration 13Q (347.904888 sec): 3 clusters Score: Raw -56745.869325 + Penalty 1446.386040 = -55299.483285 nChanged 2 SP:Iteration 14Q (348.002189 sec): 3 clusters Score: Raw -56747.451110 + Penalty 1446.386040 = -55301.065070 nChanged 3 SP:Iteration 15Q (348.112312 sec): 3 clusters Score: Raw -56748.949380 + Penalty 1446.386040 = -55302.563340 nChanged 2 SP:Iteration 16Q (348.124215 sec): 3 clusters Score: Raw -56749.956472 + Penalty 1446.386040 = -55303.570432 nChanged 2 SP:Iteration 17Q (348.135918 sec): 3 clusters Score: Raw -56750.623939 + Penalty 1446.386040 = -55304.237899 nChanged 0 SP:Iteration 18F (348.147398 sec): 3 clusters Score: Raw -56750.623939 + Penalty 1446.386040 = -55304.237899 nChanged 0 Trying to split cluster 10 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (348.168110 sec): 2 clusters Score: Raw -41329.889662 + Penalty 692.556954 = -40637.332708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (348.178184 sec): 3 clusters Score: Raw -41082.697890 + Penalty 1385.113908 = -39697.583982 nChanged 214 SP:Iteration 1F (348.187704 sec): 3 clusters Score: Raw -41264.176856 + Penalty 1385.113908 = -39879.062949 nChanged 50 SP:Iteration 2F (348.197215 sec): 3 clusters Score: Raw -41316.617227 + Penalty 1385.113908 = -39931.503319 nChanged 32 SP:Iteration 3Q (348.206750 sec): 3 clusters Score: Raw -41351.419966 + Penalty 1385.113908 = -39966.306058 nChanged 15 SP:Iteration 4Q (348.216337 sec): 3 clusters Score: Raw -41375.616250 + Penalty 1385.113908 = -39990.502342 nChanged 16 SP:Iteration 5Q (348.225937 sec): 3 clusters Score: Raw -41397.273785 + Penalty 1385.113908 = -40012.159877 nChanged 14 SP:Iteration 6Q (348.235536 sec): 3 clusters Score: Raw -41407.165379 + Penalty 1385.113908 = -40022.051471 nChanged 5 SP:Iteration 7Q (348.245175 sec): 3 clusters Score: Raw -41410.416082 + Penalty 1385.113908 = -40025.302174 nChanged 5 SP:Iteration 8Q (348.254785 sec): 3 clusters Score: Raw -41415.763962 + Penalty 1385.113908 = -40030.650054 nChanged 5 SP:Iteration 9Q (348.264303 sec): 3 clusters Score: Raw -41421.412039 + Penalty 1385.113908 = -40036.298131 nChanged 6 SP:Iteration 10Q (348.273803 sec): 3 clusters Score: Raw -41426.783657 + Penalty 1385.113908 = -40041.669749 nChanged 4 SP:Iteration 11Q (348.283348 sec): 3 clusters Score: Raw -41429.330874 + Penalty 1385.113908 = -40044.216966 nChanged 5 SP:Iteration 12Q (348.292895 sec): 3 clusters Score: Raw -41433.246601 + Penalty 1385.113908 = -40048.132693 nChanged 3 SP:Iteration 13Q (348.302416 sec): 3 clusters Score: Raw -41437.400800 + Penalty 1385.113908 = -40052.286892 nChanged 2 SP:Iteration 14Q (348.311984 sec): 3 clusters Score: Raw -41438.368938 + Penalty 1385.113908 = -40053.255030 nChanged 2 SP:Iteration 15Q (348.321501 sec): 3 clusters Score: Raw -41439.448855 + Penalty 1385.113908 = -40054.334947 nChanged 2 SP:Iteration 16Q (348.331023 sec): 3 clusters Score: Raw -41440.177595 + Penalty 1385.113908 = -40055.063687 nChanged 1 SP:Iteration 17Q (348.340544 sec): 3 clusters Score: Raw -41440.563849 + Penalty 1385.113908 = -40055.449941 nChanged 0 SP:Iteration 18F (348.350007 sec): 3 clusters Score: Raw -41440.563849 + Penalty 1385.113908 = -40055.449941 nChanged 0 Trying to split cluster 11 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (348.366045 sec): 2 clusters Score: Raw -25326.805017 + Penalty 646.482793 = -24680.322223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (348.373766 sec): 3 clusters Score: Raw -25224.258730 + Penalty 1292.965587 = -23931.293143 nChanged 124 SP:Iteration 1F (348.381072 sec): 3 clusters Score: Raw -25342.266167 + Penalty 1292.965587 = -24049.300580 nChanged 27 SP:Iteration 2F (348.388326 sec): 3 clusters Score: Raw -25367.547606 + Penalty 1292.965587 = -24074.582019 nChanged 17 SP:Iteration 3Q (348.500853 sec): 3 clusters Score: Raw -25382.679662 + Penalty 1292.965587 = -24089.714075 nChanged 8 SP:Iteration 4Q (348.582068 sec): 3 clusters Score: Raw -25394.533262 + Penalty 1292.965587 = -24101.567675 nChanged 7 SP:Iteration 5Q (348.644652 sec): 3 clusters Score: Raw -25401.293561 + Penalty 1292.965587 = -24108.327974 nChanged 2 SP:Iteration 6Q (348.653076 sec): 3 clusters Score: Raw -25403.001200 + Penalty 1292.965587 = -24110.035613 nChanged 0 SP:Iteration 7F (348.661278 sec): 3 clusters Score: Raw -25403.001200 + Penalty 1292.965587 = -24110.035613 nChanged 0 Trying to split cluster 12 (1350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (348.699048 sec): 2 clusters Score: Raw -61789.765558 + Penalty 756.825287 = -61032.940271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (348.716852 sec): 3 clusters Score: Raw -61248.493680 + Penalty 1513.650573 = -59734.843107 nChanged 469 SP:Iteration 1F (348.734073 sec): 3 clusters Score: Raw -61639.638564 + Penalty 1513.650573 = -60125.987991 nChanged 128 SP:Iteration 2F (348.751271 sec): 3 clusters Score: Raw -61786.287424 + Penalty 1513.650573 = -60272.636851 nChanged 86 SP:Iteration 3F (348.768604 sec): 3 clusters Score: Raw -61887.833211 + Penalty 1513.650573 = -60374.182638 nChanged 68 SP:Iteration 4F (348.783939 sec): 3 clusters Score: Raw -61963.697160 + Penalty 1513.650573 = -60450.046587 nChanged 62 SP:Iteration 5Q (348.799612 sec): 3 clusters Score: Raw -62010.303637 + Penalty 1513.650573 = -60496.653064 nChanged 40 SP:Iteration 6Q (348.815382 sec): 3 clusters Score: Raw -62036.759932 + Penalty 1513.650573 = -60523.109359 nChanged 37 SP:Iteration 7Q (348.831431 sec): 3 clusters Score: Raw -62062.512230 + Penalty 1513.650573 = -60548.861657 nChanged 25 SP:Iteration 8Q (348.847090 sec): 3 clusters Score: Raw -62077.564765 + Penalty 1513.650573 = -60563.914192 nChanged 18 SP:Iteration 9Q (348.862749 sec): 3 clusters Score: Raw -62092.540976 + Penalty 1513.650573 = -60578.890403 nChanged 16 SP:Iteration 10Q (348.877989 sec): 3 clusters Score: Raw -62101.959607 + Penalty 1513.650573 = -60588.309034 nChanged 14 SP:Iteration 11Q (348.893280 sec): 3 clusters Score: Raw -62111.298719 + Penalty 1513.650573 = -60597.648146 nChanged 9 SP:Iteration 12Q (348.908553 sec): 3 clusters Score: Raw -62116.371287 + Penalty 1513.650573 = -60602.720714 nChanged 11 SP:Iteration 13Q (348.923963 sec): 3 clusters Score: Raw -62123.679655 + Penalty 1513.650573 = -60610.029082 nChanged 12 SP:Iteration 14Q (348.939199 sec): 3 clusters Score: Raw -62130.431837 + Penalty 1513.650573 = -60616.781264 nChanged 7 SP:Iteration 15Q (348.954500 sec): 3 clusters Score: Raw -62135.787483 + Penalty 1513.650573 = -60622.136910 nChanged 7 SP:Iteration 16Q (348.970197 sec): 3 clusters Score: Raw -62139.221596 + Penalty 1513.650573 = -60625.571023 nChanged 8 SP:Iteration 17Q (348.985434 sec): 3 clusters Score: Raw -62145.950028 + Penalty 1513.650573 = -60632.299455 nChanged 10 SP:Iteration 18Q (349.000620 sec): 3 clusters Score: Raw -62155.702559 + Penalty 1513.650573 = -60642.051986 nChanged 10 SP:Iteration 19Q (349.016051 sec): 3 clusters Score: Raw -62164.829978 + Penalty 1513.650573 = -60651.179405 nChanged 9 SP:Iteration 20F (349.031089 sec): 3 clusters Score: Raw -62170.691488 + Penalty 1513.650573 = -60657.040915 nChanged 8 SP:Iteration 21Q (349.046082 sec): 3 clusters Score: Raw -62177.336658 + Penalty 1513.650573 = -60663.686085 nChanged 9 SP:Iteration 22Q (349.060973 sec): 3 clusters Score: Raw -62183.895126 + Penalty 1513.650573 = -60670.244553 nChanged 5 SP:Iteration 23Q (349.075930 sec): 3 clusters Score: Raw -62186.517955 + Penalty 1513.650573 = -60672.867382 nChanged 9 SP:Iteration 24Q (349.090967 sec): 3 clusters Score: Raw -62193.216331 + Penalty 1513.650573 = -60679.565758 nChanged 8 SP:Iteration 25Q (349.106205 sec): 3 clusters Score: Raw -62198.028090 + Penalty 1513.650573 = -60684.377517 nChanged 8 SP:Iteration 26Q (349.222910 sec): 3 clusters Score: Raw -62202.148482 + Penalty 1513.650573 = -60688.497909 nChanged 5 SP:Iteration 27Q (349.339903 sec): 3 clusters Score: Raw -62203.403470 + Penalty 1513.650573 = -60689.752897 nChanged 1 SP:Iteration 28Q (349.453516 sec): 3 clusters Score: Raw -62203.650898 + Penalty 1513.650573 = -60690.000325 nChanged 1 SP:Iteration 29Q (349.493247 sec): 3 clusters Score: Raw -62204.570178 + Penalty 1513.650573 = -60690.919605 nChanged 1 SP:Iteration 30Q (349.508119 sec): 3 clusters Score: Raw -62204.824864 + Penalty 1513.650573 = -60691.174291 nChanged 1 SP:Iteration 31Q (349.522873 sec): 3 clusters Score: Raw -62205.218748 + Penalty 1513.650573 = -60691.568175 nChanged 1 SP:Iteration 32Q (349.537578 sec): 3 clusters Score: Raw -62205.579202 + Penalty 1513.650573 = -60691.928629 nChanged 3 SP:Iteration 33Q (349.552256 sec): 3 clusters Score: Raw -62208.853089 + Penalty 1513.650573 = -60695.202516 nChanged 2 SP:Iteration 34Q (349.567407 sec): 3 clusters Score: Raw -62209.791757 + Penalty 1513.650573 = -60696.141184 nChanged 1 SP:Iteration 35Q (349.582398 sec): 3 clusters Score: Raw -62210.212061 + Penalty 1513.650573 = -60696.561488 nChanged 0 SP:Iteration 36F (349.597365 sec): 3 clusters Score: Raw -62210.212061 + Penalty 1513.650573 = -60696.561488 nChanged 0 Trying to split cluster 13 (3477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.636100 sec): 2 clusters Score: Raw -203094.322280 + Penalty 856.162139 = -202238.160141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.670320 sec): 3 clusters Score: Raw -201292.868703 + Penalty 1712.324278 = -199580.544426 nChanged 1434 SP:Iteration 1F (349.703516 sec): 3 clusters Score: Raw -202045.082465 + Penalty 1712.324278 = -200332.758187 nChanged 249 SP:Iteration 2F (349.737023 sec): 3 clusters Score: Raw -202179.103652 + Penalty 1712.324278 = -200466.779375 nChanged 200 SP:Iteration 3F (349.769884 sec): 3 clusters Score: Raw -202292.374524 + Penalty 1712.324278 = -200580.050246 nChanged 162 SP:Iteration 4Q (349.803814 sec): 3 clusters Score: Raw -202393.802230 + Penalty 1712.324278 = -200681.477952 nChanged 165 SP:Iteration 5Q (349.837126 sec): 3 clusters Score: Raw -202500.940619 + Penalty 1712.324278 = -200788.616341 nChanged 171 SP:Iteration 6Q (349.870288 sec): 3 clusters Score: Raw -202610.697628 + Penalty 1712.324278 = -200898.373351 nChanged 146 SP:Iteration 7Q (349.903433 sec): 3 clusters Score: Raw -202693.187623 + Penalty 1712.324278 = -200980.863345 nChanged 127 SP:Iteration 8Q (349.936672 sec): 3 clusters Score: Raw -202761.165679 + Penalty 1712.324278 = -201048.841401 nChanged 117 SP:Iteration 9Q (349.969587 sec): 3 clusters Score: Raw -202829.035129 + Penalty 1712.324278 = -201116.710851 nChanged 102 SP:Iteration 10Q (350.002618 sec): 3 clusters Score: Raw -202875.612238 + Penalty 1712.324278 = -201163.287960 nChanged 87 SP:Iteration 11Q (350.035690 sec): 3 clusters Score: Raw -202916.670995 + Penalty 1712.324278 = -201204.346717 nChanged 73 SP:Iteration 12Q (350.068772 sec): 3 clusters Score: Raw -202952.666272 + Penalty 1712.324278 = -201240.341994 nChanged 80 SP:Iteration 13Q (350.174240 sec): 3 clusters Score: Raw -202994.121097 + Penalty 1712.324278 = -201281.796820 nChanged 67 SP:Iteration 14Q (350.207283 sec): 3 clusters Score: Raw -203026.377541 + Penalty 1712.324278 = -201314.053263 nChanged 58 SP:Iteration 15Q (350.240311 sec): 3 clusters Score: Raw -203057.331418 + Penalty 1712.324278 = -201345.007141 nChanged 54 SP:Iteration 16Q (350.273187 sec): 3 clusters Score: Raw -203082.871699 + Penalty 1712.324278 = -201370.547421 nChanged 41 SP:Iteration 17Q (350.306163 sec): 3 clusters Score: Raw -203100.892694 + Penalty 1712.324278 = -201388.568416 nChanged 34 SP:Iteration 18Q (350.339155 sec): 3 clusters Score: Raw -203110.925062 + Penalty 1712.324278 = -201398.600784 nChanged 14 SP:Iteration 19Q (350.479322 sec): 3 clusters Score: Raw -203114.387463 + Penalty 1712.324278 = -201402.063186 nChanged 8 SP:Iteration 20F (350.571115 sec): 3 clusters Score: Raw -203117.417127 + Penalty 1712.324278 = -201405.092850 nChanged 9 SP:Iteration 21Q (350.685050 sec): 3 clusters Score: Raw -203119.787934 + Penalty 1712.324278 = -201407.463656 nChanged 8 SP:Iteration 22Q (350.831365 sec): 3 clusters Score: Raw -203120.833921 + Penalty 1712.324278 = -201408.509643 nChanged 5 SP:Iteration 23Q (350.914391 sec): 3 clusters Score: Raw -203121.586814 + Penalty 1712.324278 = -201409.262536 nChanged 3 SP:Iteration 24Q (350.947400 sec): 3 clusters Score: Raw -203121.894290 + Penalty 1712.324278 = -201409.570013 nChanged 2 SP:Iteration 25Q (350.980242 sec): 3 clusters Score: Raw -203122.125439 + Penalty 1712.324278 = -201409.801161 nChanged 1 SP:Iteration 26Q (351.013268 sec): 3 clusters Score: Raw -203122.199364 + Penalty 1712.324278 = -201409.875087 nChanged 0 SP:Iteration 27F (351.045918 sec): 3 clusters Score: Raw -203122.199364 + Penalty 1712.324278 = -201409.875087 nChanged 0 Trying to split cluster 14 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (351.077665 sec): 2 clusters Score: Raw -26236.244642 + Penalty 643.321264 = -25592.923378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (351.085240 sec): 3 clusters Score: Raw -26120.159335 + Penalty 1286.642529 = -24833.516806 nChanged 110 SP:Iteration 1F (351.092416 sec): 3 clusters Score: Raw -26248.664662 + Penalty 1286.642529 = -24962.022133 nChanged 27 SP:Iteration 2F (351.099550 sec): 3 clusters Score: Raw -26285.573915 + Penalty 1286.642529 = -24998.931386 nChanged 15 SP:Iteration 3Q (351.106765 sec): 3 clusters Score: Raw -26312.479238 + Penalty 1286.642529 = -25025.836710 nChanged 9 SP:Iteration 4Q (351.113921 sec): 3 clusters Score: Raw -26332.532113 + Penalty 1286.642529 = -25045.889585 nChanged 12 SP:Iteration 5Q (351.121098 sec): 3 clusters Score: Raw -26347.592694 + Penalty 1286.642529 = -25060.950166 nChanged 6 SP:Iteration 6Q (351.128301 sec): 3 clusters Score: Raw -26355.225052 + Penalty 1286.642529 = -25068.582523 nChanged 5 SP:Iteration 7Q (351.136436 sec): 3 clusters Score: Raw -26360.006722 + Penalty 1286.642529 = -25073.364193 nChanged 3 SP:Iteration 8Q (351.143673 sec): 3 clusters Score: Raw -26363.180310 + Penalty 1286.642529 = -25076.537781 nChanged 1 SP:Iteration 9Q (351.151532 sec): 3 clusters Score: Raw -26364.317216 + Penalty 1286.642529 = -25077.674687 nChanged 0 SP:Iteration 10F (351.159061 sec): 3 clusters Score: Raw -26364.317216 + Penalty 1286.642529 = -25077.674687 nChanged 0 Trying to split cluster 15 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (351.173482 sec): 2 clusters Score: Raw -7928.027540 + Penalty 534.843771 = -7393.183769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (351.178778 sec): 3 clusters Score: Raw -8029.179774 + Penalty 1069.687542 = -6959.492232 nChanged 27 SP:Iteration 1F (351.183765 sec): 3 clusters Score: Raw -8155.762099 + Penalty 1069.687542 = -7086.074557 nChanged 11 SP:Iteration 2F (351.188776 sec): 3 clusters Score: Raw -8204.176536 + Penalty 1069.687542 = -7134.488994 nChanged 5 SP:Iteration 3Q (351.194121 sec): 3 clusters Score: Raw -8259.719771 + Penalty 1069.687542 = -7190.032229 nChanged 4 SP:Iteration 4Q (351.200315 sec): 3 clusters Score: Raw -8307.463732 + Penalty 1069.687542 = -7237.776190 nChanged 3 SP:Iteration 5Q (351.213596 sec): 3 clusters Score: Raw -8317.031206 + Penalty 1069.687542 = -7247.343664 nChanged 3 SP:Iteration 6Q (351.218346 sec): 3 clusters Score: Raw -8323.384323 + Penalty 1069.687542 = -7253.696780 nChanged 2 SP:Iteration 7Q (351.223049 sec): 3 clusters Score: Raw -8328.996798 + Penalty 1069.687542 = -7259.309256 nChanged 3 SP:Iteration 8Q (351.227810 sec): 3 clusters Score: Raw -8336.131227 + Penalty 1069.687542 = -7266.443685 nChanged 1 SP:Iteration 9Q (351.375925 sec): 3 clusters Score: Raw -8338.637331 + Penalty 1069.687542 = -7268.949789 nChanged 0 SP:Iteration 10F (351.466217 sec): 3 clusters Score: Raw -8338.637331 + Penalty 1069.687542 = -7268.949789 nChanged 0 Trying to split cluster 16 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (351.526662 sec): 2 clusters Score: Raw -41766.999304 + Penalty 738.610733 = -41028.388571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (351.549987 sec): 3 clusters Score: Raw -41326.774206 + Penalty 1477.221465 = -39849.552741 nChanged 398 SP:Iteration 1F (351.562975 sec): 3 clusters Score: Raw -41653.780286 + Penalty 1477.221465 = -40176.558821 nChanged 116 SP:Iteration 2F (351.575876 sec): 3 clusters Score: Raw -41794.207576 + Penalty 1477.221465 = -40316.986111 nChanged 74 SP:Iteration 3F (351.588773 sec): 3 clusters Score: Raw -41892.794879 + Penalty 1477.221465 = -40415.573414 nChanged 61 SP:Iteration 4F (351.601631 sec): 3 clusters Score: Raw -41978.174338 + Penalty 1477.221465 = -40500.952873 nChanged 46 SP:Iteration 5Q (351.614731 sec): 3 clusters Score: Raw -42024.642940 + Penalty 1477.221465 = -40547.421475 nChanged 31 SP:Iteration 6Q (351.627517 sec): 3 clusters Score: Raw -42062.477577 + Penalty 1477.221465 = -40585.256112 nChanged 31 SP:Iteration 7Q (351.640658 sec): 3 clusters Score: Raw -42098.991873 + Penalty 1477.221465 = -40621.770408 nChanged 33 SP:Iteration 8Q (351.653625 sec): 3 clusters Score: Raw -42135.371657 + Penalty 1477.221465 = -40658.150192 nChanged 22 SP:Iteration 9Q (351.666498 sec): 3 clusters Score: Raw -42158.036155 + Penalty 1477.221465 = -40680.814690 nChanged 18 SP:Iteration 10Q (351.679501 sec): 3 clusters Score: Raw -42175.913566 + Penalty 1477.221465 = -40698.692101 nChanged 7 SP:Iteration 11Q (351.692451 sec): 3 clusters Score: Raw -42182.523486 + Penalty 1477.221465 = -40705.302021 nChanged 4 SP:Iteration 12Q (351.705398 sec): 3 clusters Score: Raw -42185.978465 + Penalty 1477.221465 = -40708.757000 nChanged 5 SP:Iteration 13Q (351.718241 sec): 3 clusters Score: Raw -42190.224903 + Penalty 1477.221465 = -40713.003438 nChanged 5 SP:Iteration 14Q (351.731120 sec): 3 clusters Score: Raw -42193.382367 + Penalty 1477.221465 = -40716.160901 nChanged 10 SP:Iteration 15Q (351.744132 sec): 3 clusters Score: Raw -42203.928880 + Penalty 1477.221465 = -40726.707415 nChanged 8 SP:Iteration 16Q (351.757050 sec): 3 clusters Score: Raw -42208.519665 + Penalty 1477.221465 = -40731.298200 nChanged 4 SP:Iteration 17Q (351.769878 sec): 3 clusters Score: Raw -42210.306952 + Penalty 1477.221465 = -40733.085487 nChanged 5 SP:Iteration 18Q (351.782716 sec): 3 clusters Score: Raw -42213.972332 + Penalty 1477.221465 = -40736.750867 nChanged 4 SP:Iteration 19Q (351.795505 sec): 3 clusters Score: Raw -42215.637436 + Penalty 1477.221465 = -40738.415970 nChanged 1 SP:Iteration 20F (351.808390 sec): 3 clusters Score: Raw -42216.200333 + Penalty 1477.221465 = -40738.978868 nChanged 0 Trying to split cluster 17 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (351.828172 sec): 2 clusters Score: Raw -26818.494367 + Penalty 652.323640 = -26166.170727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (351.836009 sec): 3 clusters Score: Raw -26711.809071 + Penalty 1304.647280 = -25407.161791 nChanged 134 SP:Iteration 1F (351.843531 sec): 3 clusters Score: Raw -26873.717320 + Penalty 1304.647280 = -25569.070040 nChanged 33 SP:Iteration 2F (351.851062 sec): 3 clusters Score: Raw -26925.229124 + Penalty 1304.647280 = -25620.581844 nChanged 14 SP:Iteration 3Q (351.858637 sec): 3 clusters Score: Raw -26942.543807 + Penalty 1304.647280 = -25637.896527 nChanged 6 SP:Iteration 4Q (351.866255 sec): 3 clusters Score: Raw -26948.377656 + Penalty 1304.647280 = -25643.730375 nChanged 5 SP:Iteration 5Q (352.005477 sec): 3 clusters Score: Raw -26951.853083 + Penalty 1304.647280 = -25647.205803 nChanged 4 SP:Iteration 6Q (352.091219 sec): 3 clusters Score: Raw -26957.596163 + Penalty 1304.647280 = -25652.948883 nChanged 5 SP:Iteration 7Q (352.202672 sec): 3 clusters Score: Raw -26960.932551 + Penalty 1304.647280 = -25656.285271 nChanged 3 SP:Iteration 8Q (352.283285 sec): 3 clusters Score: Raw -26966.146051 + Penalty 1304.647280 = -25661.498771 nChanged 0 SP:Iteration 9F (352.343195 sec): 3 clusters Score: Raw -26966.146051 + Penalty 1304.647280 = -25661.498771 nChanged 0 Trying to split cluster 18 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (352.359830 sec): 2 clusters Score: Raw -31597.187527 + Penalty 666.659594 = -30930.527933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (352.368379 sec): 3 clusters Score: Raw -31462.251966 + Penalty 1333.319188 = -30128.932777 nChanged 164 SP:Iteration 1F (352.376899 sec): 3 clusters Score: Raw -31641.631236 + Penalty 1333.319188 = -30308.312048 nChanged 37 SP:Iteration 2F (352.385664 sec): 3 clusters Score: Raw -31680.340545 + Penalty 1333.319188 = -30347.021357 nChanged 18 SP:Iteration 3Q (352.394506 sec): 3 clusters Score: Raw -31703.340908 + Penalty 1333.319188 = -30370.021720 nChanged 15 SP:Iteration 4Q (352.403306 sec): 3 clusters Score: Raw -31725.570734 + Penalty 1333.319188 = -30392.251546 nChanged 10 SP:Iteration 5Q (352.412096 sec): 3 clusters Score: Raw -31740.420181 + Penalty 1333.319188 = -30407.100993 nChanged 9 SP:Iteration 6Q (352.420893 sec): 3 clusters Score: Raw -31749.135758 + Penalty 1333.319188 = -30415.816570 nChanged 6 SP:Iteration 7Q (352.429636 sec): 3 clusters Score: Raw -31755.353170 + Penalty 1333.319188 = -30422.033982 nChanged 0 SP:Iteration 8F (352.438386 sec): 3 clusters Score: Raw -31755.353170 + Penalty 1333.319188 = -30422.033982 nChanged 0 Trying to split cluster 19 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (352.453914 sec): 2 clusters Score: Raw -29218.417772 + Penalty 659.834087 = -28558.583685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (352.463235 sec): 3 clusters Score: Raw -29055.274998 + Penalty 1319.668174 = -27735.606824 nChanged 156 SP:Iteration 1F (352.471073 sec): 3 clusters Score: Raw -29211.604412 + Penalty 1319.668174 = -27891.936238 nChanged 44 SP:Iteration 2F (352.478892 sec): 3 clusters Score: Raw -29275.294541 + Penalty 1319.668174 = -27955.626368 nChanged 26 SP:Iteration 3Q (352.486838 sec): 3 clusters Score: Raw -29314.953535 + Penalty 1319.668174 = -27995.285361 nChanged 12 SP:Iteration 4Q (352.494768 sec): 3 clusters Score: Raw -29335.755506 + Penalty 1319.668174 = -28016.087332 nChanged 8 SP:Iteration 5Q (352.502776 sec): 3 clusters Score: Raw -29344.801420 + Penalty 1319.668174 = -28025.133246 nChanged 8 SP:Iteration 6Q (352.510648 sec): 3 clusters Score: Raw -29353.683614 + Penalty 1319.668174 = -28034.015440 nChanged 6 SP:Iteration 7Q (352.518573 sec): 3 clusters Score: Raw -29359.110543 + Penalty 1319.668174 = -28039.442369 nChanged 5 SP:Iteration 8Q (352.526444 sec): 3 clusters Score: Raw -29368.425542 + Penalty 1319.668174 = -28048.757368 nChanged 5 SP:Iteration 9Q (352.534368 sec): 3 clusters Score: Raw -29380.563136 + Penalty 1319.668174 = -28060.894963 nChanged 7 SP:Iteration 10Q (352.542243 sec): 3 clusters Score: Raw -29387.947763 + Penalty 1319.668174 = -28068.279590 nChanged 10 SP:Iteration 11Q (352.550146 sec): 3 clusters Score: Raw -29399.291355 + Penalty 1319.668174 = -28079.623182 nChanged 10 SP:Iteration 12Q (352.558034 sec): 3 clusters Score: Raw -29416.775958 + Penalty 1319.668174 = -28097.107784 nChanged 13 SP:Iteration 13Q (352.565948 sec): 3 clusters Score: Raw -29437.157898 + Penalty 1319.668174 = -28117.489725 nChanged 14 SP:Iteration 14Q (352.573815 sec): 3 clusters Score: Raw -29471.515670 + Penalty 1319.668174 = -28151.847497 nChanged 13 SP:Iteration 15Q (352.685950 sec): 3 clusters Score: Raw -29495.123805 + Penalty 1319.668174 = -28175.455631 nChanged 10 SP:Iteration 16Q (352.803420 sec): 3 clusters Score: Raw -29502.543640 + Penalty 1319.668174 = -28182.875466 nChanged 5 SP:Iteration 17Q (352.915670 sec): 3 clusters Score: Raw -29506.604003 + Penalty 1319.668174 = -28186.935829 nChanged 4 SP:Iteration 18Q (353.008324 sec): 3 clusters Score: Raw -29510.856760 + Penalty 1319.668174 = -28191.188586 nChanged 1 SP:Iteration 19Q (353.120369 sec): 3 clusters Score: Raw -29511.628018 + Penalty 1319.668174 = -28191.959844 nChanged 0 SP:Iteration 20F (353.211907 sec): 3 clusters Score: Raw -29511.628018 + Penalty 1319.668174 = -28191.959844 nChanged 0 Trying to split cluster 20 (2742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (353.248990 sec): 2 clusters Score: Raw -158702.022818 + Penalty 831.226500 = -157870.796318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (353.278173 sec): 3 clusters Score: Raw -157329.617327 + Penalty 1662.453001 = -155667.164327 nChanged 1088 SP:Iteration 1F (353.305631 sec): 3 clusters Score: Raw -157911.960720 + Penalty 1662.453001 = -156249.507719 nChanged 217 SP:Iteration 2F (353.333275 sec): 3 clusters Score: Raw -158064.608219 + Penalty 1662.453001 = -156402.155219 nChanged 201 SP:Iteration 3F (353.360894 sec): 3 clusters Score: Raw -158207.129857 + Penalty 1662.453001 = -156544.676856 nChanged 166 SP:Iteration 4F (353.388828 sec): 3 clusters Score: Raw -158317.069428 + Penalty 1662.453001 = -156654.616427 nChanged 140 SP:Iteration 5F (353.416851 sec): 3 clusters Score: Raw -158394.333036 + Penalty 1662.453001 = -156731.880035 nChanged 91 SP:Iteration 6Q (353.473929 sec): 3 clusters Score: Raw -158441.156869 + Penalty 1662.453001 = -156778.703869 nChanged 93 SP:Iteration 7Q (353.501185 sec): 3 clusters Score: Raw -158501.734894 + Penalty 1662.453001 = -156839.281893 nChanged 87 SP:Iteration 8Q (353.528524 sec): 3 clusters Score: Raw -158555.592204 + Penalty 1662.453001 = -156893.139203 nChanged 79 SP:Iteration 9Q (353.555717 sec): 3 clusters Score: Raw -158598.105951 + Penalty 1662.453001 = -156935.652950 nChanged 66 SP:Iteration 10Q (353.582934 sec): 3 clusters Score: Raw -158631.282159 + Penalty 1662.453001 = -156968.829158 nChanged 49 SP:Iteration 11Q (353.610171 sec): 3 clusters Score: Raw -158657.214584 + Penalty 1662.453001 = -156994.761583 nChanged 45 SP:Iteration 12Q (353.637357 sec): 3 clusters Score: Raw -158676.683935 + Penalty 1662.453001 = -157014.230934 nChanged 39 SP:Iteration 13Q (353.664208 sec): 3 clusters Score: Raw -158697.597426 + Penalty 1662.453001 = -157035.144425 nChanged 34 SP:Iteration 14Q (353.690940 sec): 3 clusters Score: Raw -158714.054013 + Penalty 1662.453001 = -157051.601013 nChanged 32 SP:Iteration 15Q (353.717674 sec): 3 clusters Score: Raw -158728.435223 + Penalty 1662.453001 = -157065.982222 nChanged 25 SP:Iteration 16Q (353.744319 sec): 3 clusters Score: Raw -158740.045443 + Penalty 1662.453001 = -157077.592442 nChanged 29 SP:Iteration 17Q (353.771071 sec): 3 clusters Score: Raw -158752.636868 + Penalty 1662.453001 = -157090.183867 nChanged 25 SP:Iteration 18Q (353.797857 sec): 3 clusters Score: Raw -158762.857329 + Penalty 1662.453001 = -157100.404328 nChanged 23 SP:Iteration 19Q (353.824338 sec): 3 clusters Score: Raw -158773.378898 + Penalty 1662.453001 = -157110.925898 nChanged 29 SP:Iteration 20F (353.850565 sec): 3 clusters Score: Raw -158785.173333 + Penalty 1662.453001 = -157122.720333 nChanged 23 SP:Iteration 21Q (353.877257 sec): 3 clusters Score: Raw -158797.484160 + Penalty 1662.453001 = -157135.031159 nChanged 31 SP:Iteration 22Q (353.903962 sec): 3 clusters Score: Raw -158819.388623 + Penalty 1662.453001 = -157156.935622 nChanged 31 SP:Iteration 23Q (353.930638 sec): 3 clusters Score: Raw -158835.628549 + Penalty 1662.453001 = -157173.175548 nChanged 21 SP:Iteration 24Q (354.038303 sec): 3 clusters Score: Raw -158842.963069 + Penalty 1662.453001 = -157180.510068 nChanged 12 SP:Iteration 25Q (354.153229 sec): 3 clusters Score: Raw -158845.839549 + Penalty 1662.453001 = -157183.386549 nChanged 7 SP:Iteration 26Q (354.276194 sec): 3 clusters Score: Raw -158848.628180 + Penalty 1662.453001 = -157186.175180 nChanged 4 SP:Iteration 27Q (354.414762 sec): 3 clusters Score: Raw -158849.674527 + Penalty 1662.453001 = -157187.221526 nChanged 2 SP:Iteration 28Q (354.502379 sec): 3 clusters Score: Raw -158849.976124 + Penalty 1662.453001 = -157187.523123 nChanged 2 SP:Iteration 29Q (354.555782 sec): 3 clusters Score: Raw -158850.770025 + Penalty 1662.453001 = -157188.317024 nChanged 2 SP:Iteration 30Q (354.582506 sec): 3 clusters Score: Raw -158851.234715 + Penalty 1662.453001 = -157188.781715 nChanged 2 SP:Iteration 31Q (354.609355 sec): 3 clusters Score: Raw -158851.652644 + Penalty 1662.453001 = -157189.199643 nChanged 1 SP:Iteration 32Q (354.636010 sec): 3 clusters Score: Raw -158851.745499 + Penalty 1662.453001 = -157189.292499 nChanged 0 SP:Iteration 33F (354.662276 sec): 3 clusters Score: Raw -158851.745499 + Penalty 1662.453001 = -157189.292499 nChanged 0 Iteration 99Q (355.025875 sec): 21 clusters Score: Raw -1029661.662743 + Penalty 20858.887574 = -1008802.775169 nChanged 12 Iteration 100F (355.596926 sec): 21 clusters Score: Raw -1029702.994073 + Penalty 20858.887574 = -1008844.106498 nChanged 20 Iteration 101Q (355.929363 sec): 21 clusters Score: Raw -1030461.341563 + Penalty 20858.887574 = -1009602.453989 nChanged 32 Iteration 102Q (356.352861 sec): 21 clusters Score: Raw -1030555.148833 + Penalty 20858.887574 = -1009696.261259 nChanged 3 Iteration 103Q (356.729215 sec): 21 clusters Score: Raw -1030557.248100 + Penalty 20858.887574 = -1009698.360525 nChanged 0 Iteration 104F (357.268303 sec): 21 clusters Score: Raw -1030557.248100 + Penalty 20858.887574 = -1009698.360525 nChanged 0 Compute initial score before splitting: Score: Raw -1030557.248100 + Penalty 20858.887574 = -1009698.360525 Trying to split cluster 1 (1501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.300787 sec): 2 clusters Score: Raw -67399.197801 + Penalty 767.958117 = -66631.239683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.317718 sec): 3 clusters Score: Raw -66737.058258 + Penalty 1535.916235 = -65201.142024 nChanged 545 SP:Iteration 1F (357.335928 sec): 3 clusters Score: Raw -67162.281565 + Penalty 1535.916235 = -65626.365331 nChanged 144 SP:Iteration 2F (357.353922 sec): 3 clusters Score: Raw -67323.946568 + Penalty 1535.916235 = -65788.030333 nChanged 105 SP:Iteration 3F (357.372094 sec): 3 clusters Score: Raw -67470.092292 + Penalty 1535.916235 = -65934.176057 nChanged 106 SP:Iteration 4F (357.390260 sec): 3 clusters Score: Raw -67625.041967 + Penalty 1535.916235 = -66089.125732 nChanged 87 SP:Iteration 5F (357.409959 sec): 3 clusters Score: Raw -67742.319046 + Penalty 1535.916235 = -66206.402811 nChanged 74 SP:Iteration 6Q (357.428447 sec): 3 clusters Score: Raw -67821.727299 + Penalty 1535.916235 = -66285.811064 nChanged 54 SP:Iteration 7Q (357.446516 sec): 3 clusters Score: Raw -67876.486806 + Penalty 1535.916235 = -66340.570571 nChanged 47 SP:Iteration 8Q (357.464750 sec): 3 clusters Score: Raw -67930.686823 + Penalty 1535.916235 = -66394.770588 nChanged 36 SP:Iteration 9Q (357.482792 sec): 3 clusters Score: Raw -67981.762811 + Penalty 1535.916235 = -66445.846576 nChanged 34 SP:Iteration 10Q (357.500760 sec): 3 clusters Score: Raw -68023.006740 + Penalty 1535.916235 = -66487.090505 nChanged 28 SP:Iteration 11Q (357.518696 sec): 3 clusters Score: Raw -68041.181577 + Penalty 1535.916235 = -66505.265342 nChanged 20 SP:Iteration 12Q (357.534677 sec): 3 clusters Score: Raw -68052.010155 + Penalty 1535.916235 = -66516.093920 nChanged 15 SP:Iteration 13Q (357.650502 sec): 3 clusters Score: Raw -68060.877564 + Penalty 1535.916235 = -66524.961330 nChanged 12 SP:Iteration 14Q (357.766514 sec): 3 clusters Score: Raw -68066.839135 + Penalty 1535.916235 = -66530.922901 nChanged 9 SP:Iteration 15Q (357.853561 sec): 3 clusters Score: Raw -68069.650013 + Penalty 1535.916235 = -66533.733779 nChanged 7 SP:Iteration 16Q (357.870047 sec): 3 clusters Score: Raw -68072.516150 + Penalty 1535.916235 = -66536.599916 nChanged 7 SP:Iteration 17Q (357.885818 sec): 3 clusters Score: Raw -68075.632851 + Penalty 1535.916235 = -66539.716617 nChanged 6 SP:Iteration 18Q (357.901576 sec): 3 clusters Score: Raw -68077.686984 + Penalty 1535.916235 = -66541.770750 nChanged 1 SP:Iteration 19Q (357.917256 sec): 3 clusters Score: Raw -68077.854481 + Penalty 1535.916235 = -66541.938247 nChanged 0 SP:Iteration 20F (357.933076 sec): 3 clusters Score: Raw -68077.854481 + Penalty 1535.916235 = -66541.938247 nChanged 0 Trying to split cluster 2 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.963150 sec): 2 clusters Score: Raw -24480.413078 + Penalty 651.266229 = -23829.146849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.970981 sec): 3 clusters Score: Raw -24394.660945 + Penalty 1302.532459 = -23092.128486 nChanged 137 SP:Iteration 1F (357.978490 sec): 3 clusters Score: Raw -24560.208963 + Penalty 1302.532459 = -23257.676504 nChanged 38 SP:Iteration 2F (357.986071 sec): 3 clusters Score: Raw -24603.520426 + Penalty 1302.532459 = -23300.987967 nChanged 21 SP:Iteration 3Q (357.993652 sec): 3 clusters Score: Raw -24626.053081 + Penalty 1302.532459 = -23323.520622 nChanged 12 SP:Iteration 4Q (358.001229 sec): 3 clusters Score: Raw -24651.203796 + Penalty 1302.532459 = -23348.671337 nChanged 10 SP:Iteration 5Q (358.008715 sec): 3 clusters Score: Raw -24663.319640 + Penalty 1302.532459 = -23360.787181 nChanged 7 SP:Iteration 6Q (358.016190 sec): 3 clusters Score: Raw -24672.602204 + Penalty 1302.532459 = -23370.069746 nChanged 6 SP:Iteration 7Q (358.023676 sec): 3 clusters Score: Raw -24681.029285 + Penalty 1302.532459 = -23378.496826 nChanged 10 SP:Iteration 8Q (358.031176 sec): 3 clusters Score: Raw -24689.114476 + Penalty 1302.532459 = -23386.582017 nChanged 6 SP:Iteration 9Q (358.038642 sec): 3 clusters Score: Raw -24694.722542 + Penalty 1302.532459 = -23392.190083 nChanged 3 SP:Iteration 10Q (358.046209 sec): 3 clusters Score: Raw -24698.835625 + Penalty 1302.532459 = -23396.303166 nChanged 2 SP:Iteration 11Q (358.053692 sec): 3 clusters Score: Raw -24701.177958 + Penalty 1302.532459 = -23398.645499 nChanged 1 SP:Iteration 12Q (358.061156 sec): 3 clusters Score: Raw -24701.687335 + Penalty 1302.532459 = -23399.154877 nChanged 3 SP:Iteration 13Q (358.068598 sec): 3 clusters Score: Raw -24706.187472 + Penalty 1302.532459 = -23403.655014 nChanged 1 SP:Iteration 14Q (358.076040 sec): 3 clusters Score: Raw -24706.414759 + Penalty 1302.532459 = -23403.882300 nChanged 0 SP:Iteration 15F (358.083399 sec): 3 clusters Score: Raw -24706.414759 + Penalty 1302.532459 = -23403.882300 nChanged 0 Trying to split cluster 3 (1422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.115295 sec): 2 clusters Score: Raw -83150.705437 + Penalty 762.281059 = -82388.424378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.131301 sec): 3 clusters Score: Raw -82552.412166 + Penalty 1524.562118 = -81027.850048 nChanged 486 SP:Iteration 1F (358.146492 sec): 3 clusters Score: Raw -82831.722122 + Penalty 1524.562118 = -81307.160004 nChanged 82 SP:Iteration 2F (358.161650 sec): 3 clusters Score: Raw -82891.685636 + Penalty 1524.562118 = -81367.123517 nChanged 54 SP:Iteration 3Q (358.177105 sec): 3 clusters Score: Raw -82927.137611 + Penalty 1524.562118 = -81402.575493 nChanged 41 SP:Iteration 4Q (358.289810 sec): 3 clusters Score: Raw -82952.692313 + Penalty 1524.562118 = -81428.130195 nChanged 46 SP:Iteration 5Q (358.408765 sec): 3 clusters Score: Raw -82980.649709 + Penalty 1524.562118 = -81456.087591 nChanged 38 SP:Iteration 6Q (358.522092 sec): 3 clusters Score: Raw -83009.514301 + Penalty 1524.562118 = -81484.952183 nChanged 40 SP:Iteration 7Q (358.609527 sec): 3 clusters Score: Raw -83041.535327 + Penalty 1524.562118 = -81516.973209 nChanged 34 SP:Iteration 8Q (358.665265 sec): 3 clusters Score: Raw -83065.546822 + Penalty 1524.562118 = -81540.984704 nChanged 29 SP:Iteration 9Q (358.681318 sec): 3 clusters Score: Raw -83082.954529 + Penalty 1524.562118 = -81558.392411 nChanged 24 SP:Iteration 10Q (358.696899 sec): 3 clusters Score: Raw -83098.259090 + Penalty 1524.562118 = -81573.696972 nChanged 23 SP:Iteration 11Q (358.712263 sec): 3 clusters Score: Raw -83115.127592 + Penalty 1524.562118 = -81590.565474 nChanged 25 SP:Iteration 12Q (358.727725 sec): 3 clusters Score: Raw -83129.093296 + Penalty 1524.562118 = -81604.531178 nChanged 26 SP:Iteration 13Q (358.744771 sec): 3 clusters Score: Raw -83150.293316 + Penalty 1524.562118 = -81625.731198 nChanged 29 SP:Iteration 14Q (358.761680 sec): 3 clusters Score: Raw -83176.144189 + Penalty 1524.562118 = -81651.582071 nChanged 26 SP:Iteration 15Q (358.778582 sec): 3 clusters Score: Raw -83198.026944 + Penalty 1524.562118 = -81673.464826 nChanged 21 SP:Iteration 16Q (358.795514 sec): 3 clusters Score: Raw -83213.743214 + Penalty 1524.562118 = -81689.181096 nChanged 16 SP:Iteration 17Q (358.812369 sec): 3 clusters Score: Raw -83223.748820 + Penalty 1524.562118 = -81699.186702 nChanged 12 SP:Iteration 18Q (358.829505 sec): 3 clusters Score: Raw -83232.152270 + Penalty 1524.562118 = -81707.590151 nChanged 11 SP:Iteration 19Q (358.846366 sec): 3 clusters Score: Raw -83240.624822 + Penalty 1524.562118 = -81716.062704 nChanged 13 SP:Iteration 20F (358.863009 sec): 3 clusters Score: Raw -83247.638427 + Penalty 1524.562118 = -81723.076308 nChanged 10 SP:Iteration 21Q (358.879896 sec): 3 clusters Score: Raw -83252.854827 + Penalty 1524.562118 = -81728.292709 nChanged 8 SP:Iteration 22Q (358.896666 sec): 3 clusters Score: Raw -83256.286450 + Penalty 1524.562118 = -81731.724331 nChanged 4 SP:Iteration 23Q (358.913462 sec): 3 clusters Score: Raw -83259.512265 + Penalty 1524.562118 = -81734.950147 nChanged 5 SP:Iteration 24Q (358.929932 sec): 3 clusters Score: Raw -83263.079217 + Penalty 1524.562118 = -81738.517099 nChanged 5 SP:Iteration 25Q (358.945214 sec): 3 clusters Score: Raw -83265.040695 + Penalty 1524.562118 = -81740.478577 nChanged 1 SP:Iteration 26Q (358.960475 sec): 3 clusters Score: Raw -83265.882343 + Penalty 1524.562118 = -81741.320225 nChanged 0 SP:Iteration 27F (358.975469 sec): 3 clusters Score: Raw -83265.882343 + Penalty 1524.562118 = -81741.320225 nChanged 0 Trying to split cluster 4 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.998846 sec): 2 clusters Score: Raw -4526.758411 + Penalty 538.639365 = -3988.119046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.003850 sec): 3 clusters Score: Raw -4622.027921 + Penalty 1077.278730 = -3544.749191 nChanged 38 SP:Iteration 1F (359.008650 sec): 3 clusters Score: Raw -4773.133589 + Penalty 1077.278730 = -3695.854858 nChanged 12 SP:Iteration 2F (359.013414 sec): 3 clusters Score: Raw -4857.994959 + Penalty 1077.278730 = -3780.716229 nChanged 3 SP:Iteration 3Q (359.018136 sec): 3 clusters Score: Raw -4883.487987 + Penalty 1077.278730 = -3806.209257 nChanged 0 SP:Iteration 4F (359.022869 sec): 3 clusters Score: Raw -4883.487987 + Penalty 1077.278730 = -3806.209257 nChanged 0 Trying to split cluster 5 (972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.051238 sec): 2 clusters Score: Raw -53363.717099 + Penalty 722.332359 = -52641.384739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.164872 sec): 3 clusters Score: Raw -53021.850251 + Penalty 1444.664719 = -51577.185532 nChanged 329 SP:Iteration 1F (359.281944 sec): 3 clusters Score: Raw -53286.802008 + Penalty 1444.664719 = -51842.137289 nChanged 71 SP:Iteration 2F (359.337790 sec): 3 clusters Score: Raw -53361.955834 + Penalty 1444.664719 = -51917.291115 nChanged 43 SP:Iteration 3Q (359.349531 sec): 3 clusters Score: Raw -53409.642947 + Penalty 1444.664719 = -51964.978228 nChanged 44 SP:Iteration 4Q (359.361063 sec): 3 clusters Score: Raw -53450.769034 + Penalty 1444.664719 = -52006.104315 nChanged 31 SP:Iteration 5Q (359.372755 sec): 3 clusters Score: Raw -53476.256295 + Penalty 1444.664719 = -52031.591576 nChanged 24 SP:Iteration 6Q (359.384346 sec): 3 clusters Score: Raw -53493.397810 + Penalty 1444.664719 = -52048.733091 nChanged 20 SP:Iteration 7Q (359.395991 sec): 3 clusters Score: Raw -53509.982626 + Penalty 1444.664719 = -52065.317907 nChanged 17 SP:Iteration 8Q (359.407590 sec): 3 clusters Score: Raw -53525.400370 + Penalty 1444.664719 = -52080.735651 nChanged 11 SP:Iteration 9Q (359.419153 sec): 3 clusters Score: Raw -53537.356813 + Penalty 1444.664719 = -52092.692094 nChanged 16 SP:Iteration 10Q (359.430725 sec): 3 clusters Score: Raw -53551.537418 + Penalty 1444.664719 = -52106.872699 nChanged 19 SP:Iteration 11Q (359.442406 sec): 3 clusters Score: Raw -53567.515668 + Penalty 1444.664719 = -52122.850949 nChanged 7 SP:Iteration 12Q (359.453903 sec): 3 clusters Score: Raw -53571.822943 + Penalty 1444.664719 = -52127.158225 nChanged 7 SP:Iteration 13Q (359.465444 sec): 3 clusters Score: Raw -53576.374640 + Penalty 1444.664719 = -52131.709921 nChanged 5 SP:Iteration 14Q (359.476935 sec): 3 clusters Score: Raw -53578.505496 + Penalty 1444.664719 = -52133.840777 nChanged 2 SP:Iteration 15Q (359.488398 sec): 3 clusters Score: Raw -53579.228405 + Penalty 1444.664719 = -52134.563686 nChanged 1 SP:Iteration 16Q (359.499901 sec): 3 clusters Score: Raw -53579.792573 + Penalty 1444.664719 = -52135.127854 nChanged 3 SP:Iteration 17Q (359.511528 sec): 3 clusters Score: Raw -53581.842123 + Penalty 1444.664719 = -52137.177405 nChanged 1 SP:Iteration 18Q (359.523024 sec): 3 clusters Score: Raw -53582.018998 + Penalty 1444.664719 = -52137.354279 nChanged 2 SP:Iteration 19Q (359.534582 sec): 3 clusters Score: Raw -53583.947440 + Penalty 1444.664719 = -52139.282721 nChanged 3 SP:Iteration 20F (359.545909 sec): 3 clusters Score: Raw -53586.743225 + Penalty 1444.664719 = -52142.078507 nChanged 5 SP:Iteration 21Q (359.557400 sec): 3 clusters Score: Raw -53591.000589 + Penalty 1444.664719 = -52146.335870 nChanged 2 SP:Iteration 22Q (359.569002 sec): 3 clusters Score: Raw -53593.423465 + Penalty 1444.664719 = -52148.758746 nChanged 4 SP:Iteration 23Q (359.580487 sec): 3 clusters Score: Raw -53597.979637 + Penalty 1444.664719 = -52153.314918 nChanged 5 SP:Iteration 24Q (359.592005 sec): 3 clusters Score: Raw -53602.389882 + Penalty 1444.664719 = -52157.725163 nChanged 8 SP:Iteration 25Q (359.603491 sec): 3 clusters Score: Raw -53610.634322 + Penalty 1444.664719 = -52165.969603 nChanged 6 SP:Iteration 26Q (359.614988 sec): 3 clusters Score: Raw -53614.139033 + Penalty 1444.664719 = -52169.474314 nChanged 4 SP:Iteration 27Q (359.626428 sec): 3 clusters Score: Raw -53616.802034 + Penalty 1444.664719 = -52172.137315 nChanged 1 SP:Iteration 28Q (359.637911 sec): 3 clusters Score: Raw -53616.987986 + Penalty 1444.664719 = -52172.323268 nChanged 0 SP:Iteration 29F (359.649319 sec): 3 clusters Score: Raw -53616.987986 + Penalty 1444.664719 = -52172.323268 nChanged 0 Trying to split cluster 6 (1279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.680858 sec): 2 clusters Score: Raw -62693.869404 + Penalty 751.152549 = -61942.716855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.695969 sec): 3 clusters Score: Raw -62171.110936 + Penalty 1502.305098 = -60668.805838 nChanged 444 SP:Iteration 1F (359.793482 sec): 3 clusters Score: Raw -62510.504739 + Penalty 1502.305098 = -61008.199641 nChanged 124 SP:Iteration 2F (359.913559 sec): 3 clusters Score: Raw -62644.973229 + Penalty 1502.305098 = -61142.668131 nChanged 92 SP:Iteration 3F (360.026722 sec): 3 clusters Score: Raw -62731.515055 + Penalty 1502.305098 = -61229.209957 nChanged 62 SP:Iteration 4Q (360.041248 sec): 3 clusters Score: Raw -62792.687845 + Penalty 1502.305098 = -61290.382746 nChanged 46 SP:Iteration 5Q (360.055572 sec): 3 clusters Score: Raw -62837.603355 + Penalty 1502.305098 = -61335.298257 nChanged 27 SP:Iteration 6Q (360.069722 sec): 3 clusters Score: Raw -62859.423428 + Penalty 1502.305098 = -61357.118330 nChanged 27 SP:Iteration 7Q (360.083958 sec): 3 clusters Score: Raw -62883.355327 + Penalty 1502.305098 = -61381.050229 nChanged 18 SP:Iteration 8Q (360.098313 sec): 3 clusters Score: Raw -62896.180652 + Penalty 1502.305098 = -61393.875554 nChanged 21 SP:Iteration 9Q (360.113539 sec): 3 clusters Score: Raw -62914.356509 + Penalty 1502.305098 = -61412.051411 nChanged 17 SP:Iteration 10Q (360.127763 sec): 3 clusters Score: Raw -62926.025095 + Penalty 1502.305098 = -61423.719997 nChanged 13 SP:Iteration 11Q (360.141892 sec): 3 clusters Score: Raw -62938.606216 + Penalty 1502.305098 = -61436.301118 nChanged 9 SP:Iteration 12Q (360.156047 sec): 3 clusters Score: Raw -62946.862722 + Penalty 1502.305098 = -61444.557624 nChanged 13 SP:Iteration 13Q (360.170316 sec): 3 clusters Score: Raw -62956.899600 + Penalty 1502.305098 = -61454.594501 nChanged 12 SP:Iteration 14Q (360.184405 sec): 3 clusters Score: Raw -62963.146814 + Penalty 1502.305098 = -61460.841716 nChanged 4 SP:Iteration 15Q (360.198474 sec): 3 clusters Score: Raw -62964.496343 + Penalty 1502.305098 = -61462.191245 nChanged 0 SP:Iteration 16F (360.212403 sec): 3 clusters Score: Raw -62964.496343 + Penalty 1502.305098 = -61462.191245 nChanged 0 Trying to split cluster 7 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.240369 sec): 2 clusters Score: Raw -53058.000192 + Penalty 717.128342 = -52340.871850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.252015 sec): 3 clusters Score: Raw -52674.093474 + Penalty 1434.256685 = -51239.836789 nChanged 316 SP:Iteration 1F (360.263096 sec): 3 clusters Score: Raw -52943.406349 + Penalty 1434.256685 = -51509.149665 nChanged 76 SP:Iteration 2F (360.274125 sec): 3 clusters Score: Raw -53024.562090 + Penalty 1434.256685 = -51590.305406 nChanged 51 SP:Iteration 3F (360.285234 sec): 3 clusters Score: Raw -53067.513592 + Penalty 1434.256685 = -51633.256907 nChanged 18 SP:Iteration 4Q (360.296488 sec): 3 clusters Score: Raw -53081.740340 + Penalty 1434.256685 = -51647.483655 nChanged 17 SP:Iteration 5Q (360.307658 sec): 3 clusters Score: Raw -53090.293338 + Penalty 1434.256685 = -51656.036653 nChanged 13 SP:Iteration 6Q (360.318738 sec): 3 clusters Score: Raw -53096.430658 + Penalty 1434.256685 = -51662.173973 nChanged 9 SP:Iteration 7Q (360.329904 sec): 3 clusters Score: Raw -53103.216739 + Penalty 1434.256685 = -51668.960054 nChanged 7 SP:Iteration 8Q (360.341092 sec): 3 clusters Score: Raw -53110.042711 + Penalty 1434.256685 = -51675.786026 nChanged 6 SP:Iteration 9Q (360.352371 sec): 3 clusters Score: Raw -53112.799114 + Penalty 1434.256685 = -51678.542429 nChanged 4 SP:Iteration 10Q (360.363568 sec): 3 clusters Score: Raw -53115.151353 + Penalty 1434.256685 = -51680.894668 nChanged 3 SP:Iteration 11Q (360.374802 sec): 3 clusters Score: Raw -53116.102425 + Penalty 1434.256685 = -51681.845740 nChanged 4 SP:Iteration 12Q (360.387993 sec): 3 clusters Score: Raw -53118.279487 + Penalty 1434.256685 = -51684.022802 nChanged 3 SP:Iteration 13Q (360.399209 sec): 3 clusters Score: Raw -53119.560537 + Penalty 1434.256685 = -51685.303853 nChanged 2 SP:Iteration 14Q (360.494346 sec): 3 clusters Score: Raw -53120.478604 + Penalty 1434.256685 = -51686.221919 nChanged 2 SP:Iteration 15Q (360.608571 sec): 3 clusters Score: Raw -53123.900857 + Penalty 1434.256685 = -51689.644172 nChanged 3 SP:Iteration 16Q (360.722482 sec): 3 clusters Score: Raw -53126.800513 + Penalty 1434.256685 = -51692.543829 nChanged 2 SP:Iteration 17Q (360.737724 sec): 3 clusters Score: Raw -53127.575660 + Penalty 1434.256685 = -51693.318975 nChanged 0 SP:Iteration 18F (360.752246 sec): 3 clusters Score: Raw -53127.575660 + Penalty 1434.256685 = -51693.318975 nChanged 0 Trying to split cluster 8 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.774872 sec): 2 clusters Score: Raw -29085.455178 + Penalty 690.382963 = -28395.072215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.784706 sec): 3 clusters Score: Raw -28879.653591 + Penalty 1380.765927 = -27498.887664 nChanged 205 SP:Iteration 1F (360.794049 sec): 3 clusters Score: Raw -29073.758015 + Penalty 1380.765927 = -27692.992088 nChanged 56 SP:Iteration 2F (360.803392 sec): 3 clusters Score: Raw -29135.227265 + Penalty 1380.765927 = -27754.461338 nChanged 34 SP:Iteration 3Q (360.812828 sec): 3 clusters Score: Raw -29180.555265 + Penalty 1380.765927 = -27799.789338 nChanged 27 SP:Iteration 4Q (360.822274 sec): 3 clusters Score: Raw -29218.102951 + Penalty 1380.765927 = -27837.337024 nChanged 23 SP:Iteration 5Q (360.831855 sec): 3 clusters Score: Raw -29253.115954 + Penalty 1380.765927 = -27872.350028 nChanged 21 SP:Iteration 6Q (360.841276 sec): 3 clusters Score: Raw -29287.455808 + Penalty 1380.765927 = -27906.689882 nChanged 18 SP:Iteration 7Q (360.850730 sec): 3 clusters Score: Raw -29316.584502 + Penalty 1380.765927 = -27935.818576 nChanged 14 SP:Iteration 8Q (360.860127 sec): 3 clusters Score: Raw -29341.341575 + Penalty 1380.765927 = -27960.575648 nChanged 18 SP:Iteration 9Q (360.869561 sec): 3 clusters Score: Raw -29364.672559 + Penalty 1380.765927 = -27983.906633 nChanged 12 SP:Iteration 10Q (360.880895 sec): 3 clusters Score: Raw -29382.577232 + Penalty 1380.765927 = -28001.811305 nChanged 11 SP:Iteration 11Q (360.890608 sec): 3 clusters Score: Raw -29395.179557 + Penalty 1380.765927 = -28014.413630 nChanged 9 SP:Iteration 12Q (360.900093 sec): 3 clusters Score: Raw -29405.399669 + Penalty 1380.765927 = -28024.633743 nChanged 5 SP:Iteration 13Q (360.909495 sec): 3 clusters Score: Raw -29408.815278 + Penalty 1380.765927 = -28028.049351 nChanged 2 SP:Iteration 14Q (360.918896 sec): 3 clusters Score: Raw -29415.099066 + Penalty 1380.765927 = -28034.333139 nChanged 2 SP:Iteration 15Q (360.928275 sec): 3 clusters Score: Raw -29427.233726 + Penalty 1380.765927 = -28046.467799 nChanged 2 SP:Iteration 16Q (360.937653 sec): 3 clusters Score: Raw -29429.855152 + Penalty 1380.765927 = -28049.089225 nChanged 1 SP:Iteration 17Q (360.947027 sec): 3 clusters Score: Raw -29430.677683 + Penalty 1380.765927 = -28049.911756 nChanged 1 SP:Iteration 18Q (360.956444 sec): 3 clusters Score: Raw -29431.049181 + Penalty 1380.765927 = -28050.283255 nChanged 1 SP:Iteration 19Q (360.965807 sec): 3 clusters Score: Raw -29432.446469 + Penalty 1380.765927 = -28051.680543 nChanged 0 SP:Iteration 20F (360.975106 sec): 3 clusters Score: Raw -29432.446469 + Penalty 1380.765927 = -28051.680543 nChanged 0 Trying to split cluster 9 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.999322 sec): 2 clusters Score: Raw -56626.191896 + Penalty 723.193020 = -55902.998876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (361.011434 sec): 3 clusters Score: Raw -56245.720195 + Penalty 1446.386040 = -54799.334155 nChanged 307 SP:Iteration 1F (361.023089 sec): 3 clusters Score: Raw -56472.915122 + Penalty 1446.386040 = -55026.529082 nChanged 73 SP:Iteration 2F (361.034628 sec): 3 clusters Score: Raw -56532.586923 + Penalty 1446.386040 = -55086.200883 nChanged 40 SP:Iteration 3Q (361.129436 sec): 3 clusters Score: Raw -56566.376902 + Penalty 1446.386040 = -55119.990862 nChanged 33 SP:Iteration 4Q (361.267637 sec): 3 clusters Score: Raw -56598.791623 + Penalty 1446.386040 = -55152.405583 nChanged 32 SP:Iteration 5Q (361.354169 sec): 3 clusters Score: Raw -56635.110575 + Penalty 1446.386040 = -55188.724535 nChanged 28 SP:Iteration 6Q (361.493204 sec): 3 clusters Score: Raw -56670.591358 + Penalty 1446.386040 = -55224.205318 nChanged 21 SP:Iteration 7Q (361.570631 sec): 3 clusters Score: Raw -56699.311700 + Penalty 1446.386040 = -55252.925660 nChanged 27 SP:Iteration 8Q (361.687217 sec): 3 clusters Score: Raw -56725.562576 + Penalty 1446.386040 = -55279.176535 nChanged 19 SP:Iteration 9Q (361.801470 sec): 3 clusters Score: Raw -56742.097833 + Penalty 1446.386040 = -55295.711793 nChanged 8 SP:Iteration 10Q (361.913909 sec): 3 clusters Score: Raw -56748.273661 + Penalty 1446.386040 = -55301.887621 nChanged 8 SP:Iteration 11Q (362.026818 sec): 3 clusters Score: Raw -56753.073927 + Penalty 1446.386040 = -55306.687887 nChanged 4 SP:Iteration 12Q (362.140637 sec): 3 clusters Score: Raw -56756.517379 + Penalty 1446.386040 = -55310.131339 nChanged 7 SP:Iteration 13Q (362.185577 sec): 3 clusters Score: Raw -56763.124027 + Penalty 1446.386040 = -55316.737987 nChanged 5 SP:Iteration 14Q (362.197282 sec): 3 clusters Score: Raw -56766.327593 + Penalty 1446.386040 = -55319.941553 nChanged 3 SP:Iteration 15Q (362.208954 sec): 3 clusters Score: Raw -56767.574097 + Penalty 1446.386040 = -55321.188057 nChanged 2 SP:Iteration 16Q (362.220580 sec): 3 clusters Score: Raw -56768.345323 + Penalty 1446.386040 = -55321.959283 nChanged 2 SP:Iteration 17Q (362.232147 sec): 3 clusters Score: Raw -56769.410548 + Penalty 1446.386040 = -55323.024508 nChanged 1 SP:Iteration 18Q (362.243754 sec): 3 clusters Score: Raw -56769.836810 + Penalty 1446.386040 = -55323.450770 nChanged 2 SP:Iteration 19Q (362.255510 sec): 3 clusters Score: Raw -56771.564885 + Penalty 1446.386040 = -55325.178845 nChanged 2 SP:Iteration 20F (362.267053 sec): 3 clusters Score: Raw -56772.852102 + Penalty 1446.386040 = -55326.466062 nChanged 1 SP:Iteration 21Q (362.278715 sec): 3 clusters Score: Raw -56773.818032 + Penalty 1446.386040 = -55327.431992 nChanged 3 SP:Iteration 22Q (362.290308 sec): 3 clusters Score: Raw -56775.916616 + Penalty 1446.386040 = -55329.530576 nChanged 0 SP:Iteration 23F (362.301615 sec): 3 clusters Score: Raw -56775.916616 + Penalty 1446.386040 = -55329.530576 nChanged 0 Trying to split cluster 10 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.326399 sec): 2 clusters Score: Raw -40432.602763 + Penalty 690.236418 = -39742.366345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.336217 sec): 3 clusters Score: Raw -40207.869638 + Penalty 1380.472835 = -38827.396803 nChanged 206 SP:Iteration 1F (362.345590 sec): 3 clusters Score: Raw -40383.646778 + Penalty 1380.472835 = -39003.173943 nChanged 52 SP:Iteration 2F (362.354940 sec): 3 clusters Score: Raw -40441.366982 + Penalty 1380.472835 = -39060.894147 nChanged 38 SP:Iteration 3F (362.364387 sec): 3 clusters Score: Raw -40487.137285 + Penalty 1380.472835 = -39106.664450 nChanged 28 SP:Iteration 4Q (362.373665 sec): 3 clusters Score: Raw -40520.554968 + Penalty 1380.472835 = -39140.082133 nChanged 18 SP:Iteration 5Q (362.404390 sec): 3 clusters Score: Raw -40534.465683 + Penalty 1380.472835 = -39153.992848 nChanged 13 SP:Iteration 6Q (362.439291 sec): 3 clusters Score: Raw -40546.685619 + Penalty 1380.472835 = -39166.212784 nChanged 6 SP:Iteration 7Q (362.450031 sec): 3 clusters Score: Raw -40554.422257 + Penalty 1380.472835 = -39173.949422 nChanged 5 SP:Iteration 8Q (362.461381 sec): 3 clusters Score: Raw -40560.110833 + Penalty 1380.472835 = -39179.637997 nChanged 6 SP:Iteration 9Q (362.617007 sec): 3 clusters Score: Raw -40567.940563 + Penalty 1380.472835 = -39187.467728 nChanged 5 SP:Iteration 10Q (362.730483 sec): 3 clusters Score: Raw -40571.751720 + Penalty 1380.472835 = -39191.278884 nChanged 3 SP:Iteration 11Q (362.818884 sec): 3 clusters Score: Raw -40573.937647 + Penalty 1380.472835 = -39193.464812 nChanged 4 SP:Iteration 12Q (362.923238 sec): 3 clusters Score: Raw -40577.218891 + Penalty 1380.472835 = -39196.746056 nChanged 6 SP:Iteration 13Q (363.033499 sec): 3 clusters Score: Raw -40583.522262 + Penalty 1380.472835 = -39203.049427 nChanged 5 SP:Iteration 14Q (363.129341 sec): 3 clusters Score: Raw -40586.101748 + Penalty 1380.472835 = -39205.628913 nChanged 5 SP:Iteration 15Q (363.241236 sec): 3 clusters Score: Raw -40589.256609 + Penalty 1380.472835 = -39208.783774 nChanged 1 SP:Iteration 16Q (363.334666 sec): 3 clusters Score: Raw -40589.785745 + Penalty 1380.472835 = -39209.312910 nChanged 1 SP:Iteration 17Q (363.392477 sec): 3 clusters Score: Raw -40590.412467 + Penalty 1380.472835 = -39209.939632 nChanged 1 SP:Iteration 18Q (363.401961 sec): 3 clusters Score: Raw -40590.797841 + Penalty 1380.472835 = -39210.325006 nChanged 1 SP:Iteration 19Q (363.411369 sec): 3 clusters Score: Raw -40591.537606 + Penalty 1380.472835 = -39211.064771 nChanged 0 SP:Iteration 20F (363.487700 sec): 3 clusters Score: Raw -40591.537606 + Penalty 1380.472835 = -39211.064771 nChanged 0 Trying to split cluster 11 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (363.507218 sec): 2 clusters Score: Raw -25285.973608 + Penalty 646.260100 = -24639.713508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (363.515065 sec): 3 clusters Score: Raw -25201.462022 + Penalty 1292.520200 = -23908.941822 nChanged 120 SP:Iteration 1F (363.522523 sec): 3 clusters Score: Raw -25342.957515 + Penalty 1292.520200 = -24050.437315 nChanged 29 SP:Iteration 2F (363.530003 sec): 3 clusters Score: Raw -25376.382336 + Penalty 1292.520200 = -24083.862136 nChanged 11 SP:Iteration 3Q (363.537511 sec): 3 clusters Score: Raw -25391.876845 + Penalty 1292.520200 = -24099.356646 nChanged 7 SP:Iteration 4Q (363.545031 sec): 3 clusters Score: Raw -25408.420486 + Penalty 1292.520200 = -24115.900286 nChanged 9 SP:Iteration 5Q (363.552742 sec): 3 clusters Score: Raw -25419.576255 + Penalty 1292.520200 = -24127.056055 nChanged 4 SP:Iteration 6Q (363.560359 sec): 3 clusters Score: Raw -25428.459291 + Penalty 1292.520200 = -24135.939091 nChanged 4 SP:Iteration 7Q (363.567893 sec): 3 clusters Score: Raw -25436.515110 + Penalty 1292.520200 = -24143.994911 nChanged 2 SP:Iteration 8Q (363.575348 sec): 3 clusters Score: Raw -25437.411194 + Penalty 1292.520200 = -24144.890995 nChanged 1 SP:Iteration 9Q (363.582864 sec): 3 clusters Score: Raw -25438.812124 + Penalty 1292.520200 = -24146.291924 nChanged 0 SP:Iteration 10F (363.590255 sec): 3 clusters Score: Raw -25438.812124 + Penalty 1292.520200 = -24146.291924 nChanged 0 Trying to split cluster 12 (1346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (363.622340 sec): 2 clusters Score: Raw -61617.193312 + Penalty 756.513714 = -60860.679599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (363.637724 sec): 3 clusters Score: Raw -61036.811487 + Penalty 1513.027427 = -59523.784060 nChanged 500 SP:Iteration 1F (363.652289 sec): 3 clusters Score: Raw -61474.434236 + Penalty 1513.027427 = -59961.406809 nChanged 149 SP:Iteration 2F (363.666835 sec): 3 clusters Score: Raw -61615.017274 + Penalty 1513.027427 = -60101.989847 nChanged 84 SP:Iteration 3F (363.681507 sec): 3 clusters Score: Raw -61695.313811 + Penalty 1513.027427 = -60182.286384 nChanged 68 SP:Iteration 4F (363.696134 sec): 3 clusters Score: Raw -61747.216012 + Penalty 1513.027427 = -60234.188585 nChanged 47 SP:Iteration 5Q (363.710942 sec): 3 clusters Score: Raw -61789.980881 + Penalty 1513.027427 = -60276.953454 nChanged 42 SP:Iteration 6Q (363.828355 sec): 3 clusters Score: Raw -61828.405322 + Penalty 1513.027427 = -60315.377895 nChanged 31 SP:Iteration 7Q (363.964146 sec): 3 clusters Score: Raw -61852.803201 + Penalty 1513.027427 = -60339.775774 nChanged 24 SP:Iteration 8Q (364.054619 sec): 3 clusters Score: Raw -61875.412440 + Penalty 1513.027427 = -60362.385013 nChanged 26 SP:Iteration 9Q (364.081903 sec): 3 clusters Score: Raw -61897.782859 + Penalty 1513.027427 = -60384.755432 nChanged 24 SP:Iteration 10Q (364.096819 sec): 3 clusters Score: Raw -61921.132535 + Penalty 1513.027427 = -60408.105107 nChanged 26 SP:Iteration 11Q (364.111644 sec): 3 clusters Score: Raw -61943.930217 + Penalty 1513.027427 = -60430.902790 nChanged 25 SP:Iteration 12Q (364.126426 sec): 3 clusters Score: Raw -61960.406822 + Penalty 1513.027427 = -60447.379395 nChanged 16 SP:Iteration 13Q (364.141265 sec): 3 clusters Score: Raw -61969.491177 + Penalty 1513.027427 = -60456.463750 nChanged 12 SP:Iteration 14Q (364.156130 sec): 3 clusters Score: Raw -61983.911948 + Penalty 1513.027427 = -60470.884520 nChanged 14 SP:Iteration 15Q (364.170821 sec): 3 clusters Score: Raw -61993.430288 + Penalty 1513.027427 = -60480.402861 nChanged 10 SP:Iteration 16Q (364.185544 sec): 3 clusters Score: Raw -62001.027295 + Penalty 1513.027427 = -60487.999868 nChanged 11 SP:Iteration 17Q (364.200300 sec): 3 clusters Score: Raw -62007.107380 + Penalty 1513.027427 = -60494.079953 nChanged 5 SP:Iteration 18Q (364.215129 sec): 3 clusters Score: Raw -62009.597740 + Penalty 1513.027427 = -60496.570312 nChanged 6 SP:Iteration 19Q (364.229887 sec): 3 clusters Score: Raw -62013.143319 + Penalty 1513.027427 = -60500.115892 nChanged 4 SP:Iteration 20F (364.244419 sec): 3 clusters Score: Raw -62015.514071 + Penalty 1513.027427 = -60502.486643 nChanged 6 SP:Iteration 21Q (364.259047 sec): 3 clusters Score: Raw -62017.517999 + Penalty 1513.027427 = -60504.490572 nChanged 2 SP:Iteration 22Q (364.273856 sec): 3 clusters Score: Raw -62018.022131 + Penalty 1513.027427 = -60504.994704 nChanged 0 SP:Iteration 23F (364.288433 sec): 3 clusters Score: Raw -62018.022131 + Penalty 1513.027427 = -60504.994704 nChanged 0 Trying to split cluster 13 (3477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (364.327196 sec): 2 clusters Score: Raw -203094.322280 + Penalty 856.162139 = -202238.160141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (364.362596 sec): 3 clusters Score: Raw -201290.721601 + Penalty 1712.324278 = -199578.397323 nChanged 1445 SP:Iteration 1F (364.395746 sec): 3 clusters Score: Raw -202176.283804 + Penalty 1712.324278 = -200463.959526 nChanged 288 SP:Iteration 2F (364.429090 sec): 3 clusters Score: Raw -202349.127353 + Penalty 1712.324278 = -200636.803075 nChanged 195 SP:Iteration 3F (364.462338 sec): 3 clusters Score: Raw -202450.476043 + Penalty 1712.324278 = -200738.151765 nChanged 138 SP:Iteration 4Q (364.495339 sec): 3 clusters Score: Raw -202524.195584 + Penalty 1712.324278 = -200811.871306 nChanged 120 SP:Iteration 5Q (364.528369 sec): 3 clusters Score: Raw -202600.502608 + Penalty 1712.324278 = -200888.178330 nChanged 135 SP:Iteration 6Q (364.561275 sec): 3 clusters Score: Raw -202677.139682 + Penalty 1712.324278 = -200964.815405 nChanged 117 SP:Iteration 7Q (364.593802 sec): 3 clusters Score: Raw -202731.641005 + Penalty 1712.324278 = -201019.316727 nChanged 88 SP:Iteration 8Q (364.626689 sec): 3 clusters Score: Raw -202775.693376 + Penalty 1712.324278 = -201063.369098 nChanged 97 SP:Iteration 9Q (364.659562 sec): 3 clusters Score: Raw -202819.678092 + Penalty 1712.324278 = -201107.353814 nChanged 77 SP:Iteration 10Q (364.692478 sec): 3 clusters Score: Raw -202855.535735 + Penalty 1712.324278 = -201143.211457 nChanged 70 SP:Iteration 11Q (364.725194 sec): 3 clusters Score: Raw -202880.387233 + Penalty 1712.324278 = -201168.062955 nChanged 49 SP:Iteration 12Q (364.879034 sec): 3 clusters Score: Raw -202899.106386 + Penalty 1712.324278 = -201186.782108 nChanged 45 SP:Iteration 13Q (365.006987 sec): 3 clusters Score: Raw -202913.150922 + Penalty 1712.324278 = -201200.826645 nChanged 37 SP:Iteration 14Q (365.113282 sec): 3 clusters Score: Raw -202924.642223 + Penalty 1712.324278 = -201212.317946 nChanged 38 SP:Iteration 15Q (365.222956 sec): 3 clusters Score: Raw -202937.102619 + Penalty 1712.324278 = -201224.778342 nChanged 24 SP:Iteration 16Q (365.257968 sec): 3 clusters Score: Raw -202943.673197 + Penalty 1712.324278 = -201231.348919 nChanged 23 SP:Iteration 17Q (365.291496 sec): 3 clusters Score: Raw -202948.933062 + Penalty 1712.324278 = -201236.608784 nChanged 21 SP:Iteration 18Q (365.325255 sec): 3 clusters Score: Raw -202955.688313 + Penalty 1712.324278 = -201243.364035 nChanged 25 SP:Iteration 19Q (365.359234 sec): 3 clusters Score: Raw -202962.929746 + Penalty 1712.324278 = -201250.605468 nChanged 30 SP:Iteration 20F (365.392632 sec): 3 clusters Score: Raw -202974.477936 + Penalty 1712.324278 = -201262.153659 nChanged 32 SP:Iteration 21Q (365.426843 sec): 3 clusters Score: Raw -202987.017220 + Penalty 1712.324278 = -201274.692943 nChanged 35 SP:Iteration 22Q (365.460760 sec): 3 clusters Score: Raw -202998.406925 + Penalty 1712.324278 = -201286.082648 nChanged 40 SP:Iteration 23Q (365.494311 sec): 3 clusters Score: Raw -203009.428376 + Penalty 1712.324278 = -201297.104098 nChanged 27 SP:Iteration 24Q (365.528043 sec): 3 clusters Score: Raw -203017.511858 + Penalty 1712.324278 = -201305.187581 nChanged 25 SP:Iteration 25Q (365.560793 sec): 3 clusters Score: Raw -203025.128260 + Penalty 1712.324278 = -201312.803982 nChanged 19 SP:Iteration 26Q (365.593758 sec): 3 clusters Score: Raw -203031.114624 + Penalty 1712.324278 = -201318.790346 nChanged 14 SP:Iteration 27Q (365.626519 sec): 3 clusters Score: Raw -203035.344144 + Penalty 1712.324278 = -201323.019866 nChanged 17 SP:Iteration 28Q (365.659291 sec): 3 clusters Score: Raw -203042.135954 + Penalty 1712.324278 = -201329.811676 nChanged 18 SP:Iteration 29Q (365.691988 sec): 3 clusters Score: Raw -203048.844541 + Penalty 1712.324278 = -201336.520263 nChanged 24 SP:Iteration 30Q (365.724959 sec): 3 clusters Score: Raw -203055.570918 + Penalty 1712.324278 = -201343.246640 nChanged 19 SP:Iteration 31Q (365.757869 sec): 3 clusters Score: Raw -203061.546994 + Penalty 1712.324278 = -201349.222716 nChanged 24 SP:Iteration 32Q (365.790477 sec): 3 clusters Score: Raw -203066.933993 + Penalty 1712.324278 = -201354.609716 nChanged 17 SP:Iteration 33Q (365.823222 sec): 3 clusters Score: Raw -203070.162588 + Penalty 1712.324278 = -201357.838310 nChanged 6 SP:Iteration 34Q (365.855893 sec): 3 clusters Score: Raw -203071.133225 + Penalty 1712.324278 = -201358.808948 nChanged 4 SP:Iteration 35Q (365.888673 sec): 3 clusters Score: Raw -203071.864005 + Penalty 1712.324278 = -201359.539728 nChanged 5 SP:Iteration 36Q (365.921452 sec): 3 clusters Score: Raw -203072.680448 + Penalty 1712.324278 = -201360.356170 nChanged 2 SP:Iteration 37Q (365.954104 sec): 3 clusters Score: Raw -203073.006117 + Penalty 1712.324278 = -201360.681839 nChanged 1 SP:Iteration 38Q (365.986776 sec): 3 clusters Score: Raw -203073.195235 + Penalty 1712.324278 = -201360.870958 nChanged 1 SP:Iteration 39Q (366.019539 sec): 3 clusters Score: Raw -203073.406759 + Penalty 1712.324278 = -201361.082481 nChanged 0 SP:Iteration 40F (366.051712 sec): 3 clusters Score: Raw -203073.406759 + Penalty 1712.324278 = -201361.082481 nChanged 0 Trying to split cluster 14 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (366.082960 sec): 2 clusters Score: Raw -26236.244642 + Penalty 643.321264 = -25592.923378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (366.090559 sec): 3 clusters Score: Raw -26123.164546 + Penalty 1286.642529 = -24836.522018 nChanged 118 SP:Iteration 1F (366.230047 sec): 3 clusters Score: Raw -26251.054766 + Penalty 1286.642529 = -24964.412237 nChanged 25 SP:Iteration 2F (366.323394 sec): 3 clusters Score: Raw -26279.887544 + Penalty 1286.642529 = -24993.245015 nChanged 9 SP:Iteration 3Q (366.436024 sec): 3 clusters Score: Raw -26293.378605 + Penalty 1286.642529 = -25006.736076 nChanged 6 SP:Iteration 4Q (366.443477 sec): 3 clusters Score: Raw -26299.460744 + Penalty 1286.642529 = -25012.818215 nChanged 4 SP:Iteration 5Q (366.450748 sec): 3 clusters Score: Raw -26303.034020 + Penalty 1286.642529 = -25016.391491 nChanged 1 SP:Iteration 6Q (366.458040 sec): 3 clusters Score: Raw -26303.961124 + Penalty 1286.642529 = -25017.318596 nChanged 3 SP:Iteration 7Q (366.465355 sec): 3 clusters Score: Raw -26306.230174 + Penalty 1286.642529 = -25019.587645 nChanged 1 SP:Iteration 8Q (366.472569 sec): 3 clusters Score: Raw -26306.943692 + Penalty 1286.642529 = -25020.301163 nChanged 1 SP:Iteration 9Q (366.479831 sec): 3 clusters Score: Raw -26307.657990 + Penalty 1286.642529 = -25021.015461 nChanged 1 SP:Iteration 10Q (366.487021 sec): 3 clusters Score: Raw -26309.786896 + Penalty 1286.642529 = -25023.144367 nChanged 1 SP:Iteration 11Q (366.494229 sec): 3 clusters Score: Raw -26310.129966 + Penalty 1286.642529 = -25023.487437 nChanged 0 SP:Iteration 12F (366.501387 sec): 3 clusters Score: Raw -26310.129966 + Penalty 1286.642529 = -25023.487437 nChanged 0 Trying to split cluster 15 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (366.515404 sec): 2 clusters Score: Raw -7928.027540 + Penalty 534.843771 = -7393.183769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (366.520287 sec): 3 clusters Score: Raw -7989.832083 + Penalty 1069.687542 = -6920.144541 nChanged 32 SP:Iteration 1F (366.525023 sec): 3 clusters Score: Raw -8162.799615 + Penalty 1069.687542 = -7093.112072 nChanged 15 SP:Iteration 2F (366.529829 sec): 3 clusters Score: Raw -8287.120733 + Penalty 1069.687542 = -7217.433191 nChanged 7 SP:Iteration 3Q (366.534497 sec): 3 clusters Score: Raw -8327.163324 + Penalty 1069.687542 = -7257.475782 nChanged 3 SP:Iteration 4Q (366.539127 sec): 3 clusters Score: Raw -8359.998276 + Penalty 1069.687542 = -7290.310734 nChanged 2 SP:Iteration 5Q (366.543768 sec): 3 clusters Score: Raw -8416.242117 + Penalty 1069.687542 = -7346.554575 nChanged 0 SP:Iteration 6F (366.548768 sec): 3 clusters Score: Raw -8416.242117 + Penalty 1069.687542 = -7346.554575 nChanged 0 Trying to split cluster 16 (1140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (366.580455 sec): 2 clusters Score: Raw -41930.599244 + Penalty 739.072272 = -41191.526972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (366.594159 sec): 3 clusters Score: Raw -41455.367819 + Penalty 1478.144544 = -39977.223275 nChanged 408 SP:Iteration 1F (366.607263 sec): 3 clusters Score: Raw -41829.418503 + Penalty 1478.144544 = -40351.273959 nChanged 119 SP:Iteration 2F (366.620165 sec): 3 clusters Score: Raw -41984.390847 + Penalty 1478.144544 = -40506.246303 nChanged 78 SP:Iteration 3F (366.633001 sec): 3 clusters Score: Raw -42069.789459 + Penalty 1478.144544 = -40591.644915 nChanged 51 SP:Iteration 4Q (366.646068 sec): 3 clusters Score: Raw -42130.446709 + Penalty 1478.144544 = -40652.302165 nChanged 53 SP:Iteration 5Q (366.659266 sec): 3 clusters Score: Raw -42194.603410 + Penalty 1478.144544 = -40716.458866 nChanged 30 SP:Iteration 6Q (366.672370 sec): 3 clusters Score: Raw -42226.014717 + Penalty 1478.144544 = -40747.870173 nChanged 22 SP:Iteration 7Q (366.685298 sec): 3 clusters Score: Raw -42248.534296 + Penalty 1478.144544 = -40770.389752 nChanged 16 SP:Iteration 8Q (366.698303 sec): 3 clusters Score: Raw -42268.633581 + Penalty 1478.144544 = -40790.489037 nChanged 16 SP:Iteration 9Q (366.812855 sec): 3 clusters Score: Raw -42283.803822 + Penalty 1478.144544 = -40805.659278 nChanged 14 SP:Iteration 10Q (366.913821 sec): 3 clusters Score: Raw -42293.367710 + Penalty 1478.144544 = -40815.223167 nChanged 12 SP:Iteration 11Q (366.977735 sec): 3 clusters Score: Raw -42303.714812 + Penalty 1478.144544 = -40825.570268 nChanged 6 SP:Iteration 12Q (366.992588 sec): 3 clusters Score: Raw -42308.040976 + Penalty 1478.144544 = -40829.896432 nChanged 4 SP:Iteration 13Q (367.007300 sec): 3 clusters Score: Raw -42310.452080 + Penalty 1478.144544 = -40832.307536 nChanged 3 SP:Iteration 14Q (367.022000 sec): 3 clusters Score: Raw -42312.969348 + Penalty 1478.144544 = -40834.824805 nChanged 4 SP:Iteration 15Q (367.036761 sec): 3 clusters Score: Raw -42315.388867 + Penalty 1478.144544 = -40837.244323 nChanged 4 SP:Iteration 16Q (367.051501 sec): 3 clusters Score: Raw -42318.103017 + Penalty 1478.144544 = -40839.958473 nChanged 5 SP:Iteration 17Q (367.081467 sec): 3 clusters Score: Raw -42322.257411 + Penalty 1478.144544 = -40844.112868 nChanged 7 SP:Iteration 18Q (367.096156 sec): 3 clusters Score: Raw -42328.067691 + Penalty 1478.144544 = -40849.923147 nChanged 4 SP:Iteration 19Q (367.110088 sec): 3 clusters Score: Raw -42329.855462 + Penalty 1478.144544 = -40851.710918 nChanged 5 SP:Iteration 20F (367.122965 sec): 3 clusters Score: Raw -42332.405807 + Penalty 1478.144544 = -40854.261263 nChanged 8 SP:Iteration 21Q (367.135902 sec): 3 clusters Score: Raw -42336.771831 + Penalty 1478.144544 = -40858.627288 nChanged 7 SP:Iteration 22Q (367.148704 sec): 3 clusters Score: Raw -42343.552300 + Penalty 1478.144544 = -40865.407756 nChanged 6 SP:Iteration 23Q (367.161670 sec): 3 clusters Score: Raw -42349.638822 + Penalty 1478.144544 = -40871.494278 nChanged 4 SP:Iteration 24Q (367.174723 sec): 3 clusters Score: Raw -42353.894202 + Penalty 1478.144544 = -40875.749658 nChanged 6 SP:Iteration 25Q (367.187691 sec): 3 clusters Score: Raw -42357.386560 + Penalty 1478.144544 = -40879.242016 nChanged 5 SP:Iteration 26Q (367.200567 sec): 3 clusters Score: Raw -42359.503403 + Penalty 1478.144544 = -40881.358859 nChanged 3 SP:Iteration 27Q (367.213485 sec): 3 clusters Score: Raw -42362.058498 + Penalty 1478.144544 = -40883.913954 nChanged 3 SP:Iteration 28Q (367.226345 sec): 3 clusters Score: Raw -42364.433268 + Penalty 1478.144544 = -40886.288725 nChanged 3 SP:Iteration 29Q (367.239298 sec): 3 clusters Score: Raw -42367.836808 + Penalty 1478.144544 = -40889.692264 nChanged 3 SP:Iteration 30Q (367.252224 sec): 3 clusters Score: Raw -42370.481302 + Penalty 1478.144544 = -40892.336758 nChanged 3 SP:Iteration 31Q (367.265140 sec): 3 clusters Score: Raw -42372.498097 + Penalty 1478.144544 = -40894.353553 nChanged 1 SP:Iteration 32Q (367.278042 sec): 3 clusters Score: Raw -42373.177324 + Penalty 1478.144544 = -40895.032780 nChanged 2 SP:Iteration 33Q (367.291019 sec): 3 clusters Score: Raw -42374.124451 + Penalty 1478.144544 = -40895.979908 nChanged 0 SP:Iteration 34F (367.303905 sec): 3 clusters Score: Raw -42374.124451 + Penalty 1478.144544 = -40895.979908 nChanged 0 Trying to split cluster 17 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (367.328513 sec): 2 clusters Score: Raw -26818.494367 + Penalty 652.323640 = -26166.170727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (367.336433 sec): 3 clusters Score: Raw -26696.763467 + Penalty 1304.647280 = -25392.116187 nChanged 150 SP:Iteration 1F (367.344003 sec): 3 clusters Score: Raw -26868.909258 + Penalty 1304.647280 = -25564.261978 nChanged 38 SP:Iteration 2F (367.351492 sec): 3 clusters Score: Raw -26939.678569 + Penalty 1304.647280 = -25635.031289 nChanged 29 SP:Iteration 3F (367.359098 sec): 3 clusters Score: Raw -26978.379587 + Penalty 1304.647280 = -25673.732307 nChanged 22 SP:Iteration 4Q (367.366632 sec): 3 clusters Score: Raw -27014.442445 + Penalty 1304.647280 = -25709.795165 nChanged 17 SP:Iteration 5Q (367.479992 sec): 3 clusters Score: Raw -27044.481531 + Penalty 1304.647280 = -25739.834251 nChanged 13 SP:Iteration 6Q (367.604003 sec): 3 clusters Score: Raw -27061.910429 + Penalty 1304.647280 = -25757.263149 nChanged 15 SP:Iteration 7Q (367.687209 sec): 3 clusters Score: Raw -27083.097223 + Penalty 1304.647280 = -25778.449943 nChanged 11 SP:Iteration 8Q (367.694897 sec): 3 clusters Score: Raw -27091.775965 + Penalty 1304.647280 = -25787.128684 nChanged 4 SP:Iteration 9Q (367.702404 sec): 3 clusters Score: Raw -27095.655469 + Penalty 1304.647280 = -25791.008189 nChanged 1 SP:Iteration 10Q (367.709911 sec): 3 clusters Score: Raw -27097.118623 + Penalty 1304.647280 = -25792.471343 nChanged 1 SP:Iteration 11Q (367.717394 sec): 3 clusters Score: Raw -27097.996260 + Penalty 1304.647280 = -25793.348979 nChanged 1 SP:Iteration 12Q (367.724860 sec): 3 clusters Score: Raw -27099.734263 + Penalty 1304.647280 = -25795.086982 nChanged 2 SP:Iteration 13Q (367.732360 sec): 3 clusters Score: Raw -27101.669852 + Penalty 1304.647280 = -25797.022572 nChanged 3 SP:Iteration 14Q (367.739854 sec): 3 clusters Score: Raw -27105.751929 + Penalty 1304.647280 = -25801.104649 nChanged 3 SP:Iteration 15Q (367.747319 sec): 3 clusters Score: Raw -27108.151474 + Penalty 1304.647280 = -25803.504194 nChanged 2 SP:Iteration 16Q (367.754869 sec): 3 clusters Score: Raw -27116.410672 + Penalty 1304.647280 = -25811.763392 nChanged 3 SP:Iteration 17Q (367.762322 sec): 3 clusters Score: Raw -27119.014726 + Penalty 1304.647280 = -25814.367446 nChanged 1 SP:Iteration 18Q (367.769775 sec): 3 clusters Score: Raw -27120.409232 + Penalty 1304.647280 = -25815.761952 nChanged 0 SP:Iteration 19F (367.777177 sec): 3 clusters Score: Raw -27120.409232 + Penalty 1304.647280 = -25815.761952 nChanged 0 Trying to split cluster 18 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (367.794762 sec): 2 clusters Score: Raw -31394.853437 + Penalty 665.922749 = -30728.930688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (367.803229 sec): 3 clusters Score: Raw -31216.032899 + Penalty 1331.845498 = -29884.187401 nChanged 164 SP:Iteration 1F (367.811341 sec): 3 clusters Score: Raw -31374.848047 + Penalty 1331.845498 = -30043.002549 nChanged 34 SP:Iteration 2F (367.819662 sec): 3 clusters Score: Raw -31416.044128 + Penalty 1331.845498 = -30084.198630 nChanged 26 SP:Iteration 3Q (367.827935 sec): 3 clusters Score: Raw -31451.185950 + Penalty 1331.845498 = -30119.340452 nChanged 20 SP:Iteration 4Q (367.836140 sec): 3 clusters Score: Raw -31478.680832 + Penalty 1331.845498 = -30146.835334 nChanged 17 SP:Iteration 5Q (367.844312 sec): 3 clusters Score: Raw -31498.921173 + Penalty 1331.845498 = -30167.075675 nChanged 9 SP:Iteration 6Q (367.852435 sec): 3 clusters Score: Raw -31511.884386 + Penalty 1331.845498 = -30180.038888 nChanged 8 SP:Iteration 7Q (367.860682 sec): 3 clusters Score: Raw -31519.339787 + Penalty 1331.845498 = -30187.494289 nChanged 10 SP:Iteration 8Q (367.868851 sec): 3 clusters Score: Raw -31531.739441 + Penalty 1331.845498 = -30199.893943 nChanged 5 SP:Iteration 9Q (367.876978 sec): 3 clusters Score: Raw -31543.027298 + Penalty 1331.845498 = -30211.181800 nChanged 11 SP:Iteration 10Q (367.885179 sec): 3 clusters Score: Raw -31554.514259 + Penalty 1331.845498 = -30222.668761 nChanged 8 SP:Iteration 11Q (367.893260 sec): 3 clusters Score: Raw -31561.001177 + Penalty 1331.845498 = -30229.155679 nChanged 2 SP:Iteration 12Q (367.901386 sec): 3 clusters Score: Raw -31563.806333 + Penalty 1331.845498 = -30231.960835 nChanged 4 SP:Iteration 13Q (367.909520 sec): 3 clusters Score: Raw -31568.980101 + Penalty 1331.845498 = -30237.134603 nChanged 2 SP:Iteration 14Q (367.917638 sec): 3 clusters Score: Raw -31570.649474 + Penalty 1331.845498 = -30238.803976 nChanged 2 SP:Iteration 15Q (368.024942 sec): 3 clusters Score: Raw -31572.753335 + Penalty 1331.845498 = -30240.907837 nChanged 2 SP:Iteration 16Q (368.137460 sec): 3 clusters Score: Raw -31574.002677 + Penalty 1331.845498 = -30242.157180 nChanged 1 SP:Iteration 17Q (368.259505 sec): 3 clusters Score: Raw -31574.764319 + Penalty 1331.845498 = -30242.918821 nChanged 0 SP:Iteration 18F (368.343631 sec): 3 clusters Score: Raw -31574.764319 + Penalty 1331.845498 = -30242.918821 nChanged 0 Trying to split cluster 19 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (368.427445 sec): 2 clusters Score: Raw -29218.417772 + Penalty 659.834087 = -28558.583685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (368.453072 sec): 3 clusters Score: Raw -29089.529535 + Penalty 1319.668174 = -27769.861361 nChanged 157 SP:Iteration 1F (368.460998 sec): 3 clusters Score: Raw -29266.869899 + Penalty 1319.668174 = -27947.201725 nChanged 40 SP:Iteration 2F (368.468824 sec): 3 clusters Score: Raw -29315.998146 + Penalty 1319.668174 = -27996.329973 nChanged 26 SP:Iteration 3Q (368.476797 sec): 3 clusters Score: Raw -29351.376552 + Penalty 1319.668174 = -28031.708378 nChanged 13 SP:Iteration 4Q (368.484719 sec): 3 clusters Score: Raw -29372.115074 + Penalty 1319.668174 = -28052.446900 nChanged 14 SP:Iteration 5Q (368.492626 sec): 3 clusters Score: Raw -29390.981691 + Penalty 1319.668174 = -28071.313517 nChanged 14 SP:Iteration 6Q (368.500538 sec): 3 clusters Score: Raw -29413.517680 + Penalty 1319.668174 = -28093.849506 nChanged 14 SP:Iteration 7Q (368.508420 sec): 3 clusters Score: Raw -29432.699119 + Penalty 1319.668174 = -28113.030945 nChanged 12 SP:Iteration 8Q (368.516370 sec): 3 clusters Score: Raw -29455.429860 + Penalty 1319.668174 = -28135.761686 nChanged 12 SP:Iteration 9Q (368.524309 sec): 3 clusters Score: Raw -29478.938290 + Penalty 1319.668174 = -28159.270116 nChanged 13 SP:Iteration 10Q (368.532188 sec): 3 clusters Score: Raw -29524.342844 + Penalty 1319.668174 = -28204.674671 nChanged 19 SP:Iteration 11Q (368.540065 sec): 3 clusters Score: Raw -29573.595207 + Penalty 1319.668174 = -28253.927033 nChanged 19 SP:Iteration 12Q (368.547909 sec): 3 clusters Score: Raw -29604.859523 + Penalty 1319.668174 = -28285.191349 nChanged 13 SP:Iteration 13Q (368.555760 sec): 3 clusters Score: Raw -29622.364455 + Penalty 1319.668174 = -28302.696281 nChanged 8 SP:Iteration 14Q (368.563567 sec): 3 clusters Score: Raw -29631.350608 + Penalty 1319.668174 = -28311.682435 nChanged 5 SP:Iteration 15Q (368.571375 sec): 3 clusters Score: Raw -29634.191700 + Penalty 1319.668174 = -28314.523526 nChanged 2 SP:Iteration 16Q (368.579179 sec): 3 clusters Score: Raw -29635.375655 + Penalty 1319.668174 = -28315.707481 nChanged 6 SP:Iteration 17Q (368.587069 sec): 3 clusters Score: Raw -29643.240932 + Penalty 1319.668174 = -28323.572758 nChanged 3 SP:Iteration 18Q (368.594932 sec): 3 clusters Score: Raw -29646.838419 + Penalty 1319.668174 = -28327.170245 nChanged 6 SP:Iteration 19Q (368.602730 sec): 3 clusters Score: Raw -29655.227278 + Penalty 1319.668174 = -28335.559105 nChanged 7 SP:Iteration 20F (368.610576 sec): 3 clusters Score: Raw -29662.333769 + Penalty 1319.668174 = -28342.665595 nChanged 4 SP:Iteration 21Q (368.618406 sec): 3 clusters Score: Raw -29665.623438 + Penalty 1319.668174 = -28345.955264 nChanged 5 SP:Iteration 22Q (368.626222 sec): 3 clusters Score: Raw -29674.114500 + Penalty 1319.668174 = -28354.446326 nChanged 9 SP:Iteration 23Q (368.633884 sec): 3 clusters Score: Raw -29692.672258 + Penalty 1319.668174 = -28373.004084 nChanged 4 SP:Iteration 24Q (368.641653 sec): 3 clusters Score: Raw -29698.058230 + Penalty 1319.668174 = -28378.390056 nChanged 1 SP:Iteration 25Q (368.649490 sec): 3 clusters Score: Raw -29699.042112 + Penalty 1319.668174 = -28379.373938 nChanged 0 SP:Iteration 26F (368.657302 sec): 3 clusters Score: Raw -29699.042112 + Penalty 1319.668174 = -28379.373938 nChanged 0 Trying to split cluster 20 (2743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (368.725587 sec): 2 clusters Score: Raw -158753.817665 + Penalty 831.264787 = -157922.552878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (368.860077 sec): 3 clusters Score: Raw -157354.058169 + Penalty 1662.529573 = -155691.528596 nChanged 1097 SP:Iteration 1F (368.971776 sec): 3 clusters Score: Raw -157977.575058 + Penalty 1662.529573 = -156315.045485 nChanged 173 SP:Iteration 2F (368.998385 sec): 3 clusters Score: Raw -158063.515882 + Penalty 1662.529573 = -156400.986309 nChanged 141 SP:Iteration 3F (369.024963 sec): 3 clusters Score: Raw -158127.665735 + Penalty 1662.529573 = -156465.136162 nChanged 105 SP:Iteration 4Q (369.052021 sec): 3 clusters Score: Raw -158189.834605 + Penalty 1662.529573 = -156527.305032 nChanged 107 SP:Iteration 5Q (369.079090 sec): 3 clusters Score: Raw -158251.242509 + Penalty 1662.529573 = -156588.712936 nChanged 109 SP:Iteration 6Q (369.106294 sec): 3 clusters Score: Raw -158323.850579 + Penalty 1662.529573 = -156661.321005 nChanged 120 SP:Iteration 7Q (369.133352 sec): 3 clusters Score: Raw -158415.057518 + Penalty 1662.529573 = -156752.527945 nChanged 103 SP:Iteration 8Q (369.160325 sec): 3 clusters Score: Raw -158479.703889 + Penalty 1662.529573 = -156817.174316 nChanged 106 SP:Iteration 9Q (369.187221 sec): 3 clusters Score: Raw -158563.681118 + Penalty 1662.529573 = -156901.151545 nChanged 122 SP:Iteration 10Q (369.214146 sec): 3 clusters Score: Raw -158663.417233 + Penalty 1662.529573 = -157000.887660 nChanged 132 SP:Iteration 11Q (369.241273 sec): 3 clusters Score: Raw -158769.060350 + Penalty 1662.529573 = -157106.530777 nChanged 119 SP:Iteration 12Q (369.268092 sec): 3 clusters Score: Raw -158849.201285 + Penalty 1662.529573 = -157186.671712 nChanged 90 SP:Iteration 13Q (369.294845 sec): 3 clusters Score: Raw -158908.895026 + Penalty 1662.529573 = -157246.365453 nChanged 69 SP:Iteration 14Q (369.321568 sec): 3 clusters Score: Raw -158959.020243 + Penalty 1662.529573 = -157296.490670 nChanged 45 SP:Iteration 15Q (369.348181 sec): 3 clusters Score: Raw -158980.855005 + Penalty 1662.529573 = -157318.325432 nChanged 24 SP:Iteration 16Q (369.374882 sec): 3 clusters Score: Raw -158989.296845 + Penalty 1662.529573 = -157326.767272 nChanged 22 SP:Iteration 17Q (369.401525 sec): 3 clusters Score: Raw -158998.035933 + Penalty 1662.529573 = -157335.506360 nChanged 15 SP:Iteration 18Q (369.428200 sec): 3 clusters Score: Raw -159003.312488 + Penalty 1662.529573 = -157340.782915 nChanged 12 SP:Iteration 19Q (369.454805 sec): 3 clusters Score: Raw -159007.977165 + Penalty 1662.529573 = -157345.447592 nChanged 11 SP:Iteration 20F (369.481089 sec): 3 clusters Score: Raw -159013.386978 + Penalty 1662.529573 = -157350.857404 nChanged 12 SP:Iteration 21Q (369.507656 sec): 3 clusters Score: Raw -159019.324859 + Penalty 1662.529573 = -157356.795286 nChanged 8 SP:Iteration 22Q (369.534207 sec): 3 clusters Score: Raw -159021.906551 + Penalty 1662.529573 = -157359.376978 nChanged 10 SP:Iteration 23Q (369.561981 sec): 3 clusters Score: Raw -159023.826418 + Penalty 1662.529573 = -157361.296845 nChanged 5 SP:Iteration 24Q (369.588706 sec): 3 clusters Score: Raw -159025.225639 + Penalty 1662.529573 = -157362.696065 nChanged 7 SP:Iteration 25Q (369.615405 sec): 3 clusters Score: Raw -159026.305026 + Penalty 1662.529573 = -157363.775452 nChanged 5 SP:Iteration 26Q (369.642051 sec): 3 clusters Score: Raw -159027.304030 + Penalty 1662.529573 = -157364.774457 nChanged 2 SP:Iteration 27Q (369.668593 sec): 3 clusters Score: Raw -159027.528980 + Penalty 1662.529573 = -157364.999407 nChanged 1 SP:Iteration 28Q (369.695139 sec): 3 clusters Score: Raw -159027.690442 + Penalty 1662.529573 = -157365.160869 nChanged 1 SP:Iteration 29Q (369.721755 sec): 3 clusters Score: Raw -159028.012801 + Penalty 1662.529573 = -157365.483228 nChanged 1 SP:Iteration 30Q (369.840959 sec): 3 clusters Score: Raw -159028.169556 + Penalty 1662.529573 = -157365.639983 nChanged 2 SP:Iteration 31Q (369.965790 sec): 3 clusters Score: Raw -159028.832694 + Penalty 1662.529573 = -157366.303121 nChanged 1 SP:Iteration 32Q (369.996527 sec): 3 clusters Score: Raw -159029.027782 + Penalty 1662.529573 = -157366.498209 nChanged 2 SP:Iteration 33Q (370.030300 sec): 3 clusters Score: Raw -159029.474229 + Penalty 1662.529573 = -157366.944656 nChanged 2 SP:Iteration 34Q (370.058734 sec): 3 clusters Score: Raw -159029.678989 + Penalty 1662.529573 = -157367.149416 nChanged 3 SP:Iteration 35Q (370.085354 sec): 3 clusters Score: Raw -159030.147401 + Penalty 1662.529573 = -157367.617828 nChanged 0 SP:Iteration 36F (370.111630 sec): 3 clusters Score: Raw -159030.147401 + Penalty 1662.529573 = -157367.617828 nChanged 0 Time taken for this iteration:83.310731 seconds. 5->21 Clusters: Score -1009698.360525, best is -1009977.175533 Starting from 6 clusters... ------ Clustering full data set of 20595 points ------ SP: Assigned 6 initial classes randomly. Deleting Class 2 (1088 points): Lose 271.426429 but Gain 1042.944379 Iteration 0F (370.299816 sec): 5 clusters Score: Raw -875603.898473 + Penalty 4171.777515 = -871432.120958 nChanged 16288 Iteration 1F (370.448827 sec): 5 clusters Score: Raw -949708.250319 + Penalty 4171.777515 = -945536.472804 nChanged 5087 Iteration 2F (370.592712 sec): 5 clusters Score: Raw -970728.001981 + Penalty 4171.777515 = -966556.224466 nChanged 1955 Iteration 3F (370.743231 sec): 5 clusters Score: Raw -976648.333806 + Penalty 4171.777515 = -972476.556292 nChanged 1157 Iteration 4F (370.892311 sec): 5 clusters Score: Raw -978894.861104 + Penalty 4171.777515 = -974723.083590 nChanged 774 Iteration 5Q (371.024329 sec): 5 clusters Score: Raw -979738.010273 + Penalty 4171.777515 = -975566.232758 nChanged 611 Iteration 6Q (371.156006 sec): 5 clusters Score: Raw -980628.338809 + Penalty 4171.777515 = -976456.561294 nChanged 532 Iteration 7Q (371.287228 sec): 5 clusters Score: Raw -981724.617367 + Penalty 4171.777515 = -977552.839853 nChanged 522 Iteration 8Q (371.418087 sec): 5 clusters Score: Raw -982513.852628 + Penalty 4171.777515 = -978342.075113 nChanged 443 Iteration 9Q (371.557163 sec): 5 clusters Score: Raw -982973.545159 + Penalty 4171.777515 = -978801.767644 nChanged 381 Iteration 10Q (371.692423 sec): 5 clusters Score: Raw -983376.897969 + Penalty 4171.777515 = -979205.120454 nChanged 363 Iteration 11Q (371.818460 sec): 5 clusters Score: Raw -983620.587735 + Penalty 4171.777515 = -979448.810220 nChanged 252 Iteration 12Q (371.947930 sec): 5 clusters Score: Raw -983760.735091 + Penalty 4171.777515 = -979588.957576 nChanged 227 Iteration 13Q (372.076586 sec): 5 clusters Score: Raw -983928.905239 + Penalty 4171.777515 = -979757.127724 nChanged 239 Iteration 14Q (372.205265 sec): 5 clusters Score: Raw -984200.734289 + Penalty 4171.777515 = -980028.956774 nChanged 242 Iteration 15Q (372.334576 sec): 5 clusters Score: Raw -984584.016476 + Penalty 4171.777515 = -980412.238961 nChanged 250 Iteration 16Q (372.462724 sec): 5 clusters Score: Raw -984917.150190 + Penalty 4171.777515 = -980745.372675 nChanged 261 Iteration 17Q (372.589952 sec): 5 clusters Score: Raw -985127.792339 + Penalty 4171.777515 = -980956.014824 nChanged 205 Iteration 18Q (372.717592 sec): 5 clusters Score: Raw -985243.351134 + Penalty 4171.777515 = -981071.573619 nChanged 159 Iteration 19Q (372.845031 sec): 5 clusters Score: Raw -985348.237568 + Penalty 4171.777515 = -981176.460053 nChanged 139 Writing temp clu file Because OldScore, -981071.573619, is greater than current (better) Score,-981176.460053 Compute initial score before splitting: Score: Raw -985348.237568 + Penalty 4171.777515 = -981176.460053 Trying to split cluster 1 (2572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (372.964400 sec): 2 clusters Score: Raw -117678.797449 + Penalty 824.506104 = -116854.291345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (373.094195 sec): 3 clusters Score: Raw -116420.363159 + Penalty 1649.012208 = -114771.350951 nChanged 1054 SP:Iteration 1F (373.223917 sec): 3 clusters Score: Raw -117908.811546 + Penalty 1649.012208 = -116259.799338 nChanged 422 SP:Iteration 2F (373.349721 sec): 3 clusters Score: Raw -119063.942137 + Penalty 1649.012208 = -117414.929929 nChanged 256 SP:Iteration 3F (373.384587 sec): 3 clusters Score: Raw -119888.762098 + Penalty 1649.012208 = -118239.749890 nChanged 173 SP:Iteration 4F (373.411115 sec): 3 clusters Score: Raw -120303.324128 + Penalty 1649.012208 = -118654.311921 nChanged 96 SP:Iteration 5Q (373.436947 sec): 3 clusters Score: Raw -120457.446212 + Penalty 1649.012208 = -118808.434004 nChanged 61 SP:Iteration 6Q (373.462556 sec): 3 clusters Score: Raw -120535.662916 + Penalty 1649.012208 = -118886.650709 nChanged 39 SP:Iteration 7Q (373.487979 sec): 3 clusters Score: Raw -120578.869511 + Penalty 1649.012208 = -118929.857303 nChanged 29 SP:Iteration 8Q (373.513609 sec): 3 clusters Score: Raw -120604.188311 + Penalty 1649.012208 = -118955.176103 nChanged 20 SP:Iteration 9Q (373.538999 sec): 3 clusters Score: Raw -120616.857621 + Penalty 1649.012208 = -118967.845413 nChanged 14 SP:Iteration 10Q (373.564298 sec): 3 clusters Score: Raw -120626.289957 + Penalty 1649.012208 = -118977.277749 nChanged 13 SP:Iteration 11Q (373.589582 sec): 3 clusters Score: Raw -120638.659963 + Penalty 1649.012208 = -118989.647755 nChanged 12 SP:Iteration 12Q (373.614514 sec): 3 clusters Score: Raw -120645.359369 + Penalty 1649.012208 = -118996.347161 nChanged 8 SP:Iteration 13Q (373.639554 sec): 3 clusters Score: Raw -120648.341429 + Penalty 1649.012208 = -118999.329221 nChanged 3 SP:Iteration 14Q (373.664397 sec): 3 clusters Score: Raw -120649.507850 + Penalty 1649.012208 = -119000.495642 nChanged 2 SP:Iteration 15Q (373.689062 sec): 3 clusters Score: Raw -120649.936934 + Penalty 1649.012208 = -119000.924726 nChanged 1 SP:Iteration 16Q (373.714011 sec): 3 clusters Score: Raw -120650.119716 + Penalty 1649.012208 = -119001.107508 nChanged 0 SP:Iteration 17F (373.739618 sec): 3 clusters Score: Raw -120650.119716 + Penalty 1649.012208 = -119001.107508 nChanged 0 Score: Raw -988417.344998 + Penalty 5214.721894 = -983202.623104 Splitting cluster 1 changes total score from -981176.460053 to -983202.623104 So it's getting split into cluster 2. Trying to split cluster 3 (3341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (373.948721 sec): 2 clusters Score: Raw -125728.134979 + Penalty 851.972671 = -124876.162308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (373.982791 sec): 3 clusters Score: Raw -124170.155403 + Penalty 1703.945343 = -122466.210060 nChanged 1392 SP:Iteration 1F (374.014626 sec): 3 clusters Score: Raw -125786.069090 + Penalty 1703.945343 = -124082.123747 nChanged 491 SP:Iteration 2F (374.046402 sec): 3 clusters Score: Raw -126774.469173 + Penalty 1703.945343 = -125070.523830 nChanged 316 SP:Iteration 3F (374.078414 sec): 3 clusters Score: Raw -127258.835846 + Penalty 1703.945343 = -125554.890503 nChanged 160 SP:Iteration 4Q (374.114097 sec): 3 clusters Score: Raw -127479.349488 + Penalty 1703.945343 = -125775.404145 nChanged 104 SP:Iteration 5Q (374.146231 sec): 3 clusters Score: Raw -127590.041475 + Penalty 1703.945343 = -125886.096132 nChanged 76 SP:Iteration 6Q (374.178265 sec): 3 clusters Score: Raw -127655.147090 + Penalty 1703.945343 = -125951.201747 nChanged 59 SP:Iteration 7Q (374.209758 sec): 3 clusters Score: Raw -127706.529013 + Penalty 1703.945343 = -126002.583670 nChanged 67 SP:Iteration 8Q (374.241186 sec): 3 clusters Score: Raw -127759.922276 + Penalty 1703.945343 = -126055.976934 nChanged 63 SP:Iteration 9Q (374.272524 sec): 3 clusters Score: Raw -127797.356212 + Penalty 1703.945343 = -126093.410869 nChanged 61 SP:Iteration 10Q (374.410547 sec): 3 clusters Score: Raw -127834.208958 + Penalty 1703.945343 = -126130.263615 nChanged 60 SP:Iteration 11Q (374.562297 sec): 3 clusters Score: Raw -127866.174075 + Penalty 1703.945343 = -126162.228733 nChanged 57 SP:Iteration 12Q (374.676363 sec): 3 clusters Score: Raw -127896.736540 + Penalty 1703.945343 = -126192.791197 nChanged 53 SP:Iteration 13Q (374.786976 sec): 3 clusters Score: Raw -127934.412391 + Penalty 1703.945343 = -126230.467049 nChanged 47 SP:Iteration 14Q (374.873058 sec): 3 clusters Score: Raw -127968.080544 + Penalty 1703.945343 = -126264.135201 nChanged 47 SP:Iteration 15Q (374.987469 sec): 3 clusters Score: Raw -127996.409338 + Penalty 1703.945343 = -126292.463996 nChanged 40 SP:Iteration 16Q (375.101004 sec): 3 clusters Score: Raw -128016.453689 + Penalty 1703.945343 = -126312.508346 nChanged 36 SP:Iteration 17Q (375.213916 sec): 3 clusters Score: Raw -128027.954463 + Penalty 1703.945343 = -126324.009120 nChanged 18 SP:Iteration 18Q (375.304843 sec): 3 clusters Score: Raw -128037.356515 + Penalty 1703.945343 = -126333.411172 nChanged 12 SP:Iteration 19Q (375.428289 sec): 3 clusters Score: Raw -128042.095379 + Penalty 1703.945343 = -126338.150036 nChanged 10 SP:Iteration 20F (375.545862 sec): 3 clusters Score: Raw -128050.053436 + Penalty 1703.945343 = -126346.108093 nChanged 10 SP:Iteration 21Q (375.656264 sec): 3 clusters Score: Raw -128054.037537 + Penalty 1703.945343 = -126350.092194 nChanged 4 SP:Iteration 22Q (375.790956 sec): 3 clusters Score: Raw -128055.032607 + Penalty 1703.945343 = -126351.087264 nChanged 1 SP:Iteration 23Q (375.878982 sec): 3 clusters Score: Raw -128055.278377 + Penalty 1703.945343 = -126351.333034 nChanged 1 SP:Iteration 24Q (375.970737 sec): 3 clusters Score: Raw -128056.590171 + Penalty 1703.945343 = -126352.644828 nChanged 3 SP:Iteration 25Q (376.002439 sec): 3 clusters Score: Raw -128057.340469 + Penalty 1703.945343 = -126353.395126 nChanged 2 SP:Iteration 26Q (376.034054 sec): 3 clusters Score: Raw -128058.079148 + Penalty 1703.945343 = -126354.133805 nChanged 4 SP:Iteration 27Q (376.065622 sec): 3 clusters Score: Raw -128058.721298 + Penalty 1703.945343 = -126354.775955 nChanged 0 SP:Iteration 28F (376.096918 sec): 3 clusters Score: Raw -128058.721298 + Penalty 1703.945343 = -126354.775955 nChanged 0 Score: Raw -990747.931317 + Penalty 6257.666272 = -984490.265045 Splitting cluster 3 changes total score from -981176.460053 to -984490.265045 So it's getting split into cluster 6. Trying to split cluster 4 (3682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (376.321414 sec): 2 clusters Score: Raw -181148.751041 + Penalty 862.177193 = -180286.573848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (376.357527 sec): 3 clusters Score: Raw -179198.077295 + Penalty 1724.354386 = -177473.722909 nChanged 1566 SP:Iteration 1F (376.391423 sec): 3 clusters Score: Raw -180590.798834 + Penalty 1724.354386 = -178866.444449 nChanged 461 SP:Iteration 2F (376.425145 sec): 3 clusters Score: Raw -181369.350143 + Penalty 1724.354386 = -179644.995757 nChanged 377 SP:Iteration 3F (376.468457 sec): 3 clusters Score: Raw -181990.599535 + Penalty 1724.354386 = -180266.245149 nChanged 274 SP:Iteration 4F (376.503258 sec): 3 clusters Score: Raw -182364.491061 + Penalty 1724.354386 = -180640.136675 nChanged 183 SP:Iteration 5Q (376.538084 sec): 3 clusters Score: Raw -182542.535480 + Penalty 1724.354386 = -180818.181094 nChanged 108 SP:Iteration 6Q (376.572746 sec): 3 clusters Score: Raw -182625.145034 + Penalty 1724.354386 = -180900.790648 nChanged 66 SP:Iteration 7Q (376.607187 sec): 3 clusters Score: Raw -182661.068467 + Penalty 1724.354386 = -180936.714081 nChanged 47 SP:Iteration 8Q (376.642594 sec): 3 clusters Score: Raw -182685.488886 + Penalty 1724.354386 = -180961.134500 nChanged 31 SP:Iteration 9Q (376.762617 sec): 3 clusters Score: Raw -182699.149540 + Penalty 1724.354386 = -180974.795154 nChanged 22 SP:Iteration 10Q (376.888070 sec): 3 clusters Score: Raw -182707.110945 + Penalty 1724.354386 = -180982.756559 nChanged 15 SP:Iteration 11Q (376.953787 sec): 3 clusters Score: Raw -182714.225493 + Penalty 1724.354386 = -180989.871107 nChanged 21 SP:Iteration 12Q (376.988245 sec): 3 clusters Score: Raw -182720.267543 + Penalty 1724.354386 = -180995.913157 nChanged 15 SP:Iteration 13Q (377.022228 sec): 3 clusters Score: Raw -182725.552167 + Penalty 1724.354386 = -181001.197781 nChanged 9 SP:Iteration 14Q (377.055555 sec): 3 clusters Score: Raw -182729.252951 + Penalty 1724.354386 = -181004.898565 nChanged 14 SP:Iteration 15Q (377.089373 sec): 3 clusters Score: Raw -182733.078057 + Penalty 1724.354386 = -181008.723671 nChanged 12 SP:Iteration 16Q (377.122870 sec): 3 clusters Score: Raw -182736.708131 + Penalty 1724.354386 = -181012.353745 nChanged 5 SP:Iteration 17Q (377.157193 sec): 3 clusters Score: Raw -182738.272372 + Penalty 1724.354386 = -181013.917986 nChanged 5 SP:Iteration 18Q (377.191057 sec): 3 clusters Score: Raw -182739.594914 + Penalty 1724.354386 = -181015.240528 nChanged 2 SP:Iteration 19Q (377.224956 sec): 3 clusters Score: Raw -182740.328274 + Penalty 1724.354386 = -181015.973888 nChanged 1 SP:Iteration 20F (377.259074 sec): 3 clusters Score: Raw -182740.732658 + Penalty 1724.354386 = -181016.378272 nChanged 2 SP:Iteration 21Q (377.292834 sec): 3 clusters Score: Raw -182741.626567 + Penalty 1724.354386 = -181017.272181 nChanged 6 SP:Iteration 22Q (377.326963 sec): 3 clusters Score: Raw -182742.647944 + Penalty 1724.354386 = -181018.293558 nChanged 1 SP:Iteration 23Q (377.360927 sec): 3 clusters Score: Raw -182742.939659 + Penalty 1724.354386 = -181018.585273 nChanged 1 SP:Iteration 24Q (377.394816 sec): 3 clusters Score: Raw -182743.193989 + Penalty 1724.354386 = -181018.839603 nChanged 0 SP:Iteration 25F (377.428848 sec): 3 clusters Score: Raw -182743.193989 + Penalty 1724.354386 = -181018.839603 nChanged 0 Score: Raw -992342.374265 + Penalty 7300.610651 = -985041.763614 Splitting cluster 4 changes total score from -981176.460053 to -985041.763614 So it's getting split into cluster 7. Trying to split cluster 5 (10762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (377.710409 sec): 2 clusters Score: Raw -586698.914387 + Penalty 974.796552 = -585724.117835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (377.769140 sec): 3 clusters Score: Raw -580372.335848 + Penalty 1949.593105 = -578422.742743 nChanged 4841 SP:Iteration 1F (377.853092 sec): 3 clusters Score: Raw -583568.247182 + Penalty 1949.593105 = -581618.654077 nChanged 924 SP:Iteration 2F (377.944525 sec): 3 clusters Score: Raw -584354.900307 + Penalty 1949.593105 = -582405.307202 nChanged 893 SP:Iteration 3F (378.011569 sec): 3 clusters Score: Raw -585249.576641 + Penalty 1949.593105 = -583299.983536 nChanged 897 SP:Iteration 4F (378.069119 sec): 3 clusters Score: Raw -586288.797418 + Penalty 1949.593105 = -584339.204313 nChanged 873 SP:Iteration 5F (378.128780 sec): 3 clusters Score: Raw -587420.312277 + Penalty 1949.593105 = -585470.719172 nChanged 743 SP:Iteration 6F (378.197603 sec): 3 clusters Score: Raw -588361.158081 + Penalty 1949.593105 = -586411.564976 nChanged 642 SP:Iteration 7F (378.266452 sec): 3 clusters Score: Raw -588974.057428 + Penalty 1949.593105 = -587024.464323 nChanged 524 SP:Iteration 8Q (378.328294 sec): 3 clusters Score: Raw -589516.520107 + Penalty 1949.593105 = -587566.927002 nChanged 458 SP:Iteration 9Q (378.388798 sec): 3 clusters Score: Raw -590061.005265 + Penalty 1949.593105 = -588111.412160 nChanged 395 SP:Iteration 10Q (378.448675 sec): 3 clusters Score: Raw -590599.606243 + Penalty 1949.593105 = -588650.013138 nChanged 316 SP:Iteration 11Q (378.519404 sec): 3 clusters Score: Raw -591092.786533 + Penalty 1949.593105 = -589143.193428 nChanged 281 SP:Iteration 12Q (378.678502 sec): 3 clusters Score: Raw -591625.699640 + Penalty 1949.593105 = -589676.106535 nChanged 206 SP:Iteration 13Q (378.764535 sec): 3 clusters Score: Raw -592139.070216 + Penalty 1949.593105 = -590189.477111 nChanged 135 SP:Iteration 14Q (378.817709 sec): 3 clusters Score: Raw -592493.209907 + Penalty 1949.593105 = -590543.616802 nChanged 76 SP:Iteration 15Q (378.873217 sec): 3 clusters Score: Raw -592612.041269 + Penalty 1949.593105 = -590662.448164 nChanged 34 SP:Iteration 16Q (378.932506 sec): 3 clusters Score: Raw -592630.706332 + Penalty 1949.593105 = -590681.113227 nChanged 15 SP:Iteration 17Q (378.992246 sec): 3 clusters Score: Raw -592634.867047 + Penalty 1949.593105 = -590685.273942 nChanged 6 SP:Iteration 18Q (379.055760 sec): 3 clusters Score: Raw -592636.750340 + Penalty 1949.593105 = -590687.157235 nChanged 3 SP:Iteration 19Q (379.119630 sec): 3 clusters Score: Raw -592637.266504 + Penalty 1949.593105 = -590687.673399 nChanged 2 SP:Iteration 20F (379.208539 sec): 3 clusters Score: Raw -592637.579347 + Penalty 1949.593105 = -590687.986242 nChanged 1 SP:Iteration 21Q (379.264571 sec): 3 clusters Score: Raw -592637.658933 + Penalty 1949.593105 = -590688.065828 nChanged 1 SP:Iteration 22Q (379.320563 sec): 3 clusters Score: Raw -592637.866316 + Penalty 1949.593105 = -590688.273211 nChanged 1 SP:Iteration 23Q (379.377866 sec): 3 clusters Score: Raw -592638.072271 + Penalty 1949.593105 = -590688.479166 nChanged 0 SP:Iteration 24F (379.441908 sec): 3 clusters Score: Raw -592638.072271 + Penalty 1949.593105 = -590688.479166 nChanged 0 Score: Raw -998281.532149 + Penalty 8343.555030 = -989937.977119 Splitting cluster 5 changes total score from -981176.460053 to -989937.977119 So it's getting split into cluster 8. Iteration 20F (380.012834 sec): 9 clusters Score: Raw -999788.715794 + Penalty 8343.555030 = -991445.160765 nChanged 1065 Iteration 21F (380.270672 sec): 9 clusters Score: Raw -1000586.530510 + Penalty 8343.555030 = -992242.975481 nChanged 449 Iteration 22Q (380.442018 sec): 9 clusters Score: Raw -1000923.743557 + Penalty 8343.555030 = -992580.188527 nChanged 271 Iteration 23Q (380.635671 sec): 9 clusters Score: Raw -1001110.059654 + Penalty 8343.555030 = -992766.504624 nChanged 206 Iteration 24Q (380.924918 sec): 9 clusters Score: Raw -1001212.423817 + Penalty 8343.555030 = -992868.868787 nChanged 152 Iteration 25Q (381.104516 sec): 9 clusters Score: Raw -1001273.345338 + Penalty 8343.555030 = -992929.790309 nChanged 103 Iteration 26Q (381.289967 sec): 9 clusters Score: Raw -1001321.111793 + Penalty 8343.555030 = -992977.556763 nChanged 90 Iteration 27Q (381.483127 sec): 9 clusters Score: Raw -1001371.422993 + Penalty 8343.555030 = -993027.867964 nChanged 99 Iteration 28Q (381.672924 sec): 9 clusters Score: Raw -1001440.854797 + Penalty 8343.555030 = -993097.299767 nChanged 109 Iteration 29Q (381.853333 sec): 9 clusters Score: Raw -1001513.449868 + Penalty 8343.555030 = -993169.894838 nChanged 105 Iteration 30Q (382.036372 sec): 9 clusters Score: Raw -1001590.001137 + Penalty 8343.555030 = -993246.446107 nChanged 107 Iteration 31Q (382.199774 sec): 9 clusters Score: Raw -1001640.971745 + Penalty 8343.555030 = -993297.416715 nChanged 96 Iteration 32Q (382.391025 sec): 9 clusters Score: Raw -1001679.632287 + Penalty 8343.555030 = -993336.077258 nChanged 81 Iteration 33Q (382.574285 sec): 9 clusters Score: Raw -1001708.161468 + Penalty 8343.555030 = -993364.606439 nChanged 67 Iteration 34Q (382.752750 sec): 9 clusters Score: Raw -1001732.129045 + Penalty 8343.555030 = -993388.574015 nChanged 60 Iteration 35Q (382.917031 sec): 9 clusters Score: Raw -1001751.815995 + Penalty 8343.555030 = -993408.260965 nChanged 62 Iteration 36Q (383.104349 sec): 9 clusters Score: Raw -1001770.859606 + Penalty 8343.555030 = -993427.304577 nChanged 55 Iteration 37Q (383.402082 sec): 9 clusters Score: Raw -1001786.772471 + Penalty 8343.555030 = -993443.217441 nChanged 40 Iteration 38Q (383.569809 sec): 9 clusters Score: Raw -1001795.839065 + Penalty 8343.555030 = -993452.284036 nChanged 39 Iteration 39Q (383.754419 sec): 9 clusters Score: Raw -1001805.550618 + Penalty 8343.555030 = -993461.995588 nChanged 33 Iteration 40F (383.998087 sec): 9 clusters Score: Raw -1001907.830618 + Penalty 8343.555030 = -993564.275589 nChanged 45 Iteration 41Q (384.183499 sec): 9 clusters Score: Raw -1002040.465322 + Penalty 8343.555030 = -993696.910292 nChanged 48 Iteration 42Q (384.344960 sec): 9 clusters Score: Raw -1002065.582835 + Penalty 8343.555030 = -993722.027806 nChanged 48 Iteration 43Q (384.533219 sec): 9 clusters Score: Raw -1002088.268473 + Penalty 8343.555030 = -993744.713443 nChanged 51 Iteration 44Q (384.715955 sec): 9 clusters Score: Raw -1002110.922489 + Penalty 8343.555030 = -993767.367459 nChanged 55 Iteration 45Q (384.896483 sec): 9 clusters Score: Raw -1002137.325629 + Penalty 8343.555030 = -993793.770599 nChanged 54 Iteration 46Q (385.080185 sec): 9 clusters Score: Raw -1002164.828249 + Penalty 8343.555030 = -993821.273219 nChanged 53 Iteration 47Q (385.243504 sec): 9 clusters Score: Raw -1002186.912002 + Penalty 8343.555030 = -993843.356972 nChanged 49 Iteration 48Q (385.434519 sec): 9 clusters Score: Raw -1002207.209752 + Penalty 8343.555030 = -993863.654722 nChanged 49 Iteration 49Q (385.617265 sec): 9 clusters Score: Raw -1002232.992121 + Penalty 8343.555030 = -993889.437091 nChanged 57 Iteration 50Q (385.795373 sec): 9 clusters Score: Raw -1002257.954713 + Penalty 8343.555030 = -993914.399683 nChanged 52 Iteration 51Q (385.957172 sec): 9 clusters Score: Raw -1002278.931834 + Penalty 8343.555030 = -993935.376804 nChanged 52 Iteration 52Q (386.144523 sec): 9 clusters Score: Raw -1002375.700368 + Penalty 8343.555030 = -994032.145338 nChanged 81 Iteration 53Q (386.328085 sec): 9 clusters Score: Raw -1002482.731257 + Penalty 8343.555030 = -994139.176227 nChanged 78 Iteration 54Q (386.507061 sec): 9 clusters Score: Raw -1002511.382587 + Penalty 8343.555030 = -994167.827557 nChanged 76 Iteration 55Q (386.800654 sec): 9 clusters Score: Raw -1002538.000822 + Penalty 8343.555030 = -994194.445792 nChanged 65 Iteration 56Q (387.016320 sec): 9 clusters Score: Raw -1002569.473603 + Penalty 8343.555030 = -994225.918574 nChanged 55 Iteration 57Q (387.192055 sec): 9 clusters Score: Raw -1002599.447374 + Penalty 8343.555030 = -994255.892344 nChanged 48 Iteration 58Q (387.379876 sec): 9 clusters Score: Raw -1002619.882837 + Penalty 8343.555030 = -994276.327807 nChanged 53 Writing temp clu file Because OldScore, -994255.892344, is greater than current (better) Score,-994276.327807 Compute initial score before splitting: Score: Raw -1002619.882837 + Penalty 8343.555030 = -994276.327807 Trying to split cluster 1 (1863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (387.450161 sec): 2 clusters Score: Raw -80712.401171 + Penalty 790.644054 = -79921.757117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (387.647104 sec): 3 clusters Score: Raw -79846.197570 + Penalty 1581.288108 = -78264.909462 nChanged 687 SP:Iteration 1F (387.762674 sec): 3 clusters Score: Raw -80486.593008 + Penalty 1581.288108 = -78905.304901 nChanged 221 SP:Iteration 2F (387.796885 sec): 3 clusters Score: Raw -80765.732692 + Penalty 1581.288108 = -79184.444584 nChanged 154 SP:Iteration 3F (387.817228 sec): 3 clusters Score: Raw -80971.015104 + Penalty 1581.288108 = -79389.726996 nChanged 115 SP:Iteration 4F (387.837573 sec): 3 clusters Score: Raw -81136.941531 + Penalty 1581.288108 = -79555.653423 nChanged 82 SP:Iteration 5Q (387.857995 sec): 3 clusters Score: Raw -81250.459910 + Penalty 1581.288108 = -79669.171803 nChanged 65 SP:Iteration 6Q (387.878128 sec): 3 clusters Score: Raw -81313.376808 + Penalty 1581.288108 = -79732.088700 nChanged 39 SP:Iteration 7Q (388.003563 sec): 3 clusters Score: Raw -81363.650145 + Penalty 1581.288108 = -79782.362037 nChanged 44 SP:Iteration 8Q (388.124746 sec): 3 clusters Score: Raw -81413.820146 + Penalty 1581.288108 = -79832.532038 nChanged 53 SP:Iteration 9Q (388.177085 sec): 3 clusters Score: Raw -81453.892141 + Penalty 1581.288108 = -79872.604033 nChanged 39 SP:Iteration 10Q (388.196809 sec): 3 clusters Score: Raw -81484.034926 + Penalty 1581.288108 = -79902.746818 nChanged 39 SP:Iteration 11Q (388.216173 sec): 3 clusters Score: Raw -81508.371643 + Penalty 1581.288108 = -79927.083535 nChanged 31 SP:Iteration 12Q (388.235477 sec): 3 clusters Score: Raw -81522.975241 + Penalty 1581.288108 = -79941.687133 nChanged 19 SP:Iteration 13Q (388.254552 sec): 3 clusters Score: Raw -81530.926635 + Penalty 1581.288108 = -79949.638527 nChanged 12 SP:Iteration 14Q (388.273511 sec): 3 clusters Score: Raw -81536.538150 + Penalty 1581.288108 = -79955.250042 nChanged 8 SP:Iteration 15Q (388.292415 sec): 3 clusters Score: Raw -81539.308010 + Penalty 1581.288108 = -79958.019902 nChanged 8 SP:Iteration 16Q (388.311447 sec): 3 clusters Score: Raw -81544.585702 + Penalty 1581.288108 = -79963.297595 nChanged 8 SP:Iteration 17Q (388.330432 sec): 3 clusters Score: Raw -81548.066889 + Penalty 1581.288108 = -79966.778781 nChanged 4 SP:Iteration 18Q (388.349065 sec): 3 clusters Score: Raw -81548.932641 + Penalty 1581.288108 = -79967.644533 nChanged 3 SP:Iteration 19Q (388.368255 sec): 3 clusters Score: Raw -81549.696930 + Penalty 1581.288108 = -79968.408822 nChanged 2 SP:Iteration 20F (388.387195 sec): 3 clusters Score: Raw -81550.244420 + Penalty 1581.288108 = -79968.956312 nChanged 2 SP:Iteration 21Q (388.406094 sec): 3 clusters Score: Raw -81551.212425 + Penalty 1581.288108 = -79969.924317 nChanged 1 SP:Iteration 22Q (388.424987 sec): 3 clusters Score: Raw -81551.596822 + Penalty 1581.288108 = -79970.308714 nChanged 0 SP:Iteration 23F (388.444196 sec): 3 clusters Score: Raw -81551.596822 + Penalty 1581.288108 = -79970.308714 nChanged 0 Score: Raw -1003476.922625 + Penalty 9386.499408 = -994090.423217 Splitting cluster 1 changes total score from -994276.327807 to -994090.423217 So it's not getting split. Trying to split cluster 2 (1087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (388.744747 sec): 2 clusters Score: Raw -56383.655933 + Penalty 734.073573 = -55649.582360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (388.758522 sec): 3 clusters Score: Raw -55947.599111 + Penalty 1468.147146 = -54479.451964 nChanged 392 SP:Iteration 1F (388.772391 sec): 3 clusters Score: Raw -56260.833269 + Penalty 1468.147146 = -54792.686123 nChanged 111 SP:Iteration 2F (388.786148 sec): 3 clusters Score: Raw -56404.250691 + Penalty 1468.147146 = -54936.103544 nChanged 80 SP:Iteration 3F (388.799930 sec): 3 clusters Score: Raw -56498.185447 + Penalty 1468.147146 = -55030.038301 nChanged 49 SP:Iteration 4Q (388.813952 sec): 3 clusters Score: Raw -56547.950325 + Penalty 1468.147146 = -55079.803179 nChanged 25 SP:Iteration 5Q (388.827999 sec): 3 clusters Score: Raw -56578.341727 + Penalty 1468.147146 = -55110.194581 nChanged 22 SP:Iteration 6Q (388.842038 sec): 3 clusters Score: Raw -56605.277336 + Penalty 1468.147146 = -55137.130189 nChanged 30 SP:Iteration 7Q (388.855978 sec): 3 clusters Score: Raw -56643.042891 + Penalty 1468.147146 = -55174.895744 nChanged 24 SP:Iteration 8Q (388.869712 sec): 3 clusters Score: Raw -56670.714382 + Penalty 1468.147146 = -55202.567235 nChanged 16 SP:Iteration 9Q (388.883706 sec): 3 clusters Score: Raw -56691.264565 + Penalty 1468.147146 = -55223.117419 nChanged 14 SP:Iteration 10Q (388.898729 sec): 3 clusters Score: Raw -56704.203824 + Penalty 1468.147146 = -55236.056678 nChanged 17 SP:Iteration 11Q (388.912463 sec): 3 clusters Score: Raw -56718.749990 + Penalty 1468.147146 = -55250.602844 nChanged 12 SP:Iteration 12Q (389.040583 sec): 3 clusters Score: Raw -56726.902886 + Penalty 1468.147146 = -55258.755739 nChanged 9 SP:Iteration 13Q (389.153195 sec): 3 clusters Score: Raw -56731.989629 + Penalty 1468.147146 = -55263.842483 nChanged 7 SP:Iteration 14Q (389.266253 sec): 3 clusters Score: Raw -56739.741711 + Penalty 1468.147146 = -55271.594564 nChanged 2 SP:Iteration 15Q (389.304440 sec): 3 clusters Score: Raw -56740.572586 + Penalty 1468.147146 = -55272.425439 nChanged 3 SP:Iteration 16Q (389.317010 sec): 3 clusters Score: Raw -56741.771563 + Penalty 1468.147146 = -55273.624417 nChanged 1 SP:Iteration 17Q (389.329504 sec): 3 clusters Score: Raw -56742.566441 + Penalty 1468.147146 = -55274.419295 nChanged 0 SP:Iteration 18F (389.341913 sec): 3 clusters Score: Raw -56742.566441 + Penalty 1468.147146 = -55274.419295 nChanged 0 Trying to split cluster 3 (2353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (389.376888 sec): 2 clusters Score: Raw -100966.668413 + Penalty 815.161871 = -100151.506542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (389.401400 sec): 3 clusters Score: Raw -99848.938178 + Penalty 1630.323742 = -98218.614436 nChanged 945 SP:Iteration 1F (389.424510 sec): 3 clusters Score: Raw -100617.805287 + Penalty 1630.323742 = -98987.481545 nChanged 283 SP:Iteration 2F (389.447585 sec): 3 clusters Score: Raw -100946.535378 + Penalty 1630.323742 = -99316.211636 nChanged 191 SP:Iteration 3F (389.471006 sec): 3 clusters Score: Raw -101131.848533 + Penalty 1630.323742 = -99501.524791 nChanged 117 SP:Iteration 4Q (389.494786 sec): 3 clusters Score: Raw -101248.375087 + Penalty 1630.323742 = -99618.051346 nChanged 109 SP:Iteration 5Q (389.518530 sec): 3 clusters Score: Raw -101345.704795 + Penalty 1630.323742 = -99715.381053 nChanged 71 SP:Iteration 6Q (389.542351 sec): 3 clusters Score: Raw -101410.198092 + Penalty 1630.323742 = -99779.874350 nChanged 70 SP:Iteration 7Q (389.566023 sec): 3 clusters Score: Raw -101461.669550 + Penalty 1630.323742 = -99831.345808 nChanged 57 SP:Iteration 8Q (389.589626 sec): 3 clusters Score: Raw -101494.889386 + Penalty 1630.323742 = -99864.565644 nChanged 47 SP:Iteration 9Q (389.613335 sec): 3 clusters Score: Raw -101540.649163 + Penalty 1630.323742 = -99910.325422 nChanged 56 SP:Iteration 10Q (389.636896 sec): 3 clusters Score: Raw -101617.427083 + Penalty 1630.323742 = -99987.103342 nChanged 60 SP:Iteration 11Q (389.660357 sec): 3 clusters Score: Raw -101697.068999 + Penalty 1630.323742 = -100066.745258 nChanged 47 SP:Iteration 12Q (389.683606 sec): 3 clusters Score: Raw -101747.949180 + Penalty 1630.323742 = -100117.625438 nChanged 34 SP:Iteration 13Q (389.706840 sec): 3 clusters Score: Raw -101768.867431 + Penalty 1630.323742 = -100138.543689 nChanged 15 SP:Iteration 14Q (389.730078 sec): 3 clusters Score: Raw -101785.070833 + Penalty 1630.323742 = -100154.747091 nChanged 28 SP:Iteration 15Q (389.753272 sec): 3 clusters Score: Raw -101801.266350 + Penalty 1630.323742 = -100170.942608 nChanged 18 SP:Iteration 16Q (389.776437 sec): 3 clusters Score: Raw -101813.741874 + Penalty 1630.323742 = -100183.418133 nChanged 24 SP:Iteration 17Q (389.799651 sec): 3 clusters Score: Raw -101827.903362 + Penalty 1630.323742 = -100197.579620 nChanged 16 SP:Iteration 18Q (389.822691 sec): 3 clusters Score: Raw -101832.929657 + Penalty 1630.323742 = -100202.605915 nChanged 9 SP:Iteration 19Q (389.845750 sec): 3 clusters Score: Raw -101836.166218 + Penalty 1630.323742 = -100205.842476 nChanged 3 SP:Iteration 20F (389.868756 sec): 3 clusters Score: Raw -101838.266468 + Penalty 1630.323742 = -100207.942726 nChanged 4 SP:Iteration 21Q (389.891845 sec): 3 clusters Score: Raw -101839.549739 + Penalty 1630.323742 = -100209.225998 nChanged 0 SP:Iteration 22F (389.914822 sec): 3 clusters Score: Raw -101839.549739 + Penalty 1630.323742 = -100209.225998 nChanged 0 Score: Raw -1003510.608300 + Penalty 9386.499408 = -994124.108892 Splitting cluster 3 changes total score from -994276.327807 to -994124.108892 So it's not getting split. Trying to split cluster 4 (2425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (390.412018 sec): 2 clusters Score: Raw -124923.492055 + Penalty 818.326614 = -124105.165441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (390.437033 sec): 3 clusters Score: Raw -123724.867156 + Penalty 1636.653229 = -122088.213927 nChanged 951 SP:Iteration 1F (390.460943 sec): 3 clusters Score: Raw -124450.958013 + Penalty 1636.653229 = -122814.304784 nChanged 263 SP:Iteration 2F (390.484920 sec): 3 clusters Score: Raw -124868.991203 + Penalty 1636.653229 = -123232.337975 nChanged 268 SP:Iteration 3F (390.508793 sec): 3 clusters Score: Raw -125389.959281 + Penalty 1636.653229 = -123753.306052 nChanged 233 SP:Iteration 4F (390.534381 sec): 3 clusters Score: Raw -125943.961580 + Penalty 1636.653229 = -124307.308352 nChanged 172 SP:Iteration 5F (390.558272 sec): 3 clusters Score: Raw -126222.320956 + Penalty 1636.653229 = -124585.667728 nChanged 100 SP:Iteration 6Q (390.582119 sec): 3 clusters Score: Raw -126322.094298 + Penalty 1636.653229 = -124685.441069 nChanged 43 SP:Iteration 7Q (390.605760 sec): 3 clusters Score: Raw -126363.075656 + Penalty 1636.653229 = -124726.422427 nChanged 34 SP:Iteration 8Q (390.629404 sec): 3 clusters Score: Raw -126391.229041 + Penalty 1636.653229 = -124754.575812 nChanged 18 SP:Iteration 9Q (390.653033 sec): 3 clusters Score: Raw -126407.853269 + Penalty 1636.653229 = -124771.200040 nChanged 21 SP:Iteration 10Q (390.676476 sec): 3 clusters Score: Raw -126421.252904 + Penalty 1636.653229 = -124784.599676 nChanged 11 SP:Iteration 11Q (390.699794 sec): 3 clusters Score: Raw -126427.851247 + Penalty 1636.653229 = -124791.198018 nChanged 12 SP:Iteration 12Q (390.723194 sec): 3 clusters Score: Raw -126432.894049 + Penalty 1636.653229 = -124796.240820 nChanged 11 SP:Iteration 13Q (390.746509 sec): 3 clusters Score: Raw -126439.403634 + Penalty 1636.653229 = -124802.750405 nChanged 11 SP:Iteration 14Q (390.769816 sec): 3 clusters Score: Raw -126447.638440 + Penalty 1636.653229 = -124810.985212 nChanged 17 SP:Iteration 15Q (390.793055 sec): 3 clusters Score: Raw -126460.345117 + Penalty 1636.653229 = -124823.691888 nChanged 16 SP:Iteration 16Q (390.816211 sec): 3 clusters Score: Raw -126468.773087 + Penalty 1636.653229 = -124832.119858 nChanged 10 SP:Iteration 17Q (390.839511 sec): 3 clusters Score: Raw -126476.189048 + Penalty 1636.653229 = -124839.535819 nChanged 12 SP:Iteration 18Q (390.862747 sec): 3 clusters Score: Raw -126484.615526 + Penalty 1636.653229 = -124847.962298 nChanged 13 SP:Iteration 19Q (390.885968 sec): 3 clusters Score: Raw -126490.335425 + Penalty 1636.653229 = -124853.682196 nChanged 7 SP:Iteration 20F (390.909769 sec): 3 clusters Score: Raw -126493.954383 + Penalty 1636.653229 = -124857.301155 nChanged 5 SP:Iteration 21Q (390.932965 sec): 3 clusters Score: Raw -126497.385338 + Penalty 1636.653229 = -124860.732109 nChanged 7 SP:Iteration 22Q (390.956106 sec): 3 clusters Score: Raw -126503.409261 + Penalty 1636.653229 = -124866.756032 nChanged 10 SP:Iteration 23Q (390.979310 sec): 3 clusters Score: Raw -126510.163607 + Penalty 1636.653229 = -124873.510378 nChanged 10 SP:Iteration 24Q (391.002571 sec): 3 clusters Score: Raw -126515.851615 + Penalty 1636.653229 = -124879.198387 nChanged 8 SP:Iteration 25Q (391.025742 sec): 3 clusters Score: Raw -126521.742912 + Penalty 1636.653229 = -124885.089684 nChanged 4 SP:Iteration 26Q (391.048900 sec): 3 clusters Score: Raw -126523.343777 + Penalty 1636.653229 = -124886.690549 nChanged 1 SP:Iteration 27Q (391.071868 sec): 3 clusters Score: Raw -126523.648624 + Penalty 1636.653229 = -124886.995395 nChanged 1 SP:Iteration 28Q (391.095018 sec): 3 clusters Score: Raw -126524.610135 + Penalty 1636.653229 = -124887.956907 nChanged 2 SP:Iteration 29Q (391.208635 sec): 3 clusters Score: Raw -126525.650168 + Penalty 1636.653229 = -124888.996939 nChanged 2 SP:Iteration 30Q (391.330963 sec): 3 clusters Score: Raw -126526.920223 + Penalty 1636.653229 = -124890.266994 nChanged 5 SP:Iteration 31Q (391.411582 sec): 3 clusters Score: Raw -126529.300585 + Penalty 1636.653229 = -124892.647357 nChanged 5 SP:Iteration 32Q (391.434848 sec): 3 clusters Score: Raw -126532.638260 + Penalty 1636.653229 = -124895.985031 nChanged 6 SP:Iteration 33Q (391.457945 sec): 3 clusters Score: Raw -126535.980533 + Penalty 1636.653229 = -124899.327305 nChanged 5 SP:Iteration 34Q (391.481099 sec): 3 clusters Score: Raw -126541.283375 + Penalty 1636.653229 = -124904.630146 nChanged 5 SP:Iteration 35Q (391.504190 sec): 3 clusters Score: Raw -126545.669829 + Penalty 1636.653229 = -124909.016601 nChanged 8 SP:Iteration 36Q (391.527320 sec): 3 clusters Score: Raw -126552.072832 + Penalty 1636.653229 = -124915.419603 nChanged 7 SP:Iteration 37Q (391.550496 sec): 3 clusters Score: Raw -126556.867970 + Penalty 1636.653229 = -124920.214742 nChanged 5 SP:Iteration 38Q (391.573500 sec): 3 clusters Score: Raw -126564.168510 + Penalty 1636.653229 = -124927.515282 nChanged 10 SP:Iteration 39Q (391.596440 sec): 3 clusters Score: Raw -126574.696066 + Penalty 1636.653229 = -124938.042838 nChanged 10 SP:Iteration 40F (391.620111 sec): 3 clusters Score: Raw -126590.939668 + Penalty 1636.653229 = -124954.286439 nChanged 12 SP:Iteration 41Q (391.642885 sec): 3 clusters Score: Raw -126609.001237 + Penalty 1636.653229 = -124972.348008 nChanged 12 SP:Iteration 42Q (391.665732 sec): 3 clusters Score: Raw -126632.089046 + Penalty 1636.653229 = -124995.435818 nChanged 14 SP:Iteration 43Q (391.688299 sec): 3 clusters Score: Raw -126647.516401 + Penalty 1636.653229 = -125010.863172 nChanged 10 SP:Iteration 44Q (391.710752 sec): 3 clusters Score: Raw -126661.705782 + Penalty 1636.653229 = -125025.052553 nChanged 16 SP:Iteration 45Q (391.733296 sec): 3 clusters Score: Raw -126683.665402 + Penalty 1636.653229 = -125047.012173 nChanged 8 SP:Iteration 46Q (391.755670 sec): 3 clusters Score: Raw -126691.053232 + Penalty 1636.653229 = -125054.400003 nChanged 4 SP:Iteration 47Q (391.778004 sec): 3 clusters Score: Raw -126696.015763 + Penalty 1636.653229 = -125059.362535 nChanged 2 SP:Iteration 48Q (391.800371 sec): 3 clusters Score: Raw -126697.918923 + Penalty 1636.653229 = -125061.265694 nChanged 1 SP:Iteration 49Q (391.822463 sec): 3 clusters Score: Raw -126698.809659 + Penalty 1636.653229 = -125062.156430 nChanged 0 SP:Iteration 50F (391.846581 sec): 3 clusters Score: Raw -126698.809659 + Penalty 1636.653229 = -125062.156430 nChanged 0 Score: Raw -1004413.044578 + Penalty 9386.499408 = -995026.545170 Splitting cluster 4 changes total score from -994276.327807 to -995026.545170 So it's getting split into cluster 9. Trying to split cluster 5 (7871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (392.151963 sec): 2 clusters Score: Raw -439941.928531 + Penalty 941.948742 = -438999.979789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (392.209733 sec): 3 clusters Score: Raw -435430.941427 + Penalty 1883.897484 = -433547.043944 nChanged 3458 SP:Iteration 1F (392.273403 sec): 3 clusters Score: Raw -437948.325227 + Penalty 1883.897484 = -436064.427743 nChanged 833 SP:Iteration 2F (392.322811 sec): 3 clusters Score: Raw -438857.499398 + Penalty 1883.897484 = -436973.601914 nChanged 759 SP:Iteration 3F (392.371835 sec): 3 clusters Score: Raw -439625.778806 + Penalty 1883.897484 = -437741.881323 nChanged 605 SP:Iteration 4F (392.421584 sec): 3 clusters Score: Raw -440118.619420 + Penalty 1883.897484 = -438234.721936 nChanged 419 SP:Iteration 5F (392.478209 sec): 3 clusters Score: Raw -440429.744320 + Penalty 1883.897484 = -438545.846837 nChanged 323 SP:Iteration 6Q (392.608800 sec): 3 clusters Score: Raw -440681.847540 + Penalty 1883.897484 = -438797.950056 nChanged 246 SP:Iteration 7Q (392.761801 sec): 3 clusters Score: Raw -440884.927679 + Penalty 1883.897484 = -439001.030195 nChanged 177 SP:Iteration 8Q (392.876379 sec): 3 clusters Score: Raw -441043.863566 + Penalty 1883.897484 = -439159.966083 nChanged 165 SP:Iteration 9Q (392.948166 sec): 3 clusters Score: Raw -441186.378010 + Penalty 1883.897484 = -439302.480527 nChanged 119 SP:Iteration 10Q (393.080303 sec): 3 clusters Score: Raw -441267.363110 + Penalty 1883.897484 = -439383.465627 nChanged 89 SP:Iteration 11Q (393.209302 sec): 3 clusters Score: Raw -441327.409751 + Penalty 1883.897484 = -439443.512267 nChanged 92 SP:Iteration 12Q (393.342136 sec): 3 clusters Score: Raw -441386.972499 + Penalty 1883.897484 = -439503.075015 nChanged 108 SP:Iteration 13Q (393.422882 sec): 3 clusters Score: Raw -441456.265324 + Penalty 1883.897484 = -439572.367841 nChanged 113 SP:Iteration 14Q (393.476941 sec): 3 clusters Score: Raw -441522.269751 + Penalty 1883.897484 = -439638.372268 nChanged 101 SP:Iteration 15Q (393.532045 sec): 3 clusters Score: Raw -441573.391848 + Penalty 1883.897484 = -439689.494364 nChanged 101 SP:Iteration 16Q (393.584154 sec): 3 clusters Score: Raw -441632.130335 + Penalty 1883.897484 = -439748.232852 nChanged 131 SP:Iteration 17Q (393.636663 sec): 3 clusters Score: Raw -441720.717122 + Penalty 1883.897484 = -439836.819638 nChanged 133 SP:Iteration 18Q (393.688785 sec): 3 clusters Score: Raw -441809.639270 + Penalty 1883.897484 = -439925.741786 nChanged 158 SP:Iteration 19Q (393.741123 sec): 3 clusters Score: Raw -441947.655636 + Penalty 1883.897484 = -440063.758153 nChanged 207 SP:Iteration 20F (393.794668 sec): 3 clusters Score: Raw -442206.440769 + Penalty 1883.897484 = -440322.543285 nChanged 256 SP:Iteration 21Q (393.846711 sec): 3 clusters Score: Raw -442594.135995 + Penalty 1883.897484 = -440710.238512 nChanged 239 SP:Iteration 22Q (393.899083 sec): 3 clusters Score: Raw -443089.600575 + Penalty 1883.897484 = -441205.703091 nChanged 206 SP:Iteration 23Q (393.950882 sec): 3 clusters Score: Raw -443496.274343 + Penalty 1883.897484 = -441612.376859 nChanged 119 SP:Iteration 24Q (394.002087 sec): 3 clusters Score: Raw -443649.732011 + Penalty 1883.897484 = -441765.834528 nChanged 55 SP:Iteration 25Q (394.053020 sec): 3 clusters Score: Raw -443683.693519 + Penalty 1883.897484 = -441799.796035 nChanged 29 SP:Iteration 26Q (394.104214 sec): 3 clusters Score: Raw -443694.758314 + Penalty 1883.897484 = -441810.860830 nChanged 13 SP:Iteration 27Q (394.155128 sec): 3 clusters Score: Raw -443698.232836 + Penalty 1883.897484 = -441814.335353 nChanged 13 SP:Iteration 28Q (394.206046 sec): 3 clusters Score: Raw -443701.151183 + Penalty 1883.897484 = -441817.253699 nChanged 3 SP:Iteration 29Q (394.257390 sec): 3 clusters Score: Raw -443701.706549 + Penalty 1883.897484 = -441817.809066 nChanged 2 SP:Iteration 30Q (394.309429 sec): 3 clusters Score: Raw -443702.093983 + Penalty 1883.897484 = -441818.196499 nChanged 1 SP:Iteration 31Q (394.361045 sec): 3 clusters Score: Raw -443702.416570 + Penalty 1883.897484 = -441818.519086 nChanged 1 SP:Iteration 32Q (394.411179 sec): 3 clusters Score: Raw -443702.684220 + Penalty 1883.897484 = -441818.786737 nChanged 0 SP:Iteration 33F (394.464203 sec): 3 clusters Score: Raw -443702.684220 + Penalty 1883.897484 = -441818.786737 nChanged 0 Score: Raw -1008173.800268 + Penalty 10429.443787 = -997744.356481 Splitting cluster 5 changes total score from -994276.327807 to -997744.356481 So it's getting split into cluster 10. Trying to split cluster 6 (1007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (394.782848 sec): 2 clusters Score: Raw -32604.565243 + Penalty 726.046744 = -31878.518499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (394.795340 sec): 3 clusters Score: Raw -32255.353121 + Penalty 1452.093487 = -30803.259633 nChanged 358 SP:Iteration 1F (394.916233 sec): 3 clusters Score: Raw -32817.513713 + Penalty 1452.093487 = -31365.420226 nChanged 103 SP:Iteration 2F (395.020699 sec): 3 clusters Score: Raw -33022.148258 + Penalty 1452.093487 = -31570.054770 nChanged 77 SP:Iteration 3F (395.127082 sec): 3 clusters Score: Raw -33175.013421 + Penalty 1452.093487 = -31722.919933 nChanged 61 SP:Iteration 4F (395.138981 sec): 3 clusters Score: Raw -33283.683453 + Penalty 1452.093487 = -31831.589965 nChanged 49 SP:Iteration 5Q (395.150786 sec): 3 clusters Score: Raw -33385.246421 + Penalty 1452.093487 = -31933.152934 nChanged 36 SP:Iteration 6Q (395.162568 sec): 3 clusters Score: Raw -33452.165533 + Penalty 1452.093487 = -32000.072045 nChanged 36 SP:Iteration 7Q (395.174288 sec): 3 clusters Score: Raw -33514.137166 + Penalty 1452.093487 = -32062.043678 nChanged 40 SP:Iteration 8Q (395.186028 sec): 3 clusters Score: Raw -33574.713569 + Penalty 1452.093487 = -32122.620082 nChanged 26 SP:Iteration 9Q (395.197809 sec): 3 clusters Score: Raw -33617.963147 + Penalty 1452.093487 = -32165.869660 nChanged 33 SP:Iteration 10Q (395.209468 sec): 3 clusters Score: Raw -33679.371177 + Penalty 1452.093487 = -32227.277690 nChanged 30 SP:Iteration 11Q (395.221016 sec): 3 clusters Score: Raw -33737.155478 + Penalty 1452.093487 = -32285.061990 nChanged 27 SP:Iteration 12Q (395.232644 sec): 3 clusters Score: Raw -33799.122952 + Penalty 1452.093487 = -32347.029465 nChanged 23 SP:Iteration 13Q (395.244115 sec): 3 clusters Score: Raw -33854.765722 + Penalty 1452.093487 = -32402.672234 nChanged 22 SP:Iteration 14Q (395.255679 sec): 3 clusters Score: Raw -33895.255797 + Penalty 1452.093487 = -32443.162310 nChanged 15 SP:Iteration 15Q (395.267175 sec): 3 clusters Score: Raw -33917.823261 + Penalty 1452.093487 = -32465.729774 nChanged 12 SP:Iteration 16Q (395.278613 sec): 3 clusters Score: Raw -33941.285203 + Penalty 1452.093487 = -32489.191716 nChanged 7 SP:Iteration 17Q (395.290025 sec): 3 clusters Score: Raw -33946.161887 + Penalty 1452.093487 = -32494.068399 nChanged 2 SP:Iteration 18Q (395.301481 sec): 3 clusters Score: Raw -33948.467121 + Penalty 1452.093487 = -32496.373633 nChanged 3 SP:Iteration 19Q (395.313028 sec): 3 clusters Score: Raw -33952.263349 + Penalty 1452.093487 = -32500.169861 nChanged 3 SP:Iteration 20F (395.324794 sec): 3 clusters Score: Raw -33953.843948 + Penalty 1452.093487 = -32501.750461 nChanged 1 SP:Iteration 21Q (395.336364 sec): 3 clusters Score: Raw -33957.066518 + Penalty 1452.093487 = -32504.973030 nChanged 0 SP:Iteration 22F (395.348078 sec): 3 clusters Score: Raw -33957.066518 + Penalty 1452.093487 = -32504.973030 nChanged 0 Score: Raw -1009526.301543 + Penalty 11472.388166 = -998053.913377 Splitting cluster 6 changes total score from -994276.327807 to -998053.913377 So it's getting split into cluster 11. Trying to split cluster 7 (1093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (395.690845 sec): 2 clusters Score: Raw -55617.870608 + Penalty 734.651556 = -54883.219052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (395.704116 sec): 3 clusters Score: Raw -55173.066537 + Penalty 1469.303113 = -53703.763424 nChanged 400 SP:Iteration 1F (395.716442 sec): 3 clusters Score: Raw -55461.341431 + Penalty 1469.303113 = -53992.038319 nChanged 85 SP:Iteration 2F (395.728905 sec): 3 clusters Score: Raw -55536.123366 + Penalty 1469.303113 = -54066.820253 nChanged 55 SP:Iteration 3F (395.741380 sec): 3 clusters Score: Raw -55583.231327 + Penalty 1469.303113 = -54113.928215 nChanged 38 SP:Iteration 4Q (395.754128 sec): 3 clusters Score: Raw -55617.788414 + Penalty 1469.303113 = -54148.485301 nChanged 37 SP:Iteration 5Q (395.766879 sec): 3 clusters Score: Raw -55653.288775 + Penalty 1469.303113 = -54183.985662 nChanged 29 SP:Iteration 6Q (395.779535 sec): 3 clusters Score: Raw -55690.067867 + Penalty 1469.303113 = -54220.764755 nChanged 43 SP:Iteration 7Q (395.898237 sec): 3 clusters Score: Raw -55750.409947 + Penalty 1469.303113 = -54281.106834 nChanged 59 SP:Iteration 8F (396.014881 sec): 3 clusters Score: Raw -55822.599558 + Penalty 1469.303113 = -54353.296446 nChanged 57 SP:Iteration 9F (396.128451 sec): 3 clusters Score: Raw -55898.988550 + Penalty 1469.303113 = -54429.685438 nChanged 48 SP:Iteration 10Q (396.240579 sec): 3 clusters Score: Raw -55981.772599 + Penalty 1469.303113 = -54512.469486 nChanged 56 SP:Iteration 11F (396.275543 sec): 3 clusters Score: Raw -56063.330837 + Penalty 1469.303113 = -54594.027724 nChanged 26 SP:Iteration 12Q (396.288153 sec): 3 clusters Score: Raw -56097.814666 + Penalty 1469.303113 = -54628.511553 nChanged 23 SP:Iteration 13Q (396.300644 sec): 3 clusters Score: Raw -56120.811943 + Penalty 1469.303113 = -54651.508830 nChanged 23 SP:Iteration 14Q (396.313058 sec): 3 clusters Score: Raw -56149.787631 + Penalty 1469.303113 = -54680.484519 nChanged 27 SP:Iteration 15Q (396.325517 sec): 3 clusters Score: Raw -56203.065041 + Penalty 1469.303113 = -54733.761929 nChanged 32 SP:Iteration 16Q (396.338093 sec): 3 clusters Score: Raw -56266.385617 + Penalty 1469.303113 = -54797.082505 nChanged 39 SP:Iteration 17Q (396.350489 sec): 3 clusters Score: Raw -56372.911921 + Penalty 1469.303113 = -54903.608808 nChanged 48 SP:Iteration 18Q (396.362795 sec): 3 clusters Score: Raw -56555.168513 + Penalty 1469.303113 = -55085.865400 nChanged 40 SP:Iteration 19Q (396.374944 sec): 3 clusters Score: Raw -56781.636877 + Penalty 1469.303113 = -55312.333764 nChanged 26 SP:Iteration 20F (396.387401 sec): 3 clusters Score: Raw -56913.660700 + Penalty 1469.303113 = -55444.357587 nChanged 18 SP:Iteration 21Q (396.399446 sec): 3 clusters Score: Raw -56979.230435 + Penalty 1469.303113 = -55509.927322 nChanged 11 SP:Iteration 22Q (396.411751 sec): 3 clusters Score: Raw -57000.086881 + Penalty 1469.303113 = -55530.783769 nChanged 8 SP:Iteration 23Q (396.423848 sec): 3 clusters Score: Raw -57013.676380 + Penalty 1469.303113 = -55544.373268 nChanged 7 SP:Iteration 24Q (396.435916 sec): 3 clusters Score: Raw -57031.361246 + Penalty 1469.303113 = -55562.058133 nChanged 5 SP:Iteration 25Q (396.447998 sec): 3 clusters Score: Raw -57041.373882 + Penalty 1469.303113 = -55572.070769 nChanged 7 SP:Iteration 26Q (396.460082 sec): 3 clusters Score: Raw -57053.501121 + Penalty 1469.303113 = -55584.198009 nChanged 6 SP:Iteration 27Q (396.472295 sec): 3 clusters Score: Raw -57061.440370 + Penalty 1469.303113 = -55592.137257 nChanged 4 SP:Iteration 28Q (396.484336 sec): 3 clusters Score: Raw -57066.711982 + Penalty 1469.303113 = -55597.408870 nChanged 1 SP:Iteration 29Q (396.496318 sec): 3 clusters Score: Raw -57067.642281 + Penalty 1469.303113 = -55598.339169 nChanged 0 SP:Iteration 30F (396.508730 sec): 3 clusters Score: Raw -57067.642281 + Penalty 1469.303113 = -55598.339169 nChanged 0 Score: Raw -1010976.073216 + Penalty 12515.332545 = -998460.740671 Splitting cluster 7 changes total score from -994276.327807 to -998460.740671 So it's getting split into cluster 12. Trying to split cluster 8 (2712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (396.914248 sec): 2 clusters Score: Raw -149630.824518 + Penalty 830.071373 = -148800.753144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (396.943307 sec): 3 clusters Score: Raw -148271.115791 + Penalty 1660.142746 = -146610.973045 nChanged 1101 SP:Iteration 1F (396.969482 sec): 3 clusters Score: Raw -149135.009171 + Penalty 1660.142746 = -147474.866424 nChanged 326 SP:Iteration 2F (396.995477 sec): 3 clusters Score: Raw -149764.327458 + Penalty 1660.142746 = -148104.184712 nChanged 279 SP:Iteration 3F (397.022240 sec): 3 clusters Score: Raw -150538.310630 + Penalty 1660.142746 = -148878.167884 nChanged 240 SP:Iteration 4F (397.153958 sec): 3 clusters Score: Raw -150897.669749 + Penalty 1660.142746 = -149237.527002 nChanged 151 SP:Iteration 5F (397.263730 sec): 3 clusters Score: Raw -151041.296085 + Penalty 1660.142746 = -149381.153339 nChanged 107 SP:Iteration 6Q (397.372622 sec): 3 clusters Score: Raw -151151.415357 + Penalty 1660.142746 = -149491.272611 nChanged 91 SP:Iteration 7Q (397.489106 sec): 3 clusters Score: Raw -151249.332224 + Penalty 1660.142746 = -149589.189478 nChanged 58 SP:Iteration 8Q (397.523368 sec): 3 clusters Score: Raw -151293.648587 + Penalty 1660.142746 = -149633.505841 nChanged 22 SP:Iteration 9Q (397.549617 sec): 3 clusters Score: Raw -151309.441357 + Penalty 1660.142746 = -149649.298611 nChanged 18 SP:Iteration 10Q (397.575118 sec): 3 clusters Score: Raw -151319.476110 + Penalty 1660.142746 = -149659.333364 nChanged 13 SP:Iteration 11Q (397.600810 sec): 3 clusters Score: Raw -151327.316125 + Penalty 1660.142746 = -149667.173379 nChanged 9 SP:Iteration 12Q (397.626190 sec): 3 clusters Score: Raw -151331.020698 + Penalty 1660.142746 = -149670.877952 nChanged 3 SP:Iteration 13Q (397.651639 sec): 3 clusters Score: Raw -151332.057658 + Penalty 1660.142746 = -149671.914912 nChanged 4 SP:Iteration 14Q (397.677204 sec): 3 clusters Score: Raw -151334.228834 + Penalty 1660.142746 = -149674.086087 nChanged 4 SP:Iteration 15Q (397.703021 sec): 3 clusters Score: Raw -151336.454235 + Penalty 1660.142746 = -149676.311489 nChanged 4 SP:Iteration 16Q (397.728601 sec): 3 clusters Score: Raw -151338.140769 + Penalty 1660.142746 = -149677.998023 nChanged 5 SP:Iteration 17Q (397.753870 sec): 3 clusters Score: Raw -151342.921032 + Penalty 1660.142746 = -149682.778286 nChanged 6 SP:Iteration 18Q (397.779226 sec): 3 clusters Score: Raw -151348.561717 + Penalty 1660.142746 = -149688.418971 nChanged 4 SP:Iteration 19Q (397.804417 sec): 3 clusters Score: Raw -151350.769646 + Penalty 1660.142746 = -149690.626900 nChanged 4 SP:Iteration 20F (397.829953 sec): 3 clusters Score: Raw -151353.027769 + Penalty 1660.142746 = -149692.885023 nChanged 4 SP:Iteration 21Q (397.855128 sec): 3 clusters Score: Raw -151355.966456 + Penalty 1660.142746 = -149695.823709 nChanged 8 SP:Iteration 22Q (397.880664 sec): 3 clusters Score: Raw -151359.216975 + Penalty 1660.142746 = -149699.074228 nChanged 6 SP:Iteration 23Q (397.906296 sec): 3 clusters Score: Raw -151362.970394 + Penalty 1660.142746 = -149702.827648 nChanged 7 SP:Iteration 24Q (397.931295 sec): 3 clusters Score: Raw -151367.195616 + Penalty 1660.142746 = -149707.052869 nChanged 10 SP:Iteration 25Q (397.956264 sec): 3 clusters Score: Raw -151373.961061 + Penalty 1660.142746 = -149713.818314 nChanged 12 SP:Iteration 26Q (397.981373 sec): 3 clusters Score: Raw -151384.857087 + Penalty 1660.142746 = -149724.714340 nChanged 12 SP:Iteration 27Q (398.005997 sec): 3 clusters Score: Raw -151399.645990 + Penalty 1660.142746 = -149739.503243 nChanged 10 SP:Iteration 28Q (398.030706 sec): 3 clusters Score: Raw -151417.508473 + Penalty 1660.142746 = -149757.365726 nChanged 8 SP:Iteration 29Q (398.055881 sec): 3 clusters Score: Raw -151426.565126 + Penalty 1660.142746 = -149766.422380 nChanged 4 SP:Iteration 30Q (398.080504 sec): 3 clusters Score: Raw -151428.737353 + Penalty 1660.142746 = -149768.594607 nChanged 7 SP:Iteration 31Q (398.105159 sec): 3 clusters Score: Raw -151436.520085 + Penalty 1660.142746 = -149776.377339 nChanged 5 SP:Iteration 32Q (398.129483 sec): 3 clusters Score: Raw -151441.230355 + Penalty 1660.142746 = -149781.087609 nChanged 5 SP:Iteration 33Q (398.153720 sec): 3 clusters Score: Raw -151445.223531 + Penalty 1660.142746 = -149785.080785 nChanged 6 SP:Iteration 34Q (398.177897 sec): 3 clusters Score: Raw -151448.927936 + Penalty 1660.142746 = -149788.785190 nChanged 2 SP:Iteration 35Q (398.201941 sec): 3 clusters Score: Raw -151449.656445 + Penalty 1660.142746 = -149789.513698 nChanged 1 SP:Iteration 36Q (398.321326 sec): 3 clusters Score: Raw -151449.913532 + Penalty 1660.142746 = -149789.770786 nChanged 1 SP:Iteration 37Q (398.439715 sec): 3 clusters Score: Raw -151450.230064 + Penalty 1660.142746 = -149790.087318 nChanged 2 SP:Iteration 38Q (398.557028 sec): 3 clusters Score: Raw -151450.721631 + Penalty 1660.142746 = -149790.578885 nChanged 2 SP:Iteration 39Q (398.686264 sec): 3 clusters Score: Raw -151452.297522 + Penalty 1660.142746 = -149792.154776 nChanged 1 SP:Iteration 40F (398.831800 sec): 3 clusters Score: Raw -151452.504737 + Penalty 1660.142746 = -149792.361990 nChanged 0 Score: Raw -1012797.753435 + Penalty 13558.276923 = -999239.476511 Splitting cluster 8 changes total score from -994276.327807 to -999239.476511 So it's getting split into cluster 13. Iteration 59Q (399.587694 sec): 14 clusters Score: Raw -1013485.360177 + Penalty 13558.276923 = -999927.083254 nChanged 612 Iteration 60F (399.965138 sec): 14 clusters Score: Raw -1014713.502089 + Penalty 13558.276923 = -1001155.225166 nChanged 505 Iteration 61Q (400.192238 sec): 14 clusters Score: Raw -1015133.253604 + Penalty 13558.276923 = -1001574.976681 nChanged 233 Iteration 62Q (400.423179 sec): 14 clusters Score: Raw -1015303.747308 + Penalty 13558.276923 = -1001745.470384 nChanged 168 Iteration 63Q (400.665779 sec): 14 clusters Score: Raw -1015454.837871 + Penalty 13558.276923 = -1001896.560948 nChanged 144 Iteration 64Q (400.898815 sec): 14 clusters Score: Raw -1015633.228191 + Penalty 13558.276923 = -1002074.951268 nChanged 138 Iteration 65Q (401.130123 sec): 14 clusters Score: Raw -1015792.867474 + Penalty 13558.276923 = -1002234.590551 nChanged 123 Iteration 66Q (401.364357 sec): 14 clusters Score: Raw -1015949.885601 + Penalty 13558.276923 = -1002391.608677 nChanged 106 Iteration 67Q (401.599192 sec): 14 clusters Score: Raw -1016084.598616 + Penalty 13558.276923 = -1002526.321693 nChanged 99 Iteration 68Q (401.844618 sec): 14 clusters Score: Raw -1016216.614835 + Penalty 13558.276923 = -1002658.337911 nChanged 99 Iteration 69Q (402.066002 sec): 14 clusters Score: Raw -1016289.090932 + Penalty 13558.276923 = -1002730.814009 nChanged 63 Iteration 70Q (402.312853 sec): 14 clusters Score: Raw -1016331.301687 + Penalty 13558.276923 = -1002773.024764 nChanged 48 Iteration 71Q (402.542405 sec): 14 clusters Score: Raw -1016354.849068 + Penalty 13558.276923 = -1002796.572145 nChanged 32 Iteration 72Q (402.784238 sec): 14 clusters Score: Raw -1016371.846871 + Penalty 13558.276923 = -1002813.569948 nChanged 20 Iteration 73Q (403.007404 sec): 14 clusters Score: Raw -1016382.020490 + Penalty 13558.276923 = -1002823.743566 nChanged 18 Iteration 74Q (403.249466 sec): 14 clusters Score: Raw -1016387.098780 + Penalty 13558.276923 = -1002828.821857 nChanged 12 Iteration 75Q (403.481812 sec): 14 clusters Score: Raw -1016393.905683 + Penalty 13558.276923 = -1002835.628760 nChanged 12 Iteration 76Q (403.844795 sec): 14 clusters Score: Raw -1016397.172730 + Penalty 13558.276923 = -1002838.895807 nChanged 11 Iteration 77Q (404.052920 sec): 14 clusters Score: Raw -1016399.575745 + Penalty 13558.276923 = -1002841.298822 nChanged 7 Iteration 78Q (404.286801 sec): 14 clusters Score: Raw -1016402.770219 + Penalty 13558.276923 = -1002844.493295 nChanged 4 Iteration 79Q (404.508500 sec): 14 clusters Score: Raw -1016403.838599 + Penalty 13558.276923 = -1002845.561676 nChanged 2 Iteration 80F (404.891431 sec): 14 clusters Score: Raw -1016480.260933 + Penalty 13558.276923 = -1002921.984010 nChanged 38 Iteration 81Q (405.222257 sec): 14 clusters Score: Raw -1016507.925149 + Penalty 13558.276923 = -1002949.648226 nChanged 16 Iteration 82Q (405.444128 sec): 14 clusters Score: Raw -1016515.055770 + Penalty 13558.276923 = -1002956.778847 nChanged 17 Iteration 83Q (405.678681 sec): 14 clusters Score: Raw -1016522.770979 + Penalty 13558.276923 = -1002964.494056 nChanged 14 Iteration 84Q (405.901636 sec): 14 clusters Score: Raw -1016528.545063 + Penalty 13558.276923 = -1002970.268140 nChanged 10 Iteration 85Q (406.251282 sec): 14 clusters Score: Raw -1016530.717067 + Penalty 13558.276923 = -1002972.440144 nChanged 6 Iteration 86Q (406.475745 sec): 14 clusters Score: Raw -1016532.165645 + Penalty 13558.276923 = -1002973.888722 nChanged 2 Iteration 87Q (406.724909 sec): 14 clusters Score: Raw -1016532.644252 + Penalty 13558.276923 = -1002974.367329 nChanged 1 Iteration 88Q (406.963420 sec): 14 clusters Score: Raw -1016532.833035 + Penalty 13558.276923 = -1002974.556112 nChanged 0 Iteration 89F (407.348306 sec): 14 clusters Score: Raw -1016532.833035 + Penalty 13558.276923 = -1002974.556112 nChanged 0 Compute initial score before splitting: Score: Raw -1016532.833035 + Penalty 13558.276923 = -1002974.556112 Trying to split cluster 1 (1759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.390295 sec): 2 clusters Score: Raw -76430.106938 + Penalty 784.612578 = -75645.494360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.570631 sec): 3 clusters Score: Raw -75629.918635 + Penalty 1569.225156 = -74060.693478 nChanged 662 SP:Iteration 1F (407.681406 sec): 3 clusters Score: Raw -76125.572218 + Penalty 1569.225156 = -74556.347061 nChanged 141 SP:Iteration 2F (407.775999 sec): 3 clusters Score: Raw -76241.911502 + Penalty 1569.225156 = -74672.686345 nChanged 107 SP:Iteration 3F (407.794486 sec): 3 clusters Score: Raw -76335.828986 + Penalty 1569.225156 = -74766.603830 nChanged 72 SP:Iteration 4Q (407.813217 sec): 3 clusters Score: Raw -76391.163326 + Penalty 1569.225156 = -74821.938170 nChanged 56 SP:Iteration 5Q (407.831788 sec): 3 clusters Score: Raw -76431.032293 + Penalty 1569.225156 = -74861.807137 nChanged 49 SP:Iteration 6Q (407.850512 sec): 3 clusters Score: Raw -76471.343344 + Penalty 1569.225156 = -74902.118188 nChanged 54 SP:Iteration 7Q (407.869079 sec): 3 clusters Score: Raw -76517.079591 + Penalty 1569.225156 = -74947.854435 nChanged 58 SP:Iteration 8Q (407.887599 sec): 3 clusters Score: Raw -76569.519835 + Penalty 1569.225156 = -75000.294679 nChanged 59 SP:Iteration 9Q (407.906161 sec): 3 clusters Score: Raw -76652.789536 + Penalty 1569.225156 = -75083.564380 nChanged 66 SP:Iteration 10Q (407.924356 sec): 3 clusters Score: Raw -76748.114678 + Penalty 1569.225156 = -75178.889522 nChanged 48 SP:Iteration 11Q (407.942524 sec): 3 clusters Score: Raw -76806.798766 + Penalty 1569.225156 = -75237.573610 nChanged 43 SP:Iteration 12Q (407.960710 sec): 3 clusters Score: Raw -76837.514412 + Penalty 1569.225156 = -75268.289256 nChanged 35 SP:Iteration 13Q (407.978635 sec): 3 clusters Score: Raw -76868.187093 + Penalty 1569.225156 = -75298.961937 nChanged 29 SP:Iteration 14Q (407.996748 sec): 3 clusters Score: Raw -76888.979358 + Penalty 1569.225156 = -75319.754202 nChanged 25 SP:Iteration 15Q (408.014884 sec): 3 clusters Score: Raw -76902.721265 + Penalty 1569.225156 = -75333.496109 nChanged 13 SP:Iteration 16Q (408.033005 sec): 3 clusters Score: Raw -76909.856801 + Penalty 1569.225156 = -75340.631644 nChanged 14 SP:Iteration 17Q (408.051079 sec): 3 clusters Score: Raw -76922.165342 + Penalty 1569.225156 = -75352.940186 nChanged 11 SP:Iteration 18Q (408.069087 sec): 3 clusters Score: Raw -76927.213960 + Penalty 1569.225156 = -75357.988804 nChanged 8 SP:Iteration 19Q (408.087108 sec): 3 clusters Score: Raw -76930.407672 + Penalty 1569.225156 = -75361.182515 nChanged 6 SP:Iteration 20F (408.104977 sec): 3 clusters Score: Raw -76935.197363 + Penalty 1569.225156 = -75365.972206 nChanged 7 SP:Iteration 21Q (408.123144 sec): 3 clusters Score: Raw -76941.638013 + Penalty 1569.225156 = -75372.412856 nChanged 16 SP:Iteration 22Q (408.141252 sec): 3 clusters Score: Raw -76953.377248 + Penalty 1569.225156 = -75384.152091 nChanged 11 SP:Iteration 23Q (408.159291 sec): 3 clusters Score: Raw -76960.314772 + Penalty 1569.225156 = -75391.089616 nChanged 11 SP:Iteration 24Q (408.278226 sec): 3 clusters Score: Raw -76965.138640 + Penalty 1569.225156 = -75395.913484 nChanged 7 SP:Iteration 25Q (408.401994 sec): 3 clusters Score: Raw -76967.972760 + Penalty 1569.225156 = -75398.747603 nChanged 3 SP:Iteration 26Q (408.483212 sec): 3 clusters Score: Raw -76968.621033 + Penalty 1569.225156 = -75399.395876 nChanged 4 SP:Iteration 27Q (408.501333 sec): 3 clusters Score: Raw -76969.786060 + Penalty 1569.225156 = -75400.560904 nChanged 2 SP:Iteration 28Q (408.519405 sec): 3 clusters Score: Raw -76970.926748 + Penalty 1569.225156 = -75401.701592 nChanged 3 SP:Iteration 29Q (408.537492 sec): 3 clusters Score: Raw -76972.719470 + Penalty 1569.225156 = -75403.494314 nChanged 5 SP:Iteration 30Q (408.555453 sec): 3 clusters Score: Raw -76974.715717 + Penalty 1569.225156 = -75405.490561 nChanged 3 SP:Iteration 31Q (408.573521 sec): 3 clusters Score: Raw -76975.742612 + Penalty 1569.225156 = -75406.517456 nChanged 2 SP:Iteration 32Q (408.591584 sec): 3 clusters Score: Raw -76976.457316 + Penalty 1569.225156 = -75407.232160 nChanged 5 SP:Iteration 33Q (408.609681 sec): 3 clusters Score: Raw -76979.819073 + Penalty 1569.225156 = -75410.593917 nChanged 8 SP:Iteration 34Q (408.627727 sec): 3 clusters Score: Raw -76988.388012 + Penalty 1569.225156 = -75419.162855 nChanged 9 SP:Iteration 35Q (408.645595 sec): 3 clusters Score: Raw -76997.479361 + Penalty 1569.225156 = -75428.254204 nChanged 17 SP:Iteration 36Q (408.663646 sec): 3 clusters Score: Raw -77013.497901 + Penalty 1569.225156 = -75444.272745 nChanged 17 SP:Iteration 37Q (408.681740 sec): 3 clusters Score: Raw -77025.124323 + Penalty 1569.225156 = -75455.899166 nChanged 19 SP:Iteration 38Q (408.701144 sec): 3 clusters Score: Raw -77035.531284 + Penalty 1569.225156 = -75466.306128 nChanged 11 SP:Iteration 39Q (408.719132 sec): 3 clusters Score: Raw -77043.333991 + Penalty 1569.225156 = -75474.108835 nChanged 12 SP:Iteration 40F (408.737141 sec): 3 clusters Score: Raw -77048.886722 + Penalty 1569.225156 = -75479.661566 nChanged 8 SP:Iteration 41Q (408.755089 sec): 3 clusters Score: Raw -77052.614016 + Penalty 1569.225156 = -75483.388860 nChanged 4 SP:Iteration 42Q (408.772869 sec): 3 clusters Score: Raw -77056.111602 + Penalty 1569.225156 = -75486.886446 nChanged 6 SP:Iteration 43Q (408.790796 sec): 3 clusters Score: Raw -77060.732046 + Penalty 1569.225156 = -75491.506890 nChanged 6 SP:Iteration 44Q (408.808814 sec): 3 clusters Score: Raw -77063.700443 + Penalty 1569.225156 = -75494.475287 nChanged 10 SP:Iteration 45Q (408.826899 sec): 3 clusters Score: Raw -77071.283021 + Penalty 1569.225156 = -75502.057864 nChanged 15 SP:Iteration 46Q (408.844870 sec): 3 clusters Score: Raw -77080.498309 + Penalty 1569.225156 = -75511.273152 nChanged 11 SP:Iteration 47Q (408.862874 sec): 3 clusters Score: Raw -77085.377674 + Penalty 1569.225156 = -75516.152518 nChanged 8 SP:Iteration 48Q (408.880833 sec): 3 clusters Score: Raw -77089.418888 + Penalty 1569.225156 = -75520.193732 nChanged 8 SP:Iteration 49Q (408.900295 sec): 3 clusters Score: Raw -77094.176114 + Penalty 1569.225156 = -75524.950958 nChanged 9 SP:Iteration 50Q (408.918258 sec): 3 clusters Score: Raw -77100.337709 + Penalty 1569.225156 = -75531.112553 nChanged 10 SP:Iteration 51Q (408.936269 sec): 3 clusters Score: Raw -77108.466639 + Penalty 1569.225156 = -75539.241483 nChanged 10 SP:Iteration 52Q (408.954198 sec): 3 clusters Score: Raw -77116.506956 + Penalty 1569.225156 = -75547.281799 nChanged 8 SP:Iteration 53Q (408.972111 sec): 3 clusters Score: Raw -77121.302699 + Penalty 1569.225156 = -75552.077542 nChanged 7 SP:Iteration 54Q (408.990106 sec): 3 clusters Score: Raw -77127.135270 + Penalty 1569.225156 = -75557.910114 nChanged 8 SP:Iteration 55Q (409.008067 sec): 3 clusters Score: Raw -77134.212783 + Penalty 1569.225156 = -75564.987626 nChanged 13 SP:Iteration 56Q (409.028006 sec): 3 clusters Score: Raw -77143.984936 + Penalty 1569.225156 = -75574.759780 nChanged 10 SP:Iteration 57Q (409.144613 sec): 3 clusters Score: Raw -77151.266000 + Penalty 1569.225156 = -75582.040843 nChanged 12 SP:Iteration 58Q (409.247331 sec): 3 clusters Score: Raw -77159.080047 + Penalty 1569.225156 = -75589.854891 nChanged 14 SP:Iteration 59Q (409.362085 sec): 3 clusters Score: Raw -77166.457497 + Penalty 1569.225156 = -75597.232341 nChanged 6 SP:Iteration 60F (409.401138 sec): 3 clusters Score: Raw -77170.651031 + Penalty 1569.225156 = -75601.425874 nChanged 5 SP:Iteration 61Q (409.419144 sec): 3 clusters Score: Raw -77173.386388 + Penalty 1569.225156 = -75604.161231 nChanged 5 SP:Iteration 62Q (409.436917 sec): 3 clusters Score: Raw -77178.638432 + Penalty 1569.225156 = -75609.413275 nChanged 4 SP:Iteration 63Q (409.454766 sec): 3 clusters Score: Raw -77181.194164 + Penalty 1569.225156 = -75611.969008 nChanged 5 SP:Iteration 64Q (409.472583 sec): 3 clusters Score: Raw -77183.014019 + Penalty 1569.225156 = -75613.788862 nChanged 4 SP:Iteration 65Q (409.490448 sec): 3 clusters Score: Raw -77183.954765 + Penalty 1569.225156 = -75614.729609 nChanged 1 SP:Iteration 66Q (409.508097 sec): 3 clusters Score: Raw -77184.008440 + Penalty 1569.225156 = -75614.783284 nChanged 0 SP:Iteration 67F (409.526034 sec): 3 clusters Score: Raw -77184.008440 + Penalty 1569.225156 = -75614.783284 nChanged 0 Trying to split cluster 2 (1102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (409.558468 sec): 2 clusters Score: Raw -57296.214423 + Penalty 735.512609 = -56560.701814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (409.571757 sec): 3 clusters Score: Raw -56900.634891 + Penalty 1471.025218 = -55429.609673 nChanged 391 SP:Iteration 1F (409.584451 sec): 3 clusters Score: Raw -57378.311014 + Penalty 1471.025218 = -55907.285796 nChanged 108 SP:Iteration 2F (409.597113 sec): 3 clusters Score: Raw -57535.394448 + Penalty 1471.025218 = -56064.369230 nChanged 72 SP:Iteration 3F (409.609745 sec): 3 clusters Score: Raw -57636.014128 + Penalty 1471.025218 = -56164.988911 nChanged 52 SP:Iteration 4Q (409.625222 sec): 3 clusters Score: Raw -57694.028495 + Penalty 1471.025218 = -56223.003277 nChanged 28 SP:Iteration 5Q (409.637898 sec): 3 clusters Score: Raw -57718.405198 + Penalty 1471.025218 = -56247.379980 nChanged 20 SP:Iteration 6Q (409.650610 sec): 3 clusters Score: Raw -57735.572696 + Penalty 1471.025218 = -56264.547478 nChanged 11 SP:Iteration 7Q (409.663227 sec): 3 clusters Score: Raw -57745.332248 + Penalty 1471.025218 = -56274.307031 nChanged 6 SP:Iteration 8Q (409.675817 sec): 3 clusters Score: Raw -57750.746161 + Penalty 1471.025218 = -56279.720943 nChanged 4 SP:Iteration 9Q (409.688383 sec): 3 clusters Score: Raw -57753.035357 + Penalty 1471.025218 = -56282.010139 nChanged 3 SP:Iteration 10Q (409.701054 sec): 3 clusters Score: Raw -57754.698453 + Penalty 1471.025218 = -56283.673235 nChanged 1 SP:Iteration 11Q (409.713746 sec): 3 clusters Score: Raw -57755.054494 + Penalty 1471.025218 = -56284.029276 nChanged 1 SP:Iteration 12Q (409.726253 sec): 3 clusters Score: Raw -57755.663369 + Penalty 1471.025218 = -56284.638152 nChanged 1 SP:Iteration 13Q (409.738822 sec): 3 clusters Score: Raw -57756.515979 + Penalty 1471.025218 = -56285.490761 nChanged 1 SP:Iteration 14Q (409.751250 sec): 3 clusters Score: Raw -57757.708002 + Penalty 1471.025218 = -56286.682784 nChanged 1 SP:Iteration 15Q (409.763813 sec): 3 clusters Score: Raw -57757.981503 + Penalty 1471.025218 = -56286.956285 nChanged 1 SP:Iteration 16Q (409.776450 sec): 3 clusters Score: Raw -57758.216656 + Penalty 1471.025218 = -56287.191438 nChanged 1 SP:Iteration 17Q (409.789086 sec): 3 clusters Score: Raw -57758.725544 + Penalty 1471.025218 = -56287.700326 nChanged 0 SP:Iteration 18F (409.801634 sec): 3 clusters Score: Raw -57758.725544 + Penalty 1471.025218 = -56287.700326 nChanged 0 Trying to split cluster 3 (2112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (409.869727 sec): 2 clusters Score: Raw -92066.624045 + Penalty 803.816018 = -91262.808027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (409.969153 sec): 3 clusters Score: Raw -91061.401395 + Penalty 1607.632035 = -89453.769359 nChanged 878 SP:Iteration 1F (410.077940 sec): 3 clusters Score: Raw -91690.209422 + Penalty 1607.632035 = -90082.577387 nChanged 187 SP:Iteration 2F (410.196233 sec): 3 clusters Score: Raw -91825.786150 + Penalty 1607.632035 = -90218.154115 nChanged 116 SP:Iteration 3F (410.258932 sec): 3 clusters Score: Raw -91916.317376 + Penalty 1607.632035 = -90308.685341 nChanged 90 SP:Iteration 4Q (410.280794 sec): 3 clusters Score: Raw -91989.233019 + Penalty 1607.632035 = -90381.600984 nChanged 89 SP:Iteration 5Q (410.302364 sec): 3 clusters Score: Raw -92077.482745 + Penalty 1607.632035 = -90469.850710 nChanged 101 SP:Iteration 6Q (410.323969 sec): 3 clusters Score: Raw -92186.808879 + Penalty 1607.632035 = -90579.176844 nChanged 92 SP:Iteration 7Q (410.346981 sec): 3 clusters Score: Raw -92290.440303 + Penalty 1607.632035 = -90682.808268 nChanged 84 SP:Iteration 8Q (410.369844 sec): 3 clusters Score: Raw -92370.251045 + Penalty 1607.632035 = -90762.619009 nChanged 77 SP:Iteration 9Q (410.392956 sec): 3 clusters Score: Raw -92428.771592 + Penalty 1607.632035 = -90821.139557 nChanged 66 SP:Iteration 10Q (410.414250 sec): 3 clusters Score: Raw -92480.040541 + Penalty 1607.632035 = -90872.408506 nChanged 43 SP:Iteration 11Q (410.435463 sec): 3 clusters Score: Raw -92509.428168 + Penalty 1607.632035 = -90901.796133 nChanged 48 SP:Iteration 12Q (410.456850 sec): 3 clusters Score: Raw -92544.479949 + Penalty 1607.632035 = -90936.847913 nChanged 44 SP:Iteration 13Q (410.478034 sec): 3 clusters Score: Raw -92565.109205 + Penalty 1607.632035 = -90957.477169 nChanged 28 SP:Iteration 14Q (410.499220 sec): 3 clusters Score: Raw -92580.642077 + Penalty 1607.632035 = -90973.010042 nChanged 29 SP:Iteration 15Q (410.520854 sec): 3 clusters Score: Raw -92591.459436 + Penalty 1607.632035 = -90983.827401 nChanged 17 SP:Iteration 16Q (410.542057 sec): 3 clusters Score: Raw -92599.092871 + Penalty 1607.632035 = -90991.460836 nChanged 14 SP:Iteration 17Q (410.563324 sec): 3 clusters Score: Raw -92602.596615 + Penalty 1607.632035 = -90994.964580 nChanged 11 SP:Iteration 18Q (410.584551 sec): 3 clusters Score: Raw -92608.844209 + Penalty 1607.632035 = -91001.212174 nChanged 13 SP:Iteration 19Q (410.605859 sec): 3 clusters Score: Raw -92616.385030 + Penalty 1607.632035 = -91008.752994 nChanged 15 SP:Iteration 20F (410.626688 sec): 3 clusters Score: Raw -92622.180980 + Penalty 1607.632035 = -91014.548944 nChanged 8 SP:Iteration 21Q (410.648559 sec): 3 clusters Score: Raw -92625.008803 + Penalty 1607.632035 = -91017.376768 nChanged 2 SP:Iteration 22Q (410.669664 sec): 3 clusters Score: Raw -92626.437028 + Penalty 1607.632035 = -91018.804993 nChanged 6 SP:Iteration 23Q (410.690720 sec): 3 clusters Score: Raw -92627.803001 + Penalty 1607.632035 = -91020.170966 nChanged 4 SP:Iteration 24Q (410.711669 sec): 3 clusters Score: Raw -92630.102798 + Penalty 1607.632035 = -91022.470763 nChanged 2 SP:Iteration 25Q (410.732802 sec): 3 clusters Score: Raw -92631.024754 + Penalty 1607.632035 = -91023.392719 nChanged 0 SP:Iteration 26F (410.753632 sec): 3 clusters Score: Raw -92631.024754 + Penalty 1607.632035 = -91023.392719 nChanged 0 Trying to split cluster 4 (2016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.808273 sec): 2 clusters Score: Raw -106361.353374 + Penalty 798.931416 = -105562.421958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.829786 sec): 3 clusters Score: Raw -105374.390625 + Penalty 1597.862832 = -103776.527793 nChanged 784 SP:Iteration 1F (410.849989 sec): 3 clusters Score: Raw -105917.734068 + Penalty 1597.862832 = -104319.871236 nChanged 237 SP:Iteration 2F (410.996564 sec): 3 clusters Score: Raw -106218.117012 + Penalty 1597.862832 = -104620.254180 nChanged 208 SP:Iteration 3F (411.018632 sec): 3 clusters Score: Raw -106566.810960 + Penalty 1597.862832 = -104968.948128 nChanged 180 SP:Iteration 4F (411.180865 sec): 3 clusters Score: Raw -107035.641562 + Penalty 1597.862832 = -105437.778730 nChanged 147 SP:Iteration 5F (411.291168 sec): 3 clusters Score: Raw -107359.001502 + Penalty 1597.862832 = -105761.138670 nChanged 101 SP:Iteration 6F (411.390104 sec): 3 clusters Score: Raw -107478.956072 + Penalty 1597.862832 = -105881.093240 nChanged 44 SP:Iteration 7Q (411.411545 sec): 3 clusters Score: Raw -107515.547520 + Penalty 1597.862832 = -105917.684688 nChanged 30 SP:Iteration 8Q (411.432789 sec): 3 clusters Score: Raw -107536.074870 + Penalty 1597.862832 = -105938.212038 nChanged 15 SP:Iteration 9Q (411.453686 sec): 3 clusters Score: Raw -107545.751111 + Penalty 1597.862832 = -105947.888279 nChanged 10 SP:Iteration 10Q (411.474473 sec): 3 clusters Score: Raw -107552.940982 + Penalty 1597.862832 = -105955.078150 nChanged 6 SP:Iteration 11Q (411.495140 sec): 3 clusters Score: Raw -107555.634618 + Penalty 1597.862832 = -105957.771786 nChanged 6 SP:Iteration 12Q (411.515869 sec): 3 clusters Score: Raw -107558.970189 + Penalty 1597.862832 = -105961.107357 nChanged 6 SP:Iteration 13Q (411.536661 sec): 3 clusters Score: Raw -107560.774226 + Penalty 1597.862832 = -105962.911394 nChanged 3 SP:Iteration 14Q (411.557335 sec): 3 clusters Score: Raw -107561.546182 + Penalty 1597.862832 = -105963.683350 nChanged 3 SP:Iteration 15Q (411.578068 sec): 3 clusters Score: Raw -107562.102632 + Penalty 1597.862832 = -105964.239800 nChanged 1 SP:Iteration 16Q (411.598663 sec): 3 clusters Score: Raw -107562.408321 + Penalty 1597.862832 = -105964.545489 nChanged 0 SP:Iteration 17F (411.619010 sec): 3 clusters Score: Raw -107562.408321 + Penalty 1597.862832 = -105964.545489 nChanged 0 Score: Raw -1017733.887982 + Penalty 14601.221302 = -1003132.666680 Splitting cluster 4 changes total score from -1002974.556112 to -1003132.666680 So it's getting split into cluster 14. Trying to split cluster 5 (3565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (412.127909 sec): 2 clusters Score: Raw -202502.284361 + Penalty 858.786530 = -201643.497831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (412.164376 sec): 3 clusters Score: Raw -200627.833431 + Penalty 1717.573060 = -198910.260371 nChanged 1487 SP:Iteration 1F (412.199030 sec): 3 clusters Score: Raw -201545.669714 + Penalty 1717.573060 = -199828.096654 nChanged 280 SP:Iteration 2F (412.233660 sec): 3 clusters Score: Raw -201734.470245 + Penalty 1717.573060 = -200016.897186 nChanged 232 SP:Iteration 3F (412.348225 sec): 3 clusters Score: Raw -201922.190798 + Penalty 1717.573060 = -200204.617738 nChanged 232 SP:Iteration 4F (412.466566 sec): 3 clusters Score: Raw -202127.159521 + Penalty 1717.573060 = -200409.586462 nChanged 237 SP:Iteration 5F (412.556942 sec): 3 clusters Score: Raw -202364.244227 + Penalty 1717.573060 = -200646.671167 nChanged 199 SP:Iteration 6F (412.617408 sec): 3 clusters Score: Raw -202551.146159 + Penalty 1717.573060 = -200833.573099 nChanged 178 SP:Iteration 7Q (412.733584 sec): 3 clusters Score: Raw -202705.555434 + Penalty 1717.573060 = -200987.982374 nChanged 144 SP:Iteration 8Q (412.796588 sec): 3 clusters Score: Raw -202862.267695 + Penalty 1717.573060 = -201144.694635 nChanged 144 SP:Iteration 9Q (412.830555 sec): 3 clusters Score: Raw -203057.694173 + Penalty 1717.573060 = -201340.121113 nChanged 154 SP:Iteration 10Q (412.864538 sec): 3 clusters Score: Raw -203254.363777 + Penalty 1717.573060 = -201536.790717 nChanged 127 SP:Iteration 11Q (412.898192 sec): 3 clusters Score: Raw -203382.908076 + Penalty 1717.573060 = -201665.335016 nChanged 87 SP:Iteration 12Q (413.044445 sec): 3 clusters Score: Raw -203468.085082 + Penalty 1717.573060 = -201750.512023 nChanged 64 SP:Iteration 13Q (413.143702 sec): 3 clusters Score: Raw -203524.219548 + Penalty 1717.573060 = -201806.646488 nChanged 45 SP:Iteration 14Q (413.266470 sec): 3 clusters Score: Raw -203557.009600 + Penalty 1717.573060 = -201839.436540 nChanged 29 SP:Iteration 15Q (413.301151 sec): 3 clusters Score: Raw -203579.250101 + Penalty 1717.573060 = -201861.677041 nChanged 27 SP:Iteration 16Q (413.334444 sec): 3 clusters Score: Raw -203597.335213 + Penalty 1717.573060 = -201879.762153 nChanged 26 SP:Iteration 17Q (413.367941 sec): 3 clusters Score: Raw -203614.423113 + Penalty 1717.573060 = -201896.850053 nChanged 22 SP:Iteration 18Q (413.482757 sec): 3 clusters Score: Raw -203630.342275 + Penalty 1717.573060 = -201912.769215 nChanged 24 SP:Iteration 19Q (413.530198 sec): 3 clusters Score: Raw -203641.645750 + Penalty 1717.573060 = -201924.072690 nChanged 13 SP:Iteration 20F (413.566961 sec): 3 clusters Score: Raw -203650.354390 + Penalty 1717.573060 = -201932.781330 nChanged 13 SP:Iteration 21Q (413.604690 sec): 3 clusters Score: Raw -203658.653111 + Penalty 1717.573060 = -201941.080051 nChanged 14 SP:Iteration 22Q (413.642625 sec): 3 clusters Score: Raw -203664.273253 + Penalty 1717.573060 = -201946.700193 nChanged 5 SP:Iteration 23Q (413.680680 sec): 3 clusters Score: Raw -203667.241378 + Penalty 1717.573060 = -201949.668318 nChanged 6 SP:Iteration 24Q (413.718586 sec): 3 clusters Score: Raw -203669.867239 + Penalty 1717.573060 = -201952.294179 nChanged 8 SP:Iteration 25Q (413.753034 sec): 3 clusters Score: Raw -203672.064736 + Penalty 1717.573060 = -201954.491676 nChanged 4 SP:Iteration 26Q (413.785735 sec): 3 clusters Score: Raw -203673.411721 + Penalty 1717.573060 = -201955.838661 nChanged 2 SP:Iteration 27Q (413.818918 sec): 3 clusters Score: Raw -203673.750871 + Penalty 1717.573060 = -201956.177811 nChanged 1 SP:Iteration 28Q (413.851718 sec): 3 clusters Score: Raw -203674.067726 + Penalty 1717.573060 = -201956.494666 nChanged 1 SP:Iteration 29Q (413.889352 sec): 3 clusters Score: Raw -203674.564757 + Penalty 1717.573060 = -201956.991697 nChanged 1 SP:Iteration 30Q (413.922154 sec): 3 clusters Score: Raw -203674.832739 + Penalty 1717.573060 = -201957.259679 nChanged 2 SP:Iteration 31Q (413.954761 sec): 3 clusters Score: Raw -203675.255434 + Penalty 1717.573060 = -201957.682374 nChanged 0 SP:Iteration 32F (413.988267 sec): 3 clusters Score: Raw -203675.255434 + Penalty 1717.573060 = -201957.682374 nChanged 0 Score: Raw -1018906.859055 + Penalty 15644.165681 = -1003262.693374 Splitting cluster 5 changes total score from -1002974.556112 to -1003262.693374 So it's getting split into cluster 15. Trying to split cluster 6 (889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (414.429634 sec): 2 clusters Score: Raw -29534.033145 + Penalty 712.960210 = -28821.072935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (414.441081 sec): 3 clusters Score: Raw -29298.896821 + Penalty 1425.920419 = -27872.976402 nChanged 318 SP:Iteration 1F (414.451924 sec): 3 clusters Score: Raw -29654.809384 + Penalty 1425.920419 = -28228.888965 nChanged 105 SP:Iteration 2F (414.463041 sec): 3 clusters Score: Raw -29820.496586 + Penalty 1425.920419 = -28394.576166 nChanged 67 SP:Iteration 3F (414.473817 sec): 3 clusters Score: Raw -29925.310076 + Penalty 1425.920419 = -28499.389656 nChanged 51 SP:Iteration 4F (414.484734 sec): 3 clusters Score: Raw -30005.475153 + Penalty 1425.920419 = -28579.554733 nChanged 38 SP:Iteration 5Q (414.495712 sec): 3 clusters Score: Raw -30053.466233 + Penalty 1425.920419 = -28627.545814 nChanged 29 SP:Iteration 6Q (414.506646 sec): 3 clusters Score: Raw -30092.453408 + Penalty 1425.920419 = -28666.532988 nChanged 21 SP:Iteration 7Q (414.517499 sec): 3 clusters Score: Raw -30121.232370 + Penalty 1425.920419 = -28695.311950 nChanged 17 SP:Iteration 8Q (414.615047 sec): 3 clusters Score: Raw -30146.267295 + Penalty 1425.920419 = -28720.346876 nChanged 15 SP:Iteration 9Q (414.728407 sec): 3 clusters Score: Raw -30170.024583 + Penalty 1425.920419 = -28744.104164 nChanged 8 SP:Iteration 10Q (414.841134 sec): 3 clusters Score: Raw -30183.319564 + Penalty 1425.920419 = -28757.399144 nChanged 9 SP:Iteration 11Q (414.941822 sec): 3 clusters Score: Raw -30190.816398 + Penalty 1425.920419 = -28764.895978 nChanged 4 SP:Iteration 12Q (415.054611 sec): 3 clusters Score: Raw -30193.982548 + Penalty 1425.920419 = -28768.062129 nChanged 6 SP:Iteration 13Q (415.146270 sec): 3 clusters Score: Raw -30198.337847 + Penalty 1425.920419 = -28772.417428 nChanged 2 SP:Iteration 14Q (415.256761 sec): 3 clusters Score: Raw -30198.993916 + Penalty 1425.920419 = -28773.073497 nChanged 0 SP:Iteration 15F (415.368470 sec): 3 clusters Score: Raw -30200.327620 + Penalty 1425.920419 = -28774.407200 nChanged 1 SP:Iteration 16Q (415.480955 sec): 3 clusters Score: Raw -30212.913112 + Penalty 1425.920419 = -28786.992693 nChanged 3 SP:Iteration 17Q (415.594128 sec): 3 clusters Score: Raw -30221.547975 + Penalty 1425.920419 = -28795.627556 nChanged 2 SP:Iteration 18Q (415.678841 sec): 3 clusters Score: Raw -30223.226530 + Penalty 1425.920419 = -28797.306111 nChanged 0 SP:Iteration 19F (415.791000 sec): 3 clusters Score: Raw -30223.226530 + Penalty 1425.920419 = -28797.306111 nChanged 0 Trying to split cluster 7 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (415.846543 sec): 2 clusters Score: Raw -30224.421481 + Penalty 675.963923 = -29548.457558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (415.959225 sec): 3 clusters Score: Raw -30064.390071 + Penalty 1351.927846 = -28712.462224 nChanged 184 SP:Iteration 1F (416.062714 sec): 3 clusters Score: Raw -30250.221677 + Penalty 1351.927846 = -28898.293830 nChanged 43 SP:Iteration 2F (416.171501 sec): 3 clusters Score: Raw -30316.818996 + Penalty 1351.927846 = -28964.891150 nChanged 30 SP:Iteration 3Q (416.240727 sec): 3 clusters Score: Raw -30357.820890 + Penalty 1351.927846 = -29005.893044 nChanged 27 SP:Iteration 4Q (416.249513 sec): 3 clusters Score: Raw -30401.451898 + Penalty 1351.927846 = -29049.524052 nChanged 29 SP:Iteration 5Q (416.258221 sec): 3 clusters Score: Raw -30459.468957 + Penalty 1351.927846 = -29107.541111 nChanged 19 SP:Iteration 6Q (416.266863 sec): 3 clusters Score: Raw -30481.831658 + Penalty 1351.927846 = -29129.903811 nChanged 11 SP:Iteration 7Q (416.275502 sec): 3 clusters Score: Raw -30500.189013 + Penalty 1351.927846 = -29148.261167 nChanged 13 SP:Iteration 8Q (416.284193 sec): 3 clusters Score: Raw -30528.846755 + Penalty 1351.927846 = -29176.918909 nChanged 12 SP:Iteration 9Q (416.292816 sec): 3 clusters Score: Raw -30551.602298 + Penalty 1351.927846 = -29199.674452 nChanged 14 SP:Iteration 10Q (416.301401 sec): 3 clusters Score: Raw -30586.482043 + Penalty 1351.927846 = -29234.554196 nChanged 11 SP:Iteration 11Q (416.310139 sec): 3 clusters Score: Raw -30625.774037 + Penalty 1351.927846 = -29273.846190 nChanged 17 SP:Iteration 12Q (416.318795 sec): 3 clusters Score: Raw -30669.350375 + Penalty 1351.927846 = -29317.422529 nChanged 11 SP:Iteration 13Q (416.327370 sec): 3 clusters Score: Raw -30685.158854 + Penalty 1351.927846 = -29333.231007 nChanged 5 SP:Iteration 14Q (416.335987 sec): 3 clusters Score: Raw -30690.140107 + Penalty 1351.927846 = -29338.212261 nChanged 3 SP:Iteration 15Q (416.344578 sec): 3 clusters Score: Raw -30694.011419 + Penalty 1351.927846 = -29342.083573 nChanged 2 SP:Iteration 16Q (416.353111 sec): 3 clusters Score: Raw -30695.863565 + Penalty 1351.927846 = -29343.935719 nChanged 1 SP:Iteration 17Q (416.361651 sec): 3 clusters Score: Raw -30696.489899 + Penalty 1351.927846 = -29344.562052 nChanged 1 SP:Iteration 18Q (416.475532 sec): 3 clusters Score: Raw -30696.797162 + Penalty 1351.927846 = -29344.869315 nChanged 1 SP:Iteration 19Q (416.595883 sec): 3 clusters Score: Raw -30697.318375 + Penalty 1351.927846 = -29345.390529 nChanged 0 SP:Iteration 20F (416.691312 sec): 3 clusters Score: Raw -30697.318375 + Penalty 1351.927846 = -29345.390529 nChanged 0 Trying to split cluster 8 (996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (416.722075 sec): 2 clusters Score: Raw -54737.380370 + Penalty 724.893462 = -54012.486908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (416.734362 sec): 3 clusters Score: Raw -54373.380875 + Penalty 1449.786924 = -52923.593951 nChanged 338 SP:Iteration 1F (416.746201 sec): 3 clusters Score: Raw -54629.378981 + Penalty 1449.786924 = -53179.592057 nChanged 73 SP:Iteration 2F (416.758345 sec): 3 clusters Score: Raw -54699.082455 + Penalty 1449.786924 = -53249.295531 nChanged 52 SP:Iteration 3F (416.770289 sec): 3 clusters Score: Raw -54738.790808 + Penalty 1449.786924 = -53289.003884 nChanged 40 SP:Iteration 4Q (416.782422 sec): 3 clusters Score: Raw -54777.593785 + Penalty 1449.786924 = -53327.806861 nChanged 32 SP:Iteration 5Q (416.794466 sec): 3 clusters Score: Raw -54808.907179 + Penalty 1449.786924 = -53359.120255 nChanged 28 SP:Iteration 6Q (416.806544 sec): 3 clusters Score: Raw -54833.523755 + Penalty 1449.786924 = -53383.736831 nChanged 27 SP:Iteration 7Q (416.818702 sec): 3 clusters Score: Raw -54860.091764 + Penalty 1449.786924 = -53410.304840 nChanged 23 SP:Iteration 8Q (416.830833 sec): 3 clusters Score: Raw -54885.142817 + Penalty 1449.786924 = -53435.355893 nChanged 23 SP:Iteration 9Q (416.842790 sec): 3 clusters Score: Raw -54908.625278 + Penalty 1449.786924 = -53458.838354 nChanged 14 SP:Iteration 10Q (416.854808 sec): 3 clusters Score: Raw -54922.931041 + Penalty 1449.786924 = -53473.144117 nChanged 8 SP:Iteration 11Q (416.866865 sec): 3 clusters Score: Raw -54929.408322 + Penalty 1449.786924 = -53479.621398 nChanged 9 SP:Iteration 12Q (416.879107 sec): 3 clusters Score: Raw -54936.108745 + Penalty 1449.786924 = -53486.321821 nChanged 4 SP:Iteration 13Q (416.890864 sec): 3 clusters Score: Raw -54940.670044 + Penalty 1449.786924 = -53490.883120 nChanged 7 SP:Iteration 14Q (416.902547 sec): 3 clusters Score: Raw -54944.301819 + Penalty 1449.786924 = -53494.514895 nChanged 4 SP:Iteration 15Q (416.914290 sec): 3 clusters Score: Raw -54945.897155 + Penalty 1449.786924 = -53496.110231 nChanged 1 SP:Iteration 16Q (416.926012 sec): 3 clusters Score: Raw -54946.527336 + Penalty 1449.786924 = -53496.740411 nChanged 1 SP:Iteration 17Q (416.937773 sec): 3 clusters Score: Raw -54946.929637 + Penalty 1449.786924 = -53497.142713 nChanged 1 SP:Iteration 18Q (416.949485 sec): 3 clusters Score: Raw -54947.320586 + Penalty 1449.786924 = -53497.533662 nChanged 0 SP:Iteration 19F (416.961023 sec): 3 clusters Score: Raw -54947.320586 + Penalty 1449.786924 = -53497.533662 nChanged 0 Trying to split cluster 9 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (416.978742 sec): 2 clusters Score: Raw -26294.166317 + Penalty 649.983118 = -25644.183199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (416.986561 sec): 3 clusters Score: Raw -26165.079135 + Penalty 1299.966235 = -24865.112900 nChanged 146 SP:Iteration 1F (416.994032 sec): 3 clusters Score: Raw -26312.452524 + Penalty 1299.966235 = -25012.486289 nChanged 42 SP:Iteration 2F (417.001524 sec): 3 clusters Score: Raw -26362.004886 + Penalty 1299.966235 = -25062.038650 nChanged 15 SP:Iteration 3Q (417.009104 sec): 3 clusters Score: Raw -26379.046276 + Penalty 1299.966235 = -25079.080040 nChanged 9 SP:Iteration 4Q (417.016767 sec): 3 clusters Score: Raw -26391.211046 + Penalty 1299.966235 = -25091.244811 nChanged 7 SP:Iteration 5Q (417.024346 sec): 3 clusters Score: Raw -26398.950593 + Penalty 1299.966235 = -25098.984358 nChanged 3 SP:Iteration 6Q (417.136295 sec): 3 clusters Score: Raw -26403.355808 + Penalty 1299.966235 = -25103.389573 nChanged 5 SP:Iteration 7Q (417.249125 sec): 3 clusters Score: Raw -26413.697370 + Penalty 1299.966235 = -25113.731134 nChanged 4 SP:Iteration 8Q (417.361362 sec): 3 clusters Score: Raw -26424.140792 + Penalty 1299.966235 = -25124.174556 nChanged 5 SP:Iteration 9Q (417.407047 sec): 3 clusters Score: Raw -26427.557452 + Penalty 1299.966235 = -25127.591217 nChanged 4 SP:Iteration 10Q (417.414910 sec): 3 clusters Score: Raw -26432.132903 + Penalty 1299.966235 = -25132.166668 nChanged 4 SP:Iteration 11Q (417.422383 sec): 3 clusters Score: Raw -26437.611836 + Penalty 1299.966235 = -25137.645600 nChanged 5 SP:Iteration 12Q (417.429909 sec): 3 clusters Score: Raw -26444.387561 + Penalty 1299.966235 = -25144.421326 nChanged 2 SP:Iteration 13Q (417.437368 sec): 3 clusters Score: Raw -26449.874122 + Penalty 1299.966235 = -25149.907886 nChanged 1 SP:Iteration 14Q (417.444817 sec): 3 clusters Score: Raw -26450.743258 + Penalty 1299.966235 = -25150.777022 nChanged 1 SP:Iteration 15Q (417.452266 sec): 3 clusters Score: Raw -26451.288807 + Penalty 1299.966235 = -25151.322572 nChanged 0 SP:Iteration 16F (417.459685 sec): 3 clusters Score: Raw -26451.288807 + Penalty 1299.966235 = -25151.322572 nChanged 0 Trying to split cluster 10 (3900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (417.500707 sec): 2 clusters Score: Raw -226085.948848 + Penalty 868.216842 = -225217.732006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (417.542072 sec): 3 clusters Score: Raw -224010.549377 + Penalty 1736.433685 = -222274.115692 nChanged 1626 SP:Iteration 1F (417.581587 sec): 3 clusters Score: Raw -224921.885838 + Penalty 1736.433685 = -223185.452153 nChanged 310 SP:Iteration 2F (417.620806 sec): 3 clusters Score: Raw -225084.743125 + Penalty 1736.433685 = -223348.309440 nChanged 228 SP:Iteration 3F (417.660236 sec): 3 clusters Score: Raw -225197.267060 + Penalty 1736.433685 = -223460.833375 nChanged 184 SP:Iteration 4Q (417.700555 sec): 3 clusters Score: Raw -225303.418105 + Penalty 1736.433685 = -223566.984420 nChanged 175 SP:Iteration 5Q (417.737397 sec): 3 clusters Score: Raw -225390.865888 + Penalty 1736.433685 = -223654.432203 nChanged 155 SP:Iteration 6Q (417.774172 sec): 3 clusters Score: Raw -225467.912175 + Penalty 1736.433685 = -223731.478490 nChanged 137 SP:Iteration 7Q (417.811077 sec): 3 clusters Score: Raw -225532.691084 + Penalty 1736.433685 = -223796.257399 nChanged 122 SP:Iteration 8Q (417.847730 sec): 3 clusters Score: Raw -225589.768150 + Penalty 1736.433685 = -223853.334466 nChanged 114 SP:Iteration 9Q (417.884223 sec): 3 clusters Score: Raw -225638.283738 + Penalty 1736.433685 = -223901.850053 nChanged 101 SP:Iteration 10Q (417.920892 sec): 3 clusters Score: Raw -225675.527213 + Penalty 1736.433685 = -223939.093528 nChanged 93 SP:Iteration 11Q (417.957400 sec): 3 clusters Score: Raw -225707.453318 + Penalty 1736.433685 = -223971.019633 nChanged 72 SP:Iteration 12Q (417.994263 sec): 3 clusters Score: Raw -225736.616096 + Penalty 1736.433685 = -224000.182411 nChanged 83 SP:Iteration 13Q (418.030798 sec): 3 clusters Score: Raw -225769.466060 + Penalty 1736.433685 = -224033.032375 nChanged 83 SP:Iteration 14Q (418.067142 sec): 3 clusters Score: Raw -225798.618536 + Penalty 1736.433685 = -224062.184852 nChanged 75 SP:Iteration 15Q (418.150484 sec): 3 clusters Score: Raw -225828.650863 + Penalty 1736.433685 = -224092.217178 nChanged 74 SP:Iteration 16Q (418.187092 sec): 3 clusters Score: Raw -225858.839962 + Penalty 1736.433685 = -224122.406277 nChanged 65 SP:Iteration 17Q (418.223412 sec): 3 clusters Score: Raw -225883.964528 + Penalty 1736.433685 = -224147.530843 nChanged 50 SP:Iteration 18Q (418.259590 sec): 3 clusters Score: Raw -225904.580569 + Penalty 1736.433685 = -224168.146884 nChanged 57 SP:Iteration 19Q (418.381582 sec): 3 clusters Score: Raw -225923.141683 + Penalty 1736.433685 = -224186.707998 nChanged 38 SP:Iteration 20F (418.529684 sec): 3 clusters Score: Raw -225935.826813 + Penalty 1736.433685 = -224199.393128 nChanged 44 SP:Iteration 21Q (418.622376 sec): 3 clusters Score: Raw -225951.252225 + Penalty 1736.433685 = -224214.818540 nChanged 40 SP:Iteration 22Q (418.659444 sec): 3 clusters Score: Raw -225962.353362 + Penalty 1736.433685 = -224225.919677 nChanged 38 SP:Iteration 23Q (418.696090 sec): 3 clusters Score: Raw -225976.954623 + Penalty 1736.433685 = -224240.520938 nChanged 36 SP:Iteration 24Q (418.732778 sec): 3 clusters Score: Raw -225988.665983 + Penalty 1736.433685 = -224252.232298 nChanged 28 SP:Iteration 25Q (418.769326 sec): 3 clusters Score: Raw -225996.796966 + Penalty 1736.433685 = -224260.363281 nChanged 29 SP:Iteration 26Q (418.805667 sec): 3 clusters Score: Raw -226007.027843 + Penalty 1736.433685 = -224270.594159 nChanged 30 SP:Iteration 27Q (418.842208 sec): 3 clusters Score: Raw -226016.138797 + Penalty 1736.433685 = -224279.705113 nChanged 21 SP:Iteration 28Q (418.878418 sec): 3 clusters Score: Raw -226022.789673 + Penalty 1736.433685 = -224286.355988 nChanged 20 SP:Iteration 29Q (418.914739 sec): 3 clusters Score: Raw -226028.702469 + Penalty 1736.433685 = -224292.268784 nChanged 19 SP:Iteration 30Q (418.950968 sec): 3 clusters Score: Raw -226034.451165 + Penalty 1736.433685 = -224298.017481 nChanged 19 SP:Iteration 31Q (418.987273 sec): 3 clusters Score: Raw -226039.578718 + Penalty 1736.433685 = -224303.145033 nChanged 16 SP:Iteration 32Q (419.023548 sec): 3 clusters Score: Raw -226043.512944 + Penalty 1736.433685 = -224307.079259 nChanged 11 SP:Iteration 33Q (419.059773 sec): 3 clusters Score: Raw -226048.424776 + Penalty 1736.433685 = -224311.991091 nChanged 14 SP:Iteration 34Q (419.095965 sec): 3 clusters Score: Raw -226051.557082 + Penalty 1736.433685 = -224315.123397 nChanged 9 SP:Iteration 35Q (419.132315 sec): 3 clusters Score: Raw -226053.781741 + Penalty 1736.433685 = -224317.348056 nChanged 14 SP:Iteration 36Q (419.168502 sec): 3 clusters Score: Raw -226058.023311 + Penalty 1736.433685 = -224321.589626 nChanged 17 SP:Iteration 37Q (419.204670 sec): 3 clusters Score: Raw -226062.435464 + Penalty 1736.433685 = -224326.001779 nChanged 12 SP:Iteration 38Q (419.240827 sec): 3 clusters Score: Raw -226065.259628 + Penalty 1736.433685 = -224328.825943 nChanged 10 SP:Iteration 39Q (419.277028 sec): 3 clusters Score: Raw -226067.977081 + Penalty 1736.433685 = -224331.543396 nChanged 12 SP:Iteration 40F (419.312526 sec): 3 clusters Score: Raw -226071.490209 + Penalty 1736.433685 = -224335.056524 nChanged 12 SP:Iteration 41Q (419.347790 sec): 3 clusters Score: Raw -226075.593920 + Penalty 1736.433685 = -224339.160235 nChanged 12 SP:Iteration 42Q (419.384338 sec): 3 clusters Score: Raw -226078.919914 + Penalty 1736.433685 = -224342.486229 nChanged 11 SP:Iteration 43Q (419.420537 sec): 3 clusters Score: Raw -226081.870546 + Penalty 1736.433685 = -224345.436862 nChanged 8 SP:Iteration 44Q (419.456773 sec): 3 clusters Score: Raw -226083.843606 + Penalty 1736.433685 = -224347.409921 nChanged 7 SP:Iteration 45Q (419.492883 sec): 3 clusters Score: Raw -226085.475201 + Penalty 1736.433685 = -224349.041516 nChanged 4 SP:Iteration 46Q (419.529088 sec): 3 clusters Score: Raw -226086.463959 + Penalty 1736.433685 = -224350.030274 nChanged 4 SP:Iteration 47Q (419.565233 sec): 3 clusters Score: Raw -226087.327956 + Penalty 1736.433685 = -224350.894271 nChanged 5 SP:Iteration 48Q (419.601220 sec): 3 clusters Score: Raw -226088.944474 + Penalty 1736.433685 = -224352.510789 nChanged 8 SP:Iteration 49Q (419.637510 sec): 3 clusters Score: Raw -226092.075799 + Penalty 1736.433685 = -224355.642114 nChanged 9 SP:Iteration 50Q (419.673631 sec): 3 clusters Score: Raw -226095.050937 + Penalty 1736.433685 = -224358.617252 nChanged 9 SP:Iteration 51Q (419.783416 sec): 3 clusters Score: Raw -226100.428381 + Penalty 1736.433685 = -224363.994696 nChanged 16 SP:Iteration 52Q (419.909832 sec): 3 clusters Score: Raw -226107.660117 + Penalty 1736.433685 = -224371.226433 nChanged 18 SP:Iteration 53Q (420.030241 sec): 3 clusters Score: Raw -226115.155124 + Penalty 1736.433685 = -224378.721439 nChanged 16 SP:Iteration 54Q (420.090739 sec): 3 clusters Score: Raw -226120.925775 + Penalty 1736.433685 = -224384.492090 nChanged 16 SP:Iteration 55Q (420.126902 sec): 3 clusters Score: Raw -226127.203000 + Penalty 1736.433685 = -224390.769315 nChanged 15 SP:Iteration 56Q (420.163281 sec): 3 clusters Score: Raw -226133.519499 + Penalty 1736.433685 = -224397.085814 nChanged 16 SP:Iteration 57Q (420.199427 sec): 3 clusters Score: Raw -226140.199686 + Penalty 1736.433685 = -224403.766002 nChanged 15 SP:Iteration 58Q (420.235543 sec): 3 clusters Score: Raw -226146.005356 + Penalty 1736.433685 = -224409.571671 nChanged 12 SP:Iteration 59Q (420.271710 sec): 3 clusters Score: Raw -226151.822579 + Penalty 1736.433685 = -224415.388895 nChanged 11 SP:Iteration 60F (420.306910 sec): 3 clusters Score: Raw -226157.117310 + Penalty 1736.433685 = -224420.683626 nChanged 14 SP:Iteration 61Q (420.342869 sec): 3 clusters Score: Raw -226166.642503 + Penalty 1736.433685 = -224430.208818 nChanged 21 SP:Iteration 62Q (420.378879 sec): 3 clusters Score: Raw -226179.124217 + Penalty 1736.433685 = -224442.690532 nChanged 19 SP:Iteration 63Q (420.414968 sec): 3 clusters Score: Raw -226189.066871 + Penalty 1736.433685 = -224452.633186 nChanged 17 SP:Iteration 64Q (420.450935 sec): 3 clusters Score: Raw -226204.612696 + Penalty 1736.433685 = -224468.179011 nChanged 25 SP:Iteration 65Q (420.487374 sec): 3 clusters Score: Raw -226220.356328 + Penalty 1736.433685 = -224483.922643 nChanged 26 SP:Iteration 66Q (420.523151 sec): 3 clusters Score: Raw -226236.451223 + Penalty 1736.433685 = -224500.017538 nChanged 24 SP:Iteration 67Q (420.558839 sec): 3 clusters Score: Raw -226249.449617 + Penalty 1736.433685 = -224513.015932 nChanged 24 SP:Iteration 68Q (420.594742 sec): 3 clusters Score: Raw -226261.984358 + Penalty 1736.433685 = -224525.550673 nChanged 18 SP:Iteration 69Q (420.629869 sec): 3 clusters Score: Raw -226274.352202 + Penalty 1736.433685 = -224537.918518 nChanged 18 SP:Iteration 70Q (420.665646 sec): 3 clusters Score: Raw -226285.195297 + Penalty 1736.433685 = -224548.761612 nChanged 17 SP:Iteration 71Q (420.701392 sec): 3 clusters Score: Raw -226295.469420 + Penalty 1736.433685 = -224559.035736 nChanged 14 SP:Iteration 72Q (420.737086 sec): 3 clusters Score: Raw -226302.566581 + Penalty 1736.433685 = -224566.132896 nChanged 10 SP:Iteration 73Q (420.772791 sec): 3 clusters Score: Raw -226307.233760 + Penalty 1736.433685 = -224570.800076 nChanged 11 SP:Iteration 74Q (420.808609 sec): 3 clusters Score: Raw -226312.834090 + Penalty 1736.433685 = -224576.400405 nChanged 10 SP:Iteration 75Q (420.844240 sec): 3 clusters Score: Raw -226316.181331 + Penalty 1736.433685 = -224579.747646 nChanged 7 SP:Iteration 76Q (420.879966 sec): 3 clusters Score: Raw -226317.889988 + Penalty 1736.433685 = -224581.456303 nChanged 5 SP:Iteration 77Q (420.915685 sec): 3 clusters Score: Raw -226319.468676 + Penalty 1736.433685 = -224583.034992 nChanged 4 SP:Iteration 78Q (420.951315 sec): 3 clusters Score: Raw -226321.085397 + Penalty 1736.433685 = -224584.651713 nChanged 5 SP:Iteration 79Q (420.986907 sec): 3 clusters Score: Raw -226322.914836 + Penalty 1736.433685 = -224586.481152 nChanged 4 SP:Iteration 80F (421.022219 sec): 3 clusters Score: Raw -226324.182446 + Penalty 1736.433685 = -224587.748761 nChanged 4 SP:Iteration 81Q (421.058104 sec): 3 clusters Score: Raw -226325.789788 + Penalty 1736.433685 = -224589.356103 nChanged 5 SP:Iteration 82Q (421.168225 sec): 3 clusters Score: Raw -226327.143435 + Penalty 1736.433685 = -224590.709750 nChanged 0 SP:Iteration 83F (421.293547 sec): 3 clusters Score: Raw -226327.143435 + Penalty 1736.433685 = -224590.709750 nChanged 0 Trying to split cluster 11 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (421.355438 sec): 2 clusters Score: Raw -11347.318380 + Penalty 593.879140 = -10753.439240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (421.405828 sec): 3 clusters Score: Raw -11396.332753 + Penalty 1187.758280 = -10208.574472 nChanged 80 SP:Iteration 1F (421.411632 sec): 3 clusters Score: Raw -11648.477631 + Penalty 1187.758280 = -10460.719351 nChanged 19 SP:Iteration 2F (421.417372 sec): 3 clusters Score: Raw -11748.678487 + Penalty 1187.758280 = -10560.920207 nChanged 15 SP:Iteration 3F (421.423063 sec): 3 clusters Score: Raw -11885.453108 + Penalty 1187.758280 = -10697.694828 nChanged 12 SP:Iteration 4Q (421.428813 sec): 3 clusters Score: Raw -11955.876953 + Penalty 1187.758280 = -10768.118673 nChanged 10 SP:Iteration 5Q (421.434517 sec): 3 clusters Score: Raw -12004.796135 + Penalty 1187.758280 = -10817.037854 nChanged 8 SP:Iteration 6Q (421.440165 sec): 3 clusters Score: Raw -12041.386337 + Penalty 1187.758280 = -10853.628057 nChanged 5 SP:Iteration 7Q (421.445827 sec): 3 clusters Score: Raw -12065.693547 + Penalty 1187.758280 = -10877.935267 nChanged 4 SP:Iteration 8Q (421.451500 sec): 3 clusters Score: Raw -12099.086256 + Penalty 1187.758280 = -10911.327975 nChanged 1 SP:Iteration 9Q (421.457128 sec): 3 clusters Score: Raw -12108.866583 + Penalty 1187.758280 = -10921.108303 nChanged 1 SP:Iteration 10Q (421.462754 sec): 3 clusters Score: Raw -12110.995559 + Penalty 1187.758280 = -10923.237279 nChanged 0 SP:Iteration 11F (421.468669 sec): 3 clusters Score: Raw -12110.995559 + Penalty 1187.758280 = -10923.237279 nChanged 0 Score: Raw -1019670.536234 + Penalty 16687.110060 = -1002983.426174 Splitting cluster 11 changes total score from -1002974.556112 to -1002983.426174 So it's getting split into cluster 16. Trying to split cluster 12 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (421.963851 sec): 2 clusters Score: Raw -30293.144820 + Penalty 660.809024 = -29632.335795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (421.972250 sec): 3 clusters Score: Raw -30146.838021 + Penalty 1321.618049 = -28825.219972 nChanged 156 SP:Iteration 1F (421.980165 sec): 3 clusters Score: Raw -30323.631759 + Penalty 1321.618049 = -29002.013711 nChanged 43 SP:Iteration 2F (421.988092 sec): 3 clusters Score: Raw -30385.594830 + Penalty 1321.618049 = -29063.976782 nChanged 28 SP:Iteration 3F (421.996121 sec): 3 clusters Score: Raw -30411.730180 + Penalty 1321.618049 = -29090.112132 nChanged 14 SP:Iteration 4Q (422.005377 sec): 3 clusters Score: Raw -30433.244924 + Penalty 1321.618049 = -29111.626875 nChanged 10 SP:Iteration 5Q (422.013332 sec): 3 clusters Score: Raw -30469.129048 + Penalty 1321.618049 = -29147.510999 nChanged 16 SP:Iteration 6Q (422.021301 sec): 3 clusters Score: Raw -30531.048249 + Penalty 1321.618049 = -29209.430200 nChanged 23 SP:Iteration 7Q (422.029177 sec): 3 clusters Score: Raw -30563.930973 + Penalty 1321.618049 = -29242.312924 nChanged 8 SP:Iteration 8Q (422.037063 sec): 3 clusters Score: Raw -30579.076494 + Penalty 1321.618049 = -29257.458446 nChanged 9 SP:Iteration 9Q (422.044942 sec): 3 clusters Score: Raw -30593.648817 + Penalty 1321.618049 = -29272.030769 nChanged 7 SP:Iteration 10Q (422.052933 sec): 3 clusters Score: Raw -30601.013664 + Penalty 1321.618049 = -29279.395615 nChanged 4 SP:Iteration 11Q (422.060925 sec): 3 clusters Score: Raw -30604.450012 + Penalty 1321.618049 = -29282.831964 nChanged 4 SP:Iteration 12Q (422.068860 sec): 3 clusters Score: Raw -30608.776646 + Penalty 1321.618049 = -29287.158598 nChanged 4 SP:Iteration 13Q (422.183768 sec): 3 clusters Score: Raw -30617.196217 + Penalty 1321.618049 = -29295.578169 nChanged 6 SP:Iteration 14Q (422.320064 sec): 3 clusters Score: Raw -30627.594584 + Penalty 1321.618049 = -29305.976535 nChanged 3 SP:Iteration 15Q (422.384046 sec): 3 clusters Score: Raw -30633.241468 + Penalty 1321.618049 = -29311.623419 nChanged 4 SP:Iteration 16Q (422.496226 sec): 3 clusters Score: Raw -30640.439790 + Penalty 1321.618049 = -29318.821741 nChanged 5 SP:Iteration 17Q (422.588312 sec): 3 clusters Score: Raw -30649.520920 + Penalty 1321.618049 = -29327.902872 nChanged 5 SP:Iteration 18Q (422.679439 sec): 3 clusters Score: Raw -30653.682397 + Penalty 1321.618049 = -29332.064348 nChanged 1 SP:Iteration 19Q (422.687755 sec): 3 clusters Score: Raw -30654.140387 + Penalty 1321.618049 = -29332.522338 nChanged 0 SP:Iteration 20F (422.695609 sec): 3 clusters Score: Raw -30654.140387 + Penalty 1321.618049 = -29332.522338 nChanged 0 Trying to split cluster 13 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (422.730569 sec): 2 clusters Score: Raw -121810.487942 + Penalty 805.688428 = -121004.799515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (422.753215 sec): 3 clusters Score: Raw -120774.584937 + Penalty 1611.376855 = -119163.208082 nChanged 824 SP:Iteration 1F (422.774515 sec): 3 clusters Score: Raw -121316.182928 + Penalty 1611.376855 = -119704.806072 nChanged 206 SP:Iteration 2F (422.797785 sec): 3 clusters Score: Raw -121527.110646 + Penalty 1611.376855 = -119915.733791 nChanged 166 SP:Iteration 3F (422.821801 sec): 3 clusters Score: Raw -121750.370991 + Penalty 1611.376855 = -120138.994136 nChanged 140 SP:Iteration 4F (422.846088 sec): 3 clusters Score: Raw -121969.029592 + Penalty 1611.376855 = -120357.652736 nChanged 144 SP:Iteration 5F (422.868387 sec): 3 clusters Score: Raw -122118.086059 + Penalty 1611.376855 = -120506.709204 nChanged 108 SP:Iteration 6F (422.889936 sec): 3 clusters Score: Raw -122219.123231 + Penalty 1611.376855 = -120607.746376 nChanged 109 SP:Iteration 7F (422.911635 sec): 3 clusters Score: Raw -122317.261890 + Penalty 1611.376855 = -120705.885034 nChanged 98 SP:Iteration 8Q (422.933404 sec): 3 clusters Score: Raw -122406.056093 + Penalty 1611.376855 = -120794.679237 nChanged 81 SP:Iteration 9Q (422.955111 sec): 3 clusters Score: Raw -122468.623223 + Penalty 1611.376855 = -120857.246368 nChanged 64 SP:Iteration 10Q (422.976692 sec): 3 clusters Score: Raw -122513.997249 + Penalty 1611.376855 = -120902.620394 nChanged 60 SP:Iteration 11Q (423.003428 sec): 3 clusters Score: Raw -122556.563230 + Penalty 1611.376855 = -120945.186374 nChanged 63 SP:Iteration 12Q (423.025231 sec): 3 clusters Score: Raw -122607.522233 + Penalty 1611.376855 = -120996.145378 nChanged 57 SP:Iteration 13Q (423.046848 sec): 3 clusters Score: Raw -122652.086678 + Penalty 1611.376855 = -121040.709822 nChanged 38 SP:Iteration 14Q (423.068370 sec): 3 clusters Score: Raw -122678.271160 + Penalty 1611.376855 = -121066.894305 nChanged 29 SP:Iteration 15Q (423.089795 sec): 3 clusters Score: Raw -122698.391880 + Penalty 1611.376855 = -121087.015024 nChanged 19 SP:Iteration 16Q (423.111367 sec): 3 clusters Score: Raw -122707.255909 + Penalty 1611.376855 = -121095.879053 nChanged 13 SP:Iteration 17Q (423.132724 sec): 3 clusters Score: Raw -122711.941131 + Penalty 1611.376855 = -121100.564275 nChanged 11 SP:Iteration 18Q (423.154112 sec): 3 clusters Score: Raw -122719.140435 + Penalty 1611.376855 = -121107.763579 nChanged 14 SP:Iteration 19Q (423.175569 sec): 3 clusters Score: Raw -122725.402662 + Penalty 1611.376855 = -121114.025807 nChanged 8 SP:Iteration 20F (423.196758 sec): 3 clusters Score: Raw -122729.482151 + Penalty 1611.376855 = -121118.105296 nChanged 3 SP:Iteration 21Q (423.218153 sec): 3 clusters Score: Raw -122730.033470 + Penalty 1611.376855 = -121118.656615 nChanged 0 SP:Iteration 22F (423.334714 sec): 3 clusters Score: Raw -122730.033470 + Penalty 1611.376855 = -121118.656615 nChanged 0 Score: Raw -1020590.081762 + Penalty 17730.054438 = -1002860.027323 Splitting cluster 13 changes total score from -1002974.556112 to -1002860.027323 So it's not getting split. Iteration 90F (424.320377 sec): 17 clusters Score: Raw -1020067.862186 + Penalty 16687.110060 = -1003380.752126 nChanged 409 Iteration 91Q (424.580316 sec): 17 clusters Score: Raw -1020358.414141 + Penalty 16687.110060 = -1003671.304082 nChanged 168 Iteration 92Q (424.857890 sec): 17 clusters Score: Raw -1020468.814755 + Penalty 16687.110060 = -1003781.704696 nChanged 100 Iteration 93Q (425.249691 sec): 17 clusters Score: Raw -1020552.492854 + Penalty 16687.110060 = -1003865.382794 nChanged 65 Iteration 94Q (425.532982 sec): 17 clusters Score: Raw -1020608.869306 + Penalty 16687.110060 = -1003921.759247 nChanged 49 Iteration 95Q (425.866295 sec): 17 clusters Score: Raw -1020650.507846 + Penalty 16687.110060 = -1003963.397787 nChanged 37 Iteration 96Q (426.133212 sec): 17 clusters Score: Raw -1020664.409604 + Penalty 16687.110060 = -1003977.299544 nChanged 19 Iteration 97Q (426.388347 sec): 17 clusters Score: Raw -1020669.793558 + Penalty 16687.110060 = -1003982.683498 nChanged 11 Iteration 98Q (426.661651 sec): 17 clusters Score: Raw -1020672.671210 + Penalty 16687.110060 = -1003985.561151 nChanged 8 Writing temp clu file Because OldScore, -1003982.683498, is greater than current (better) Score,-1003985.561151 Compute initial score before splitting: Score: Raw -1020672.671210 + Penalty 16687.110060 = -1003985.561151 Trying to split cluster 1 (1719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (426.695088 sec): 2 clusters Score: Raw -74735.609759 + Penalty 782.197291 = -73953.412469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (426.718152 sec): 3 clusters Score: Raw -73913.244413 + Penalty 1564.394581 = -72348.849832 nChanged 663 SP:Iteration 1F (426.737502 sec): 3 clusters Score: Raw -74396.984186 + Penalty 1564.394581 = -72832.589605 nChanged 171 SP:Iteration 2F (426.759547 sec): 3 clusters Score: Raw -74577.726438 + Penalty 1564.394581 = -73013.331857 nChanged 125 SP:Iteration 3F (426.780889 sec): 3 clusters Score: Raw -74726.823178 + Penalty 1564.394581 = -73162.428596 nChanged 89 SP:Iteration 4F (426.802254 sec): 3 clusters Score: Raw -74847.859605 + Penalty 1564.394581 = -73283.465024 nChanged 83 SP:Iteration 5Q (426.824322 sec): 3 clusters Score: Raw -74934.606452 + Penalty 1564.394581 = -73370.211871 nChanged 77 SP:Iteration 6Q (426.846047 sec): 3 clusters Score: Raw -74997.197295 + Penalty 1564.394581 = -73432.802714 nChanged 51 SP:Iteration 7Q (426.867673 sec): 3 clusters Score: Raw -75037.870508 + Penalty 1564.394581 = -73473.475927 nChanged 49 SP:Iteration 8Q (426.889330 sec): 3 clusters Score: Raw -75073.548408 + Penalty 1564.394581 = -73509.153826 nChanged 36 SP:Iteration 9Q (426.910936 sec): 3 clusters Score: Raw -75099.796581 + Penalty 1564.394581 = -73535.402000 nChanged 23 SP:Iteration 10Q (426.932620 sec): 3 clusters Score: Raw -75114.817881 + Penalty 1564.394581 = -73550.423300 nChanged 27 SP:Iteration 11Q (426.951376 sec): 3 clusters Score: Raw -75131.434284 + Penalty 1564.394581 = -73567.039703 nChanged 24 SP:Iteration 12Q (426.970152 sec): 3 clusters Score: Raw -75154.120177 + Penalty 1564.394581 = -73589.725596 nChanged 27 SP:Iteration 13Q (426.988911 sec): 3 clusters Score: Raw -75176.553127 + Penalty 1564.394581 = -73612.158546 nChanged 21 SP:Iteration 14Q (427.007680 sec): 3 clusters Score: Raw -75197.820532 + Penalty 1564.394581 = -73633.425951 nChanged 23 SP:Iteration 15Q (427.026404 sec): 3 clusters Score: Raw -75218.096690 + Penalty 1564.394581 = -73653.702109 nChanged 22 SP:Iteration 16Q (427.045010 sec): 3 clusters Score: Raw -75231.380699 + Penalty 1564.394581 = -73666.986118 nChanged 14 SP:Iteration 17Q (427.145051 sec): 3 clusters Score: Raw -75239.666434 + Penalty 1564.394581 = -73675.271852 nChanged 10 SP:Iteration 18Q (427.265731 sec): 3 clusters Score: Raw -75244.038416 + Penalty 1564.394581 = -73679.643835 nChanged 9 SP:Iteration 19Q (427.358379 sec): 3 clusters Score: Raw -75248.564875 + Penalty 1564.394581 = -73684.170294 nChanged 4 SP:Iteration 20F (427.458651 sec): 3 clusters Score: Raw -75250.621361 + Penalty 1564.394581 = -73686.226780 nChanged 4 SP:Iteration 21Q (427.476710 sec): 3 clusters Score: Raw -75252.251310 + Penalty 1564.394581 = -73687.856729 nChanged 3 SP:Iteration 22Q (427.494492 sec): 3 clusters Score: Raw -75253.197015 + Penalty 1564.394581 = -73688.802434 nChanged 2 SP:Iteration 23Q (427.512319 sec): 3 clusters Score: Raw -75253.792525 + Penalty 1564.394581 = -73689.397944 nChanged 3 SP:Iteration 24Q (427.530116 sec): 3 clusters Score: Raw -75255.193266 + Penalty 1564.394581 = -73690.798685 nChanged 5 SP:Iteration 25Q (427.547982 sec): 3 clusters Score: Raw -75257.517296 + Penalty 1564.394581 = -73693.122715 nChanged 5 SP:Iteration 26Q (427.565726 sec): 3 clusters Score: Raw -75259.319861 + Penalty 1564.394581 = -73694.925280 nChanged 3 SP:Iteration 27Q (427.583377 sec): 3 clusters Score: Raw -75260.649287 + Penalty 1564.394581 = -73696.254706 nChanged 3 SP:Iteration 28Q (427.601230 sec): 3 clusters Score: Raw -75261.787318 + Penalty 1564.394581 = -73697.392737 nChanged 1 SP:Iteration 29Q (427.619037 sec): 3 clusters Score: Raw -75262.034168 + Penalty 1564.394581 = -73697.639586 nChanged 1 SP:Iteration 30Q (427.636736 sec): 3 clusters Score: Raw -75262.131238 + Penalty 1564.394581 = -73697.736657 nChanged 0 SP:Iteration 31F (427.654464 sec): 3 clusters Score: Raw -75262.131238 + Penalty 1564.394581 = -73697.736657 nChanged 0 Trying to split cluster 2 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (427.685869 sec): 2 clusters Score: Raw -55949.633098 + Penalty 732.907974 = -55216.725124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (427.698958 sec): 3 clusters Score: Raw -55530.380237 + Penalty 1465.815948 = -54064.564289 nChanged 374 SP:Iteration 1F (427.711474 sec): 3 clusters Score: Raw -55911.270021 + Penalty 1465.815948 = -54445.454074 nChanged 123 SP:Iteration 2F (427.723854 sec): 3 clusters Score: Raw -56082.166583 + Penalty 1465.815948 = -54616.350636 nChanged 81 SP:Iteration 3F (427.736179 sec): 3 clusters Score: Raw -56248.965653 + Penalty 1465.815948 = -54783.149705 nChanged 71 SP:Iteration 4F (427.748520 sec): 3 clusters Score: Raw -56397.665873 + Penalty 1465.815948 = -54931.849926 nChanged 56 SP:Iteration 5F (427.760818 sec): 3 clusters Score: Raw -56509.003027 + Penalty 1465.815948 = -55043.187080 nChanged 51 SP:Iteration 6Q (427.773142 sec): 3 clusters Score: Raw -56600.999694 + Penalty 1465.815948 = -55135.183746 nChanged 31 SP:Iteration 7Q (427.785348 sec): 3 clusters Score: Raw -56659.999842 + Penalty 1465.815948 = -55194.183894 nChanged 26 SP:Iteration 8Q (427.797453 sec): 3 clusters Score: Raw -56722.811613 + Penalty 1465.815948 = -55256.995665 nChanged 23 SP:Iteration 9Q (427.809500 sec): 3 clusters Score: Raw -56773.760559 + Penalty 1465.815948 = -55307.944611 nChanged 13 SP:Iteration 10Q (427.821454 sec): 3 clusters Score: Raw -56801.316645 + Penalty 1465.815948 = -55335.500698 nChanged 11 SP:Iteration 11Q (427.833387 sec): 3 clusters Score: Raw -56826.455140 + Penalty 1465.815948 = -55360.639193 nChanged 10 SP:Iteration 12Q (427.845472 sec): 3 clusters Score: Raw -56847.176361 + Penalty 1465.815948 = -55381.360413 nChanged 9 SP:Iteration 13Q (427.857434 sec): 3 clusters Score: Raw -56864.297988 + Penalty 1465.815948 = -55398.482041 nChanged 2 SP:Iteration 14Q (427.869365 sec): 3 clusters Score: Raw -56866.657890 + Penalty 1465.815948 = -55400.841942 nChanged 0 SP:Iteration 15F (427.883283 sec): 3 clusters Score: Raw -56866.657890 + Penalty 1465.815948 = -55400.841942 nChanged 0 Score: Raw -1021592.097216 + Penalty 17730.054438 = -1003862.042778 Splitting cluster 2 changes total score from -1003985.561151 to -1003862.042778 So it's not getting split. Trying to split cluster 3 (2091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (428.541627 sec): 2 clusters Score: Raw -91118.223914 + Penalty 802.766758 = -90315.457155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (428.563920 sec): 3 clusters Score: Raw -90146.001144 + Penalty 1605.533517 = -88540.467627 nChanged 801 SP:Iteration 1F (428.584716 sec): 3 clusters Score: Raw -90804.199917 + Penalty 1605.533517 = -89198.666400 nChanged 239 SP:Iteration 2F (428.606188 sec): 3 clusters Score: Raw -91157.809099 + Penalty 1605.533517 = -89552.275582 nChanged 182 SP:Iteration 3F (428.626974 sec): 3 clusters Score: Raw -91368.976197 + Penalty 1605.533517 = -89763.442680 nChanged 127 SP:Iteration 4F (428.647704 sec): 3 clusters Score: Raw -91447.045446 + Penalty 1605.533517 = -89841.511929 nChanged 71 SP:Iteration 5Q (428.668965 sec): 3 clusters Score: Raw -91495.830709 + Penalty 1605.533517 = -89890.297192 nChanged 54 SP:Iteration 6Q (428.690318 sec): 3 clusters Score: Raw -91529.684292 + Penalty 1605.533517 = -89924.150775 nChanged 50 SP:Iteration 7Q (428.711644 sec): 3 clusters Score: Raw -91563.262044 + Penalty 1605.533517 = -89957.728527 nChanged 43 SP:Iteration 8Q (428.732902 sec): 3 clusters Score: Raw -91591.007469 + Penalty 1605.533517 = -89985.473952 nChanged 30 SP:Iteration 9Q (428.754159 sec): 3 clusters Score: Raw -91610.739018 + Penalty 1605.533517 = -90005.205501 nChanged 29 SP:Iteration 10Q (428.775397 sec): 3 clusters Score: Raw -91631.155823 + Penalty 1605.533517 = -90025.622306 nChanged 20 SP:Iteration 11Q (428.796640 sec): 3 clusters Score: Raw -91643.498441 + Penalty 1605.533517 = -90037.964924 nChanged 17 SP:Iteration 12Q (428.817846 sec): 3 clusters Score: Raw -91654.908417 + Penalty 1605.533517 = -90049.374900 nChanged 10 SP:Iteration 13Q (428.839062 sec): 3 clusters Score: Raw -91657.942798 + Penalty 1605.533517 = -90052.409282 nChanged 8 SP:Iteration 14Q (428.860310 sec): 3 clusters Score: Raw -91659.730845 + Penalty 1605.533517 = -90054.197328 nChanged 2 SP:Iteration 15Q (428.881381 sec): 3 clusters Score: Raw -91659.950206 + Penalty 1605.533517 = -90054.416690 nChanged 0 SP:Iteration 16F (428.902130 sec): 3 clusters Score: Raw -91659.950206 + Penalty 1605.533517 = -90054.416690 nChanged 0 Trying to split cluster 4 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (428.934149 sec): 2 clusters Score: Raw -79606.909968 + Penalty 764.183550 = -78842.726418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (428.950657 sec): 3 clusters Score: Raw -78994.029885 + Penalty 1528.367100 = -77465.662785 nChanged 521 SP:Iteration 1F (428.966139 sec): 3 clusters Score: Raw -79388.892847 + Penalty 1528.367100 = -77860.525747 nChanged 133 SP:Iteration 2F (428.981616 sec): 3 clusters Score: Raw -79518.865411 + Penalty 1528.367100 = -77990.498311 nChanged 87 SP:Iteration 3F (428.997112 sec): 3 clusters Score: Raw -79617.070980 + Penalty 1528.367100 = -78088.703880 nChanged 68 SP:Iteration 4Q (429.012867 sec): 3 clusters Score: Raw -79679.671764 + Penalty 1528.367100 = -78151.304664 nChanged 52 SP:Iteration 5Q (429.028619 sec): 3 clusters Score: Raw -79732.820437 + Penalty 1528.367100 = -78204.453336 nChanged 46 SP:Iteration 6Q (429.044350 sec): 3 clusters Score: Raw -79779.249534 + Penalty 1528.367100 = -78250.882434 nChanged 25 SP:Iteration 7Q (429.060123 sec): 3 clusters Score: Raw -79801.516313 + Penalty 1528.367100 = -78273.149213 nChanged 26 SP:Iteration 8Q (429.075804 sec): 3 clusters Score: Raw -79820.713139 + Penalty 1528.367100 = -78292.346039 nChanged 24 SP:Iteration 9Q (429.091515 sec): 3 clusters Score: Raw -79838.731896 + Penalty 1528.367100 = -78310.364795 nChanged 15 SP:Iteration 10Q (429.211406 sec): 3 clusters Score: Raw -79852.822854 + Penalty 1528.367100 = -78324.455754 nChanged 13 SP:Iteration 11Q (429.329947 sec): 3 clusters Score: Raw -79865.591722 + Penalty 1528.367100 = -78337.224622 nChanged 10 SP:Iteration 12Q (429.422289 sec): 3 clusters Score: Raw -79871.631719 + Penalty 1528.367100 = -78343.264619 nChanged 10 SP:Iteration 13Q (429.535949 sec): 3 clusters Score: Raw -79876.457246 + Penalty 1528.367100 = -78348.090146 nChanged 1 SP:Iteration 14Q (429.615369 sec): 3 clusters Score: Raw -79876.620439 + Penalty 1528.367100 = -78348.253339 nChanged 2 SP:Iteration 15Q (429.729361 sec): 3 clusters Score: Raw -79876.872040 + Penalty 1528.367100 = -78348.504939 nChanged 0 SP:Iteration 16F (429.834625 sec): 3 clusters Score: Raw -79876.872040 + Penalty 1528.367100 = -78348.504939 nChanged 0 Trying to split cluster 5 (2479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (429.869526 sec): 2 clusters Score: Raw -144585.194816 + Penalty 820.639106 = -143764.555710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (429.895186 sec): 3 clusters Score: Raw -143387.792848 + Penalty 1641.278212 = -141746.514637 nChanged 957 SP:Iteration 1F (429.920385 sec): 3 clusters Score: Raw -143943.943456 + Penalty 1641.278212 = -142302.665244 nChanged 206 SP:Iteration 2F (429.945355 sec): 3 clusters Score: Raw -144087.395212 + Penalty 1641.278212 = -142446.117000 nChanged 158 SP:Iteration 3F (429.970283 sec): 3 clusters Score: Raw -144205.814355 + Penalty 1641.278212 = -142564.536143 nChanged 153 SP:Iteration 4F (429.995309 sec): 3 clusters Score: Raw -144313.212526 + Penalty 1641.278212 = -142671.934315 nChanged 111 SP:Iteration 5Q (430.020725 sec): 3 clusters Score: Raw -144373.634995 + Penalty 1641.278212 = -142732.356784 nChanged 73 SP:Iteration 6Q (430.046274 sec): 3 clusters Score: Raw -144413.176102 + Penalty 1641.278212 = -142771.897890 nChanged 45 SP:Iteration 7Q (430.071946 sec): 3 clusters Score: Raw -144435.892374 + Penalty 1641.278212 = -142794.614162 nChanged 44 SP:Iteration 8Q (430.099124 sec): 3 clusters Score: Raw -144455.173629 + Penalty 1641.278212 = -142813.895417 nChanged 43 SP:Iteration 9Q (430.124088 sec): 3 clusters Score: Raw -144475.293793 + Penalty 1641.278212 = -142834.015581 nChanged 34 SP:Iteration 10Q (430.148877 sec): 3 clusters Score: Raw -144493.844468 + Penalty 1641.278212 = -142852.566256 nChanged 32 SP:Iteration 11Q (430.173809 sec): 3 clusters Score: Raw -144506.942175 + Penalty 1641.278212 = -142865.663964 nChanged 21 SP:Iteration 12Q (430.198607 sec): 3 clusters Score: Raw -144514.355080 + Penalty 1641.278212 = -142873.076868 nChanged 14 SP:Iteration 13Q (430.223443 sec): 3 clusters Score: Raw -144519.632230 + Penalty 1641.278212 = -142878.354018 nChanged 13 SP:Iteration 14Q (430.248205 sec): 3 clusters Score: Raw -144523.356412 + Penalty 1641.278212 = -142882.078200 nChanged 9 SP:Iteration 15Q (430.272950 sec): 3 clusters Score: Raw -144526.581723 + Penalty 1641.278212 = -142885.303511 nChanged 10 SP:Iteration 16Q (430.297505 sec): 3 clusters Score: Raw -144530.460583 + Penalty 1641.278212 = -142889.182371 nChanged 14 SP:Iteration 17Q (430.321890 sec): 3 clusters Score: Raw -144535.194492 + Penalty 1641.278212 = -142893.916280 nChanged 8 SP:Iteration 18Q (430.346384 sec): 3 clusters Score: Raw -144538.060203 + Penalty 1641.278212 = -142896.781992 nChanged 5 SP:Iteration 19Q (430.370660 sec): 3 clusters Score: Raw -144539.368881 + Penalty 1641.278212 = -142898.090669 nChanged 3 SP:Iteration 20F (430.394523 sec): 3 clusters Score: Raw -144539.976440 + Penalty 1641.278212 = -142898.698229 nChanged 4 SP:Iteration 21Q (430.418920 sec): 3 clusters Score: Raw -144540.523250 + Penalty 1641.278212 = -142899.245038 nChanged 0 SP:Iteration 22F (430.442855 sec): 3 clusters Score: Raw -144540.523250 + Penalty 1641.278212 = -142899.245038 nChanged 0 Trying to split cluster 6 (860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (430.518242 sec): 2 clusters Score: Raw -28539.482239 + Penalty 709.477901 = -27830.004338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (430.611897 sec): 3 clusters Score: Raw -28268.013317 + Penalty 1418.955802 = -26849.057515 nChanged 324 SP:Iteration 1F (430.701764 sec): 3 clusters Score: Raw -28730.039557 + Penalty 1418.955802 = -27311.083755 nChanged 99 SP:Iteration 2F (430.813684 sec): 3 clusters Score: Raw -28851.427816 + Penalty 1418.955802 = -27432.472014 nChanged 50 SP:Iteration 3F (430.925573 sec): 3 clusters Score: Raw -28936.119777 + Penalty 1418.955802 = -27517.163975 nChanged 31 SP:Iteration 4Q (430.964444 sec): 3 clusters Score: Raw -28984.670506 + Penalty 1418.955802 = -27565.714704 nChanged 24 SP:Iteration 5Q (430.975109 sec): 3 clusters Score: Raw -29032.126866 + Penalty 1418.955802 = -27613.171064 nChanged 15 SP:Iteration 6Q (430.985717 sec): 3 clusters Score: Raw -29044.071885 + Penalty 1418.955802 = -27625.116083 nChanged 10 SP:Iteration 7Q (430.996298 sec): 3 clusters Score: Raw -29052.997253 + Penalty 1418.955802 = -27634.041451 nChanged 9 SP:Iteration 8Q (431.006939 sec): 3 clusters Score: Raw -29058.390673 + Penalty 1418.955802 = -27639.434872 nChanged 6 SP:Iteration 9Q (431.017494 sec): 3 clusters Score: Raw -29063.140487 + Penalty 1418.955802 = -27644.184685 nChanged 5 SP:Iteration 10Q (431.028071 sec): 3 clusters Score: Raw -29067.454123 + Penalty 1418.955802 = -27648.498321 nChanged 2 SP:Iteration 11Q (431.038666 sec): 3 clusters Score: Raw -29068.593534 + Penalty 1418.955802 = -27649.637733 nChanged 2 SP:Iteration 12Q (431.049215 sec): 3 clusters Score: Raw -29069.251964 + Penalty 1418.955802 = -27650.296162 nChanged 4 SP:Iteration 13Q (431.059745 sec): 3 clusters Score: Raw -29073.524587 + Penalty 1418.955802 = -27654.568785 nChanged 3 SP:Iteration 14Q (431.070232 sec): 3 clusters Score: Raw -29078.323885 + Penalty 1418.955802 = -27659.368084 nChanged 4 SP:Iteration 15Q (431.080812 sec): 3 clusters Score: Raw -29082.179035 + Penalty 1418.955802 = -27663.223233 nChanged 2 SP:Iteration 16Q (431.091392 sec): 3 clusters Score: Raw -29084.950734 + Penalty 1418.955802 = -27665.994932 nChanged 1 SP:Iteration 17Q (431.101977 sec): 3 clusters Score: Raw -29086.247566 + Penalty 1418.955802 = -27667.291764 nChanged 1 SP:Iteration 18Q (431.112539 sec): 3 clusters Score: Raw -29086.698423 + Penalty 1418.955802 = -27667.742621 nChanged 2 SP:Iteration 19Q (431.123103 sec): 3 clusters Score: Raw -29093.720128 + Penalty 1418.955802 = -27674.764326 nChanged 3 SP:Iteration 20F (431.133585 sec): 3 clusters Score: Raw -29096.376677 + Penalty 1418.955802 = -27677.420876 nChanged 3 SP:Iteration 21Q (431.144121 sec): 3 clusters Score: Raw -29097.423555 + Penalty 1418.955802 = -27678.467753 nChanged 2 SP:Iteration 22Q (431.154799 sec): 3 clusters Score: Raw -29098.529528 + Penalty 1418.955802 = -27679.573726 nChanged 4 SP:Iteration 23Q (431.165382 sec): 3 clusters Score: Raw -29101.874670 + Penalty 1418.955802 = -27682.918868 nChanged 3 SP:Iteration 24Q (431.175925 sec): 3 clusters Score: Raw -29105.042009 + Penalty 1418.955802 = -27686.086207 nChanged 5 SP:Iteration 25Q (431.186451 sec): 3 clusters Score: Raw -29110.045336 + Penalty 1418.955802 = -27691.089535 nChanged 6 SP:Iteration 26Q (431.197025 sec): 3 clusters Score: Raw -29117.192799 + Penalty 1418.955802 = -27698.236998 nChanged 7 SP:Iteration 27Q (431.207559 sec): 3 clusters Score: Raw -29124.175652 + Penalty 1418.955802 = -27705.219850 nChanged 8 SP:Iteration 28Q (431.218084 sec): 3 clusters Score: Raw -29136.628524 + Penalty 1418.955802 = -27717.672722 nChanged 5 SP:Iteration 29Q (431.228702 sec): 3 clusters Score: Raw -29139.012190 + Penalty 1418.955802 = -27720.056388 nChanged 5 SP:Iteration 30Q (431.341628 sec): 3 clusters Score: Raw -29143.591650 + Penalty 1418.955802 = -27724.635848 nChanged 2 SP:Iteration 31Q (431.469031 sec): 3 clusters Score: Raw -29144.432099 + Penalty 1418.955802 = -27725.476297 nChanged 0 SP:Iteration 32F (431.586198 sec): 3 clusters Score: Raw -29144.432099 + Penalty 1418.955802 = -27725.476297 nChanged 0 Trying to split cluster 7 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.607305 sec): 2 clusters Score: Raw -29861.285695 + Penalty 674.951054 = -29186.334641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.616253 sec): 3 clusters Score: Raw -29689.218599 + Penalty 1349.902107 = -28339.316492 nChanged 187 SP:Iteration 1F (431.624767 sec): 3 clusters Score: Raw -29863.777992 + Penalty 1349.902107 = -28513.875885 nChanged 43 SP:Iteration 2F (431.633372 sec): 3 clusters Score: Raw -29933.023742 + Penalty 1349.902107 = -28583.121635 nChanged 28 SP:Iteration 3Q (431.642001 sec): 3 clusters Score: Raw -29965.155088 + Penalty 1349.902107 = -28615.252981 nChanged 22 SP:Iteration 4Q (431.650621 sec): 3 clusters Score: Raw -29984.988714 + Penalty 1349.902107 = -28635.086607 nChanged 10 SP:Iteration 5Q (431.659309 sec): 3 clusters Score: Raw -29996.522646 + Penalty 1349.902107 = -28646.620539 nChanged 11 SP:Iteration 6Q (431.667870 sec): 3 clusters Score: Raw -30007.268322 + Penalty 1349.902107 = -28657.366215 nChanged 2 SP:Iteration 7Q (431.676684 sec): 3 clusters Score: Raw -30009.411331 + Penalty 1349.902107 = -28659.509224 nChanged 2 SP:Iteration 8Q (431.685312 sec): 3 clusters Score: Raw -30010.370028 + Penalty 1349.902107 = -28660.467920 nChanged 0 SP:Iteration 9F (431.693794 sec): 3 clusters Score: Raw -30010.370028 + Penalty 1349.902107 = -28660.467920 nChanged 0 Trying to split cluster 8 (996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.719766 sec): 2 clusters Score: Raw -54747.290822 + Penalty 724.893462 = -54022.397360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.732053 sec): 3 clusters Score: Raw -54356.121203 + Penalty 1449.786924 = -52906.334278 nChanged 323 SP:Iteration 1F (431.743882 sec): 3 clusters Score: Raw -54585.870116 + Penalty 1449.786924 = -53136.083192 nChanged 81 SP:Iteration 2F (431.755512 sec): 3 clusters Score: Raw -54651.331446 + Penalty 1449.786924 = -53201.544522 nChanged 41 SP:Iteration 3Q (431.767450 sec): 3 clusters Score: Raw -54689.597742 + Penalty 1449.786924 = -53239.810817 nChanged 31 SP:Iteration 4Q (431.779333 sec): 3 clusters Score: Raw -54727.991431 + Penalty 1449.786924 = -53278.204506 nChanged 40 SP:Iteration 5Q (431.791229 sec): 3 clusters Score: Raw -54772.233460 + Penalty 1449.786924 = -53322.446536 nChanged 30 SP:Iteration 6Q (431.803233 sec): 3 clusters Score: Raw -54810.592649 + Penalty 1449.786924 = -53360.805725 nChanged 29 SP:Iteration 7Q (431.814927 sec): 3 clusters Score: Raw -54837.663372 + Penalty 1449.786924 = -53387.876448 nChanged 25 SP:Iteration 8Q (431.826782 sec): 3 clusters Score: Raw -54859.152560 + Penalty 1449.786924 = -53409.365635 nChanged 18 SP:Iteration 9Q (431.838589 sec): 3 clusters Score: Raw -54869.568891 + Penalty 1449.786924 = -53419.781967 nChanged 19 SP:Iteration 10Q (431.850340 sec): 3 clusters Score: Raw -54886.283558 + Penalty 1449.786924 = -53436.496634 nChanged 21 SP:Iteration 11Q (431.862239 sec): 3 clusters Score: Raw -54904.951014 + Penalty 1449.786924 = -53455.164090 nChanged 17 SP:Iteration 12Q (431.874065 sec): 3 clusters Score: Raw -54915.701756 + Penalty 1449.786924 = -53465.914832 nChanged 10 SP:Iteration 13Q (431.885885 sec): 3 clusters Score: Raw -54924.440043 + Penalty 1449.786924 = -53474.653119 nChanged 12 SP:Iteration 14Q (431.897682 sec): 3 clusters Score: Raw -54932.568519 + Penalty 1449.786924 = -53482.781595 nChanged 8 SP:Iteration 15Q (431.909459 sec): 3 clusters Score: Raw -54941.915046 + Penalty 1449.786924 = -53492.128122 nChanged 11 SP:Iteration 16Q (432.024374 sec): 3 clusters Score: Raw -54947.976136 + Penalty 1449.786924 = -53498.189211 nChanged 7 SP:Iteration 17Q (432.126380 sec): 3 clusters Score: Raw -54950.762382 + Penalty 1449.786924 = -53500.975458 nChanged 5 SP:Iteration 18Q (432.241668 sec): 3 clusters Score: Raw -54953.768127 + Penalty 1449.786924 = -53503.981203 nChanged 4 SP:Iteration 19Q (432.335062 sec): 3 clusters Score: Raw -54958.955466 + Penalty 1449.786924 = -53509.168542 nChanged 8 SP:Iteration 20F (432.346783 sec): 3 clusters Score: Raw -54962.681373 + Penalty 1449.786924 = -53512.894449 nChanged 6 SP:Iteration 21Q (432.358572 sec): 3 clusters Score: Raw -54966.462241 + Penalty 1449.786924 = -53516.675317 nChanged 6 SP:Iteration 22Q (432.370362 sec): 3 clusters Score: Raw -54969.297868 + Penalty 1449.786924 = -53519.510943 nChanged 5 SP:Iteration 23Q (432.382146 sec): 3 clusters Score: Raw -54971.557095 + Penalty 1449.786924 = -53521.770170 nChanged 3 SP:Iteration 24Q (432.393963 sec): 3 clusters Score: Raw -54972.958094 + Penalty 1449.786924 = -53523.171170 nChanged 1 SP:Iteration 25Q (432.405856 sec): 3 clusters Score: Raw -54974.300657 + Penalty 1449.786924 = -53524.513733 nChanged 2 SP:Iteration 26Q (432.417735 sec): 3 clusters Score: Raw -54976.318781 + Penalty 1449.786924 = -53526.531857 nChanged 4 SP:Iteration 27Q (432.429499 sec): 3 clusters Score: Raw -54978.335834 + Penalty 1449.786924 = -53528.548909 nChanged 7 SP:Iteration 28Q (432.441249 sec): 3 clusters Score: Raw -54988.509097 + Penalty 1449.786924 = -53538.722173 nChanged 7 SP:Iteration 29Q (432.453061 sec): 3 clusters Score: Raw -54993.231831 + Penalty 1449.786924 = -53543.444907 nChanged 6 SP:Iteration 30Q (432.464860 sec): 3 clusters Score: Raw -54998.192828 + Penalty 1449.786924 = -53548.405904 nChanged 5 SP:Iteration 31Q (432.476648 sec): 3 clusters Score: Raw -55002.056124 + Penalty 1449.786924 = -53552.269200 nChanged 7 SP:Iteration 32Q (432.488434 sec): 3 clusters Score: Raw -55007.860178 + Penalty 1449.786924 = -53558.073254 nChanged 6 SP:Iteration 33Q (432.500232 sec): 3 clusters Score: Raw -55015.281210 + Penalty 1449.786924 = -53565.494286 nChanged 5 SP:Iteration 34Q (432.511967 sec): 3 clusters Score: Raw -55018.711195 + Penalty 1449.786924 = -53568.924271 nChanged 2 SP:Iteration 35Q (432.523714 sec): 3 clusters Score: Raw -55020.117098 + Penalty 1449.786924 = -53570.330174 nChanged 1 SP:Iteration 36Q (432.535546 sec): 3 clusters Score: Raw -55021.465038 + Penalty 1449.786924 = -53571.678113 nChanged 1 SP:Iteration 37Q (432.547294 sec): 3 clusters Score: Raw -55022.161239 + Penalty 1449.786924 = -53572.374315 nChanged 0 SP:Iteration 38F (432.558878 sec): 3 clusters Score: Raw -55022.161239 + Penalty 1449.786924 = -53572.374315 nChanged 0 Trying to split cluster 9 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (432.578964 sec): 2 clusters Score: Raw -26236.668710 + Penalty 649.767733 = -25586.900977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (432.586728 sec): 3 clusters Score: Raw -26119.401283 + Penalty 1299.535466 = -24819.865817 nChanged 143 SP:Iteration 1F (432.594280 sec): 3 clusters Score: Raw -26295.443827 + Penalty 1299.535466 = -24995.908362 nChanged 36 SP:Iteration 2F (432.601824 sec): 3 clusters Score: Raw -26336.808419 + Penalty 1299.535466 = -25037.272953 nChanged 12 SP:Iteration 3Q (432.609410 sec): 3 clusters Score: Raw -26350.153306 + Penalty 1299.535466 = -25050.617840 nChanged 8 SP:Iteration 4Q (432.616897 sec): 3 clusters Score: Raw -26360.374510 + Penalty 1299.535466 = -25060.839044 nChanged 8 SP:Iteration 5Q (432.624353 sec): 3 clusters Score: Raw -26371.718507 + Penalty 1299.535466 = -25072.183041 nChanged 8 SP:Iteration 6Q (432.631820 sec): 3 clusters Score: Raw -26385.173121 + Penalty 1299.535466 = -25085.637655 nChanged 8 SP:Iteration 7Q (432.639406 sec): 3 clusters Score: Raw -26400.255672 + Penalty 1299.535466 = -25100.720206 nChanged 9 SP:Iteration 8Q (432.752979 sec): 3 clusters Score: Raw -26420.116414 + Penalty 1299.535466 = -25120.580948 nChanged 20 SP:Iteration 9Q (432.853050 sec): 3 clusters Score: Raw -26450.065966 + Penalty 1299.535466 = -25150.530500 nChanged 9 SP:Iteration 10Q (432.965540 sec): 3 clusters Score: Raw -26461.787369 + Penalty 1299.535466 = -25162.251903 nChanged 8 SP:Iteration 11Q (433.062468 sec): 3 clusters Score: Raw -26474.621645 + Penalty 1299.535466 = -25175.086179 nChanged 7 SP:Iteration 12Q (433.070022 sec): 3 clusters Score: Raw -26482.169024 + Penalty 1299.535466 = -25182.633559 nChanged 1 SP:Iteration 13Q (433.077442 sec): 3 clusters Score: Raw -26483.088668 + Penalty 1299.535466 = -25183.553202 nChanged 2 SP:Iteration 14Q (433.084888 sec): 3 clusters Score: Raw -26485.563956 + Penalty 1299.535466 = -25186.028490 nChanged 1 SP:Iteration 15Q (433.092267 sec): 3 clusters Score: Raw -26486.542955 + Penalty 1299.535466 = -25187.007489 nChanged 0 SP:Iteration 16F (433.099624 sec): 3 clusters Score: Raw -26486.542955 + Penalty 1299.535466 = -25187.007489 nChanged 0 Trying to split cluster 10 (3713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (433.140148 sec): 2 clusters Score: Raw -215801.117610 + Penalty 863.057523 = -214938.060087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (433.176585 sec): 3 clusters Score: Raw -213849.198956 + Penalty 1726.115045 = -212123.083911 nChanged 1506 SP:Iteration 1F (433.210474 sec): 3 clusters Score: Raw -214732.565088 + Penalty 1726.115045 = -213006.450043 nChanged 270 SP:Iteration 2F (433.244912 sec): 3 clusters Score: Raw -214900.147406 + Penalty 1726.115045 = -213174.032361 nChanged 230 SP:Iteration 3F (433.281817 sec): 3 clusters Score: Raw -215060.439597 + Penalty 1726.115045 = -213334.324552 nChanged 214 SP:Iteration 4F (433.337613 sec): 3 clusters Score: Raw -215186.866941 + Penalty 1726.115045 = -213460.751896 nChanged 168 SP:Iteration 5Q (433.375421 sec): 3 clusters Score: Raw -215287.732500 + Penalty 1726.115045 = -213561.617454 nChanged 143 SP:Iteration 6Q (433.413225 sec): 3 clusters Score: Raw -215376.185102 + Penalty 1726.115045 = -213650.070056 nChanged 123 SP:Iteration 7Q (433.448186 sec): 3 clusters Score: Raw -215436.521465 + Penalty 1726.115045 = -213710.406420 nChanged 93 SP:Iteration 8Q (433.483115 sec): 3 clusters Score: Raw -215485.712559 + Penalty 1726.115045 = -213759.597513 nChanged 78 SP:Iteration 9Q (433.518286 sec): 3 clusters Score: Raw -215524.057949 + Penalty 1726.115045 = -213797.942903 nChanged 64 SP:Iteration 10Q (433.553074 sec): 3 clusters Score: Raw -215554.712232 + Penalty 1726.115045 = -213828.597187 nChanged 52 SP:Iteration 11Q (433.587742 sec): 3 clusters Score: Raw -215582.523029 + Penalty 1726.115045 = -213856.407984 nChanged 59 SP:Iteration 12Q (433.622451 sec): 3 clusters Score: Raw -215609.483542 + Penalty 1726.115045 = -213883.368496 nChanged 62 SP:Iteration 13Q (433.657239 sec): 3 clusters Score: Raw -215637.031838 + Penalty 1726.115045 = -213910.916792 nChanged 47 SP:Iteration 14Q (433.691844 sec): 3 clusters Score: Raw -215657.035678 + Penalty 1726.115045 = -213930.920633 nChanged 39 SP:Iteration 15Q (433.726443 sec): 3 clusters Score: Raw -215672.802650 + Penalty 1726.115045 = -213946.687604 nChanged 33 SP:Iteration 16Q (433.760798 sec): 3 clusters Score: Raw -215686.670980 + Penalty 1726.115045 = -213960.555935 nChanged 34 SP:Iteration 17Q (433.795036 sec): 3 clusters Score: Raw -215697.125876 + Penalty 1726.115045 = -213971.010831 nChanged 25 SP:Iteration 18Q (433.829370 sec): 3 clusters Score: Raw -215706.348148 + Penalty 1726.115045 = -213980.233102 nChanged 28 SP:Iteration 19Q (433.863733 sec): 3 clusters Score: Raw -215716.082925 + Penalty 1726.115045 = -213989.967879 nChanged 31 SP:Iteration 20F (433.897688 sec): 3 clusters Score: Raw -215728.666973 + Penalty 1726.115045 = -214002.551927 nChanged 28 SP:Iteration 21Q (434.007604 sec): 3 clusters Score: Raw -215738.501855 + Penalty 1726.115045 = -214012.386809 nChanged 27 SP:Iteration 22Q (434.132835 sec): 3 clusters Score: Raw -215749.862750 + Penalty 1726.115045 = -214023.747705 nChanged 22 SP:Iteration 23Q (434.253521 sec): 3 clusters Score: Raw -215757.101508 + Penalty 1726.115045 = -214030.986463 nChanged 25 SP:Iteration 24Q (434.286536 sec): 3 clusters Score: Raw -215765.305312 + Penalty 1726.115045 = -214039.190266 nChanged 19 SP:Iteration 25Q (434.320571 sec): 3 clusters Score: Raw -215772.216821 + Penalty 1726.115045 = -214046.101776 nChanged 25 SP:Iteration 26Q (434.354906 sec): 3 clusters Score: Raw -215781.614348 + Penalty 1726.115045 = -214055.499303 nChanged 22 SP:Iteration 27Q (434.388961 sec): 3 clusters Score: Raw -215790.373127 + Penalty 1726.115045 = -214064.258082 nChanged 22 SP:Iteration 28Q (434.422904 sec): 3 clusters Score: Raw -215798.832810 + Penalty 1726.115045 = -214072.717764 nChanged 17 SP:Iteration 29Q (434.457150 sec): 3 clusters Score: Raw -215805.614168 + Penalty 1726.115045 = -214079.499122 nChanged 18 SP:Iteration 30Q (434.491166 sec): 3 clusters Score: Raw -215812.786361 + Penalty 1726.115045 = -214086.671315 nChanged 11 SP:Iteration 31Q (434.524965 sec): 3 clusters Score: Raw -215816.484344 + Penalty 1726.115045 = -214090.369298 nChanged 11 SP:Iteration 32Q (434.558682 sec): 3 clusters Score: Raw -215819.694901 + Penalty 1726.115045 = -214093.579856 nChanged 7 SP:Iteration 33Q (434.592470 sec): 3 clusters Score: Raw -215822.161669 + Penalty 1726.115045 = -214096.046624 nChanged 12 SP:Iteration 34Q (434.626539 sec): 3 clusters Score: Raw -215828.189259 + Penalty 1726.115045 = -214102.074213 nChanged 16 SP:Iteration 35Q (434.660399 sec): 3 clusters Score: Raw -215833.608425 + Penalty 1726.115045 = -214107.493379 nChanged 15 SP:Iteration 36Q (434.694182 sec): 3 clusters Score: Raw -215837.525469 + Penalty 1726.115045 = -214111.410423 nChanged 12 SP:Iteration 37Q (434.727890 sec): 3 clusters Score: Raw -215840.211376 + Penalty 1726.115045 = -214114.096331 nChanged 11 SP:Iteration 38Q (434.761684 sec): 3 clusters Score: Raw -215843.989940 + Penalty 1726.115045 = -214117.874895 nChanged 5 SP:Iteration 39Q (434.795633 sec): 3 clusters Score: Raw -215845.331111 + Penalty 1726.115045 = -214119.216066 nChanged 4 SP:Iteration 40F (434.829415 sec): 3 clusters Score: Raw -215846.043130 + Penalty 1726.115045 = -214119.928084 nChanged 9 SP:Iteration 41Q (434.863158 sec): 3 clusters Score: Raw -215848.433893 + Penalty 1726.115045 = -214122.318847 nChanged 4 SP:Iteration 42Q (434.896736 sec): 3 clusters Score: Raw -215849.075270 + Penalty 1726.115045 = -214122.960225 nChanged 4 SP:Iteration 43Q (434.930579 sec): 3 clusters Score: Raw -215850.006038 + Penalty 1726.115045 = -214123.890993 nChanged 4 SP:Iteration 44Q (434.964647 sec): 3 clusters Score: Raw -215851.334160 + Penalty 1726.115045 = -214125.219114 nChanged 8 SP:Iteration 45Q (434.998319 sec): 3 clusters Score: Raw -215853.615499 + Penalty 1726.115045 = -214127.500454 nChanged 9 SP:Iteration 46Q (435.031850 sec): 3 clusters Score: Raw -215856.097070 + Penalty 1726.115045 = -214129.982025 nChanged 14 SP:Iteration 47Q (435.065788 sec): 3 clusters Score: Raw -215862.617483 + Penalty 1726.115045 = -214136.502438 nChanged 15 SP:Iteration 48Q (435.099456 sec): 3 clusters Score: Raw -215868.563001 + Penalty 1726.115045 = -214142.447956 nChanged 14 SP:Iteration 49Q (435.133358 sec): 3 clusters Score: Raw -215873.214435 + Penalty 1726.115045 = -214147.099390 nChanged 15 SP:Iteration 50Q (435.166973 sec): 3 clusters Score: Raw -215877.451728 + Penalty 1726.115045 = -214151.336683 nChanged 6 SP:Iteration 51Q (435.200397 sec): 3 clusters Score: Raw -215879.396229 + Penalty 1726.115045 = -214153.281183 nChanged 11 SP:Iteration 52Q (435.305394 sec): 3 clusters Score: Raw -215883.299623 + Penalty 1726.115045 = -214157.184577 nChanged 4 SP:Iteration 53Q (435.425691 sec): 3 clusters Score: Raw -215884.190855 + Penalty 1726.115045 = -214158.075809 nChanged 6 SP:Iteration 54Q (435.544968 sec): 3 clusters Score: Raw -215885.460139 + Penalty 1726.115045 = -214159.345094 nChanged 7 SP:Iteration 55Q (435.662668 sec): 3 clusters Score: Raw -215887.912928 + Penalty 1726.115045 = -214161.797883 nChanged 7 SP:Iteration 56Q (435.703433 sec): 3 clusters Score: Raw -215890.178974 + Penalty 1726.115045 = -214164.063929 nChanged 6 SP:Iteration 57Q (435.736717 sec): 3 clusters Score: Raw -215893.270960 + Penalty 1726.115045 = -214167.155914 nChanged 8 SP:Iteration 58Q (435.770004 sec): 3 clusters Score: Raw -215896.558481 + Penalty 1726.115045 = -214170.443436 nChanged 8 SP:Iteration 59Q (435.803192 sec): 3 clusters Score: Raw -215899.372444 + Penalty 1726.115045 = -214173.257398 nChanged 1 SP:Iteration 60F (435.836784 sec): 3 clusters Score: Raw -215899.944309 + Penalty 1726.115045 = -214173.829264 nChanged 2 SP:Iteration 61Q (435.869990 sec): 3 clusters Score: Raw -215900.502489 + Penalty 1726.115045 = -214174.387444 nChanged 4 SP:Iteration 62Q (435.918294 sec): 3 clusters Score: Raw -215901.920290 + Penalty 1726.115045 = -214175.805245 nChanged 7 SP:Iteration 63Q (435.951504 sec): 3 clusters Score: Raw -215903.964755 + Penalty 1726.115045 = -214177.849709 nChanged 9 SP:Iteration 64Q (435.984673 sec): 3 clusters Score: Raw -215907.001319 + Penalty 1726.115045 = -214180.886273 nChanged 8 SP:Iteration 65Q (436.017888 sec): 3 clusters Score: Raw -215909.729570 + Penalty 1726.115045 = -214183.614525 nChanged 3 SP:Iteration 66Q (436.051411 sec): 3 clusters Score: Raw -215910.748640 + Penalty 1726.115045 = -214184.633594 nChanged 4 SP:Iteration 67Q (436.084775 sec): 3 clusters Score: Raw -215911.497679 + Penalty 1726.115045 = -214185.382633 nChanged 2 SP:Iteration 68Q (436.117981 sec): 3 clusters Score: Raw -215911.985077 + Penalty 1726.115045 = -214185.870032 nChanged 1 SP:Iteration 69Q (436.151044 sec): 3 clusters Score: Raw -215912.118315 + Penalty 1726.115045 = -214186.003270 nChanged 0 SP:Iteration 70F (436.184684 sec): 3 clusters Score: Raw -215912.118315 + Penalty 1726.115045 = -214186.003270 nChanged 0 Trying to split cluster 11 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.215662 sec): 2 clusters Score: Raw -10113.017767 + Penalty 577.632112 = -9535.385655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.221415 sec): 3 clusters Score: Raw -10147.208223 + Penalty 1155.264224 = -8991.943998 nChanged 60 SP:Iteration 1F (436.226846 sec): 3 clusters Score: Raw -10284.680221 + Penalty 1155.264224 = -9129.415997 nChanged 15 SP:Iteration 2F (436.232247 sec): 3 clusters Score: Raw -10326.873508 + Penalty 1155.264224 = -9171.609283 nChanged 11 SP:Iteration 3Q (436.237732 sec): 3 clusters Score: Raw -10357.717991 + Penalty 1155.264224 = -9202.453767 nChanged 8 SP:Iteration 4Q (436.243086 sec): 3 clusters Score: Raw -10375.343481 + Penalty 1155.264224 = -9220.079257 nChanged 4 SP:Iteration 5Q (436.248436 sec): 3 clusters Score: Raw -10382.109845 + Penalty 1155.264224 = -9226.845621 nChanged 3 SP:Iteration 6Q (436.253787 sec): 3 clusters Score: Raw -10389.612776 + Penalty 1155.264224 = -9234.348552 nChanged 3 SP:Iteration 7Q (436.259111 sec): 3 clusters Score: Raw -10395.546651 + Penalty 1155.264224 = -9240.282427 nChanged 2 SP:Iteration 8Q (436.264485 sec): 3 clusters Score: Raw -10402.597619 + Penalty 1155.264224 = -9247.333395 nChanged 3 SP:Iteration 9Q (436.269822 sec): 3 clusters Score: Raw -10410.184015 + Penalty 1155.264224 = -9254.919791 nChanged 2 SP:Iteration 10Q (436.275163 sec): 3 clusters Score: Raw -10417.755209 + Penalty 1155.264224 = -9262.490985 nChanged 0 SP:Iteration 11F (436.280497 sec): 3 clusters Score: Raw -10417.755209 + Penalty 1155.264224 = -9262.490985 nChanged 0 Trying to split cluster 12 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.338580 sec): 2 clusters Score: Raw -30328.998262 + Penalty 660.809024 = -29668.189238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.452321 sec): 3 clusters Score: Raw -30197.188208 + Penalty 1321.618049 = -28875.570159 nChanged 141 SP:Iteration 1F (436.553148 sec): 3 clusters Score: Raw -30387.421354 + Penalty 1321.618049 = -29065.803306 nChanged 46 SP:Iteration 2F (436.664781 sec): 3 clusters Score: Raw -30449.648841 + Penalty 1321.618049 = -29128.030792 nChanged 23 SP:Iteration 3Q (436.770109 sec): 3 clusters Score: Raw -30486.162992 + Penalty 1321.618049 = -29164.544944 nChanged 11 SP:Iteration 4Q (436.778279 sec): 3 clusters Score: Raw -30503.960422 + Penalty 1321.618049 = -29182.342373 nChanged 14 SP:Iteration 5Q (436.786264 sec): 3 clusters Score: Raw -30532.363454 + Penalty 1321.618049 = -29210.745406 nChanged 11 SP:Iteration 6Q (436.794212 sec): 3 clusters Score: Raw -30550.811360 + Penalty 1321.618049 = -29229.193311 nChanged 7 SP:Iteration 7Q (436.802116 sec): 3 clusters Score: Raw -30562.156823 + Penalty 1321.618049 = -29240.538774 nChanged 6 SP:Iteration 8Q (436.809966 sec): 3 clusters Score: Raw -30591.101630 + Penalty 1321.618049 = -29269.483581 nChanged 10 SP:Iteration 9Q (436.817822 sec): 3 clusters Score: Raw -30614.516419 + Penalty 1321.618049 = -29292.898371 nChanged 11 SP:Iteration 10Q (436.826634 sec): 3 clusters Score: Raw -30633.565069 + Penalty 1321.618049 = -29311.947021 nChanged 6 SP:Iteration 11Q (436.835322 sec): 3 clusters Score: Raw -30639.748976 + Penalty 1321.618049 = -29318.130927 nChanged 2 SP:Iteration 12Q (436.843949 sec): 3 clusters Score: Raw -30640.887245 + Penalty 1321.618049 = -29319.269196 nChanged 1 SP:Iteration 13Q (436.852553 sec): 3 clusters Score: Raw -30642.740393 + Penalty 1321.618049 = -29321.122345 nChanged 2 SP:Iteration 14Q (436.861132 sec): 3 clusters Score: Raw -30646.036539 + Penalty 1321.618049 = -29324.418490 nChanged 0 SP:Iteration 15F (436.869741 sec): 3 clusters Score: Raw -30646.036539 + Penalty 1321.618049 = -29324.418490 nChanged 0 Trying to split cluster 13 (2140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.905159 sec): 2 clusters Score: Raw -121295.694453 + Penalty 805.198916 = -120490.495537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.930217 sec): 3 clusters Score: Raw -120273.470064 + Penalty 1610.397833 = -118663.072232 nChanged 841 SP:Iteration 1F (436.953632 sec): 3 clusters Score: Raw -120918.535900 + Penalty 1610.397833 = -119308.138067 nChanged 243 SP:Iteration 2F (436.976817 sec): 3 clusters Score: Raw -121232.989737 + Penalty 1610.397833 = -119622.591905 nChanged 217 SP:Iteration 3F (436.999561 sec): 3 clusters Score: Raw -121593.630183 + Penalty 1610.397833 = -119983.232350 nChanged 174 SP:Iteration 4F (437.020948 sec): 3 clusters Score: Raw -121796.946195 + Penalty 1610.397833 = -120186.548362 nChanged 98 SP:Iteration 5Q (437.042716 sec): 3 clusters Score: Raw -121912.377219 + Penalty 1610.397833 = -120301.979387 nChanged 75 SP:Iteration 6Q (437.064476 sec): 3 clusters Score: Raw -122009.425282 + Penalty 1610.397833 = -120399.027449 nChanged 61 SP:Iteration 7Q (437.086081 sec): 3 clusters Score: Raw -122078.368248 + Penalty 1610.397833 = -120467.970415 nChanged 45 SP:Iteration 8Q (437.107701 sec): 3 clusters Score: Raw -122131.108459 + Penalty 1610.397833 = -120520.710626 nChanged 27 SP:Iteration 9Q (437.129214 sec): 3 clusters Score: Raw -122161.628492 + Penalty 1610.397833 = -120551.230660 nChanged 21 SP:Iteration 10Q (437.150690 sec): 3 clusters Score: Raw -122182.741879 + Penalty 1610.397833 = -120572.344047 nChanged 17 SP:Iteration 11Q (437.172127 sec): 3 clusters Score: Raw -122195.010793 + Penalty 1610.397833 = -120584.612960 nChanged 5 SP:Iteration 12Q (437.289705 sec): 3 clusters Score: Raw -122196.980026 + Penalty 1610.397833 = -120586.582194 nChanged 3 SP:Iteration 13Q (437.407794 sec): 3 clusters Score: Raw -122198.529553 + Penalty 1610.397833 = -120588.131720 nChanged 5 SP:Iteration 14Q (437.520730 sec): 3 clusters Score: Raw -122201.884498 + Penalty 1610.397833 = -120591.486665 nChanged 6 SP:Iteration 15Q (437.543968 sec): 3 clusters Score: Raw -122205.518498 + Penalty 1610.397833 = -120595.120665 nChanged 5 SP:Iteration 16Q (437.602082 sec): 3 clusters Score: Raw -122208.185936 + Penalty 1610.397833 = -120597.788103 nChanged 4 SP:Iteration 17Q (437.657266 sec): 3 clusters Score: Raw -122209.462885 + Penalty 1610.397833 = -120599.065052 nChanged 1 SP:Iteration 18Q (437.682428 sec): 3 clusters Score: Raw -122209.829159 + Penalty 1610.397833 = -120599.431327 nChanged 0 SP:Iteration 19F (437.707378 sec): 3 clusters Score: Raw -122209.829159 + Penalty 1610.397833 = -120599.431327 nChanged 0 Score: Raw -1021589.207130 + Penalty 17730.054438 = -1003859.152692 Splitting cluster 13 changes total score from -1003985.561151 to -1003859.152692 So it's not getting split. Trying to split cluster 14 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (438.258845 sec): 2 clusters Score: Raw -44813.473384 + Penalty 707.381531 = -44106.091853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (438.270129 sec): 3 clusters Score: Raw -44552.553803 + Penalty 1414.763061 = -43137.790742 nChanged 276 SP:Iteration 1F (438.280792 sec): 3 clusters Score: Raw -44795.589831 + Penalty 1414.763061 = -43380.826770 nChanged 53 SP:Iteration 2F (438.291437 sec): 3 clusters Score: Raw -44844.847676 + Penalty 1414.763061 = -43430.084615 nChanged 28 SP:Iteration 3Q (438.307939 sec): 3 clusters Score: Raw -44872.164318 + Penalty 1414.763061 = -43457.401257 nChanged 25 SP:Iteration 4Q (438.318713 sec): 3 clusters Score: Raw -44892.296936 + Penalty 1414.763061 = -43477.533874 nChanged 21 SP:Iteration 5Q (438.329382 sec): 3 clusters Score: Raw -44908.809969 + Penalty 1414.763061 = -43494.046908 nChanged 20 SP:Iteration 6Q (438.340023 sec): 3 clusters Score: Raw -44926.382773 + Penalty 1414.763061 = -43511.619711 nChanged 22 SP:Iteration 7Q (438.350560 sec): 3 clusters Score: Raw -44957.091248 + Penalty 1414.763061 = -43542.328187 nChanged 26 SP:Iteration 8Q (438.361160 sec): 3 clusters Score: Raw -44987.863530 + Penalty 1414.763061 = -43573.100469 nChanged 22 SP:Iteration 9Q (438.371843 sec): 3 clusters Score: Raw -45010.573641 + Penalty 1414.763061 = -43595.810579 nChanged 21 SP:Iteration 10Q (438.382330 sec): 3 clusters Score: Raw -45028.311048 + Penalty 1414.763061 = -43613.547986 nChanged 17 SP:Iteration 11Q (438.393049 sec): 3 clusters Score: Raw -45046.905115 + Penalty 1414.763061 = -43632.142054 nChanged 14 SP:Iteration 12Q (438.405873 sec): 3 clusters Score: Raw -45057.609006 + Penalty 1414.763061 = -43642.845944 nChanged 6 SP:Iteration 13Q (438.416352 sec): 3 clusters Score: Raw -45061.932369 + Penalty 1414.763061 = -43647.169308 nChanged 3 SP:Iteration 14Q (438.426833 sec): 3 clusters Score: Raw -45065.402866 + Penalty 1414.763061 = -43650.639805 nChanged 2 SP:Iteration 15Q (438.437308 sec): 3 clusters Score: Raw -45067.126908 + Penalty 1414.763061 = -43652.363847 nChanged 1 SP:Iteration 16Q (438.447789 sec): 3 clusters Score: Raw -45067.398069 + Penalty 1414.763061 = -43652.635008 nChanged 0 SP:Iteration 17F (438.458273 sec): 3 clusters Score: Raw -45067.398069 + Penalty 1414.763061 = -43652.635008 nChanged 0 Trying to split cluster 15 (1082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (438.514821 sec): 2 clusters Score: Raw -61067.771288 + Penalty 733.589478 = -60334.181809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (438.541170 sec): 3 clusters Score: Raw -60614.954495 + Penalty 1467.178956 = -59147.775539 nChanged 369 SP:Iteration 1F (438.654844 sec): 3 clusters Score: Raw -60886.096152 + Penalty 1467.178956 = -59418.917195 nChanged 95 SP:Iteration 2F (438.767981 sec): 3 clusters Score: Raw -60964.939038 + Penalty 1467.178956 = -59497.760081 nChanged 54 SP:Iteration 3Q (438.904346 sec): 3 clusters Score: Raw -61006.567000 + Penalty 1467.178956 = -59539.388044 nChanged 38 SP:Iteration 4Q (438.986277 sec): 3 clusters Score: Raw -61038.000031 + Penalty 1467.178956 = -59570.821074 nChanged 36 SP:Iteration 5Q (439.100787 sec): 3 clusters Score: Raw -61066.728703 + Penalty 1467.178956 = -59599.549747 nChanged 22 SP:Iteration 6Q (439.190019 sec): 3 clusters Score: Raw -61082.552690 + Penalty 1467.178956 = -59615.373733 nChanged 19 SP:Iteration 7Q (439.303902 sec): 3 clusters Score: Raw -61093.855308 + Penalty 1467.178956 = -59626.676351 nChanged 9 SP:Iteration 8Q (439.396258 sec): 3 clusters Score: Raw -61100.243732 + Penalty 1467.178956 = -59633.064776 nChanged 10 SP:Iteration 9Q (439.509314 sec): 3 clusters Score: Raw -61106.051468 + Penalty 1467.178956 = -59638.872511 nChanged 12 SP:Iteration 10Q (439.607367 sec): 3 clusters Score: Raw -61112.210961 + Penalty 1467.178956 = -59645.032004 nChanged 10 SP:Iteration 11Q (439.620212 sec): 3 clusters Score: Raw -61119.539474 + Penalty 1467.178956 = -59652.360517 nChanged 12 SP:Iteration 12Q (439.632782 sec): 3 clusters Score: Raw -61131.276872 + Penalty 1467.178956 = -59664.097915 nChanged 8 SP:Iteration 13Q (439.645310 sec): 3 clusters Score: Raw -61134.771477 + Penalty 1467.178956 = -59667.592521 nChanged 7 SP:Iteration 14Q (439.657781 sec): 3 clusters Score: Raw -61138.960723 + Penalty 1467.178956 = -59671.781767 nChanged 5 SP:Iteration 15Q (439.670351 sec): 3 clusters Score: Raw -61142.547190 + Penalty 1467.178956 = -59675.368233 nChanged 9 SP:Iteration 16Q (439.682929 sec): 3 clusters Score: Raw -61147.580461 + Penalty 1467.178956 = -59680.401505 nChanged 7 SP:Iteration 17Q (439.695461 sec): 3 clusters Score: Raw -61153.129683 + Penalty 1467.178956 = -59685.950726 nChanged 12 SP:Iteration 18Q (439.707978 sec): 3 clusters Score: Raw -61160.740688 + Penalty 1467.178956 = -59693.561732 nChanged 7 SP:Iteration 19Q (439.720448 sec): 3 clusters Score: Raw -61164.731928 + Penalty 1467.178956 = -59697.552971 nChanged 3 SP:Iteration 20F (439.732848 sec): 3 clusters Score: Raw -61172.703106 + Penalty 1467.178956 = -59705.524149 nChanged 6 SP:Iteration 21Q (439.745341 sec): 3 clusters Score: Raw -61177.958016 + Penalty 1467.178956 = -59710.779059 nChanged 5 SP:Iteration 22Q (439.757797 sec): 3 clusters Score: Raw -61180.793101 + Penalty 1467.178956 = -59713.614145 nChanged 2 SP:Iteration 23Q (439.770305 sec): 3 clusters Score: Raw -61182.802451 + Penalty 1467.178956 = -59715.623495 nChanged 6 SP:Iteration 24Q (439.782770 sec): 3 clusters Score: Raw -61186.492630 + Penalty 1467.178956 = -59719.313674 nChanged 2 SP:Iteration 25Q (439.795310 sec): 3 clusters Score: Raw -61188.132484 + Penalty 1467.178956 = -59720.953528 nChanged 2 SP:Iteration 26Q (439.807699 sec): 3 clusters Score: Raw -61189.327577 + Penalty 1467.178956 = -59722.148621 nChanged 1 SP:Iteration 27Q (439.820178 sec): 3 clusters Score: Raw -61189.921368 + Penalty 1467.178956 = -59722.742412 nChanged 2 SP:Iteration 28Q (439.832667 sec): 3 clusters Score: Raw -61191.718717 + Penalty 1467.178956 = -59724.539761 nChanged 3 SP:Iteration 29Q (439.845125 sec): 3 clusters Score: Raw -61192.845266 + Penalty 1467.178956 = -59725.666309 nChanged 2 SP:Iteration 30Q (439.857566 sec): 3 clusters Score: Raw -61193.420636 + Penalty 1467.178956 = -59726.241680 nChanged 1 SP:Iteration 31Q (439.869931 sec): 3 clusters Score: Raw -61193.585227 + Penalty 1467.178956 = -59726.406271 nChanged 0 SP:Iteration 32F (439.882194 sec): 3 clusters Score: Raw -61193.585227 + Penalty 1467.178956 = -59726.406271 nChanged 0 Trying to split cluster 16 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (439.967653 sec): 2 clusters Score: Raw -4355.450404 + Penalty 473.640248 = -3881.810155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (440.063540 sec): 3 clusters Score: Raw -4498.881323 + Penalty 947.280496 = -3551.600827 nChanged 10 SP:Iteration 1F (440.176094 sec): 3 clusters Score: Raw -4543.586883 + Penalty 947.280496 = -3596.306387 nChanged 1 SP:Iteration 2Q (440.270995 sec): 3 clusters Score: Raw -4547.935800 + Penalty 947.280496 = -3600.655304 nChanged 0 SP:Iteration 3F (440.361204 sec): 3 clusters Score: Raw -4547.935800 + Penalty 947.280496 = -3600.655304 nChanged 0 Iteration 99Q (440.640615 sec): 17 clusters Score: Raw -1020675.377881 + Penalty 16687.110060 = -1003988.267821 nChanged 11 Iteration 100F (441.105280 sec): 17 clusters Score: Raw -1020678.969858 + Penalty 16687.110060 = -1003991.859799 nChanged 10 Iteration 101Q (441.374722 sec): 17 clusters Score: Raw -1020682.917123 + Penalty 16687.110060 = -1003995.807063 nChanged 6 Iteration 102Q (441.639883 sec): 17 clusters Score: Raw -1020684.903587 + Penalty 16687.110060 = -1003997.793528 nChanged 5 Iteration 103Q (441.909065 sec): 17 clusters Score: Raw -1020687.232522 + Penalty 16687.110060 = -1004000.122462 nChanged 5 Iteration 104Q (442.184780 sec): 17 clusters Score: Raw -1020689.268767 + Penalty 16687.110060 = -1004002.158708 nChanged 2 Iteration 105Q (442.449467 sec): 17 clusters Score: Raw -1020689.859098 + Penalty 16687.110060 = -1004002.749039 nChanged 0 Iteration 106F (442.904546 sec): 17 clusters Score: Raw -1020689.859098 + Penalty 16687.110060 = -1004002.749039 nChanged 0 Compute initial score before splitting: Score: Raw -1020689.859098 + Penalty 16687.110060 = -1004002.749039 Trying to split cluster 1 (1717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (442.931868 sec): 2 clusters Score: Raw -74676.540029 + Penalty 782.075055 = -73894.464973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (442.950605 sec): 3 clusters Score: Raw -73941.192544 + Penalty 1564.150111 = -72377.042433 nChanged 639 SP:Iteration 1F (442.971376 sec): 3 clusters Score: Raw -74495.709927 + Penalty 1564.150111 = -72931.559816 nChanged 182 SP:Iteration 2F (442.989231 sec): 3 clusters Score: Raw -74687.710606 + Penalty 1564.150111 = -73123.560496 nChanged 107 SP:Iteration 3F (443.009390 sec): 3 clusters Score: Raw -74812.393355 + Penalty 1564.150111 = -73248.243244 nChanged 83 SP:Iteration 4Q (443.029972 sec): 3 clusters Score: Raw -74897.912973 + Penalty 1564.150111 = -73333.762862 nChanged 81 SP:Iteration 5Q (443.050359 sec): 3 clusters Score: Raw -74993.325430 + Penalty 1564.150111 = -73429.175320 nChanged 64 SP:Iteration 6Q (443.068657 sec): 3 clusters Score: Raw -75050.027353 + Penalty 1564.150111 = -73485.877242 nChanged 41 SP:Iteration 7Q (443.086507 sec): 3 clusters Score: Raw -75084.971528 + Penalty 1564.150111 = -73520.821418 nChanged 32 SP:Iteration 8Q (443.104310 sec): 3 clusters Score: Raw -75111.700911 + Penalty 1564.150111 = -73547.550800 nChanged 25 SP:Iteration 9Q (443.122163 sec): 3 clusters Score: Raw -75127.273337 + Penalty 1564.150111 = -73563.123226 nChanged 18 SP:Iteration 10Q (443.139909 sec): 3 clusters Score: Raw -75135.237048 + Penalty 1564.150111 = -73571.086937 nChanged 12 SP:Iteration 11Q (443.157642 sec): 3 clusters Score: Raw -75142.244744 + Penalty 1564.150111 = -73578.094633 nChanged 15 SP:Iteration 12Q (443.175305 sec): 3 clusters Score: Raw -75150.610455 + Penalty 1564.150111 = -73586.460345 nChanged 9 SP:Iteration 13Q (443.193072 sec): 3 clusters Score: Raw -75158.135300 + Penalty 1564.150111 = -73593.985189 nChanged 13 SP:Iteration 14Q (443.210745 sec): 3 clusters Score: Raw -75167.859193 + Penalty 1564.150111 = -73603.709083 nChanged 18 SP:Iteration 15Q (443.228409 sec): 3 clusters Score: Raw -75184.566668 + Penalty 1564.150111 = -73620.416557 nChanged 16 SP:Iteration 16Q (443.345028 sec): 3 clusters Score: Raw -75197.763175 + Penalty 1564.150111 = -73633.613064 nChanged 17 SP:Iteration 17Q (443.446267 sec): 3 clusters Score: Raw -75210.982817 + Penalty 1564.150111 = -73646.832706 nChanged 14 SP:Iteration 18Q (443.565554 sec): 3 clusters Score: Raw -75215.846515 + Penalty 1564.150111 = -73651.696405 nChanged 8 SP:Iteration 19Q (443.681053 sec): 3 clusters Score: Raw -75219.326960 + Penalty 1564.150111 = -73655.176849 nChanged 7 SP:Iteration 20F (443.794495 sec): 3 clusters Score: Raw -75223.156184 + Penalty 1564.150111 = -73659.006074 nChanged 10 SP:Iteration 21Q (443.908507 sec): 3 clusters Score: Raw -75230.172681 + Penalty 1564.150111 = -73666.022570 nChanged 8 SP:Iteration 22Q (444.023736 sec): 3 clusters Score: Raw -75235.144989 + Penalty 1564.150111 = -73670.994879 nChanged 7 SP:Iteration 23Q (444.065489 sec): 3 clusters Score: Raw -75240.322663 + Penalty 1564.150111 = -73676.172552 nChanged 9 SP:Iteration 24Q (444.083263 sec): 3 clusters Score: Raw -75248.424048 + Penalty 1564.150111 = -73684.273937 nChanged 16 SP:Iteration 25Q (444.100918 sec): 3 clusters Score: Raw -75257.107496 + Penalty 1564.150111 = -73692.957385 nChanged 12 SP:Iteration 26Q (444.118572 sec): 3 clusters Score: Raw -75262.518664 + Penalty 1564.150111 = -73698.368554 nChanged 3 SP:Iteration 27Q (444.136416 sec): 3 clusters Score: Raw -75263.030697 + Penalty 1564.150111 = -73698.880586 nChanged 2 SP:Iteration 28Q (444.154082 sec): 3 clusters Score: Raw -75263.368577 + Penalty 1564.150111 = -73699.218466 nChanged 0 SP:Iteration 29F (444.171671 sec): 3 clusters Score: Raw -75263.368577 + Penalty 1564.150111 = -73699.218466 nChanged 0 Trying to split cluster 2 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (444.203235 sec): 2 clusters Score: Raw -55949.633098 + Penalty 732.907974 = -55216.725124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (444.217553 sec): 3 clusters Score: Raw -55546.971653 + Penalty 1465.815948 = -54081.155706 nChanged 372 SP:Iteration 1F (444.229858 sec): 3 clusters Score: Raw -55865.046691 + Penalty 1465.815948 = -54399.230744 nChanged 106 SP:Iteration 2F (444.242211 sec): 3 clusters Score: Raw -55989.718338 + Penalty 1465.815948 = -54523.902390 nChanged 76 SP:Iteration 3F (444.254608 sec): 3 clusters Score: Raw -56080.610677 + Penalty 1465.815948 = -54614.794729 nChanged 63 SP:Iteration 4F (444.266927 sec): 3 clusters Score: Raw -56152.248492 + Penalty 1465.815948 = -54686.432545 nChanged 52 SP:Iteration 5Q (444.279428 sec): 3 clusters Score: Raw -56241.354884 + Penalty 1465.815948 = -54775.538937 nChanged 39 SP:Iteration 6Q (444.291897 sec): 3 clusters Score: Raw -56296.110998 + Penalty 1465.815948 = -54830.295051 nChanged 24 SP:Iteration 7Q (444.307485 sec): 3 clusters Score: Raw -56317.279125 + Penalty 1465.815948 = -54851.463177 nChanged 11 SP:Iteration 8Q (444.319607 sec): 3 clusters Score: Raw -56325.882454 + Penalty 1465.815948 = -54860.066506 nChanged 7 SP:Iteration 9Q (444.331987 sec): 3 clusters Score: Raw -56333.227808 + Penalty 1465.815948 = -54867.411861 nChanged 8 SP:Iteration 10Q (444.344319 sec): 3 clusters Score: Raw -56339.587005 + Penalty 1465.815948 = -54873.771058 nChanged 2 SP:Iteration 11Q (444.356724 sec): 3 clusters Score: Raw -56340.939817 + Penalty 1465.815948 = -54875.123870 nChanged 3 SP:Iteration 12Q (444.369066 sec): 3 clusters Score: Raw -56342.807570 + Penalty 1465.815948 = -54876.991622 nChanged 5 SP:Iteration 13Q (444.381508 sec): 3 clusters Score: Raw -56344.365333 + Penalty 1465.815948 = -54878.549385 nChanged 0 SP:Iteration 14F (444.393706 sec): 3 clusters Score: Raw -56344.365333 + Penalty 1465.815948 = -54878.549385 nChanged 0 Trying to split cluster 3 (2092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (444.427566 sec): 2 clusters Score: Raw -91163.072395 + Penalty 802.816962 = -90360.255433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (444.532105 sec): 3 clusters Score: Raw -90144.913950 + Penalty 1605.633923 = -88539.280027 nChanged 814 SP:Iteration 1F (444.644951 sec): 3 clusters Score: Raw -90763.554604 + Penalty 1605.633923 = -89157.920680 nChanged 203 SP:Iteration 2F (444.764397 sec): 3 clusters Score: Raw -90932.647054 + Penalty 1605.633923 = -89327.013131 nChanged 116 SP:Iteration 3F (444.872160 sec): 3 clusters Score: Raw -91034.653459 + Penalty 1605.633923 = -89429.019536 nChanged 104 SP:Iteration 4Q (444.893555 sec): 3 clusters Score: Raw -91138.957187 + Penalty 1605.633923 = -89533.323264 nChanged 94 SP:Iteration 5Q (444.914980 sec): 3 clusters Score: Raw -91226.855690 + Penalty 1605.633923 = -89621.221767 nChanged 91 SP:Iteration 6Q (444.937447 sec): 3 clusters Score: Raw -91303.083648 + Penalty 1605.633923 = -89697.449725 nChanged 80 SP:Iteration 7Q (444.958711 sec): 3 clusters Score: Raw -91366.084270 + Penalty 1605.633923 = -89760.450346 nChanged 60 SP:Iteration 8Q (444.979926 sec): 3 clusters Score: Raw -91418.313285 + Penalty 1605.633923 = -89812.679362 nChanged 57 SP:Iteration 9Q (445.001213 sec): 3 clusters Score: Raw -91455.990274 + Penalty 1605.633923 = -89850.356351 nChanged 31 SP:Iteration 10Q (445.022340 sec): 3 clusters Score: Raw -91471.028968 + Penalty 1605.633923 = -89865.395045 nChanged 15 SP:Iteration 11Q (445.043261 sec): 3 clusters Score: Raw -91479.541684 + Penalty 1605.633923 = -89873.907761 nChanged 12 SP:Iteration 12Q (445.064303 sec): 3 clusters Score: Raw -91486.931142 + Penalty 1605.633923 = -89881.297219 nChanged 15 SP:Iteration 13Q (445.085388 sec): 3 clusters Score: Raw -91496.242236 + Penalty 1605.633923 = -89890.608313 nChanged 14 SP:Iteration 14Q (445.106397 sec): 3 clusters Score: Raw -91504.455996 + Penalty 1605.633923 = -89898.822073 nChanged 15 SP:Iteration 15Q (445.127508 sec): 3 clusters Score: Raw -91511.817452 + Penalty 1605.633923 = -89906.183528 nChanged 9 SP:Iteration 16Q (445.148457 sec): 3 clusters Score: Raw -91520.450861 + Penalty 1605.633923 = -89914.816937 nChanged 9 SP:Iteration 17Q (445.169372 sec): 3 clusters Score: Raw -91522.779088 + Penalty 1605.633923 = -89917.145164 nChanged 7 SP:Iteration 18Q (445.190336 sec): 3 clusters Score: Raw -91524.716111 + Penalty 1605.633923 = -89919.082188 nChanged 1 SP:Iteration 19Q (445.212881 sec): 3 clusters Score: Raw -91525.515932 + Penalty 1605.633923 = -89919.882009 nChanged 3 SP:Iteration 20F (445.233712 sec): 3 clusters Score: Raw -91527.657735 + Penalty 1605.633923 = -89922.023812 nChanged 5 SP:Iteration 21Q (445.254591 sec): 3 clusters Score: Raw -91530.041566 + Penalty 1605.633923 = -89924.407642 nChanged 5 SP:Iteration 22Q (445.275613 sec): 3 clusters Score: Raw -91532.290313 + Penalty 1605.633923 = -89926.656390 nChanged 5 SP:Iteration 23Q (445.296567 sec): 3 clusters Score: Raw -91533.423073 + Penalty 1605.633923 = -89927.789150 nChanged 4 SP:Iteration 24Q (445.317517 sec): 3 clusters Score: Raw -91534.679315 + Penalty 1605.633923 = -89929.045392 nChanged 1 SP:Iteration 25Q (445.338571 sec): 3 clusters Score: Raw -91534.803448 + Penalty 1605.633923 = -89929.169525 nChanged 0 SP:Iteration 26F (445.359459 sec): 3 clusters Score: Raw -91534.803448 + Penalty 1605.633923 = -89929.169525 nChanged 0 Trying to split cluster 4 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (445.391657 sec): 2 clusters Score: Raw -80187.532847 + Penalty 764.978188 = -79422.554659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (445.407995 sec): 3 clusters Score: Raw -79572.339237 + Penalty 1529.956375 = -78042.382862 nChanged 515 SP:Iteration 1F (445.423585 sec): 3 clusters Score: Raw -79916.445000 + Penalty 1529.956375 = -78386.488625 nChanged 130 SP:Iteration 2F (445.439164 sec): 3 clusters Score: Raw -80017.615721 + Penalty 1529.956375 = -78487.659346 nChanged 75 SP:Iteration 3F (445.557080 sec): 3 clusters Score: Raw -80072.941958 + Penalty 1529.956375 = -78542.985583 nChanged 58 SP:Iteration 4Q (445.730135 sec): 3 clusters Score: Raw -80120.341210 + Penalty 1529.956375 = -78590.384834 nChanged 52 SP:Iteration 5Q (445.813201 sec): 3 clusters Score: Raw -80155.161923 + Penalty 1529.956375 = -78625.205548 nChanged 38 SP:Iteration 6Q (445.829242 sec): 3 clusters Score: Raw -80182.890728 + Penalty 1529.956375 = -78652.934352 nChanged 25 SP:Iteration 7Q (445.845052 sec): 3 clusters Score: Raw -80201.745963 + Penalty 1529.956375 = -78671.789588 nChanged 25 SP:Iteration 8Q (445.860839 sec): 3 clusters Score: Raw -80222.281651 + Penalty 1529.956375 = -78692.325276 nChanged 25 SP:Iteration 9Q (445.876721 sec): 3 clusters Score: Raw -80234.645315 + Penalty 1529.956375 = -78704.688940 nChanged 15 SP:Iteration 10Q (445.892558 sec): 3 clusters Score: Raw -80241.932650 + Penalty 1529.956375 = -78711.976275 nChanged 14 SP:Iteration 11Q (445.908242 sec): 3 clusters Score: Raw -80250.834940 + Penalty 1529.956375 = -78720.878565 nChanged 18 SP:Iteration 12Q (445.924070 sec): 3 clusters Score: Raw -80257.314540 + Penalty 1529.956375 = -78727.358165 nChanged 10 SP:Iteration 13Q (445.939884 sec): 3 clusters Score: Raw -80263.427007 + Penalty 1529.956375 = -78733.470632 nChanged 13 SP:Iteration 14Q (445.955685 sec): 3 clusters Score: Raw -80268.900036 + Penalty 1529.956375 = -78738.943661 nChanged 4 SP:Iteration 15Q (445.971430 sec): 3 clusters Score: Raw -80270.918216 + Penalty 1529.956375 = -78740.961841 nChanged 7 SP:Iteration 16Q (445.987143 sec): 3 clusters Score: Raw -80273.391178 + Penalty 1529.956375 = -78743.434803 nChanged 6 SP:Iteration 17Q (446.002849 sec): 3 clusters Score: Raw -80274.726312 + Penalty 1529.956375 = -78744.769937 nChanged 2 SP:Iteration 18Q (446.018514 sec): 3 clusters Score: Raw -80274.888361 + Penalty 1529.956375 = -78744.931986 nChanged 0 SP:Iteration 19F (446.033953 sec): 3 clusters Score: Raw -80274.888361 + Penalty 1529.956375 = -78744.931986 nChanged 0 Trying to split cluster 5 (2473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (446.070025 sec): 2 clusters Score: Raw -144273.372079 + Penalty 820.384663 = -143452.987416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (446.095587 sec): 3 clusters Score: Raw -143075.030890 + Penalty 1640.769326 = -141434.261564 nChanged 979 SP:Iteration 1F (446.119631 sec): 3 clusters Score: Raw -143680.222710 + Penalty 1640.769326 = -142039.453383 nChanged 206 SP:Iteration 2F (446.146263 sec): 3 clusters Score: Raw -143810.613355 + Penalty 1640.769326 = -142169.844029 nChanged 131 SP:Iteration 3F (446.170303 sec): 3 clusters Score: Raw -143883.991660 + Penalty 1640.769326 = -142243.222334 nChanged 93 SP:Iteration 4Q (446.194946 sec): 3 clusters Score: Raw -143938.600550 + Penalty 1640.769326 = -142297.831224 nChanged 79 SP:Iteration 5Q (446.219611 sec): 3 clusters Score: Raw -143990.316737 + Penalty 1640.769326 = -142349.547411 nChanged 93 SP:Iteration 6Q (446.244679 sec): 3 clusters Score: Raw -144058.036656 + Penalty 1640.769326 = -142417.267330 nChanged 78 SP:Iteration 7Q (446.269525 sec): 3 clusters Score: Raw -144111.411894 + Penalty 1640.769326 = -142470.642568 nChanged 72 SP:Iteration 8Q (446.294551 sec): 3 clusters Score: Raw -144152.345216 + Penalty 1640.769326 = -142511.575890 nChanged 55 SP:Iteration 9Q (446.319395 sec): 3 clusters Score: Raw -144179.053748 + Penalty 1640.769326 = -142538.284422 nChanged 51 SP:Iteration 10Q (446.344321 sec): 3 clusters Score: Raw -144216.475865 + Penalty 1640.769326 = -142575.706539 nChanged 55 SP:Iteration 11Q (446.369295 sec): 3 clusters Score: Raw -144251.972101 + Penalty 1640.769326 = -142611.202775 nChanged 36 SP:Iteration 12Q (446.394135 sec): 3 clusters Score: Raw -144273.719480 + Penalty 1640.769326 = -142632.950154 nChanged 25 SP:Iteration 13Q (446.514347 sec): 3 clusters Score: Raw -144288.944365 + Penalty 1640.769326 = -142648.175038 nChanged 18 SP:Iteration 14Q (446.633092 sec): 3 clusters Score: Raw -144294.584581 + Penalty 1640.769326 = -142653.815255 nChanged 15 SP:Iteration 15Q (446.749726 sec): 3 clusters Score: Raw -144301.970598 + Penalty 1640.769326 = -142661.201271 nChanged 13 SP:Iteration 16Q (446.865829 sec): 3 clusters Score: Raw -144307.689673 + Penalty 1640.769326 = -142666.920347 nChanged 9 SP:Iteration 17Q (446.956028 sec): 3 clusters Score: Raw -144311.166122 + Penalty 1640.769326 = -142670.396796 nChanged 9 SP:Iteration 18Q (447.056070 sec): 3 clusters Score: Raw -144315.669071 + Penalty 1640.769326 = -142674.899745 nChanged 12 SP:Iteration 19Q (447.080533 sec): 3 clusters Score: Raw -144321.621035 + Penalty 1640.769326 = -142680.851708 nChanged 8 SP:Iteration 20F (447.104649 sec): 3 clusters Score: Raw -144327.571034 + Penalty 1640.769326 = -142686.801708 nChanged 13 SP:Iteration 21Q (447.129526 sec): 3 clusters Score: Raw -144336.113858 + Penalty 1640.769326 = -142695.344532 nChanged 17 SP:Iteration 22Q (447.156667 sec): 3 clusters Score: Raw -144347.312761 + Penalty 1640.769326 = -142706.543435 nChanged 22 SP:Iteration 23Q (447.181065 sec): 3 clusters Score: Raw -144360.441429 + Penalty 1640.769326 = -142719.672103 nChanged 21 SP:Iteration 24Q (447.205467 sec): 3 clusters Score: Raw -144372.784700 + Penalty 1640.769326 = -142732.015374 nChanged 20 SP:Iteration 25Q (447.229830 sec): 3 clusters Score: Raw -144385.057233 + Penalty 1640.769326 = -142744.287907 nChanged 17 SP:Iteration 26Q (447.254250 sec): 3 clusters Score: Raw -144397.143890 + Penalty 1640.769326 = -142756.374564 nChanged 18 SP:Iteration 27Q (447.283805 sec): 3 clusters Score: Raw -144410.761945 + Penalty 1640.769326 = -142769.992619 nChanged 11 SP:Iteration 28Q (447.308328 sec): 3 clusters Score: Raw -144415.416988 + Penalty 1640.769326 = -142774.647661 nChanged 5 SP:Iteration 29Q (447.332587 sec): 3 clusters Score: Raw -144417.919617 + Penalty 1640.769326 = -142777.150291 nChanged 8 SP:Iteration 30Q (447.356744 sec): 3 clusters Score: Raw -144421.672451 + Penalty 1640.769326 = -142780.903125 nChanged 7 SP:Iteration 31Q (447.381110 sec): 3 clusters Score: Raw -144425.966455 + Penalty 1640.769326 = -142785.197129 nChanged 5 SP:Iteration 32Q (447.410582 sec): 3 clusters Score: Raw -144428.387801 + Penalty 1640.769326 = -142787.618475 nChanged 3 SP:Iteration 33Q (447.434961 sec): 3 clusters Score: Raw -144429.519728 + Penalty 1640.769326 = -142788.750402 nChanged 2 SP:Iteration 34Q (447.459238 sec): 3 clusters Score: Raw -144430.305678 + Penalty 1640.769326 = -142789.536352 nChanged 3 SP:Iteration 35Q (447.483329 sec): 3 clusters Score: Raw -144431.743934 + Penalty 1640.769326 = -142790.974607 nChanged 0 SP:Iteration 36F (447.507367 sec): 3 clusters Score: Raw -144431.743934 + Penalty 1640.769326 = -142790.974607 nChanged 0 Trying to split cluster 6 (863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (447.538541 sec): 2 clusters Score: Raw -28654.084420 + Penalty 709.843543 = -27944.240877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (447.549763 sec): 3 clusters Score: Raw -28382.311257 + Penalty 1419.687085 = -26962.624172 nChanged 303 SP:Iteration 1F (447.560120 sec): 3 clusters Score: Raw -28719.340464 + Penalty 1419.687085 = -27299.653379 nChanged 93 SP:Iteration 2F (447.570814 sec): 3 clusters Score: Raw -28839.851791 + Penalty 1419.687085 = -27420.164706 nChanged 48 SP:Iteration 3F (447.581438 sec): 3 clusters Score: Raw -28908.687159 + Penalty 1419.687085 = -27489.000074 nChanged 30 SP:Iteration 4Q (447.592130 sec): 3 clusters Score: Raw -28936.442462 + Penalty 1419.687085 = -27516.755377 nChanged 22 SP:Iteration 5Q (447.602876 sec): 3 clusters Score: Raw -28968.657815 + Penalty 1419.687085 = -27548.970730 nChanged 22 SP:Iteration 6Q (447.721402 sec): 3 clusters Score: Raw -28992.480159 + Penalty 1419.687085 = -27572.793073 nChanged 16 SP:Iteration 7Q (447.834421 sec): 3 clusters Score: Raw -29011.894690 + Penalty 1419.687085 = -27592.207605 nChanged 26 SP:Iteration 8Q (447.966975 sec): 3 clusters Score: Raw -29057.124795 + Penalty 1419.687085 = -27637.437710 nChanged 21 SP:Iteration 9Q (448.045552 sec): 3 clusters Score: Raw -29088.012096 + Penalty 1419.687085 = -27668.325011 nChanged 14 SP:Iteration 10Q (448.149317 sec): 3 clusters Score: Raw -29100.683937 + Penalty 1419.687085 = -27680.996852 nChanged 9 SP:Iteration 11Q (448.254491 sec): 3 clusters Score: Raw -29110.173162 + Penalty 1419.687085 = -27690.486077 nChanged 9 SP:Iteration 12Q (448.342923 sec): 3 clusters Score: Raw -29118.750931 + Penalty 1419.687085 = -27699.063846 nChanged 8 SP:Iteration 13Q (448.353659 sec): 3 clusters Score: Raw -29126.446982 + Penalty 1419.687085 = -27706.759897 nChanged 4 SP:Iteration 14Q (448.364276 sec): 3 clusters Score: Raw -29128.911511 + Penalty 1419.687085 = -27709.224426 nChanged 2 SP:Iteration 15Q (448.374888 sec): 3 clusters Score: Raw -29130.782970 + Penalty 1419.687085 = -27711.095885 nChanged 2 SP:Iteration 16Q (448.385522 sec): 3 clusters Score: Raw -29131.573850 + Penalty 1419.687085 = -27711.886765 nChanged 2 SP:Iteration 17Q (448.396054 sec): 3 clusters Score: Raw -29132.344803 + Penalty 1419.687085 = -27712.657718 nChanged 0 SP:Iteration 18F (448.406624 sec): 3 clusters Score: Raw -29132.829311 + Penalty 1419.687085 = -27713.142226 nChanged 1 SP:Iteration 19Q (448.417189 sec): 3 clusters Score: Raw -29139.517072 + Penalty 1419.687085 = -27719.829987 nChanged 3 SP:Iteration 20F (448.427723 sec): 3 clusters Score: Raw -29140.722723 + Penalty 1419.687085 = -27721.035637 nChanged 0 Trying to split cluster 7 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (448.451679 sec): 2 clusters Score: Raw -29623.213825 + Penalty 674.099467 = -28949.114358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (448.460644 sec): 3 clusters Score: Raw -29442.625884 + Penalty 1348.198935 = -28094.426949 nChanged 178 SP:Iteration 1F (448.469138 sec): 3 clusters Score: Raw -29635.465279 + Penalty 1348.198935 = -28287.266344 nChanged 49 SP:Iteration 2F (448.477711 sec): 3 clusters Score: Raw -29700.805000 + Penalty 1348.198935 = -28352.606065 nChanged 25 SP:Iteration 3Q (448.486326 sec): 3 clusters Score: Raw -29735.891715 + Penalty 1348.198935 = -28387.692780 nChanged 15 SP:Iteration 4Q (448.494922 sec): 3 clusters Score: Raw -29755.331513 + Penalty 1348.198935 = -28407.132578 nChanged 9 SP:Iteration 5Q (448.503488 sec): 3 clusters Score: Raw -29761.746891 + Penalty 1348.198935 = -28413.547956 nChanged 7 SP:Iteration 6Q (448.512095 sec): 3 clusters Score: Raw -29771.417658 + Penalty 1348.198935 = -28423.218723 nChanged 6 SP:Iteration 7Q (448.520785 sec): 3 clusters Score: Raw -29779.295410 + Penalty 1348.198935 = -28431.096475 nChanged 4 SP:Iteration 8Q (448.529325 sec): 3 clusters Score: Raw -29786.521065 + Penalty 1348.198935 = -28438.322130 nChanged 9 SP:Iteration 9Q (448.537976 sec): 3 clusters Score: Raw -29796.640700 + Penalty 1348.198935 = -28448.441766 nChanged 7 SP:Iteration 10Q (448.546554 sec): 3 clusters Score: Raw -29811.787843 + Penalty 1348.198935 = -28463.588908 nChanged 10 SP:Iteration 11Q (448.555108 sec): 3 clusters Score: Raw -29824.343004 + Penalty 1348.198935 = -28476.144069 nChanged 13 SP:Iteration 12Q (448.563655 sec): 3 clusters Score: Raw -29842.242968 + Penalty 1348.198935 = -28494.044033 nChanged 20 SP:Iteration 13Q (448.572026 sec): 3 clusters Score: Raw -29869.966802 + Penalty 1348.198935 = -28521.767867 nChanged 20 SP:Iteration 14Q (448.580582 sec): 3 clusters Score: Raw -29894.160767 + Penalty 1348.198935 = -28545.961832 nChanged 19 SP:Iteration 15Q (448.589188 sec): 3 clusters Score: Raw -29933.516784 + Penalty 1348.198935 = -28585.317849 nChanged 29 SP:Iteration 16Q (448.703669 sec): 3 clusters Score: Raw -29982.749591 + Penalty 1348.198935 = -28634.550656 nChanged 16 SP:Iteration 17Q (448.829561 sec): 3 clusters Score: Raw -30022.944413 + Penalty 1348.198935 = -28674.745478 nChanged 21 SP:Iteration 18Q (448.941866 sec): 3 clusters Score: Raw -30081.121512 + Penalty 1348.198935 = -28732.922577 nChanged 13 SP:Iteration 19Q (449.049890 sec): 3 clusters Score: Raw -30103.084449 + Penalty 1348.198935 = -28754.885514 nChanged 7 SP:Iteration 20F (449.188587 sec): 3 clusters Score: Raw -30112.512282 + Penalty 1348.198935 = -28764.313347 nChanged 5 SP:Iteration 21Q (449.254904 sec): 3 clusters Score: Raw -30116.769267 + Penalty 1348.198935 = -28768.570332 nChanged 0 SP:Iteration 22F (449.263446 sec): 3 clusters Score: Raw -30116.769267 + Penalty 1348.198935 = -28768.570332 nChanged 0 Trying to split cluster 8 (996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (449.293091 sec): 2 clusters Score: Raw -54747.290822 + Penalty 724.893462 = -54022.397360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (449.305437 sec): 3 clusters Score: Raw -54362.248962 + Penalty 1449.786924 = -52912.462038 nChanged 327 SP:Iteration 1F (449.326270 sec): 3 clusters Score: Raw -54584.011192 + Penalty 1449.786924 = -53134.224268 nChanged 74 SP:Iteration 2F (449.338069 sec): 3 clusters Score: Raw -54641.635663 + Penalty 1449.786924 = -53191.848739 nChanged 49 SP:Iteration 3Q (449.350066 sec): 3 clusters Score: Raw -54690.384201 + Penalty 1449.786924 = -53240.597277 nChanged 47 SP:Iteration 4Q (449.369015 sec): 3 clusters Score: Raw -54728.877703 + Penalty 1449.786924 = -53279.090778 nChanged 30 SP:Iteration 5Q (449.380928 sec): 3 clusters Score: Raw -54756.733653 + Penalty 1449.786924 = -53306.946729 nChanged 24 SP:Iteration 6Q (449.392809 sec): 3 clusters Score: Raw -54778.505214 + Penalty 1449.786924 = -53328.718290 nChanged 25 SP:Iteration 7Q (449.404561 sec): 3 clusters Score: Raw -54797.327597 + Penalty 1449.786924 = -53347.540673 nChanged 25 SP:Iteration 8Q (449.416537 sec): 3 clusters Score: Raw -54817.529965 + Penalty 1449.786924 = -53367.743041 nChanged 20 SP:Iteration 9Q (449.428428 sec): 3 clusters Score: Raw -54833.958532 + Penalty 1449.786924 = -53384.171608 nChanged 14 SP:Iteration 10Q (449.440284 sec): 3 clusters Score: Raw -54847.931333 + Penalty 1449.786924 = -53398.144409 nChanged 13 SP:Iteration 11Q (449.452279 sec): 3 clusters Score: Raw -54865.086901 + Penalty 1449.786924 = -53415.299977 nChanged 16 SP:Iteration 12Q (449.464140 sec): 3 clusters Score: Raw -54884.861588 + Penalty 1449.786924 = -53435.074664 nChanged 16 SP:Iteration 13Q (449.476015 sec): 3 clusters Score: Raw -54895.853842 + Penalty 1449.786924 = -53446.066918 nChanged 14 SP:Iteration 14Q (449.493920 sec): 3 clusters Score: Raw -54908.285909 + Penalty 1449.786924 = -53458.498985 nChanged 9 SP:Iteration 15Q (449.505737 sec): 3 clusters Score: Raw -54916.045596 + Penalty 1449.786924 = -53466.258672 nChanged 6 SP:Iteration 16Q (449.517585 sec): 3 clusters Score: Raw -54921.581596 + Penalty 1449.786924 = -53471.794672 nChanged 5 SP:Iteration 17Q (449.529402 sec): 3 clusters Score: Raw -54925.303273 + Penalty 1449.786924 = -53475.516349 nChanged 1 SP:Iteration 18Q (449.541214 sec): 3 clusters Score: Raw -54927.437118 + Penalty 1449.786924 = -53477.650193 nChanged 4 SP:Iteration 19Q (449.553016 sec): 3 clusters Score: Raw -54932.001809 + Penalty 1449.786924 = -53482.214885 nChanged 3 SP:Iteration 20F (449.564689 sec): 3 clusters Score: Raw -54935.645623 + Penalty 1449.786924 = -53485.858698 nChanged 5 SP:Iteration 21Q (449.576567 sec): 3 clusters Score: Raw -54939.866218 + Penalty 1449.786924 = -53490.079294 nChanged 4 SP:Iteration 22Q (449.588358 sec): 3 clusters Score: Raw -54943.887771 + Penalty 1449.786924 = -53494.100847 nChanged 4 SP:Iteration 23Q (449.703015 sec): 3 clusters Score: Raw -54949.531888 + Penalty 1449.786924 = -53499.744964 nChanged 6 SP:Iteration 24Q (449.820151 sec): 3 clusters Score: Raw -54959.521779 + Penalty 1449.786924 = -53509.734855 nChanged 6 SP:Iteration 25Q (449.960332 sec): 3 clusters Score: Raw -54971.973470 + Penalty 1449.786924 = -53522.186546 nChanged 13 SP:Iteration 26Q (449.964594 sec): 3 clusters Score: Raw -54981.144024 + Penalty 1449.786924 = -53531.357100 nChanged 4 SP:Iteration 27Q (449.976494 sec): 3 clusters Score: Raw -54988.144814 + Penalty 1449.786924 = -53538.357889 nChanged 11 SP:Iteration 28Q (449.988241 sec): 3 clusters Score: Raw -54998.384842 + Penalty 1449.786924 = -53548.597918 nChanged 3 SP:Iteration 29Q (449.999977 sec): 3 clusters Score: Raw -55000.392551 + Penalty 1449.786924 = -53550.605627 nChanged 1 SP:Iteration 30Q (450.011735 sec): 3 clusters Score: Raw -55000.715826 + Penalty 1449.786924 = -53550.928902 nChanged 1 SP:Iteration 31Q (450.023564 sec): 3 clusters Score: Raw -55001.437327 + Penalty 1449.786924 = -53551.650403 nChanged 3 SP:Iteration 32Q (450.035550 sec): 3 clusters Score: Raw -55003.099353 + Penalty 1449.786924 = -53553.312429 nChanged 3 SP:Iteration 33Q (450.047392 sec): 3 clusters Score: Raw -55005.468201 + Penalty 1449.786924 = -53555.681277 nChanged 4 SP:Iteration 34Q (450.059160 sec): 3 clusters Score: Raw -55007.964386 + Penalty 1449.786924 = -53558.177462 nChanged 0 SP:Iteration 35F (450.091380 sec): 3 clusters Score: Raw -55007.964386 + Penalty 1449.786924 = -53558.177462 nChanged 0 Trying to split cluster 9 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (450.113398 sec): 2 clusters Score: Raw -26236.668710 + Penalty 649.767733 = -25586.900977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (450.121161 sec): 3 clusters Score: Raw -26104.675975 + Penalty 1299.535466 = -24805.140509 nChanged 125 SP:Iteration 1F (450.128575 sec): 3 clusters Score: Raw -26264.048340 + Penalty 1299.535466 = -24964.512874 nChanged 44 SP:Iteration 2F (450.135986 sec): 3 clusters Score: Raw -26325.715788 + Penalty 1299.535466 = -25026.180323 nChanged 23 SP:Iteration 3Q (450.143533 sec): 3 clusters Score: Raw -26355.028911 + Penalty 1299.535466 = -25055.493445 nChanged 12 SP:Iteration 4Q (450.151064 sec): 3 clusters Score: Raw -26366.995950 + Penalty 1299.535466 = -25067.460484 nChanged 5 SP:Iteration 5Q (450.158861 sec): 3 clusters Score: Raw -26371.243172 + Penalty 1299.535466 = -25071.707706 nChanged 2 SP:Iteration 6Q (450.166287 sec): 3 clusters Score: Raw -26372.899902 + Penalty 1299.535466 = -25073.364436 nChanged 1 SP:Iteration 7Q (450.173729 sec): 3 clusters Score: Raw -26373.847353 + Penalty 1299.535466 = -25074.311887 nChanged 0 SP:Iteration 8F (450.181085 sec): 3 clusters Score: Raw -26373.847353 + Penalty 1299.535466 = -25074.311887 nChanged 0 Trying to split cluster 10 (3710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (450.221648 sec): 2 clusters Score: Raw -215630.291548 + Penalty 862.972651 = -214767.318897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (450.257995 sec): 3 clusters Score: Raw -213612.293864 + Penalty 1725.945303 = -211886.348561 nChanged 1547 SP:Iteration 1F (450.293210 sec): 3 clusters Score: Raw -214517.627898 + Penalty 1725.945303 = -212791.682596 nChanged 260 SP:Iteration 2F (450.328495 sec): 3 clusters Score: Raw -214668.781877 + Penalty 1725.945303 = -212942.836574 nChanged 232 SP:Iteration 3F (450.362417 sec): 3 clusters Score: Raw -214847.345861 + Penalty 1725.945303 = -213121.400558 nChanged 254 SP:Iteration 4F (450.396679 sec): 3 clusters Score: Raw -215050.857363 + Penalty 1725.945303 = -213324.912060 nChanged 238 SP:Iteration 5F (450.430925 sec): 3 clusters Score: Raw -215261.191799 + Penalty 1725.945303 = -213535.246497 nChanged 210 SP:Iteration 6F (450.466373 sec): 3 clusters Score: Raw -215433.808545 + Penalty 1725.945303 = -213707.863243 nChanged 184 SP:Iteration 7Q (450.590375 sec): 3 clusters Score: Raw -215567.068017 + Penalty 1725.945303 = -213841.122714 nChanged 115 SP:Iteration 8Q (450.715040 sec): 3 clusters Score: Raw -215643.415156 + Penalty 1725.945303 = -213917.469854 nChanged 84 SP:Iteration 9Q (450.835627 sec): 3 clusters Score: Raw -215688.301347 + Penalty 1725.945303 = -213962.356044 nChanged 53 SP:Iteration 10Q (450.953466 sec): 3 clusters Score: Raw -215713.571999 + Penalty 1725.945303 = -213987.626696 nChanged 37 SP:Iteration 11Q (450.988775 sec): 3 clusters Score: Raw -215731.115252 + Penalty 1725.945303 = -214005.169950 nChanged 42 SP:Iteration 12Q (451.023837 sec): 3 clusters Score: Raw -215753.359169 + Penalty 1725.945303 = -214027.413866 nChanged 42 SP:Iteration 13Q (451.063173 sec): 3 clusters Score: Raw -215773.501456 + Penalty 1725.945303 = -214047.556154 nChanged 35 SP:Iteration 14Q (451.104011 sec): 3 clusters Score: Raw -215786.923650 + Penalty 1725.945303 = -214060.978347 nChanged 28 SP:Iteration 15Q (451.145483 sec): 3 clusters Score: Raw -215797.423728 + Penalty 1725.945303 = -214071.478425 nChanged 20 SP:Iteration 16Q (451.183659 sec): 3 clusters Score: Raw -215805.324523 + Penalty 1725.945303 = -214079.379221 nChanged 22 SP:Iteration 17Q (451.227110 sec): 3 clusters Score: Raw -215812.172674 + Penalty 1725.945303 = -214086.227371 nChanged 17 SP:Iteration 18Q (451.266812 sec): 3 clusters Score: Raw -215815.703900 + Penalty 1725.945303 = -214089.758597 nChanged 14 SP:Iteration 19Q (451.305056 sec): 3 clusters Score: Raw -215821.154267 + Penalty 1725.945303 = -214095.208965 nChanged 8 SP:Iteration 20F (451.341540 sec): 3 clusters Score: Raw -215823.736725 + Penalty 1725.945303 = -214097.791422 nChanged 5 SP:Iteration 21Q (451.378806 sec): 3 clusters Score: Raw -215825.341554 + Penalty 1725.945303 = -214099.396251 nChanged 8 SP:Iteration 22Q (451.415904 sec): 3 clusters Score: Raw -215828.001347 + Penalty 1725.945303 = -214102.056044 nChanged 5 SP:Iteration 23Q (451.452962 sec): 3 clusters Score: Raw -215830.460667 + Penalty 1725.945303 = -214104.515364 nChanged 8 SP:Iteration 24Q (451.490093 sec): 3 clusters Score: Raw -215833.177825 + Penalty 1725.945303 = -214107.232523 nChanged 6 SP:Iteration 25Q (451.526843 sec): 3 clusters Score: Raw -215836.521785 + Penalty 1725.945303 = -214110.576482 nChanged 6 SP:Iteration 26Q (451.563524 sec): 3 clusters Score: Raw -215839.094185 + Penalty 1725.945303 = -214113.148883 nChanged 8 SP:Iteration 27Q (451.599998 sec): 3 clusters Score: Raw -215842.006674 + Penalty 1725.945303 = -214116.061372 nChanged 8 SP:Iteration 28Q (451.636559 sec): 3 clusters Score: Raw -215844.440701 + Penalty 1725.945303 = -214118.495398 nChanged 3 SP:Iteration 29Q (451.672273 sec): 3 clusters Score: Raw -215845.625906 + Penalty 1725.945303 = -214119.680603 nChanged 4 SP:Iteration 30Q (451.734459 sec): 3 clusters Score: Raw -215847.652407 + Penalty 1725.945303 = -214121.707104 nChanged 4 SP:Iteration 31Q (451.770914 sec): 3 clusters Score: Raw -215848.728129 + Penalty 1725.945303 = -214122.782827 nChanged 4 SP:Iteration 32Q (451.806535 sec): 3 clusters Score: Raw -215850.146334 + Penalty 1725.945303 = -214124.201031 nChanged 6 SP:Iteration 33Q (451.841818 sec): 3 clusters Score: Raw -215852.720791 + Penalty 1725.945303 = -214126.775488 nChanged 4 SP:Iteration 34Q (451.876847 sec): 3 clusters Score: Raw -215854.168421 + Penalty 1725.945303 = -214128.223118 nChanged 2 SP:Iteration 35Q (451.911909 sec): 3 clusters Score: Raw -215855.455190 + Penalty 1725.945303 = -214129.509888 nChanged 4 SP:Iteration 36Q (451.946944 sec): 3 clusters Score: Raw -215857.402049 + Penalty 1725.945303 = -214131.456746 nChanged 4 SP:Iteration 37Q (451.981420 sec): 3 clusters Score: Raw -215860.855453 + Penalty 1725.945303 = -214134.910150 nChanged 5 SP:Iteration 38Q (452.103132 sec): 3 clusters Score: Raw -215865.284063 + Penalty 1725.945303 = -214139.338760 nChanged 6 SP:Iteration 39Q (452.223303 sec): 3 clusters Score: Raw -215867.850236 + Penalty 1725.945303 = -214141.904933 nChanged 6 SP:Iteration 40F (452.344996 sec): 3 clusters Score: Raw -215871.427690 + Penalty 1725.945303 = -214145.482387 nChanged 8 SP:Iteration 41Q (452.401249 sec): 3 clusters Score: Raw -215875.689485 + Penalty 1725.945303 = -214149.744182 nChanged 5 SP:Iteration 42Q (452.438340 sec): 3 clusters Score: Raw -215877.817234 + Penalty 1725.945303 = -214151.871931 nChanged 7 SP:Iteration 43Q (452.475646 sec): 3 clusters Score: Raw -215880.347688 + Penalty 1725.945303 = -214154.402385 nChanged 5 SP:Iteration 44Q (452.512603 sec): 3 clusters Score: Raw -215881.743403 + Penalty 1725.945303 = -214155.798100 nChanged 4 SP:Iteration 45Q (452.546173 sec): 3 clusters Score: Raw -215883.631693 + Penalty 1725.945303 = -214157.686390 nChanged 4 SP:Iteration 46Q (452.582459 sec): 3 clusters Score: Raw -215886.123120 + Penalty 1725.945303 = -214160.177818 nChanged 5 SP:Iteration 47Q (452.616768 sec): 3 clusters Score: Raw -215889.445498 + Penalty 1725.945303 = -214163.500195 nChanged 5 SP:Iteration 48Q (452.658800 sec): 3 clusters Score: Raw -215892.226825 + Penalty 1725.945303 = -214166.281522 nChanged 2 SP:Iteration 49Q (452.693068 sec): 3 clusters Score: Raw -215893.996033 + Penalty 1725.945303 = -214168.050730 nChanged 4 SP:Iteration 50Q (452.727352 sec): 3 clusters Score: Raw -215895.521432 + Penalty 1725.945303 = -214169.576129 nChanged 2 SP:Iteration 51Q (452.760780 sec): 3 clusters Score: Raw -215895.909542 + Penalty 1725.945303 = -214169.964239 nChanged 2 SP:Iteration 52Q (452.795077 sec): 3 clusters Score: Raw -215896.249807 + Penalty 1725.945303 = -214170.304504 nChanged 1 SP:Iteration 53Q (452.829359 sec): 3 clusters Score: Raw -215896.539827 + Penalty 1725.945303 = -214170.594525 nChanged 1 SP:Iteration 54Q (452.863540 sec): 3 clusters Score: Raw -215896.849187 + Penalty 1725.945303 = -214170.903884 nChanged 1 SP:Iteration 55Q (452.897043 sec): 3 clusters Score: Raw -215897.021699 + Penalty 1725.945303 = -214171.076397 nChanged 0 SP:Iteration 56F (452.930848 sec): 3 clusters Score: Raw -215897.021699 + Penalty 1725.945303 = -214171.076397 nChanged 0 Trying to split cluster 11 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (452.980229 sec): 2 clusters Score: Raw -10193.859355 + Penalty 578.485775 = -9615.373579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (452.986042 sec): 3 clusters Score: Raw -10256.603945 + Penalty 1156.971551 = -9099.632394 nChanged 49 SP:Iteration 1F (452.991600 sec): 3 clusters Score: Raw -10402.111979 + Penalty 1156.971551 = -9245.140428 nChanged 19 SP:Iteration 2F (452.997056 sec): 3 clusters Score: Raw -10490.811601 + Penalty 1156.971551 = -9333.840051 nChanged 10 SP:Iteration 3Q (453.002481 sec): 3 clusters Score: Raw -10519.588680 + Penalty 1156.971551 = -9362.617130 nChanged 4 SP:Iteration 4Q (453.007861 sec): 3 clusters Score: Raw -10528.797528 + Penalty 1156.971551 = -9371.825978 nChanged 2 SP:Iteration 5Q (453.016225 sec): 3 clusters Score: Raw -10538.016654 + Penalty 1156.971551 = -9381.045104 nChanged 1 SP:Iteration 6Q (453.021585 sec): 3 clusters Score: Raw -10542.109307 + Penalty 1156.971551 = -9385.137757 nChanged 1 SP:Iteration 7Q (453.027002 sec): 3 clusters Score: Raw -10543.819559 + Penalty 1156.971551 = -9386.848009 nChanged 0 SP:Iteration 8F (453.032376 sec): 3 clusters Score: Raw -10543.819559 + Penalty 1156.971551 = -9386.848009 nChanged 0 Trying to split cluster 12 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (453.053129 sec): 2 clusters Score: Raw -30386.015396 + Penalty 661.002930 = -29725.012466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (453.061491 sec): 3 clusters Score: Raw -30233.750974 + Penalty 1322.005860 = -28911.745114 nChanged 168 SP:Iteration 1F (453.189578 sec): 3 clusters Score: Raw -30436.432900 + Penalty 1322.005860 = -29114.427040 nChanged 48 SP:Iteration 2F (453.292091 sec): 3 clusters Score: Raw -30517.839957 + Penalty 1322.005860 = -29195.834097 nChanged 26 SP:Iteration 3Q (453.407401 sec): 3 clusters Score: Raw -30575.131087 + Penalty 1322.005860 = -29253.125226 nChanged 18 SP:Iteration 4Q (453.517177 sec): 3 clusters Score: Raw -30596.592063 + Penalty 1322.005860 = -29274.586202 nChanged 9 SP:Iteration 5Q (453.627173 sec): 3 clusters Score: Raw -30607.431777 + Penalty 1322.005860 = -29285.425917 nChanged 6 SP:Iteration 6Q (453.726445 sec): 3 clusters Score: Raw -30612.500072 + Penalty 1322.005860 = -29290.494211 nChanged 3 SP:Iteration 7Q (453.829450 sec): 3 clusters Score: Raw -30614.688725 + Penalty 1322.005860 = -29292.682865 nChanged 2 SP:Iteration 8Q (453.941359 sec): 3 clusters Score: Raw -30616.431233 + Penalty 1322.005860 = -29294.425373 nChanged 7 SP:Iteration 9Q (454.020063 sec): 3 clusters Score: Raw -30623.755947 + Penalty 1322.005860 = -29301.750087 nChanged 4 SP:Iteration 10Q (454.124146 sec): 3 clusters Score: Raw -30625.494358 + Penalty 1322.005860 = -29303.488498 nChanged 2 SP:Iteration 11Q (454.216438 sec): 3 clusters Score: Raw -30626.788561 + Penalty 1322.005860 = -29304.782701 nChanged 0 SP:Iteration 12F (454.329274 sec): 3 clusters Score: Raw -30626.788561 + Penalty 1322.005860 = -29304.782701 nChanged 0 Trying to split cluster 13 (2142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (454.391500 sec): 2 clusters Score: Raw -121391.383927 + Penalty 805.297001 = -120586.086925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (454.456394 sec): 3 clusters Score: Raw -120370.019604 + Penalty 1610.594003 = -118759.425602 nChanged 830 SP:Iteration 1F (454.478095 sec): 3 clusters Score: Raw -120921.861831 + Penalty 1610.594003 = -119311.267829 nChanged 203 SP:Iteration 2F (454.499855 sec): 3 clusters Score: Raw -121061.650508 + Penalty 1610.594003 = -119451.056505 nChanged 114 SP:Iteration 3F (454.521601 sec): 3 clusters Score: Raw -121146.601477 + Penalty 1610.594003 = -119536.007474 nChanged 104 SP:Iteration 4Q (454.543743 sec): 3 clusters Score: Raw -121246.213539 + Penalty 1610.594003 = -119635.619536 nChanged 116 SP:Iteration 5F (454.565123 sec): 3 clusters Score: Raw -121385.222138 + Penalty 1610.594003 = -119774.628136 nChanged 135 SP:Iteration 6F (454.586578 sec): 3 clusters Score: Raw -121566.355290 + Penalty 1610.594003 = -119955.761288 nChanged 120 SP:Iteration 7F (454.607878 sec): 3 clusters Score: Raw -121749.259115 + Penalty 1610.594003 = -120138.665112 nChanged 105 SP:Iteration 8Q (454.629726 sec): 3 clusters Score: Raw -121898.612721 + Penalty 1610.594003 = -120288.018718 nChanged 86 SP:Iteration 9Q (454.651543 sec): 3 clusters Score: Raw -122008.055425 + Penalty 1610.594003 = -120397.461423 nChanged 68 SP:Iteration 10Q (454.673184 sec): 3 clusters Score: Raw -122074.131593 + Penalty 1610.594003 = -120463.537590 nChanged 46 SP:Iteration 11Q (454.694821 sec): 3 clusters Score: Raw -122108.430300 + Penalty 1610.594003 = -120497.836298 nChanged 35 SP:Iteration 12Q (454.716665 sec): 3 clusters Score: Raw -122145.038565 + Penalty 1610.594003 = -120534.444563 nChanged 27 SP:Iteration 13Q (454.738233 sec): 3 clusters Score: Raw -122167.383480 + Penalty 1610.594003 = -120556.789477 nChanged 31 SP:Iteration 14Q (454.759881 sec): 3 clusters Score: Raw -122199.938142 + Penalty 1610.594003 = -120589.344139 nChanged 27 SP:Iteration 15Q (454.781415 sec): 3 clusters Score: Raw -122222.398700 + Penalty 1610.594003 = -120611.804697 nChanged 20 SP:Iteration 16Q (454.802928 sec): 3 clusters Score: Raw -122243.603099 + Penalty 1610.594003 = -120633.009096 nChanged 24 SP:Iteration 17Q (454.824405 sec): 3 clusters Score: Raw -122272.795156 + Penalty 1610.594003 = -120662.201153 nChanged 22 SP:Iteration 18Q (454.934318 sec): 3 clusters Score: Raw -122289.803068 + Penalty 1610.594003 = -120679.209065 nChanged 12 SP:Iteration 19Q (455.065826 sec): 3 clusters Score: Raw -122297.579933 + Penalty 1610.594003 = -120686.985930 nChanged 6 SP:Iteration 20F (455.170388 sec): 3 clusters Score: Raw -122300.510378 + Penalty 1610.594003 = -120689.916375 nChanged 2 SP:Iteration 21Q (455.286319 sec): 3 clusters Score: Raw -122301.300434 + Penalty 1610.594003 = -120690.706431 nChanged 2 SP:Iteration 22Q (455.401316 sec): 3 clusters Score: Raw -122302.265002 + Penalty 1610.594003 = -120691.670999 nChanged 1 SP:Iteration 23Q (455.516162 sec): 3 clusters Score: Raw -122302.706030 + Penalty 1610.594003 = -120692.112027 nChanged 1 SP:Iteration 24Q (455.632173 sec): 3 clusters Score: Raw -122303.440303 + Penalty 1610.594003 = -120692.846300 nChanged 0 SP:Iteration 25F (455.671644 sec): 3 clusters Score: Raw -122303.440303 + Penalty 1610.594003 = -120692.846300 nChanged 0 Score: Raw -1021601.915474 + Penalty 17730.054438 = -1003871.861036 Splitting cluster 13 changes total score from -1004002.749039 to -1003871.861036 So it's not getting split. Trying to split cluster 14 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (456.165767 sec): 2 clusters Score: Raw -44586.709701 + Penalty 706.756901 = -43879.952800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (456.176785 sec): 3 clusters Score: Raw -44259.491559 + Penalty 1413.513801 = -42845.977757 nChanged 276 SP:Iteration 1F (456.187205 sec): 3 clusters Score: Raw -44482.052331 + Penalty 1413.513801 = -43068.538529 nChanged 74 SP:Iteration 2F (456.197623 sec): 3 clusters Score: Raw -44556.933823 + Penalty 1413.513801 = -43143.420022 nChanged 41 SP:Iteration 3Q (456.208197 sec): 3 clusters Score: Raw -44602.622827 + Penalty 1413.513801 = -43189.109026 nChanged 30 SP:Iteration 4Q (456.218773 sec): 3 clusters Score: Raw -44630.619569 + Penalty 1413.513801 = -43217.105768 nChanged 20 SP:Iteration 5Q (456.229277 sec): 3 clusters Score: Raw -44649.422521 + Penalty 1413.513801 = -43235.908720 nChanged 21 SP:Iteration 6Q (456.239816 sec): 3 clusters Score: Raw -44664.483846 + Penalty 1413.513801 = -43250.970045 nChanged 13 SP:Iteration 7Q (456.250359 sec): 3 clusters Score: Raw -44674.584371 + Penalty 1413.513801 = -43261.070570 nChanged 10 SP:Iteration 8Q (456.260814 sec): 3 clusters Score: Raw -44680.379867 + Penalty 1413.513801 = -43266.866066 nChanged 4 SP:Iteration 9Q (456.271229 sec): 3 clusters Score: Raw -44683.216823 + Penalty 1413.513801 = -43269.703022 nChanged 3 SP:Iteration 10Q (456.282040 sec): 3 clusters Score: Raw -44684.345739 + Penalty 1413.513801 = -43270.831938 nChanged 2 SP:Iteration 11Q (456.292702 sec): 3 clusters Score: Raw -44685.025849 + Penalty 1413.513801 = -43271.512048 nChanged 1 SP:Iteration 12Q (456.303235 sec): 3 clusters Score: Raw -44685.716840 + Penalty 1413.513801 = -43272.203039 nChanged 3 SP:Iteration 13Q (456.313871 sec): 3 clusters Score: Raw -44689.500117 + Penalty 1413.513801 = -43275.986316 nChanged 6 SP:Iteration 14Q (456.324412 sec): 3 clusters Score: Raw -44694.294940 + Penalty 1413.513801 = -43280.781138 nChanged 8 SP:Iteration 15Q (456.334889 sec): 3 clusters Score: Raw -44698.922979 + Penalty 1413.513801 = -43285.409178 nChanged 8 SP:Iteration 16Q (456.345346 sec): 3 clusters Score: Raw -44705.458015 + Penalty 1413.513801 = -43291.944214 nChanged 7 SP:Iteration 17Q (456.355856 sec): 3 clusters Score: Raw -44709.396403 + Penalty 1413.513801 = -43295.882602 nChanged 3 SP:Iteration 18Q (456.366353 sec): 3 clusters Score: Raw -44711.921751 + Penalty 1413.513801 = -43298.407949 nChanged 2 SP:Iteration 19Q (456.376851 sec): 3 clusters Score: Raw -44714.041258 + Penalty 1413.513801 = -43300.527457 nChanged 4 SP:Iteration 20F (456.387185 sec): 3 clusters Score: Raw -44716.245142 + Penalty 1413.513801 = -43302.731341 nChanged 3 SP:Iteration 21Q (456.496995 sec): 3 clusters Score: Raw -44718.343642 + Penalty 1413.513801 = -43304.829841 nChanged 2 SP:Iteration 22Q (456.616341 sec): 3 clusters Score: Raw -44719.490451 + Penalty 1413.513801 = -43305.976650 nChanged 3 SP:Iteration 23Q (456.693269 sec): 3 clusters Score: Raw -44721.863018 + Penalty 1413.513801 = -43308.349217 nChanged 4 SP:Iteration 24Q (456.809984 sec): 3 clusters Score: Raw -44724.332934 + Penalty 1413.513801 = -43310.819133 nChanged 2 SP:Iteration 25Q (456.899484 sec): 3 clusters Score: Raw -44725.369250 + Penalty 1413.513801 = -43311.855448 nChanged 0 SP:Iteration 26F (457.011054 sec): 3 clusters Score: Raw -44725.369250 + Penalty 1413.513801 = -43311.855448 nChanged 0 Trying to split cluster 15 (1083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (457.067535 sec): 2 clusters Score: Raw -61120.071607 + Penalty 733.686476 = -60386.385131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (457.166533 sec): 3 clusters Score: Raw -60706.132109 + Penalty 1467.372952 = -59238.759157 nChanged 337 SP:Iteration 1F (457.279726 sec): 3 clusters Score: Raw -60997.520074 + Penalty 1467.372952 = -59530.147122 nChanged 99 SP:Iteration 2F (457.372494 sec): 3 clusters Score: Raw -61094.201784 + Penalty 1467.372952 = -59626.828832 nChanged 62 SP:Iteration 3F (457.485274 sec): 3 clusters Score: Raw -61159.421335 + Penalty 1467.372952 = -59692.048384 nChanged 45 SP:Iteration 4Q (457.598517 sec): 3 clusters Score: Raw -61201.569826 + Penalty 1467.372952 = -59734.196874 nChanged 37 SP:Iteration 5Q (457.611556 sec): 3 clusters Score: Raw -61230.318591 + Penalty 1467.372952 = -59762.945640 nChanged 26 SP:Iteration 6Q (457.624432 sec): 3 clusters Score: Raw -61248.205929 + Penalty 1467.372952 = -59780.832977 nChanged 21 SP:Iteration 7Q (457.637259 sec): 3 clusters Score: Raw -61261.371168 + Penalty 1467.372952 = -59793.998216 nChanged 12 SP:Iteration 8Q (457.650405 sec): 3 clusters Score: Raw -61269.500881 + Penalty 1467.372952 = -59802.127929 nChanged 7 SP:Iteration 9Q (457.663391 sec): 3 clusters Score: Raw -61273.530892 + Penalty 1467.372952 = -59806.157940 nChanged 5 SP:Iteration 10Q (457.676264 sec): 3 clusters Score: Raw -61275.644836 + Penalty 1467.372952 = -59808.271884 nChanged 6 SP:Iteration 11Q (457.689111 sec): 3 clusters Score: Raw -61279.320860 + Penalty 1467.372952 = -59811.947909 nChanged 4 SP:Iteration 12Q (457.701957 sec): 3 clusters Score: Raw -61281.785365 + Penalty 1467.372952 = -59814.412413 nChanged 2 SP:Iteration 13Q (457.714984 sec): 3 clusters Score: Raw -61283.259624 + Penalty 1467.372952 = -59815.886672 nChanged 4 SP:Iteration 14Q (457.727572 sec): 3 clusters Score: Raw -61285.438797 + Penalty 1467.372952 = -59818.065845 nChanged 3 SP:Iteration 15Q (457.740133 sec): 3 clusters Score: Raw -61287.865908 + Penalty 1467.372952 = -59820.492956 nChanged 5 SP:Iteration 16Q (457.752708 sec): 3 clusters Score: Raw -61292.670166 + Penalty 1467.372952 = -59825.297214 nChanged 10 SP:Iteration 17Q (457.765268 sec): 3 clusters Score: Raw -61301.396430 + Penalty 1467.372952 = -59834.023478 nChanged 14 SP:Iteration 18Q (457.777874 sec): 3 clusters Score: Raw -61316.229347 + Penalty 1467.372952 = -59848.856395 nChanged 10 SP:Iteration 19Q (457.790380 sec): 3 clusters Score: Raw -61322.997687 + Penalty 1467.372952 = -59855.624735 nChanged 12 SP:Iteration 20F (457.802697 sec): 3 clusters Score: Raw -61331.637330 + Penalty 1467.372952 = -59864.264378 nChanged 8 SP:Iteration 21Q (457.815203 sec): 3 clusters Score: Raw -61336.570613 + Penalty 1467.372952 = -59869.197661 nChanged 3 SP:Iteration 22Q (457.827860 sec): 3 clusters Score: Raw -61340.530170 + Penalty 1467.372952 = -59873.157218 nChanged 4 SP:Iteration 23Q (457.840508 sec): 3 clusters Score: Raw -61343.146493 + Penalty 1467.372952 = -59875.773541 nChanged 4 SP:Iteration 24Q (457.944363 sec): 3 clusters Score: Raw -61346.500653 + Penalty 1467.372952 = -59879.127701 nChanged 2 SP:Iteration 25Q (458.060994 sec): 3 clusters Score: Raw -61347.354515 + Penalty 1467.372952 = -59879.981563 nChanged 2 SP:Iteration 26Q (458.157645 sec): 3 clusters Score: Raw -61348.320248 + Penalty 1467.372952 = -59880.947296 nChanged 1 SP:Iteration 27Q (458.269798 sec): 3 clusters Score: Raw -61349.526804 + Penalty 1467.372952 = -59882.153852 nChanged 3 SP:Iteration 28Q (458.359099 sec): 3 clusters Score: Raw -61350.464271 + Penalty 1467.372952 = -59883.091319 nChanged 0 SP:Iteration 29F (458.371680 sec): 3 clusters Score: Raw -61350.464271 + Penalty 1467.372952 = -59883.091319 nChanged 0 Trying to split cluster 16 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (458.391747 sec): 2 clusters Score: Raw -4355.450404 + Penalty 473.640248 = -3881.810155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (458.396019 sec): 3 clusters Score: Raw -4515.251047 + Penalty 947.280496 = -3567.970551 nChanged 11 SP:Iteration 1F (458.400150 sec): 3 clusters Score: Raw -4550.293817 + Penalty 947.280496 = -3603.013321 nChanged 2 SP:Iteration 2Q (458.404221 sec): 3 clusters Score: Raw -4556.232436 + Penalty 947.280496 = -3608.951940 nChanged 1 SP:Iteration 3Q (458.408290 sec): 3 clusters Score: Raw -4560.759589 + Penalty 947.280496 = -3613.479093 nChanged 2 SP:Iteration 4Q (458.412354 sec): 3 clusters Score: Raw -4572.966634 + Penalty 947.280496 = -3625.686138 nChanged 2 SP:Iteration 5Q (458.416410 sec): 3 clusters Score: Raw -4580.965274 + Penalty 947.280496 = -3633.684777 nChanged 2 SP:Iteration 6Q (458.420446 sec): 3 clusters Score: Raw -4595.329295 + Penalty 947.280496 = -3648.048799 nChanged 1 SP:Iteration 7Q (458.435048 sec): 3 clusters Score: Raw -4598.856975 + Penalty 947.280496 = -3651.576478 nChanged 0 SP:Iteration 8F (458.439291 sec): 3 clusters Score: Raw -4598.856975 + Penalty 947.280496 = -3651.576478 nChanged 0 Time taken for this iteration:88.327269 seconds. 6->17 Clusters: Score -1004002.749039, best is -1009977.175533 Starting from 7 clusters... ------ Clustering full data set of 20595 points ------ SP: Assigned 7 initial classes randomly. Deleting Class 5 (1372 points): Lose 567.518337 but Gain 1042.944379 Iteration 0F (458.644836 sec): 6 clusters Score: Raw -872535.017514 + Penalty 5214.721894 = -867320.295620 nChanged 16917 Iteration 1F (458.818536 sec): 6 clusters Score: Raw -949092.950069 + Penalty 5214.721894 = -943878.228175 nChanged 6786 Iteration 2F (458.985900 sec): 6 clusters Score: Raw -971144.583410 + Penalty 5214.721894 = -965929.861517 nChanged 3681 Iteration 3F (459.157936 sec): 6 clusters Score: Raw -978474.745337 + Penalty 5214.721894 = -973260.023443 nChanged 2507 Iteration 4F (459.323546 sec): 6 clusters Score: Raw -982836.046018 + Penalty 5214.721894 = -977621.324124 nChanged 1731 Iteration 5F (459.498904 sec): 6 clusters Score: Raw -986320.807647 + Penalty 5214.721894 = -981106.085754 nChanged 1235 Iteration 6F (459.675087 sec): 6 clusters Score: Raw -988192.491952 + Penalty 5214.721894 = -982977.770058 nChanged 834 Iteration 7Q (459.829591 sec): 6 clusters Score: Raw -988826.469625 + Penalty 5214.721894 = -983611.747732 nChanged 534 Iteration 8Q (459.981906 sec): 6 clusters Score: Raw -989121.496466 + Penalty 5214.721894 = -983906.774572 nChanged 376 Iteration 9Q (460.132894 sec): 6 clusters Score: Raw -989332.501857 + Penalty 5214.721894 = -984117.779963 nChanged 281 Iteration 10Q (460.284482 sec): 6 clusters Score: Raw -989458.195462 + Penalty 5214.721894 = -984243.473569 nChanged 213 Iteration 11Q (460.432457 sec): 6 clusters Score: Raw -989542.388367 + Penalty 5214.721894 = -984327.666474 nChanged 169 Iteration 12Q (460.577076 sec): 6 clusters Score: Raw -989599.083148 + Penalty 5214.721894 = -984384.361255 nChanged 122 Iteration 13Q (460.726340 sec): 6 clusters Score: Raw -989634.019625 + Penalty 5214.721894 = -984419.297731 nChanged 99 Iteration 14Q (461.101366 sec): 6 clusters Score: Raw -989663.128144 + Penalty 5214.721894 = -984448.406251 nChanged 96 Iteration 15Q (461.246637 sec): 6 clusters Score: Raw -989686.747565 + Penalty 5214.721894 = -984472.025671 nChanged 79 Iteration 16Q (461.401618 sec): 6 clusters Score: Raw -989705.017334 + Penalty 5214.721894 = -984490.295440 nChanged 81 Iteration 17Q (461.545938 sec): 6 clusters Score: Raw -989722.747622 + Penalty 5214.721894 = -984508.025728 nChanged 55 Iteration 18Q (461.694867 sec): 6 clusters Score: Raw -989732.951082 + Penalty 5214.721894 = -984518.229189 nChanged 44 Iteration 19Q (461.843218 sec): 6 clusters Score: Raw -989742.243055 + Penalty 5214.721894 = -984527.521162 nChanged 32 Writing temp clu file Because OldScore, -984518.229189, is greater than current (better) Score,-984527.521162 Compute initial score before splitting: Score: Raw -989742.243055 + Penalty 5214.721894 = -984527.521162 Trying to split cluster 1 (2729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (461.947629 sec): 2 clusters Score: Raw -99689.279486 + Penalty 830.727505 = -98858.551981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (461.981112 sec): 3 clusters Score: Raw -98505.930859 + Penalty 1661.455009 = -96844.475850 nChanged 1133 SP:Iteration 1F (462.016259 sec): 3 clusters Score: Raw -99709.457662 + Penalty 1661.455009 = -98048.002652 nChanged 317 SP:Iteration 2F (462.046821 sec): 3 clusters Score: Raw -100296.561041 + Penalty 1661.455009 = -98635.106032 nChanged 290 SP:Iteration 3F (462.077331 sec): 3 clusters Score: Raw -100703.993530 + Penalty 1661.455009 = -99042.538521 nChanged 213 SP:Iteration 4F (462.106552 sec): 3 clusters Score: Raw -100974.211221 + Penalty 1661.455009 = -99312.756212 nChanged 156 SP:Iteration 5F (462.135596 sec): 3 clusters Score: Raw -101185.919055 + Penalty 1661.455009 = -99524.464046 nChanged 103 SP:Iteration 6Q (462.165117 sec): 3 clusters Score: Raw -101301.249164 + Penalty 1661.455009 = -99639.794155 nChanged 73 SP:Iteration 7Q (462.194008 sec): 3 clusters Score: Raw -101381.709618 + Penalty 1661.455009 = -99720.254609 nChanged 57 SP:Iteration 8Q (462.222676 sec): 3 clusters Score: Raw -101438.396383 + Penalty 1661.455009 = -99776.941374 nChanged 43 SP:Iteration 9Q (462.251479 sec): 3 clusters Score: Raw -101465.872897 + Penalty 1661.455009 = -99804.417887 nChanged 36 SP:Iteration 10Q (462.280700 sec): 3 clusters Score: Raw -101488.693241 + Penalty 1661.455009 = -99827.238232 nChanged 23 SP:Iteration 11Q (462.308442 sec): 3 clusters Score: Raw -101504.424332 + Penalty 1661.455009 = -99842.969323 nChanged 25 SP:Iteration 12Q (462.334378 sec): 3 clusters Score: Raw -101522.718889 + Penalty 1661.455009 = -99861.263880 nChanged 19 SP:Iteration 13Q (462.360363 sec): 3 clusters Score: Raw -101532.882193 + Penalty 1661.455009 = -99871.427183 nChanged 25 SP:Iteration 14Q (462.386326 sec): 3 clusters Score: Raw -101546.932061 + Penalty 1661.455009 = -99885.477052 nChanged 28 SP:Iteration 15Q (462.412167 sec): 3 clusters Score: Raw -101570.386627 + Penalty 1661.455009 = -99908.931618 nChanged 42 SP:Iteration 16Q (462.438140 sec): 3 clusters Score: Raw -101606.739361 + Penalty 1661.455009 = -99945.284351 nChanged 39 SP:Iteration 17Q (462.463996 sec): 3 clusters Score: Raw -101645.796732 + Penalty 1661.455009 = -99984.341723 nChanged 42 SP:Iteration 18Q (462.489990 sec): 3 clusters Score: Raw -101680.660913 + Penalty 1661.455009 = -100019.205904 nChanged 31 SP:Iteration 19Q (462.515796 sec): 3 clusters Score: Raw -101702.924090 + Penalty 1661.455009 = -100041.469081 nChanged 25 SP:Iteration 20F (462.541633 sec): 3 clusters Score: Raw -101723.515957 + Penalty 1661.455009 = -100062.060948 nChanged 24 SP:Iteration 21Q (462.567383 sec): 3 clusters Score: Raw -101742.652804 + Penalty 1661.455009 = -100081.197795 nChanged 19 SP:Iteration 22Q (462.682914 sec): 3 clusters Score: Raw -101755.514450 + Penalty 1661.455009 = -100094.059441 nChanged 17 SP:Iteration 23Q (462.803462 sec): 3 clusters Score: Raw -101766.167118 + Penalty 1661.455009 = -100104.712108 nChanged 13 SP:Iteration 24Q (462.921690 sec): 3 clusters Score: Raw -101771.551217 + Penalty 1661.455009 = -100110.096208 nChanged 10 SP:Iteration 25Q (463.036097 sec): 3 clusters Score: Raw -101776.000708 + Penalty 1661.455009 = -100114.545699 nChanged 6 SP:Iteration 26Q (463.092155 sec): 3 clusters Score: Raw -101779.246101 + Penalty 1661.455009 = -100117.791091 nChanged 6 SP:Iteration 27Q (463.233714 sec): 3 clusters Score: Raw -101781.736524 + Penalty 1661.455009 = -100120.281514 nChanged 5 SP:Iteration 28Q (463.263809 sec): 3 clusters Score: Raw -101785.750811 + Penalty 1661.455009 = -100124.295802 nChanged 4 SP:Iteration 29Q (463.293847 sec): 3 clusters Score: Raw -101795.063567 + Penalty 1661.455009 = -100133.608557 nChanged 9 SP:Iteration 30Q (463.323775 sec): 3 clusters Score: Raw -101798.620180 + Penalty 1661.455009 = -100137.165170 nChanged 4 SP:Iteration 31Q (463.353757 sec): 3 clusters Score: Raw -101800.514718 + Penalty 1661.455009 = -100139.059709 nChanged 5 SP:Iteration 32Q (463.382447 sec): 3 clusters Score: Raw -101802.472654 + Penalty 1661.455009 = -100141.017645 nChanged 3 SP:Iteration 33Q (463.411929 sec): 3 clusters Score: Raw -101803.667290 + Penalty 1661.455009 = -100142.212280 nChanged 1 SP:Iteration 34Q (463.441462 sec): 3 clusters Score: Raw -101804.416149 + Penalty 1661.455009 = -100142.961140 nChanged 1 SP:Iteration 35Q (463.470687 sec): 3 clusters Score: Raw -101804.501141 + Penalty 1661.455009 = -100143.046132 nChanged 0 SP:Iteration 36F (463.500445 sec): 3 clusters Score: Raw -101804.501141 + Penalty 1661.455009 = -100143.046132 nChanged 0 Score: Raw -991861.916444 + Penalty 6257.666272 = -985604.250172 Splitting cluster 1 changes total score from -984527.521162 to -985604.250172 So it's getting split into cluster 5. Trying to split cluster 2 (2335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (463.885222 sec): 2 clusters Score: Raw -108682.016233 + Penalty 814.355553 = -107867.660680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (463.899011 sec): 3 clusters Score: Raw -107536.098122 + Penalty 1628.711106 = -105907.387016 nChanged 961 SP:Iteration 1F (463.922129 sec): 3 clusters Score: Raw -108373.431488 + Penalty 1628.711106 = -106744.720383 nChanged 302 SP:Iteration 2F (463.945990 sec): 3 clusters Score: Raw -108808.322770 + Penalty 1628.711106 = -107179.611664 nChanged 257 SP:Iteration 3F (463.972748 sec): 3 clusters Score: Raw -109247.110634 + Penalty 1628.711106 = -107618.399529 nChanged 165 SP:Iteration 4F (463.999659 sec): 3 clusters Score: Raw -109544.512927 + Penalty 1628.711106 = -107915.801821 nChanged 117 SP:Iteration 5F (464.022668 sec): 3 clusters Score: Raw -109708.841531 + Penalty 1628.711106 = -108080.130425 nChanged 74 SP:Iteration 6Q (464.045642 sec): 3 clusters Score: Raw -109762.627651 + Penalty 1628.711106 = -108133.916546 nChanged 35 SP:Iteration 7Q (464.068736 sec): 3 clusters Score: Raw -109780.948336 + Penalty 1628.711106 = -108152.237231 nChanged 17 SP:Iteration 8Q (464.103460 sec): 3 clusters Score: Raw -109789.290697 + Penalty 1628.711106 = -108160.579591 nChanged 11 SP:Iteration 9Q (464.126336 sec): 3 clusters Score: Raw -109793.580289 + Penalty 1628.711106 = -108164.869184 nChanged 10 SP:Iteration 10Q (464.149197 sec): 3 clusters Score: Raw -109799.072534 + Penalty 1628.711106 = -108170.361429 nChanged 9 SP:Iteration 11Q (464.172149 sec): 3 clusters Score: Raw -109803.509913 + Penalty 1628.711106 = -108174.798807 nChanged 6 SP:Iteration 12Q (464.195108 sec): 3 clusters Score: Raw -109805.166676 + Penalty 1628.711106 = -108176.455571 nChanged 3 SP:Iteration 13Q (464.217917 sec): 3 clusters Score: Raw -109807.114932 + Penalty 1628.711106 = -108178.403826 nChanged 2 SP:Iteration 14Q (464.335884 sec): 3 clusters Score: Raw -109811.136065 + Penalty 1628.711106 = -108182.424959 nChanged 5 SP:Iteration 15Q (464.446214 sec): 3 clusters Score: Raw -109812.737619 + Penalty 1628.711106 = -108184.026513 nChanged 5 SP:Iteration 16Q (464.564896 sec): 3 clusters Score: Raw -109814.508281 + Penalty 1628.711106 = -108185.797175 nChanged 4 SP:Iteration 17Q (464.681758 sec): 3 clusters Score: Raw -109815.815546 + Penalty 1628.711106 = -108187.104441 nChanged 5 SP:Iteration 18Q (464.796042 sec): 3 clusters Score: Raw -109817.920543 + Penalty 1628.711106 = -108189.209437 nChanged 11 SP:Iteration 19Q (464.888520 sec): 3 clusters Score: Raw -109821.481410 + Penalty 1628.711106 = -108192.770304 nChanged 6 SP:Iteration 20F (465.004941 sec): 3 clusters Score: Raw -109823.317019 + Penalty 1628.711106 = -108194.605913 nChanged 7 SP:Iteration 21Q (465.096339 sec): 3 clusters Score: Raw -109825.248044 + Penalty 1628.711106 = -108196.536938 nChanged 2 SP:Iteration 22Q (465.184845 sec): 3 clusters Score: Raw -109826.310356 + Penalty 1628.711106 = -108197.599250 nChanged 2 SP:Iteration 23Q (465.207951 sec): 3 clusters Score: Raw -109826.645171 + Penalty 1628.711106 = -108197.934065 nChanged 0 SP:Iteration 24F (465.238299 sec): 3 clusters Score: Raw -109826.645171 + Penalty 1628.711106 = -108197.934065 nChanged 0 Score: Raw -993006.545383 + Penalty 7300.610651 = -985705.934732 Splitting cluster 2 changes total score from -984527.521162 to -985705.934732 So it's getting split into cluster 7. Trying to split cluster 3 (4043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (465.492516 sec): 2 clusters Score: Raw -205554.663728 + Penalty 871.997938 = -204682.665790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (465.533954 sec): 3 clusters Score: Raw -203432.933548 + Penalty 1743.995877 = -201688.937671 nChanged 1673 SP:Iteration 1F (465.572677 sec): 3 clusters Score: Raw -204893.166190 + Penalty 1743.995877 = -203149.170314 nChanged 489 SP:Iteration 2F (465.612291 sec): 3 clusters Score: Raw -205851.437327 + Penalty 1743.995877 = -204107.441450 nChanged 474 SP:Iteration 3F (465.650793 sec): 3 clusters Score: Raw -206798.500149 + Penalty 1743.995877 = -205054.504272 nChanged 458 SP:Iteration 4F (465.689432 sec): 3 clusters Score: Raw -207661.318799 + Penalty 1743.995877 = -205917.322923 nChanged 303 SP:Iteration 5F (465.726325 sec): 3 clusters Score: Raw -208244.519903 + Penalty 1743.995877 = -206500.524026 nChanged 136 SP:Iteration 6Q (465.764241 sec): 3 clusters Score: Raw -208461.080767 + Penalty 1743.995877 = -206717.084890 nChanged 57 SP:Iteration 7Q (465.800452 sec): 3 clusters Score: Raw -208568.835857 + Penalty 1743.995877 = -206824.839980 nChanged 39 SP:Iteration 8Q (465.836092 sec): 3 clusters Score: Raw -208646.782091 + Penalty 1743.995877 = -206902.786214 nChanged 18 SP:Iteration 9Q (465.871604 sec): 3 clusters Score: Raw -208660.741767 + Penalty 1743.995877 = -206916.745891 nChanged 3 SP:Iteration 10Q (465.907017 sec): 3 clusters Score: Raw -208661.583731 + Penalty 1743.995877 = -206917.587854 nChanged 1 SP:Iteration 11Q (465.942365 sec): 3 clusters Score: Raw -208661.810909 + Penalty 1743.995877 = -206917.815032 nChanged 0 SP:Iteration 12F (465.979244 sec): 3 clusters Score: Raw -208661.810909 + Penalty 1743.995877 = -206917.815032 nChanged 0 Score: Raw -996113.692563 + Penalty 8343.555030 = -987770.137533 Splitting cluster 3 changes total score from -984527.521162 to -987770.137533 So it's getting split into cluster 8. Trying to split cluster 4 (2273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (466.259301 sec): 2 clusters Score: Raw -107047.964304 + Penalty 811.529862 = -106236.434442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (466.283039 sec): 3 clusters Score: Raw -105951.052855 + Penalty 1623.059723 = -104327.993132 nChanged 885 SP:Iteration 1F (466.384199 sec): 3 clusters Score: Raw -106834.548488 + Penalty 1623.059723 = -105211.488765 nChanged 278 SP:Iteration 2F (466.507189 sec): 3 clusters Score: Raw -107232.441493 + Penalty 1623.059723 = -105609.381770 nChanged 180 SP:Iteration 3F (466.627637 sec): 3 clusters Score: Raw -107444.130151 + Penalty 1623.059723 = -105821.070428 nChanged 124 SP:Iteration 4F (466.713384 sec): 3 clusters Score: Raw -107622.677228 + Penalty 1623.059723 = -105999.617505 nChanged 106 SP:Iteration 5Q (466.736176 sec): 3 clusters Score: Raw -107804.857972 + Penalty 1623.059723 = -106181.798249 nChanged 89 SP:Iteration 6Q (466.758841 sec): 3 clusters Score: Raw -107944.396054 + Penalty 1623.059723 = -106321.336331 nChanged 79 SP:Iteration 7Q (466.798171 sec): 3 clusters Score: Raw -108072.614204 + Penalty 1623.059723 = -106449.554481 nChanged 58 SP:Iteration 8Q (466.820955 sec): 3 clusters Score: Raw -108211.625457 + Penalty 1623.059723 = -106588.565734 nChanged 54 SP:Iteration 9Q (466.843394 sec): 3 clusters Score: Raw -108398.125586 + Penalty 1623.059723 = -106775.065863 nChanged 61 SP:Iteration 10Q (466.865676 sec): 3 clusters Score: Raw -108583.103628 + Penalty 1623.059723 = -106960.043905 nChanged 81 SP:Iteration 11Q (466.887850 sec): 3 clusters Score: Raw -108730.460672 + Penalty 1623.059723 = -107107.400949 nChanged 69 SP:Iteration 12Q (466.909992 sec): 3 clusters Score: Raw -108818.480377 + Penalty 1623.059723 = -107195.420654 nChanged 61 SP:Iteration 13Q (466.932185 sec): 3 clusters Score: Raw -108888.590677 + Penalty 1623.059723 = -107265.530954 nChanged 47 SP:Iteration 14Q (466.954284 sec): 3 clusters Score: Raw -108938.873761 + Penalty 1623.059723 = -107315.814038 nChanged 33 SP:Iteration 15Q (466.976926 sec): 3 clusters Score: Raw -108968.435886 + Penalty 1623.059723 = -107345.376163 nChanged 30 SP:Iteration 16Q (466.999309 sec): 3 clusters Score: Raw -108994.508405 + Penalty 1623.059723 = -107371.448682 nChanged 23 SP:Iteration 17Q (467.021392 sec): 3 clusters Score: Raw -109010.807782 + Penalty 1623.059723 = -107387.748059 nChanged 11 SP:Iteration 18Q (467.043589 sec): 3 clusters Score: Raw -109017.906555 + Penalty 1623.059723 = -107394.846832 nChanged 11 SP:Iteration 19Q (467.065622 sec): 3 clusters Score: Raw -109024.681368 + Penalty 1623.059723 = -107401.621645 nChanged 12 SP:Iteration 20F (467.087968 sec): 3 clusters Score: Raw -109039.609259 + Penalty 1623.059723 = -107416.549536 nChanged 16 SP:Iteration 21Q (467.110336 sec): 3 clusters Score: Raw -109060.433294 + Penalty 1623.059723 = -107437.373571 nChanged 24 SP:Iteration 22Q (467.132509 sec): 3 clusters Score: Raw -109089.321578 + Penalty 1623.059723 = -107466.261855 nChanged 29 SP:Iteration 23Q (467.155217 sec): 3 clusters Score: Raw -109122.644020 + Penalty 1623.059723 = -107499.584297 nChanged 21 SP:Iteration 24Q (467.177668 sec): 3 clusters Score: Raw -109149.137867 + Penalty 1623.059723 = -107526.078144 nChanged 14 SP:Iteration 25Q (467.199714 sec): 3 clusters Score: Raw -109162.410817 + Penalty 1623.059723 = -107539.351094 nChanged 12 SP:Iteration 26Q (467.221771 sec): 3 clusters Score: Raw -109171.014038 + Penalty 1623.059723 = -107547.954315 nChanged 8 SP:Iteration 27Q (467.243849 sec): 3 clusters Score: Raw -109175.152467 + Penalty 1623.059723 = -107552.092744 nChanged 2 SP:Iteration 28Q (467.265808 sec): 3 clusters Score: Raw -109176.329194 + Penalty 1623.059723 = -107553.269471 nChanged 5 SP:Iteration 29Q (467.287942 sec): 3 clusters Score: Raw -109181.068409 + Penalty 1623.059723 = -107558.008686 nChanged 7 SP:Iteration 30Q (467.309897 sec): 3 clusters Score: Raw -109184.240650 + Penalty 1623.059723 = -107561.180927 nChanged 5 SP:Iteration 31Q (467.332310 sec): 3 clusters Score: Raw -109185.616760 + Penalty 1623.059723 = -107562.557037 nChanged 3 SP:Iteration 32Q (467.354550 sec): 3 clusters Score: Raw -109187.887712 + Penalty 1623.059723 = -107564.827989 nChanged 4 SP:Iteration 33Q (467.463208 sec): 3 clusters Score: Raw -109190.162806 + Penalty 1623.059723 = -107567.103083 nChanged 5 SP:Iteration 34Q (467.596880 sec): 3 clusters Score: Raw -109194.422796 + Penalty 1623.059723 = -107571.363073 nChanged 7 SP:Iteration 35Q (467.716015 sec): 3 clusters Score: Raw -109202.035757 + Penalty 1623.059723 = -107578.976034 nChanged 10 SP:Iteration 36Q (467.812012 sec): 3 clusters Score: Raw -109215.609452 + Penalty 1623.059723 = -107592.549728 nChanged 14 SP:Iteration 37Q (467.844774 sec): 3 clusters Score: Raw -109233.395524 + Penalty 1623.059723 = -107610.335801 nChanged 12 SP:Iteration 38Q (467.866953 sec): 3 clusters Score: Raw -109244.337891 + Penalty 1623.059723 = -107621.278168 nChanged 8 SP:Iteration 39Q (467.889015 sec): 3 clusters Score: Raw -109250.579623 + Penalty 1623.059723 = -107627.519900 nChanged 5 SP:Iteration 40F (467.911620 sec): 3 clusters Score: Raw -109254.896759 + Penalty 1623.059723 = -107631.837036 nChanged 4 SP:Iteration 41Q (467.934010 sec): 3 clusters Score: Raw -109256.861138 + Penalty 1623.059723 = -107633.801415 nChanged 5 SP:Iteration 42Q (467.956464 sec): 3 clusters Score: Raw -109262.278292 + Penalty 1623.059723 = -107639.218569 nChanged 6 SP:Iteration 43Q (467.979097 sec): 3 clusters Score: Raw -109268.840552 + Penalty 1623.059723 = -107645.780828 nChanged 9 SP:Iteration 44Q (468.001060 sec): 3 clusters Score: Raw -109276.141934 + Penalty 1623.059723 = -107653.082211 nChanged 6 SP:Iteration 45Q (468.022963 sec): 3 clusters Score: Raw -109281.258313 + Penalty 1623.059723 = -107658.198590 nChanged 3 SP:Iteration 46Q (468.044746 sec): 3 clusters Score: Raw -109283.002622 + Penalty 1623.059723 = -107659.942899 nChanged 2 SP:Iteration 47Q (468.066328 sec): 3 clusters Score: Raw -109284.954528 + Penalty 1623.059723 = -107661.894805 nChanged 1 SP:Iteration 48Q (468.088112 sec): 3 clusters Score: Raw -109286.481629 + Penalty 1623.059723 = -107663.421906 nChanged 0 SP:Iteration 49F (468.110562 sec): 3 clusters Score: Raw -109286.481629 + Penalty 1623.059723 = -107663.421906 nChanged 0 Score: Raw -998352.209888 + Penalty 9386.499408 = -988965.710479 Splitting cluster 4 changes total score from -984527.521162 to -988965.710479 So it's getting split into cluster 9. Trying to split cluster 6 (8988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (468.632900 sec): 2 clusters Score: Raw -499434.351656 + Penalty 955.882791 = -498478.468864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (468.715837 sec): 3 clusters Score: Raw -494080.181257 + Penalty 1911.765583 = -492168.415674 nChanged 4008 SP:Iteration 1F (468.795389 sec): 3 clusters Score: Raw -496708.472681 + Penalty 1911.765583 = -494796.707098 nChanged 892 SP:Iteration 2F (468.862558 sec): 3 clusters Score: Raw -497772.006448 + Penalty 1911.765583 = -495860.240865 nChanged 909 SP:Iteration 3F (468.914731 sec): 3 clusters Score: Raw -499152.426559 + Penalty 1911.765583 = -497240.660976 nChanged 948 SP:Iteration 4F (468.967327 sec): 3 clusters Score: Raw -500693.658688 + Penalty 1911.765583 = -498781.893105 nChanged 821 SP:Iteration 5F (469.022906 sec): 3 clusters Score: Raw -501864.716540 + Penalty 1911.765583 = -499952.950957 nChanged 571 SP:Iteration 6F (469.081731 sec): 3 clusters Score: Raw -502520.447678 + Penalty 1911.765583 = -500608.682095 nChanged 331 SP:Iteration 7Q (469.140823 sec): 3 clusters Score: Raw -502996.136898 + Penalty 1911.765583 = -501084.371315 nChanged 195 SP:Iteration 8Q (469.199207 sec): 3 clusters Score: Raw -503416.577711 + Penalty 1911.765583 = -501504.812128 nChanged 144 SP:Iteration 9Q (469.256333 sec): 3 clusters Score: Raw -503660.972001 + Penalty 1911.765583 = -501749.206418 nChanged 81 SP:Iteration 10Q (469.312331 sec): 3 clusters Score: Raw -503748.636018 + Penalty 1911.765583 = -501836.870435 nChanged 47 SP:Iteration 11Q (469.453700 sec): 3 clusters Score: Raw -503795.644455 + Penalty 1911.765583 = -501883.878872 nChanged 38 SP:Iteration 12Q (469.598767 sec): 3 clusters Score: Raw -503823.211360 + Penalty 1911.765583 = -501911.445777 nChanged 24 SP:Iteration 13Q (469.668491 sec): 3 clusters Score: Raw -503836.684264 + Penalty 1911.765583 = -501924.918681 nChanged 11 SP:Iteration 14Q (469.717422 sec): 3 clusters Score: Raw -503842.158646 + Penalty 1911.765583 = -501930.393063 nChanged 6 SP:Iteration 15Q (469.768553 sec): 3 clusters Score: Raw -503843.789739 + Penalty 1911.765583 = -501932.024156 nChanged 1 SP:Iteration 16Q (469.828848 sec): 3 clusters Score: Raw -503844.076917 + Penalty 1911.765583 = -501932.311334 nChanged 0 SP:Iteration 17F (469.893089 sec): 3 clusters Score: Raw -503844.076917 + Penalty 1911.765583 = -501932.311334 nChanged 0 Score: Raw -1002761.935148 + Penalty 10429.443787 = -992332.491361 Splitting cluster 6 changes total score from -984527.521162 to -992332.491361 So it's getting split into cluster 10. Iteration 20F (470.509133 sec): 11 clusters Score: Raw -1004612.067195 + Penalty 10429.443787 = -994182.623407 nChanged 1288 Iteration 21F (470.794291 sec): 11 clusters Score: Raw -1006077.512228 + Penalty 10429.443787 = -995648.068441 nChanged 546 Iteration 22Q (471.025381 sec): 11 clusters Score: Raw -1006823.130791 + Penalty 10429.443787 = -996393.687003 nChanged 365 Iteration 23Q (471.223487 sec): 11 clusters Score: Raw -1007136.430139 + Penalty 10429.443787 = -996706.986352 nChanged 286 Iteration 24Q (471.440429 sec): 11 clusters Score: Raw -1007370.959244 + Penalty 10429.443787 = -996941.515457 nChanged 223 Iteration 25Q (471.644851 sec): 11 clusters Score: Raw -1007551.365387 + Penalty 10429.443787 = -997121.921600 nChanged 200 Iteration 26Q (471.837455 sec): 11 clusters Score: Raw -1007717.036294 + Penalty 10429.443787 = -997287.592507 nChanged 148 Iteration 27Q (472.052731 sec): 11 clusters Score: Raw -1007824.459386 + Penalty 10429.443787 = -997395.015599 nChanged 123 Iteration 28Q (472.250756 sec): 11 clusters Score: Raw -1007890.571039 + Penalty 10429.443787 = -997461.127251 nChanged 94 Iteration 29Q (472.443301 sec): 11 clusters Score: Raw -1007959.581732 + Penalty 10429.443787 = -997530.137945 nChanged 106 Iteration 30Q (472.656983 sec): 11 clusters Score: Raw -1008046.943659 + Penalty 10429.443787 = -997617.499871 nChanged 91 Iteration 31Q (472.843820 sec): 11 clusters Score: Raw -1008137.373432 + Penalty 10429.443787 = -997707.929644 nChanged 109 Iteration 32Q (473.058028 sec): 11 clusters Score: Raw -1008217.979137 + Penalty 10429.443787 = -997788.535350 nChanged 93 Iteration 33Q (473.263766 sec): 11 clusters Score: Raw -1008265.770700 + Penalty 10429.443787 = -997836.326913 nChanged 73 Iteration 34Q (473.450622 sec): 11 clusters Score: Raw -1008289.209674 + Penalty 10429.443787 = -997859.765887 nChanged 52 Iteration 35Q (473.672110 sec): 11 clusters Score: Raw -1008319.609108 + Penalty 10429.443787 = -997890.165321 nChanged 46 Iteration 36Q (473.879693 sec): 11 clusters Score: Raw -1008353.943960 + Penalty 10429.443787 = -997924.500173 nChanged 55 Iteration 37Q (474.071620 sec): 11 clusters Score: Raw -1008391.363176 + Penalty 10429.443787 = -997961.919389 nChanged 61 Iteration 38Q (474.284608 sec): 11 clusters Score: Raw -1008428.724066 + Penalty 10429.443787 = -997999.280279 nChanged 53 Iteration 39Q (474.485293 sec): 11 clusters Score: Raw -1008460.219817 + Penalty 10429.443787 = -998030.776030 nChanged 45 Iteration 40F (474.783388 sec): 11 clusters Score: Raw -1008629.808094 + Penalty 10429.443787 = -998200.364307 nChanged 74 Iteration 41Q (474.974453 sec): 11 clusters Score: Raw -1008838.290372 + Penalty 10429.443787 = -998408.846585 nChanged 77 Iteration 42Q (475.190371 sec): 11 clusters Score: Raw -1008915.274030 + Penalty 10429.443787 = -998485.830242 nChanged 74 Iteration 43Q (475.393346 sec): 11 clusters Score: Raw -1008949.134788 + Penalty 10429.443787 = -998519.691001 nChanged 60 Iteration 44Q (475.881130 sec): 11 clusters Score: Raw -1008974.964561 + Penalty 10429.443787 = -998545.520773 nChanged 64 Iteration 45Q (476.104010 sec): 11 clusters Score: Raw -1008994.910838 + Penalty 10429.443787 = -998565.467051 nChanged 46 Iteration 46Q (476.343782 sec): 11 clusters Score: Raw -1009011.932362 + Penalty 10429.443787 = -998582.488575 nChanged 47 Iteration 47Q (476.610389 sec): 11 clusters Score: Raw -1009032.602373 + Penalty 10429.443787 = -998603.158586 nChanged 40 Iteration 48Q (476.800884 sec): 11 clusters Score: Raw -1009047.364070 + Penalty 10429.443787 = -998617.920283 nChanged 27 Iteration 49Q (477.018204 sec): 11 clusters Score: Raw -1009053.145522 + Penalty 10429.443787 = -998623.701735 nChanged 8 Iteration 50Q (477.206386 sec): 11 clusters Score: Raw -1009055.131100 + Penalty 10429.443787 = -998625.687312 nChanged 6 Iteration 51Q (477.420872 sec): 11 clusters Score: Raw -1009056.522322 + Penalty 10429.443787 = -998627.078535 nChanged 6 Iteration 52Q (477.627099 sec): 11 clusters Score: Raw -1009058.266815 + Penalty 10429.443787 = -998628.823028 nChanged 12 Iteration 53Q (477.815194 sec): 11 clusters Score: Raw -1009061.345186 + Penalty 10429.443787 = -998631.901399 nChanged 8 Iteration 54Q (478.032231 sec): 11 clusters Score: Raw -1009063.628158 + Penalty 10429.443787 = -998634.184371 nChanged 8 Iteration 55Q (478.233757 sec): 11 clusters Score: Raw -1009066.307928 + Penalty 10429.443787 = -998636.864141 nChanged 13 Iteration 56Q (478.423928 sec): 11 clusters Score: Raw -1009070.526095 + Penalty 10429.443787 = -998641.082308 nChanged 10 Iteration 57Q (478.636707 sec): 11 clusters Score: Raw -1009073.274824 + Penalty 10429.443787 = -998643.831036 nChanged 10 Iteration 58Q (478.836202 sec): 11 clusters Score: Raw -1009075.412341 + Penalty 10429.443787 = -998645.968553 nChanged 11 Writing temp clu file Because OldScore, -998643.831036, is greater than current (better) Score,-998645.968553 Compute initial score before splitting: Score: Raw -1009075.412341 + Penalty 10429.443787 = -998645.968553 Trying to split cluster 1 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (478.902458 sec): 2 clusters Score: Raw -10876.022635 + Penalty 612.347660 = -10263.674975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (479.022236 sec): 3 clusters Score: Raw -10894.425286 + Penalty 1224.695320 = -9669.729965 nChanged 104 SP:Iteration 1F (479.041417 sec): 3 clusters Score: Raw -11219.055075 + Penalty 1224.695320 = -9994.359755 nChanged 29 SP:Iteration 2F (479.048816 sec): 3 clusters Score: Raw -11368.305915 + Penalty 1224.695320 = -10143.610594 nChanged 20 SP:Iteration 3F (479.055909 sec): 3 clusters Score: Raw -11419.028631 + Penalty 1224.695320 = -10194.333311 nChanged 13 SP:Iteration 4Q (479.062925 sec): 3 clusters Score: Raw -11437.587749 + Penalty 1224.695320 = -10212.892428 nChanged 11 SP:Iteration 5Q (479.069975 sec): 3 clusters Score: Raw -11466.982962 + Penalty 1224.695320 = -10242.287642 nChanged 11 SP:Iteration 6Q (479.077036 sec): 3 clusters Score: Raw -11529.304763 + Penalty 1224.695320 = -10304.609443 nChanged 9 SP:Iteration 7Q (479.084023 sec): 3 clusters Score: Raw -11553.294530 + Penalty 1224.695320 = -10328.599210 nChanged 2 SP:Iteration 8Q (479.091018 sec): 3 clusters Score: Raw -11556.090246 + Penalty 1224.695320 = -10331.394925 nChanged 1 SP:Iteration 9Q (479.097987 sec): 3 clusters Score: Raw -11566.219954 + Penalty 1224.695320 = -10341.524634 nChanged 1 SP:Iteration 10Q (479.146087 sec): 3 clusters Score: Raw -11566.606598 + Penalty 1224.695320 = -10341.911278 nChanged 0 SP:Iteration 11F (479.153114 sec): 3 clusters Score: Raw -11566.606598 + Penalty 1224.695320 = -10341.911278 nChanged 0 Score: Raw -1009768.200785 + Penalty 11472.388166 = -998295.812619 Splitting cluster 1 changes total score from -998645.968553 to -998295.812619 So it's not getting split. Trying to split cluster 2 (1358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (479.534046 sec): 2 clusters Score: Raw -67401.759138 + Penalty 757.445672 = -66644.313465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (479.644712 sec): 3 clusters Score: Raw -66825.024161 + Penalty 1514.891345 = -65310.132816 nChanged 484 SP:Iteration 1F (479.762167 sec): 3 clusters Score: Raw -67192.144259 + Penalty 1514.891345 = -65677.252914 nChanged 116 SP:Iteration 2F (479.879301 sec): 3 clusters Score: Raw -67311.530059 + Penalty 1514.891345 = -65796.638714 nChanged 92 SP:Iteration 3F (479.992564 sec): 3 clusters Score: Raw -67431.819522 + Penalty 1514.891345 = -65916.928177 nChanged 88 SP:Iteration 4F (480.030658 sec): 3 clusters Score: Raw -67557.153905 + Penalty 1514.891345 = -66042.262561 nChanged 76 SP:Iteration 5F (480.045506 sec): 3 clusters Score: Raw -67667.803528 + Penalty 1514.891345 = -66152.912183 nChanged 73 SP:Iteration 6F (480.060208 sec): 3 clusters Score: Raw -67776.544176 + Penalty 1514.891345 = -66261.652831 nChanged 67 SP:Iteration 7Q (480.075082 sec): 3 clusters Score: Raw -67882.393292 + Penalty 1514.891345 = -66367.501947 nChanged 60 SP:Iteration 8Q (480.089911 sec): 3 clusters Score: Raw -67965.515504 + Penalty 1514.891345 = -66450.624159 nChanged 37 SP:Iteration 9Q (480.105597 sec): 3 clusters Score: Raw -68005.963847 + Penalty 1514.891345 = -66491.072503 nChanged 40 SP:Iteration 10Q (480.121378 sec): 3 clusters Score: Raw -68055.760818 + Penalty 1514.891345 = -66540.869473 nChanged 36 SP:Iteration 11Q (480.137013 sec): 3 clusters Score: Raw -68094.110911 + Penalty 1514.891345 = -66579.219566 nChanged 27 SP:Iteration 12Q (480.152612 sec): 3 clusters Score: Raw -68127.993381 + Penalty 1514.891345 = -66613.102036 nChanged 25 SP:Iteration 13Q (480.169623 sec): 3 clusters Score: Raw -68169.664010 + Penalty 1514.891345 = -66654.772665 nChanged 26 SP:Iteration 14Q (480.185088 sec): 3 clusters Score: Raw -68219.261492 + Penalty 1514.891345 = -66704.370147 nChanged 25 SP:Iteration 15Q (480.200476 sec): 3 clusters Score: Raw -68270.007735 + Penalty 1514.891345 = -66755.116391 nChanged 26 SP:Iteration 16Q (480.215886 sec): 3 clusters Score: Raw -68320.802256 + Penalty 1514.891345 = -66805.910911 nChanged 20 SP:Iteration 17Q (480.231376 sec): 3 clusters Score: Raw -68365.851701 + Penalty 1514.891345 = -66850.960356 nChanged 20 SP:Iteration 18Q (480.245629 sec): 3 clusters Score: Raw -68399.467869 + Penalty 1514.891345 = -66884.576524 nChanged 14 SP:Iteration 19Q (480.259761 sec): 3 clusters Score: Raw -68433.429020 + Penalty 1514.891345 = -66918.537676 nChanged 15 SP:Iteration 20F (480.274364 sec): 3 clusters Score: Raw -68478.402965 + Penalty 1514.891345 = -66963.511620 nChanged 11 SP:Iteration 21Q (480.288507 sec): 3 clusters Score: Raw -68494.659974 + Penalty 1514.891345 = -66979.768630 nChanged 5 SP:Iteration 22Q (480.302609 sec): 3 clusters Score: Raw -68499.856169 + Penalty 1514.891345 = -66984.964824 nChanged 1 SP:Iteration 23Q (480.316617 sec): 3 clusters Score: Raw -68500.193801 + Penalty 1514.891345 = -66985.302456 nChanged 1 SP:Iteration 24Q (480.330725 sec): 3 clusters Score: Raw -68500.453978 + Penalty 1514.891345 = -66985.562634 nChanged 0 SP:Iteration 25F (480.345245 sec): 3 clusters Score: Raw -68500.453978 + Penalty 1514.891345 = -66985.562634 nChanged 0 Score: Raw -1010176.311662 + Penalty 11472.388166 = -998703.923496 Splitting cluster 2 changes total score from -998645.968553 to -998703.923496 So it's getting split into cluster 11. Trying to split cluster 3 (1147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (480.677597 sec): 2 clusters Score: Raw -61860.056989 + Penalty 739.715037 = -61120.341952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.691304 sec): 3 clusters Score: Raw -61451.603524 + Penalty 1479.430075 = -59972.173449 nChanged 410 SP:Iteration 1F (480.798711 sec): 3 clusters Score: Raw -61836.841193 + Penalty 1479.430075 = -60357.411118 nChanged 93 SP:Iteration 2F (480.900600 sec): 3 clusters Score: Raw -61932.672557 + Penalty 1479.430075 = -60453.242483 nChanged 56 SP:Iteration 3Q (481.008051 sec): 3 clusters Score: Raw -61986.484990 + Penalty 1479.430075 = -60507.054915 nChanged 36 SP:Iteration 4Q (481.114092 sec): 3 clusters Score: Raw -62023.237872 + Penalty 1479.430075 = -60543.807798 nChanged 33 SP:Iteration 5Q (481.220617 sec): 3 clusters Score: Raw -62053.456977 + Penalty 1479.430075 = -60574.026903 nChanged 31 SP:Iteration 6Q (481.343925 sec): 3 clusters Score: Raw -62087.669337 + Penalty 1479.430075 = -60608.239263 nChanged 27 SP:Iteration 7Q (481.398863 sec): 3 clusters Score: Raw -62112.213532 + Penalty 1479.430075 = -60632.783457 nChanged 18 SP:Iteration 8Q (481.412552 sec): 3 clusters Score: Raw -62131.760989 + Penalty 1479.430075 = -60652.330915 nChanged 12 SP:Iteration 9Q (481.425648 sec): 3 clusters Score: Raw -62144.058495 + Penalty 1479.430075 = -60664.628420 nChanged 15 SP:Iteration 10Q (481.438629 sec): 3 clusters Score: Raw -62162.427927 + Penalty 1479.430075 = -60682.997852 nChanged 23 SP:Iteration 11Q (481.451625 sec): 3 clusters Score: Raw -62186.131511 + Penalty 1479.430075 = -60706.701437 nChanged 18 SP:Iteration 12Q (481.464702 sec): 3 clusters Score: Raw -62200.636350 + Penalty 1479.430075 = -60721.206275 nChanged 18 SP:Iteration 13Q (481.477662 sec): 3 clusters Score: Raw -62215.043467 + Penalty 1479.430075 = -60735.613392 nChanged 7 SP:Iteration 14Q (481.490614 sec): 3 clusters Score: Raw -62219.841885 + Penalty 1479.430075 = -60740.411811 nChanged 4 SP:Iteration 15Q (481.503607 sec): 3 clusters Score: Raw -62221.891151 + Penalty 1479.430075 = -60742.461076 nChanged 2 SP:Iteration 16Q (481.516627 sec): 3 clusters Score: Raw -62223.964478 + Penalty 1479.430075 = -60744.534404 nChanged 0 SP:Iteration 17F (481.529658 sec): 3 clusters Score: Raw -62223.964478 + Penalty 1479.430075 = -60744.534404 nChanged 0 Trying to split cluster 4 (1259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (481.561142 sec): 2 clusters Score: Raw -64426.850983 + Penalty 749.497669 = -63677.353314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (481.575833 sec): 3 clusters Score: Raw -63903.170769 + Penalty 1498.995337 = -62404.175431 nChanged 434 SP:Iteration 1F (481.589794 sec): 3 clusters Score: Raw -64252.950243 + Penalty 1498.995337 = -62753.954906 nChanged 147 SP:Iteration 2F (481.603675 sec): 3 clusters Score: Raw -64418.503988 + Penalty 1498.995337 = -62919.508651 nChanged 87 SP:Iteration 3F (481.617435 sec): 3 clusters Score: Raw -64517.406373 + Penalty 1498.995337 = -63018.411036 nChanged 53 SP:Iteration 4Q (481.631515 sec): 3 clusters Score: Raw -64559.499888 + Penalty 1498.995337 = -63060.504551 nChanged 38 SP:Iteration 5Q (481.645640 sec): 3 clusters Score: Raw -64594.955521 + Penalty 1498.995337 = -63095.960184 nChanged 26 SP:Iteration 6Q (481.659819 sec): 3 clusters Score: Raw -64617.002529 + Penalty 1498.995337 = -63118.007192 nChanged 16 SP:Iteration 7Q (481.673792 sec): 3 clusters Score: Raw -64627.995414 + Penalty 1498.995337 = -63129.000077 nChanged 10 SP:Iteration 8Q (481.687771 sec): 3 clusters Score: Raw -64633.787638 + Penalty 1498.995337 = -63134.792301 nChanged 13 SP:Iteration 9Q (481.701750 sec): 3 clusters Score: Raw -64644.381425 + Penalty 1498.995337 = -63145.386088 nChanged 14 SP:Iteration 10Q (481.715729 sec): 3 clusters Score: Raw -64666.192997 + Penalty 1498.995337 = -63167.197659 nChanged 21 SP:Iteration 11Q (481.729695 sec): 3 clusters Score: Raw -64685.972990 + Penalty 1498.995337 = -63186.977653 nChanged 20 SP:Iteration 12Q (481.743705 sec): 3 clusters Score: Raw -64700.758638 + Penalty 1498.995337 = -63201.763301 nChanged 12 SP:Iteration 13Q (481.757656 sec): 3 clusters Score: Raw -64709.483038 + Penalty 1498.995337 = -63210.487701 nChanged 9 SP:Iteration 14Q (481.873407 sec): 3 clusters Score: Raw -64716.187823 + Penalty 1498.995337 = -63217.192485 nChanged 11 SP:Iteration 15Q (481.977064 sec): 3 clusters Score: Raw -64723.973300 + Penalty 1498.995337 = -63224.977963 nChanged 12 SP:Iteration 16Q (482.094155 sec): 3 clusters Score: Raw -64734.946219 + Penalty 1498.995337 = -63235.950882 nChanged 12 SP:Iteration 17Q (482.207335 sec): 3 clusters Score: Raw -64746.957320 + Penalty 1498.995337 = -63247.961983 nChanged 19 SP:Iteration 18Q (482.314205 sec): 3 clusters Score: Raw -64765.933550 + Penalty 1498.995337 = -63266.938213 nChanged 13 SP:Iteration 19Q (482.328420 sec): 3 clusters Score: Raw -64776.913097 + Penalty 1498.995337 = -63277.917760 nChanged 15 SP:Iteration 20F (482.342295 sec): 3 clusters Score: Raw -64791.893507 + Penalty 1498.995337 = -63292.898170 nChanged 15 SP:Iteration 21Q (482.356237 sec): 3 clusters Score: Raw -64810.019851 + Penalty 1498.995337 = -63311.024514 nChanged 15 SP:Iteration 22Q (482.370416 sec): 3 clusters Score: Raw -64827.403106 + Penalty 1498.995337 = -63328.407769 nChanged 20 SP:Iteration 23Q (482.384369 sec): 3 clusters Score: Raw -64850.612805 + Penalty 1498.995337 = -63351.617468 nChanged 16 SP:Iteration 24Q (482.398264 sec): 3 clusters Score: Raw -64866.286620 + Penalty 1498.995337 = -63367.291282 nChanged 14 SP:Iteration 25Q (482.412134 sec): 3 clusters Score: Raw -64877.528160 + Penalty 1498.995337 = -63378.532823 nChanged 8 SP:Iteration 26Q (482.426006 sec): 3 clusters Score: Raw -64887.068512 + Penalty 1498.995337 = -63388.073175 nChanged 3 SP:Iteration 27Q (482.439964 sec): 3 clusters Score: Raw -64889.990835 + Penalty 1498.995337 = -63390.995498 nChanged 7 SP:Iteration 28Q (482.453902 sec): 3 clusters Score: Raw -64894.997377 + Penalty 1498.995337 = -63396.002040 nChanged 4 SP:Iteration 29Q (482.467760 sec): 3 clusters Score: Raw -64897.372577 + Penalty 1498.995337 = -63398.377240 nChanged 5 SP:Iteration 30Q (482.481572 sec): 3 clusters Score: Raw -64900.195967 + Penalty 1498.995337 = -63401.200630 nChanged 4 SP:Iteration 31Q (482.495496 sec): 3 clusters Score: Raw -64903.749137 + Penalty 1498.995337 = -63404.753800 nChanged 5 SP:Iteration 32Q (482.509363 sec): 3 clusters Score: Raw -64906.736120 + Penalty 1498.995337 = -63407.740783 nChanged 2 SP:Iteration 33Q (482.523159 sec): 3 clusters Score: Raw -64909.752043 + Penalty 1498.995337 = -63410.756706 nChanged 1 SP:Iteration 34Q (482.537040 sec): 3 clusters Score: Raw -64910.723915 + Penalty 1498.995337 = -63411.728578 nChanged 1 SP:Iteration 35Q (482.550800 sec): 3 clusters Score: Raw -64910.869146 + Penalty 1498.995337 = -63411.873809 nChanged 0 SP:Iteration 36F (482.564702 sec): 3 clusters Score: Raw -64910.869146 + Penalty 1498.995337 = -63411.873809 nChanged 0 Trying to split cluster 5 (2908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (482.601641 sec): 2 clusters Score: Raw -112238.269614 + Penalty 837.398188 = -111400.871426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (482.631196 sec): 3 clusters Score: Raw -110822.073652 + Penalty 1674.796376 = -109147.277276 nChanged 1202 SP:Iteration 1F (482.659396 sec): 3 clusters Score: Raw -112289.814679 + Penalty 1674.796376 = -110615.018303 nChanged 362 SP:Iteration 2F (482.687614 sec): 3 clusters Score: Raw -112874.794745 + Penalty 1674.796376 = -111199.998369 nChanged 236 SP:Iteration 3F (482.715932 sec): 3 clusters Score: Raw -113175.522490 + Penalty 1674.796376 = -111500.726114 nChanged 151 SP:Iteration 4F (482.744047 sec): 3 clusters Score: Raw -113295.367053 + Penalty 1674.796376 = -111620.570677 nChanged 77 SP:Iteration 5Q (482.772931 sec): 3 clusters Score: Raw -113340.885604 + Penalty 1674.796376 = -111666.089228 nChanged 60 SP:Iteration 6Q (482.800967 sec): 3 clusters Score: Raw -113375.624024 + Penalty 1674.796376 = -111700.827648 nChanged 49 SP:Iteration 7Q (482.920030 sec): 3 clusters Score: Raw -113398.646638 + Penalty 1674.796376 = -111723.850261 nChanged 31 SP:Iteration 8Q (483.028340 sec): 3 clusters Score: Raw -113411.378810 + Penalty 1674.796376 = -111736.582434 nChanged 26 SP:Iteration 9Q (483.164808 sec): 3 clusters Score: Raw -113422.278914 + Penalty 1674.796376 = -111747.482538 nChanged 24 SP:Iteration 10Q (483.254526 sec): 3 clusters Score: Raw -113432.175432 + Penalty 1674.796376 = -111757.379056 nChanged 18 SP:Iteration 11Q (483.377989 sec): 3 clusters Score: Raw -113440.880530 + Penalty 1674.796376 = -111766.084154 nChanged 18 SP:Iteration 12Q (483.445965 sec): 3 clusters Score: Raw -113447.942144 + Penalty 1674.796376 = -111773.145768 nChanged 12 SP:Iteration 13Q (483.474908 sec): 3 clusters Score: Raw -113454.882756 + Penalty 1674.796376 = -111780.086380 nChanged 14 SP:Iteration 14Q (483.508704 sec): 3 clusters Score: Raw -113464.081726 + Penalty 1674.796376 = -111789.285350 nChanged 14 SP:Iteration 15Q (483.543449 sec): 3 clusters Score: Raw -113471.343948 + Penalty 1674.796376 = -111796.547572 nChanged 15 SP:Iteration 16Q (483.578604 sec): 3 clusters Score: Raw -113478.887023 + Penalty 1674.796376 = -111804.090647 nChanged 14 SP:Iteration 17Q (483.613187 sec): 3 clusters Score: Raw -113484.982834 + Penalty 1674.796376 = -111810.186458 nChanged 14 SP:Iteration 18Q (483.640774 sec): 3 clusters Score: Raw -113491.728532 + Penalty 1674.796376 = -111816.932156 nChanged 15 SP:Iteration 19Q (483.668290 sec): 3 clusters Score: Raw -113497.153330 + Penalty 1674.796376 = -111822.356954 nChanged 15 SP:Iteration 20F (483.695939 sec): 3 clusters Score: Raw -113503.471668 + Penalty 1674.796376 = -111828.675292 nChanged 14 SP:Iteration 21Q (483.723374 sec): 3 clusters Score: Raw -113508.121369 + Penalty 1674.796376 = -111833.324993 nChanged 8 SP:Iteration 22Q (483.751362 sec): 3 clusters Score: Raw -113511.701008 + Penalty 1674.796376 = -111836.904631 nChanged 7 SP:Iteration 23Q (483.779010 sec): 3 clusters Score: Raw -113513.515910 + Penalty 1674.796376 = -111838.719534 nChanged 7 SP:Iteration 24Q (483.806622 sec): 3 clusters Score: Raw -113517.410316 + Penalty 1674.796376 = -111842.613940 nChanged 6 SP:Iteration 25Q (483.834207 sec): 3 clusters Score: Raw -113520.144427 + Penalty 1674.796376 = -111845.348051 nChanged 4 SP:Iteration 26Q (483.861704 sec): 3 clusters Score: Raw -113521.334462 + Penalty 1674.796376 = -111846.538086 nChanged 4 SP:Iteration 27Q (483.889269 sec): 3 clusters Score: Raw -113521.746024 + Penalty 1674.796376 = -111846.949648 nChanged 3 SP:Iteration 28Q (483.916896 sec): 3 clusters Score: Raw -113522.980449 + Penalty 1674.796376 = -111848.184073 nChanged 5 SP:Iteration 29Q (483.944555 sec): 3 clusters Score: Raw -113524.467146 + Penalty 1674.796376 = -111849.670769 nChanged 3 SP:Iteration 30Q (483.972086 sec): 3 clusters Score: Raw -113524.731776 + Penalty 1674.796376 = -111849.935400 nChanged 2 SP:Iteration 31Q (483.999576 sec): 3 clusters Score: Raw -113525.354576 + Penalty 1674.796376 = -111850.558200 nChanged 6 SP:Iteration 32Q (484.027134 sec): 3 clusters Score: Raw -113526.818290 + Penalty 1674.796376 = -111852.021914 nChanged 5 SP:Iteration 33Q (484.054722 sec): 3 clusters Score: Raw -113528.491937 + Penalty 1674.796376 = -111853.695561 nChanged 9 SP:Iteration 34Q (484.082355 sec): 3 clusters Score: Raw -113530.448827 + Penalty 1674.796376 = -111855.652451 nChanged 3 SP:Iteration 35Q (484.109848 sec): 3 clusters Score: Raw -113531.301390 + Penalty 1674.796376 = -111856.505014 nChanged 4 SP:Iteration 36Q (484.137412 sec): 3 clusters Score: Raw -113532.571472 + Penalty 1674.796376 = -111857.775096 nChanged 5 SP:Iteration 37Q (484.164974 sec): 3 clusters Score: Raw -113535.600152 + Penalty 1674.796376 = -111860.803776 nChanged 7 SP:Iteration 38Q (484.192573 sec): 3 clusters Score: Raw -113538.160322 + Penalty 1674.796376 = -111863.363945 nChanged 7 SP:Iteration 39Q (484.297382 sec): 3 clusters Score: Raw -113540.768062 + Penalty 1674.796376 = -111865.971686 nChanged 6 SP:Iteration 40F (484.423650 sec): 3 clusters Score: Raw -113543.680170 + Penalty 1674.796376 = -111868.883794 nChanged 3 SP:Iteration 41Q (484.521336 sec): 3 clusters Score: Raw -113544.404801 + Penalty 1674.796376 = -111869.608425 nChanged 3 SP:Iteration 42Q (484.579927 sec): 3 clusters Score: Raw -113544.842431 + Penalty 1674.796376 = -111870.046055 nChanged 2 SP:Iteration 43Q (484.607819 sec): 3 clusters Score: Raw -113545.259991 + Penalty 1674.796376 = -111870.463615 nChanged 2 SP:Iteration 44Q (484.635500 sec): 3 clusters Score: Raw -113545.441355 + Penalty 1674.796376 = -111870.644979 nChanged 0 SP:Iteration 45F (484.663334 sec): 3 clusters Score: Raw -113545.441355 + Penalty 1674.796376 = -111870.644979 nChanged 0 Score: Raw -1011483.483403 + Penalty 12515.332545 = -998968.150858 Splitting cluster 5 changes total score from -998645.968553 to -998968.150858 So it's getting split into cluster 12. Trying to split cluster 6 (6842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.053063 sec): 2 clusters Score: Raw -388103.944206 + Penalty 927.237713 = -387176.706493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.111047 sec): 3 clusters Score: Raw -384250.972829 + Penalty 1854.475427 = -382396.497402 nChanged 2953 SP:Iteration 1F (485.177226 sec): 3 clusters Score: Raw -386169.929808 + Penalty 1854.475427 = -384315.454381 nChanged 653 SP:Iteration 2F (485.243139 sec): 3 clusters Score: Raw -386929.209830 + Penalty 1854.475427 = -385074.734403 nChanged 716 SP:Iteration 3F (485.298776 sec): 3 clusters Score: Raw -387796.029504 + Penalty 1854.475427 = -385941.554077 nChanged 654 SP:Iteration 4F (485.346219 sec): 3 clusters Score: Raw -388427.020268 + Penalty 1854.475427 = -386572.544841 nChanged 434 SP:Iteration 5F (485.393800 sec): 3 clusters Score: Raw -388740.651890 + Penalty 1854.475427 = -386886.176463 nChanged 235 SP:Iteration 6Q (485.442922 sec): 3 clusters Score: Raw -388910.710062 + Penalty 1854.475427 = -387056.234635 nChanged 176 SP:Iteration 7Q (485.495229 sec): 3 clusters Score: Raw -389046.858706 + Penalty 1854.475427 = -387192.383279 nChanged 141 SP:Iteration 8Q (485.547444 sec): 3 clusters Score: Raw -389153.032950 + Penalty 1854.475427 = -387298.557523 nChanged 122 SP:Iteration 9Q (485.599788 sec): 3 clusters Score: Raw -389240.170668 + Penalty 1854.475427 = -387385.695241 nChanged 93 SP:Iteration 10Q (485.648026 sec): 3 clusters Score: Raw -389307.819799 + Penalty 1854.475427 = -387453.344372 nChanged 74 SP:Iteration 11Q (485.696014 sec): 3 clusters Score: Raw -389355.591235 + Penalty 1854.475427 = -387501.115808 nChanged 53 SP:Iteration 12Q (485.743959 sec): 3 clusters Score: Raw -389396.321100 + Penalty 1854.475427 = -387541.845674 nChanged 53 SP:Iteration 13Q (485.791676 sec): 3 clusters Score: Raw -389439.681759 + Penalty 1854.475427 = -387585.206332 nChanged 48 SP:Iteration 14Q (485.925031 sec): 3 clusters Score: Raw -389489.388749 + Penalty 1854.475427 = -387634.913322 nChanged 47 SP:Iteration 15Q (485.974476 sec): 3 clusters Score: Raw -389536.446603 + Penalty 1854.475427 = -387681.971176 nChanged 36 SP:Iteration 16Q (486.025976 sec): 3 clusters Score: Raw -389571.277757 + Penalty 1854.475427 = -387716.802330 nChanged 37 SP:Iteration 17Q (486.075329 sec): 3 clusters Score: Raw -389596.015488 + Penalty 1854.475427 = -387741.540062 nChanged 24 SP:Iteration 18Q (486.124558 sec): 3 clusters Score: Raw -389611.307705 + Penalty 1854.475427 = -387756.832278 nChanged 17 SP:Iteration 19Q (486.172392 sec): 3 clusters Score: Raw -389616.090094 + Penalty 1854.475427 = -387761.614667 nChanged 5 SP:Iteration 20F (486.221499 sec): 3 clusters Score: Raw -389617.708699 + Penalty 1854.475427 = -387763.233273 nChanged 4 SP:Iteration 21Q (486.367542 sec): 3 clusters Score: Raw -389618.464029 + Penalty 1854.475427 = -387763.988602 nChanged 2 SP:Iteration 22Q (486.465255 sec): 3 clusters Score: Raw -389618.949243 + Penalty 1854.475427 = -387764.473816 nChanged 1 SP:Iteration 23Q (486.595488 sec): 3 clusters Score: Raw -389619.536639 + Penalty 1854.475427 = -387765.061212 nChanged 0 SP:Iteration 24F (486.644246 sec): 3 clusters Score: Raw -389619.536639 + Penalty 1854.475427 = -387765.061212 nChanged 0 Score: Raw -1012999.075836 + Penalty 13558.276923 = -999440.798913 Splitting cluster 6 changes total score from -998645.968553 to -999440.798913 So it's getting split into cluster 13. Trying to split cluster 7 (1177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (487.029437 sec): 2 clusters Score: Raw -54715.243820 + Penalty 742.426031 = -53972.817789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (487.044009 sec): 3 clusters Score: Raw -54243.207220 + Penalty 1484.852063 = -52758.355158 nChanged 410 SP:Iteration 1F (487.057501 sec): 3 clusters Score: Raw -54654.680293 + Penalty 1484.852063 = -53169.828231 nChanged 130 SP:Iteration 2F (487.071233 sec): 3 clusters Score: Raw -54845.198537 + Penalty 1484.852063 = -53360.346475 nChanged 93 SP:Iteration 3F (487.084547 sec): 3 clusters Score: Raw -54948.416553 + Penalty 1484.852063 = -53463.564490 nChanged 59 SP:Iteration 4F (487.098304 sec): 3 clusters Score: Raw -55005.693409 + Penalty 1484.852063 = -53520.841347 nChanged 49 SP:Iteration 5Q (487.112102 sec): 3 clusters Score: Raw -55061.713337 + Penalty 1484.852063 = -53576.861274 nChanged 40 SP:Iteration 6Q (487.125999 sec): 3 clusters Score: Raw -55143.876664 + Penalty 1484.852063 = -53659.024602 nChanged 35 SP:Iteration 7Q (487.139707 sec): 3 clusters Score: Raw -55186.587718 + Penalty 1484.852063 = -53701.735655 nChanged 20 SP:Iteration 8Q (487.153382 sec): 3 clusters Score: Raw -55207.074486 + Penalty 1484.852063 = -53722.222424 nChanged 17 SP:Iteration 9Q (487.167157 sec): 3 clusters Score: Raw -55219.072020 + Penalty 1484.852063 = -53734.219957 nChanged 7 SP:Iteration 10Q (487.180411 sec): 3 clusters Score: Raw -55223.480841 + Penalty 1484.852063 = -53738.628779 nChanged 7 SP:Iteration 11Q (487.193575 sec): 3 clusters Score: Raw -55229.145045 + Penalty 1484.852063 = -53744.292983 nChanged 4 SP:Iteration 12Q (487.206795 sec): 3 clusters Score: Raw -55232.157010 + Penalty 1484.852063 = -53747.304947 nChanged 4 SP:Iteration 13Q (487.219999 sec): 3 clusters Score: Raw -55235.058287 + Penalty 1484.852063 = -53750.206225 nChanged 5 SP:Iteration 14Q (487.233316 sec): 3 clusters Score: Raw -55238.235873 + Penalty 1484.852063 = -53753.383810 nChanged 5 SP:Iteration 15Q (487.246658 sec): 3 clusters Score: Raw -55240.341932 + Penalty 1484.852063 = -53755.489869 nChanged 1 SP:Iteration 16Q (487.259919 sec): 3 clusters Score: Raw -55241.352518 + Penalty 1484.852063 = -53756.500455 nChanged 4 SP:Iteration 17Q (487.273108 sec): 3 clusters Score: Raw -55244.786220 + Penalty 1484.852063 = -53759.934157 nChanged 3 SP:Iteration 18Q (487.286282 sec): 3 clusters Score: Raw -55248.802584 + Penalty 1484.852063 = -53763.950522 nChanged 1 SP:Iteration 19Q (487.299570 sec): 3 clusters Score: Raw -55249.717065 + Penalty 1484.852063 = -53764.865003 nChanged 2 SP:Iteration 20F (487.312653 sec): 3 clusters Score: Raw -55250.963020 + Penalty 1484.852063 = -53766.110958 nChanged 2 SP:Iteration 21Q (487.325859 sec): 3 clusters Score: Raw -55252.466262 + Penalty 1484.852063 = -53767.614200 nChanged 2 SP:Iteration 22Q (487.339027 sec): 3 clusters Score: Raw -55253.502005 + Penalty 1484.852063 = -53768.649942 nChanged 1 SP:Iteration 23Q (487.352212 sec): 3 clusters Score: Raw -55254.216197 + Penalty 1484.852063 = -53769.364134 nChanged 0 SP:Iteration 24F (487.365481 sec): 3 clusters Score: Raw -55254.216197 + Penalty 1484.852063 = -53769.364134 nChanged 0 Trying to split cluster 8 (2129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (487.427257 sec): 2 clusters Score: Raw -112913.199509 + Penalty 804.657805 = -112108.541704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (487.552074 sec): 3 clusters Score: Raw -111912.768351 + Penalty 1609.315610 = -110303.452741 nChanged 846 SP:Iteration 1F (487.621083 sec): 3 clusters Score: Raw -112484.424709 + Penalty 1609.315610 = -110875.109099 nChanged 227 SP:Iteration 2F (487.645456 sec): 3 clusters Score: Raw -112705.287189 + Penalty 1609.315610 = -111095.971579 nChanged 167 SP:Iteration 3F (487.669990 sec): 3 clusters Score: Raw -112870.770793 + Penalty 1609.315610 = -111261.455183 nChanged 132 SP:Iteration 4F (487.694550 sec): 3 clusters Score: Raw -112995.865685 + Penalty 1609.315610 = -111386.550076 nChanged 103 SP:Iteration 5Q (487.719742 sec): 3 clusters Score: Raw -113102.804828 + Penalty 1609.315610 = -111493.489218 nChanged 84 SP:Iteration 6Q (487.742551 sec): 3 clusters Score: Raw -113187.780512 + Penalty 1609.315610 = -111578.464903 nChanged 82 SP:Iteration 7Q (487.764997 sec): 3 clusters Score: Raw -113315.643076 + Penalty 1609.315610 = -111706.327466 nChanged 77 SP:Iteration 8Q (487.787613 sec): 3 clusters Score: Raw -113422.685014 + Penalty 1609.315610 = -111813.369405 nChanged 48 SP:Iteration 9Q (487.810136 sec): 3 clusters Score: Raw -113484.276911 + Penalty 1609.315610 = -111874.961301 nChanged 29 SP:Iteration 10Q (487.832496 sec): 3 clusters Score: Raw -113504.883812 + Penalty 1609.315610 = -111895.568202 nChanged 24 SP:Iteration 11Q (487.854292 sec): 3 clusters Score: Raw -113520.165537 + Penalty 1609.315610 = -111910.849928 nChanged 15 SP:Iteration 12Q (487.875986 sec): 3 clusters Score: Raw -113526.162542 + Penalty 1609.315610 = -111916.846933 nChanged 9 SP:Iteration 13Q (487.897705 sec): 3 clusters Score: Raw -113528.859616 + Penalty 1609.315610 = -111919.544007 nChanged 8 SP:Iteration 14Q (487.919530 sec): 3 clusters Score: Raw -113531.008641 + Penalty 1609.315610 = -111921.693032 nChanged 5 SP:Iteration 15Q (487.941346 sec): 3 clusters Score: Raw -113532.455014 + Penalty 1609.315610 = -111923.139404 nChanged 4 SP:Iteration 16Q (487.963973 sec): 3 clusters Score: Raw -113533.333727 + Penalty 1609.315610 = -111924.018118 nChanged 4 SP:Iteration 17Q (487.985788 sec): 3 clusters Score: Raw -113534.928153 + Penalty 1609.315610 = -111925.612544 nChanged 5 SP:Iteration 18Q (488.007115 sec): 3 clusters Score: Raw -113536.316503 + Penalty 1609.315610 = -111927.000894 nChanged 4 SP:Iteration 19Q (488.054623 sec): 3 clusters Score: Raw -113537.243733 + Penalty 1609.315610 = -111927.928123 nChanged 4 SP:Iteration 20F (488.085547 sec): 3 clusters Score: Raw -113538.212636 + Penalty 1609.315610 = -111928.897026 nChanged 7 SP:Iteration 21Q (488.106889 sec): 3 clusters Score: Raw -113540.388404 + Penalty 1609.315610 = -111931.072794 nChanged 4 SP:Iteration 22Q (488.129367 sec): 3 clusters Score: Raw -113541.177469 + Penalty 1609.315610 = -111931.861859 nChanged 1 SP:Iteration 23Q (488.150303 sec): 3 clusters Score: Raw -113541.374933 + Penalty 1609.315610 = -111932.059323 nChanged 0 SP:Iteration 24F (488.171013 sec): 3 clusters Score: Raw -113541.374933 + Penalty 1609.315610 = -111932.059323 nChanged 0 Trying to split cluster 9 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (488.201747 sec): 2 clusters Score: Raw -25975.166279 + Penalty 659.244750 = -25315.921530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (488.209939 sec): 3 clusters Score: Raw -25848.132576 + Penalty 1318.489499 = -24529.643077 nChanged 156 SP:Iteration 1F (488.217763 sec): 3 clusters Score: Raw -26008.921677 + Penalty 1318.489499 = -24690.432178 nChanged 35 SP:Iteration 2F (488.225796 sec): 3 clusters Score: Raw -26050.240960 + Penalty 1318.489499 = -24731.751461 nChanged 27 SP:Iteration 3F (488.341659 sec): 3 clusters Score: Raw -26082.755798 + Penalty 1318.489499 = -24764.266298 nChanged 26 SP:Iteration 4Q (488.459067 sec): 3 clusters Score: Raw -26112.553610 + Penalty 1318.489499 = -24794.064111 nChanged 23 SP:Iteration 5Q (488.572163 sec): 3 clusters Score: Raw -26136.733485 + Penalty 1318.489499 = -24818.243986 nChanged 16 SP:Iteration 6Q (488.644172 sec): 3 clusters Score: Raw -26154.559156 + Penalty 1318.489499 = -24836.069657 nChanged 9 SP:Iteration 7Q (488.663476 sec): 3 clusters Score: Raw -26161.867235 + Penalty 1318.489499 = -24843.377736 nChanged 6 SP:Iteration 8Q (488.671322 sec): 3 clusters Score: Raw -26169.583496 + Penalty 1318.489499 = -24851.093996 nChanged 6 SP:Iteration 9Q (488.679157 sec): 3 clusters Score: Raw -26174.674021 + Penalty 1318.489499 = -24856.184522 nChanged 4 SP:Iteration 10Q (488.686929 sec): 3 clusters Score: Raw -26178.424928 + Penalty 1318.489499 = -24859.935429 nChanged 6 SP:Iteration 11Q (488.694729 sec): 3 clusters Score: Raw -26194.007751 + Penalty 1318.489499 = -24875.518252 nChanged 4 SP:Iteration 12Q (488.702474 sec): 3 clusters Score: Raw -26198.139603 + Penalty 1318.489499 = -24879.650104 nChanged 1 SP:Iteration 13Q (488.710269 sec): 3 clusters Score: Raw -26199.592535 + Penalty 1318.489499 = -24881.103036 nChanged 0 SP:Iteration 14F (488.717983 sec): 3 clusters Score: Raw -26199.592535 + Penalty 1318.489499 = -24881.103036 nChanged 0 Trying to split cluster 10 (2755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (488.755274 sec): 2 clusters Score: Raw -152123.848293 + Penalty 831.723136 = -151292.125158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (488.783336 sec): 3 clusters Score: Raw -150818.157903 + Penalty 1663.446272 = -149154.711632 nChanged 1076 SP:Iteration 1F (488.809962 sec): 3 clusters Score: Raw -151763.876202 + Penalty 1663.446272 = -150100.429930 nChanged 346 SP:Iteration 2F (488.836702 sec): 3 clusters Score: Raw -152377.057049 + Penalty 1663.446272 = -150713.610777 nChanged 279 SP:Iteration 3F (488.863294 sec): 3 clusters Score: Raw -152899.135054 + Penalty 1663.446272 = -151235.688782 nChanged 213 SP:Iteration 4F (488.890017 sec): 3 clusters Score: Raw -153474.229901 + Penalty 1663.446272 = -151810.783630 nChanged 177 SP:Iteration 5F (488.916703 sec): 3 clusters Score: Raw -154129.123894 + Penalty 1663.446272 = -152465.677622 nChanged 109 SP:Iteration 6Q (488.943082 sec): 3 clusters Score: Raw -154314.437076 + Penalty 1663.446272 = -152650.990805 nChanged 62 SP:Iteration 7Q (488.969063 sec): 3 clusters Score: Raw -154411.736855 + Penalty 1663.446272 = -152748.290583 nChanged 46 SP:Iteration 8Q (488.994814 sec): 3 clusters Score: Raw -154472.447949 + Penalty 1663.446272 = -152809.001677 nChanged 26 SP:Iteration 9Q (489.020278 sec): 3 clusters Score: Raw -154507.153441 + Penalty 1663.446272 = -152843.707169 nChanged 18 SP:Iteration 10Q (489.045559 sec): 3 clusters Score: Raw -154523.773507 + Penalty 1663.446272 = -152860.327235 nChanged 8 SP:Iteration 11Q (489.070643 sec): 3 clusters Score: Raw -154527.732907 + Penalty 1663.446272 = -152864.286636 nChanged 5 SP:Iteration 12Q (489.095684 sec): 3 clusters Score: Raw -154530.270823 + Penalty 1663.446272 = -152866.824551 nChanged 3 SP:Iteration 13Q (489.120702 sec): 3 clusters Score: Raw -154531.070934 + Penalty 1663.446272 = -152867.624663 nChanged 0 SP:Iteration 14F (489.146762 sec): 3 clusters Score: Raw -154531.768354 + Penalty 1663.446272 = -152868.322083 nChanged 1 SP:Iteration 15Q (489.171813 sec): 3 clusters Score: Raw -154533.096693 + Penalty 1663.446272 = -152869.650422 nChanged 2 SP:Iteration 16Q (489.196915 sec): 3 clusters Score: Raw -154534.334365 + Penalty 1663.446272 = -152870.888093 nChanged 0 SP:Iteration 17F (489.222874 sec): 3 clusters Score: Raw -154534.334365 + Penalty 1663.446272 = -152870.888093 nChanged 0 Score: Raw -1015409.561908 + Penalty 14601.221302 = -1000808.340606 Splitting cluster 10 changes total score from -998645.968553 to -1000808.340606 So it's getting split into cluster 14. Iteration 59Q (490.281535 sec): 15 clusters Score: Raw -1015891.305159 + Penalty 14601.221302 = -1001290.083857 nChanged 453 Iteration 60F (490.697856 sec): 15 clusters Score: Raw -1017338.314287 + Penalty 14601.221302 = -1002737.092985 nChanged 424 Iteration 61Q (490.939396 sec): 15 clusters Score: Raw -1018564.123911 + Penalty 14601.221302 = -1003962.902609 nChanged 207 Iteration 62Q (491.206775 sec): 15 clusters Score: Raw -1018689.717942 + Penalty 14601.221302 = -1004088.496640 nChanged 140 Iteration 63Q (491.611357 sec): 15 clusters Score: Raw -1018760.217528 + Penalty 14601.221302 = -1004158.996226 nChanged 114 Iteration 64Q (491.859801 sec): 15 clusters Score: Raw -1018813.286219 + Penalty 14601.221302 = -1004212.064917 nChanged 88 Iteration 65Q (492.134328 sec): 15 clusters Score: Raw -1018864.132909 + Penalty 14601.221302 = -1004262.911607 nChanged 88 Iteration 66Q (492.399574 sec): 15 clusters Score: Raw -1018918.444149 + Penalty 14601.221302 = -1004317.222847 nChanged 81 Iteration 67Q (492.646087 sec): 15 clusters Score: Raw -1018966.835961 + Penalty 14601.221302 = -1004365.614659 nChanged 83 Iteration 68Q (492.898629 sec): 15 clusters Score: Raw -1019009.198687 + Penalty 14601.221302 = -1004407.977385 nChanged 74 Iteration 69Q (493.161119 sec): 15 clusters Score: Raw -1019041.958265 + Penalty 14601.221302 = -1004440.736963 nChanged 46 Iteration 70Q (493.408612 sec): 15 clusters Score: Raw -1019063.628109 + Penalty 14601.221302 = -1004462.406807 nChanged 43 Iteration 71Q (493.670736 sec): 15 clusters Score: Raw -1019085.868465 + Penalty 14601.221302 = -1004484.647163 nChanged 34 Iteration 72Q (493.935668 sec): 15 clusters Score: Raw -1019103.089550 + Penalty 14601.221302 = -1004501.868248 nChanged 26 Iteration 73Q (494.187864 sec): 15 clusters Score: Raw -1019124.319884 + Penalty 14601.221302 = -1004523.098582 nChanged 27 Iteration 74Q (494.434323 sec): 15 clusters Score: Raw -1019136.375698 + Penalty 14601.221302 = -1004535.154396 nChanged 21 Iteration 75Q (494.686008 sec): 15 clusters Score: Raw -1019142.810615 + Penalty 14601.221302 = -1004541.589313 nChanged 15 Iteration 76Q (494.927241 sec): 15 clusters Score: Raw -1019148.002850 + Penalty 14601.221302 = -1004546.781548 nChanged 13 Iteration 77Q (495.188403 sec): 15 clusters Score: Raw -1019151.856019 + Penalty 14601.221302 = -1004550.634717 nChanged 8 Iteration 78Q (495.437904 sec): 15 clusters Score: Raw -1019154.122062 + Penalty 14601.221302 = -1004552.900760 nChanged 5 Iteration 79Q (495.686576 sec): 15 clusters Score: Raw -1019155.292147 + Penalty 14601.221302 = -1004554.070845 nChanged 3 Iteration 80F (496.089389 sec): 15 clusters Score: Raw -1019603.406078 + Penalty 14601.221302 = -1005002.184776 nChanged 34 Iteration 81Q (496.331359 sec): 15 clusters Score: Raw -1019723.913936 + Penalty 14601.221302 = -1005122.692634 nChanged 18 Iteration 82Q (496.583546 sec): 15 clusters Score: Raw -1019736.897363 + Penalty 14601.221302 = -1005135.676061 nChanged 19 Iteration 83Q (496.847906 sec): 15 clusters Score: Raw -1019749.675867 + Penalty 14601.221302 = -1005148.454565 nChanged 16 Iteration 84Q (497.092512 sec): 15 clusters Score: Raw -1019754.845888 + Penalty 14601.221302 = -1005153.624586 nChanged 10 Iteration 85Q (497.345351 sec): 15 clusters Score: Raw -1019758.420247 + Penalty 14601.221302 = -1005157.198944 nChanged 6 Iteration 86Q (497.594468 sec): 15 clusters Score: Raw -1019761.207269 + Penalty 14601.221302 = -1005159.985966 nChanged 8 Iteration 87Q (497.838753 sec): 15 clusters Score: Raw -1019763.378685 + Penalty 14601.221302 = -1005162.157383 nChanged 5 Iteration 88Q (498.102846 sec): 15 clusters Score: Raw -1019764.133924 + Penalty 14601.221302 = -1005162.912622 nChanged 1 Iteration 89Q (498.368419 sec): 15 clusters Score: Raw -1019764.385572 + Penalty 14601.221302 = -1005163.164270 nChanged 1 Iteration 90Q (498.905640 sec): 15 clusters Score: Raw -1019764.685093 + Penalty 14601.221302 = -1005163.463790 nChanged 3 Iteration 91Q (499.174209 sec): 15 clusters Score: Raw -1019765.345806 + Penalty 14601.221302 = -1005164.124504 nChanged 0 Iteration 92F (499.574759 sec): 15 clusters Score: Raw -1019765.345806 + Penalty 14601.221302 = -1005164.124504 nChanged 0 Compute initial score before splitting: Score: Raw -1019765.345806 + Penalty 14601.221302 = -1005164.124504 Trying to split cluster 1 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (499.596751 sec): 2 clusters Score: Raw -10847.470234 + Penalty 613.876071 = -10233.594163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (499.603394 sec): 3 clusters Score: Raw -10876.737799 + Penalty 1227.752143 = -9648.985656 nChanged 105 SP:Iteration 1F (499.609645 sec): 3 clusters Score: Raw -11200.197291 + Penalty 1227.752143 = -9972.445148 nChanged 30 SP:Iteration 2F (499.615900 sec): 3 clusters Score: Raw -11398.302842 + Penalty 1227.752143 = -10170.550699 nChanged 15 SP:Iteration 3Q (499.622139 sec): 3 clusters Score: Raw -11481.349149 + Penalty 1227.752143 = -10253.597007 nChanged 15 SP:Iteration 4Q (499.628205 sec): 3 clusters Score: Raw -11572.121213 + Penalty 1227.752143 = -10344.369070 nChanged 16 SP:Iteration 5Q (499.634941 sec): 3 clusters Score: Raw -11716.046110 + Penalty 1227.752143 = -10488.293967 nChanged 14 SP:Iteration 6Q (499.641585 sec): 3 clusters Score: Raw -11859.391701 + Penalty 1227.752143 = -10631.639559 nChanged 12 SP:Iteration 7Q (499.648248 sec): 3 clusters Score: Raw -12016.939779 + Penalty 1227.752143 = -10789.187636 nChanged 8 SP:Iteration 8Q (499.654853 sec): 3 clusters Score: Raw -12206.634118 + Penalty 1227.752143 = -10978.881975 nChanged 4 SP:Iteration 9Q (499.661524 sec): 3 clusters Score: Raw -12264.716946 + Penalty 1227.752143 = -11036.964803 nChanged 5 SP:Iteration 10Q (499.668129 sec): 3 clusters Score: Raw -12377.058508 + Penalty 1227.752143 = -11149.306365 nChanged 3 SP:Iteration 11Q (499.674788 sec): 3 clusters Score: Raw -12442.909624 + Penalty 1227.752143 = -11215.157482 nChanged 2 SP:Iteration 12Q (499.681410 sec): 3 clusters Score: Raw -12455.951123 + Penalty 1227.752143 = -11228.198980 nChanged 0 SP:Iteration 13F (499.687940 sec): 3 clusters Score: Raw -12463.676344 + Penalty 1227.752143 = -11235.924201 nChanged 1 SP:Iteration 14Q (499.694073 sec): 3 clusters Score: Raw -12565.568272 + Penalty 1227.752143 = -11337.816129 nChanged 0 SP:Iteration 15F (499.700304 sec): 3 clusters Score: Raw -12565.568272 + Penalty 1227.752143 = -11337.816129 nChanged 0 Score: Raw -1021483.443844 + Penalty 15644.165681 = -1005839.278163 Splitting cluster 1 changes total score from -1005164.124504 to -1005839.278163 So it's getting split into cluster 15. Trying to split cluster 2 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (500.139006 sec): 2 clusters Score: Raw -25191.572264 + Penalty 644.913928 = -24546.658336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (500.150071 sec): 3 clusters Score: Raw -25073.506979 + Penalty 1289.827855 = -23783.679124 nChanged 119 SP:Iteration 1F (500.158920 sec): 3 clusters Score: Raw -25206.461620 + Penalty 1289.827855 = -23916.633765 nChanged 36 SP:Iteration 2F (500.168673 sec): 3 clusters Score: Raw -25256.765299 + Penalty 1289.827855 = -23966.937444 nChanged 19 SP:Iteration 3Q (500.177799 sec): 3 clusters Score: Raw -25278.083344 + Penalty 1289.827855 = -23988.255489 nChanged 12 SP:Iteration 4Q (500.187341 sec): 3 clusters Score: Raw -25286.620117 + Penalty 1289.827855 = -23996.792262 nChanged 6 SP:Iteration 5Q (500.196760 sec): 3 clusters Score: Raw -25290.562704 + Penalty 1289.827855 = -24000.734849 nChanged 1 SP:Iteration 6Q (500.206183 sec): 3 clusters Score: Raw -25290.818673 + Penalty 1289.827855 = -24000.990818 nChanged 1 SP:Iteration 7Q (500.360375 sec): 3 clusters Score: Raw -25291.230829 + Penalty 1289.827855 = -24001.402974 nChanged 0 SP:Iteration 8F (500.453044 sec): 3 clusters Score: Raw -25291.230829 + Penalty 1289.827855 = -24001.402974 nChanged 0 Trying to split cluster 3 (1158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (500.512416 sec): 2 clusters Score: Raw -62488.413921 + Penalty 740.717214 = -61747.696707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (500.614241 sec): 3 clusters Score: Raw -62012.590580 + Penalty 1481.434428 = -60531.156152 nChanged 414 SP:Iteration 1F (500.730428 sec): 3 clusters Score: Raw -62309.745408 + Penalty 1481.434428 = -60828.310980 nChanged 80 SP:Iteration 2F (500.783793 sec): 3 clusters Score: Raw -62388.368396 + Penalty 1481.434428 = -60906.933967 nChanged 67 SP:Iteration 3F (500.797720 sec): 3 clusters Score: Raw -62463.195689 + Penalty 1481.434428 = -60981.761260 nChanged 49 SP:Iteration 4Q (500.812041 sec): 3 clusters Score: Raw -62514.193900 + Penalty 1481.434428 = -61032.759471 nChanged 41 SP:Iteration 5Q (500.826525 sec): 3 clusters Score: Raw -62555.698798 + Penalty 1481.434428 = -61074.264370 nChanged 51 SP:Iteration 6Q (500.840752 sec): 3 clusters Score: Raw -62609.130178 + Penalty 1481.434428 = -61127.695749 nChanged 42 SP:Iteration 7Q (500.854996 sec): 3 clusters Score: Raw -62648.587060 + Penalty 1481.434428 = -61167.152632 nChanged 29 SP:Iteration 8Q (500.869147 sec): 3 clusters Score: Raw -62682.065314 + Penalty 1481.434428 = -61200.630886 nChanged 21 SP:Iteration 9Q (500.883253 sec): 3 clusters Score: Raw -62695.098542 + Penalty 1481.434428 = -61213.664114 nChanged 13 SP:Iteration 10Q (500.897668 sec): 3 clusters Score: Raw -62707.927435 + Penalty 1481.434428 = -61226.493007 nChanged 21 SP:Iteration 11Q (500.911599 sec): 3 clusters Score: Raw -62729.584156 + Penalty 1481.434428 = -61248.149727 nChanged 19 SP:Iteration 12Q (500.925508 sec): 3 clusters Score: Raw -62738.648857 + Penalty 1481.434428 = -61257.214428 nChanged 11 SP:Iteration 13Q (500.939276 sec): 3 clusters Score: Raw -62743.078281 + Penalty 1481.434428 = -61261.643853 nChanged 9 SP:Iteration 14Q (500.953179 sec): 3 clusters Score: Raw -62746.595725 + Penalty 1481.434428 = -61265.161297 nChanged 3 SP:Iteration 15Q (500.966975 sec): 3 clusters Score: Raw -62748.295788 + Penalty 1481.434428 = -61266.861360 nChanged 3 SP:Iteration 16Q (500.980710 sec): 3 clusters Score: Raw -62749.248161 + Penalty 1481.434428 = -61267.813733 nChanged 3 SP:Iteration 17Q (500.994496 sec): 3 clusters Score: Raw -62750.126307 + Penalty 1481.434428 = -61268.691878 nChanged 3 SP:Iteration 18Q (501.008323 sec): 3 clusters Score: Raw -62752.716034 + Penalty 1481.434428 = -61271.281606 nChanged 5 SP:Iteration 19Q (501.022181 sec): 3 clusters Score: Raw -62755.291858 + Penalty 1481.434428 = -61273.857430 nChanged 4 SP:Iteration 20F (501.035805 sec): 3 clusters Score: Raw -62759.256659 + Penalty 1481.434428 = -61277.822230 nChanged 9 SP:Iteration 21Q (501.049579 sec): 3 clusters Score: Raw -62767.468116 + Penalty 1481.434428 = -61286.033688 nChanged 14 SP:Iteration 22Q (501.063439 sec): 3 clusters Score: Raw -62782.489809 + Penalty 1481.434428 = -61301.055381 nChanged 12 SP:Iteration 23Q (501.077016 sec): 3 clusters Score: Raw -62796.191785 + Penalty 1481.434428 = -61314.757356 nChanged 16 SP:Iteration 24Q (501.090575 sec): 3 clusters Score: Raw -62815.345540 + Penalty 1481.434428 = -61333.911111 nChanged 24 SP:Iteration 25Q (501.104098 sec): 3 clusters Score: Raw -62852.076914 + Penalty 1481.434428 = -61370.642486 nChanged 16 SP:Iteration 26Q (501.117508 sec): 3 clusters Score: Raw -62868.218288 + Penalty 1481.434428 = -61386.783859 nChanged 14 SP:Iteration 27Q (501.130995 sec): 3 clusters Score: Raw -62879.274174 + Penalty 1481.434428 = -61397.839746 nChanged 7 SP:Iteration 28Q (501.246112 sec): 3 clusters Score: Raw -62883.632734 + Penalty 1481.434428 = -61402.198306 nChanged 5 SP:Iteration 29Q (501.359860 sec): 3 clusters Score: Raw -62888.614904 + Penalty 1481.434428 = -61407.180476 nChanged 4 SP:Iteration 30Q (501.474764 sec): 3 clusters Score: Raw -62894.274097 + Penalty 1481.434428 = -61412.839669 nChanged 5 SP:Iteration 31Q (501.582984 sec): 3 clusters Score: Raw -62898.714100 + Penalty 1481.434428 = -61417.279671 nChanged 6 SP:Iteration 32Q (501.681844 sec): 3 clusters Score: Raw -62903.678297 + Penalty 1481.434428 = -61422.243869 nChanged 2 SP:Iteration 33Q (501.702990 sec): 3 clusters Score: Raw -62904.279140 + Penalty 1481.434428 = -61422.844712 nChanged 1 SP:Iteration 34Q (501.716001 sec): 3 clusters Score: Raw -62905.065461 + Penalty 1481.434428 = -61423.631032 nChanged 1 SP:Iteration 35Q (501.728950 sec): 3 clusters Score: Raw -62905.531320 + Penalty 1481.434428 = -61424.096891 nChanged 1 SP:Iteration 36Q (501.741987 sec): 3 clusters Score: Raw -62906.237477 + Penalty 1481.434428 = -61424.803049 nChanged 2 SP:Iteration 37Q (501.754986 sec): 3 clusters Score: Raw -62907.835004 + Penalty 1481.434428 = -61426.400576 nChanged 1 SP:Iteration 38Q (501.767946 sec): 3 clusters Score: Raw -62908.282156 + Penalty 1481.434428 = -61426.847728 nChanged 1 SP:Iteration 39Q (501.782395 sec): 3 clusters Score: Raw -62908.587666 + Penalty 1481.434428 = -61427.153237 nChanged 1 SP:Iteration 40F (501.795338 sec): 3 clusters Score: Raw -62908.956086 + Penalty 1481.434428 = -61427.521658 nChanged 2 SP:Iteration 41Q (501.808452 sec): 3 clusters Score: Raw -62909.822518 + Penalty 1481.434428 = -61428.388090 nChanged 1 SP:Iteration 42Q (501.821415 sec): 3 clusters Score: Raw -62910.057344 + Penalty 1481.434428 = -61428.622916 nChanged 1 SP:Iteration 43Q (501.834392 sec): 3 clusters Score: Raw -62910.525050 + Penalty 1481.434428 = -61429.090621 nChanged 0 SP:Iteration 44F (501.847550 sec): 3 clusters Score: Raw -62910.525050 + Penalty 1481.434428 = -61429.090621 nChanged 0 Trying to split cluster 4 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.878170 sec): 2 clusters Score: Raw -58262.805090 + Penalty 737.494690 = -57525.310400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.891600 sec): 3 clusters Score: Raw -57802.282126 + Penalty 1474.989380 = -56327.292746 nChanged 415 SP:Iteration 1F (501.904358 sec): 3 clusters Score: Raw -58155.303011 + Penalty 1474.989380 = -56680.313631 nChanged 112 SP:Iteration 2F (501.917030 sec): 3 clusters Score: Raw -58287.969034 + Penalty 1474.989380 = -56812.979654 nChanged 77 SP:Iteration 3F (501.929791 sec): 3 clusters Score: Raw -58398.895040 + Penalty 1474.989380 = -56923.905660 nChanged 52 SP:Iteration 4Q (501.942733 sec): 3 clusters Score: Raw -58477.559437 + Penalty 1474.989380 = -57002.570057 nChanged 54 SP:Iteration 5Q (501.955637 sec): 3 clusters Score: Raw -58556.933456 + Penalty 1474.989380 = -57081.944075 nChanged 51 SP:Iteration 6Q (501.968353 sec): 3 clusters Score: Raw -58615.163461 + Penalty 1474.989380 = -57140.174080 nChanged 43 SP:Iteration 7Q (501.981102 sec): 3 clusters Score: Raw -58674.983042 + Penalty 1474.989380 = -57199.993661 nChanged 39 SP:Iteration 8Q (501.993956 sec): 3 clusters Score: Raw -58739.945470 + Penalty 1474.989380 = -57264.956089 nChanged 31 SP:Iteration 9Q (502.006699 sec): 3 clusters Score: Raw -58791.204334 + Penalty 1474.989380 = -57316.214954 nChanged 38 SP:Iteration 10Q (502.019325 sec): 3 clusters Score: Raw -58858.778252 + Penalty 1474.989380 = -57383.788871 nChanged 32 SP:Iteration 11Q (502.032010 sec): 3 clusters Score: Raw -58912.946477 + Penalty 1474.989380 = -57437.957097 nChanged 25 SP:Iteration 12Q (502.044540 sec): 3 clusters Score: Raw -58967.557835 + Penalty 1474.989380 = -57492.568455 nChanged 28 SP:Iteration 13Q (502.056965 sec): 3 clusters Score: Raw -59027.932235 + Penalty 1474.989380 = -57552.942855 nChanged 20 SP:Iteration 14Q (502.165653 sec): 3 clusters Score: Raw -59066.668334 + Penalty 1474.989380 = -57591.678953 nChanged 17 SP:Iteration 15Q (502.305193 sec): 3 clusters Score: Raw -59117.834672 + Penalty 1474.989380 = -57642.845291 nChanged 18 SP:Iteration 16Q (502.401352 sec): 3 clusters Score: Raw -59149.635899 + Penalty 1474.989380 = -57674.646518 nChanged 7 SP:Iteration 17Q (502.513795 sec): 3 clusters Score: Raw -59163.771764 + Penalty 1474.989380 = -57688.782384 nChanged 7 SP:Iteration 18Q (502.551725 sec): 3 clusters Score: Raw -59169.160301 + Penalty 1474.989380 = -57694.170921 nChanged 3 SP:Iteration 19Q (502.564129 sec): 3 clusters Score: Raw -59171.263559 + Penalty 1474.989380 = -57696.274178 nChanged 1 SP:Iteration 20F (502.576855 sec): 3 clusters Score: Raw -59171.786316 + Penalty 1474.989380 = -57696.796936 nChanged 1 SP:Iteration 21Q (502.589196 sec): 3 clusters Score: Raw -59172.223329 + Penalty 1474.989380 = -57697.233948 nChanged 0 SP:Iteration 22F (502.601860 sec): 3 clusters Score: Raw -59172.223329 + Penalty 1474.989380 = -57697.233948 nChanged 0 Score: Raw -1022392.862082 + Penalty 16687.110060 = -1005705.752022 Splitting cluster 4 changes total score from -1005164.124504 to -1005705.752022 So it's getting split into cluster 16. Trying to split cluster 5 (1021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (503.056263 sec): 2 clusters Score: Raw -40053.729741 + Penalty 727.496471 = -39326.233270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (503.069079 sec): 3 clusters Score: Raw -39697.475397 + Penalty 1454.992942 = -38242.482455 nChanged 338 SP:Iteration 1F (503.080942 sec): 3 clusters Score: Raw -40046.974871 + Penalty 1454.992942 = -38591.981929 nChanged 106 SP:Iteration 2F (503.092762 sec): 3 clusters Score: Raw -40188.276325 + Penalty 1454.992942 = -38733.283383 nChanged 68 SP:Iteration 3F (503.104644 sec): 3 clusters Score: Raw -40277.380102 + Penalty 1454.992942 = -38822.387160 nChanged 42 SP:Iteration 4Q (503.116715 sec): 3 clusters Score: Raw -40323.263667 + Penalty 1454.992942 = -38868.270725 nChanged 37 SP:Iteration 5Q (503.128842 sec): 3 clusters Score: Raw -40363.254813 + Penalty 1454.992942 = -38908.261871 nChanged 30 SP:Iteration 6Q (503.140883 sec): 3 clusters Score: Raw -40391.677662 + Penalty 1454.992942 = -38936.684720 nChanged 23 SP:Iteration 7Q (503.152905 sec): 3 clusters Score: Raw -40411.105652 + Penalty 1454.992942 = -38956.112710 nChanged 16 SP:Iteration 8Q (503.164886 sec): 3 clusters Score: Raw -40422.889626 + Penalty 1454.992942 = -38967.896685 nChanged 20 SP:Iteration 9Q (503.176825 sec): 3 clusters Score: Raw -40436.375330 + Penalty 1454.992942 = -38981.382388 nChanged 18 SP:Iteration 10Q (503.188825 sec): 3 clusters Score: Raw -40457.921035 + Penalty 1454.992942 = -39002.928093 nChanged 14 SP:Iteration 11Q (503.200971 sec): 3 clusters Score: Raw -40470.162694 + Penalty 1454.992942 = -39015.169752 nChanged 11 SP:Iteration 12Q (503.212912 sec): 3 clusters Score: Raw -40480.921493 + Penalty 1454.992942 = -39025.928551 nChanged 10 SP:Iteration 13Q (503.224837 sec): 3 clusters Score: Raw -40487.773048 + Penalty 1454.992942 = -39032.780106 nChanged 8 SP:Iteration 14Q (503.236816 sec): 3 clusters Score: Raw -40491.757443 + Penalty 1454.992942 = -39036.764502 nChanged 4 SP:Iteration 15Q (503.248691 sec): 3 clusters Score: Raw -40493.720775 + Penalty 1454.992942 = -39038.727833 nChanged 4 SP:Iteration 16Q (503.260687 sec): 3 clusters Score: Raw -40495.373249 + Penalty 1454.992942 = -39040.380307 nChanged 3 SP:Iteration 17Q (503.272640 sec): 3 clusters Score: Raw -40496.549044 + Penalty 1454.992942 = -39041.556102 nChanged 2 SP:Iteration 18Q (503.284621 sec): 3 clusters Score: Raw -40497.139199 + Penalty 1454.992942 = -39042.146257 nChanged 1 SP:Iteration 19Q (503.296586 sec): 3 clusters Score: Raw -40497.372246 + Penalty 1454.992942 = -39042.379304 nChanged 1 SP:Iteration 20F (503.424831 sec): 3 clusters Score: Raw -40498.722266 + Penalty 1454.992942 = -39043.729324 nChanged 2 SP:Iteration 21Q (503.514104 sec): 3 clusters Score: Raw -40499.320060 + Penalty 1454.992942 = -39044.327118 nChanged 1 SP:Iteration 22Q (503.620122 sec): 3 clusters Score: Raw -40499.698012 + Penalty 1454.992942 = -39044.705070 nChanged 0 SP:Iteration 23F (503.733567 sec): 3 clusters Score: Raw -40499.698012 + Penalty 1454.992942 = -39044.705070 nChanged 0 Trying to split cluster 6 (6050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (503.781336 sec): 2 clusters Score: Raw -346526.634370 + Penalty 914.320423 = -345612.313947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (503.831496 sec): 3 clusters Score: Raw -343122.381536 + Penalty 1828.640846 = -341293.740690 nChanged 2619 SP:Iteration 1F (503.891153 sec): 3 clusters Score: Raw -344569.572549 + Penalty 1828.640846 = -342740.931704 nChanged 440 SP:Iteration 2F (503.950851 sec): 3 clusters Score: Raw -344780.900312 + Penalty 1828.640846 = -342952.259466 nChanged 351 SP:Iteration 3F (503.997310 sec): 3 clusters Score: Raw -344949.228884 + Penalty 1828.640846 = -343120.588038 nChanged 327 SP:Iteration 4F (504.042464 sec): 3 clusters Score: Raw -345123.625257 + Penalty 1828.640846 = -343294.984411 nChanged 334 SP:Iteration 5F (504.087548 sec): 3 clusters Score: Raw -345315.375139 + Penalty 1828.640846 = -343486.734293 nChanged 313 SP:Iteration 6F (504.132301 sec): 3 clusters Score: Raw -345499.427635 + Penalty 1828.640846 = -343670.786789 nChanged 296 SP:Iteration 7Q (504.178698 sec): 3 clusters Score: Raw -345672.958668 + Penalty 1828.640846 = -343844.317822 nChanged 260 SP:Iteration 8Q (504.229049 sec): 3 clusters Score: Raw -345826.550941 + Penalty 1828.640846 = -343997.910096 nChanged 229 SP:Iteration 9Q (504.279515 sec): 3 clusters Score: Raw -345976.160468 + Penalty 1828.640846 = -344147.519623 nChanged 202 SP:Iteration 10Q (504.328611 sec): 3 clusters Score: Raw -346120.339301 + Penalty 1828.640846 = -344291.698455 nChanged 155 SP:Iteration 11Q (504.375250 sec): 3 clusters Score: Raw -346233.529575 + Penalty 1828.640846 = -344404.888729 nChanged 137 SP:Iteration 12Q (504.421591 sec): 3 clusters Score: Raw -346330.110501 + Penalty 1828.640846 = -344501.469655 nChanged 114 SP:Iteration 13Q (504.468250 sec): 3 clusters Score: Raw -346406.852644 + Penalty 1828.640846 = -344578.211798 nChanged 86 SP:Iteration 14Q (504.516869 sec): 3 clusters Score: Raw -346458.794499 + Penalty 1828.640846 = -344630.153653 nChanged 70 SP:Iteration 15Q (504.565155 sec): 3 clusters Score: Raw -346517.505044 + Penalty 1828.640846 = -344688.864198 nChanged 53 SP:Iteration 16Q (504.613410 sec): 3 clusters Score: Raw -346559.193641 + Penalty 1828.640846 = -344730.552795 nChanged 38 SP:Iteration 17Q (504.661085 sec): 3 clusters Score: Raw -346582.854937 + Penalty 1828.640846 = -344754.214092 nChanged 31 SP:Iteration 18Q (504.708695 sec): 3 clusters Score: Raw -346600.274310 + Penalty 1828.640846 = -344771.633464 nChanged 23 SP:Iteration 19Q (504.754842 sec): 3 clusters Score: Raw -346609.790703 + Penalty 1828.640846 = -344781.149857 nChanged 24 SP:Iteration 20F (504.801291 sec): 3 clusters Score: Raw -346622.737881 + Penalty 1828.640846 = -344794.097035 nChanged 18 SP:Iteration 21Q (504.846793 sec): 3 clusters Score: Raw -346631.933709 + Penalty 1828.640846 = -344803.292863 nChanged 15 SP:Iteration 22Q (504.891970 sec): 3 clusters Score: Raw -346640.568053 + Penalty 1828.640846 = -344811.927207 nChanged 15 SP:Iteration 23Q (504.937233 sec): 3 clusters Score: Raw -346647.173527 + Penalty 1828.640846 = -344818.532681 nChanged 14 SP:Iteration 24Q (504.982573 sec): 3 clusters Score: Raw -346655.438155 + Penalty 1828.640846 = -344826.797309 nChanged 14 SP:Iteration 25Q (505.029428 sec): 3 clusters Score: Raw -346663.720801 + Penalty 1828.640846 = -344835.079955 nChanged 8 SP:Iteration 26Q (505.173792 sec): 3 clusters Score: Raw -346671.254944 + Penalty 1828.640846 = -344842.614099 nChanged 12 SP:Iteration 27Q (505.333801 sec): 3 clusters Score: Raw -346679.356513 + Penalty 1828.640846 = -344850.715667 nChanged 12 SP:Iteration 28Q (505.398483 sec): 3 clusters Score: Raw -346689.923114 + Penalty 1828.640846 = -344861.282269 nChanged 10 SP:Iteration 29Q (505.442703 sec): 3 clusters Score: Raw -346697.813362 + Penalty 1828.640846 = -344869.172516 nChanged 6 SP:Iteration 30Q (505.487631 sec): 3 clusters Score: Raw -346703.254384 + Penalty 1828.640846 = -344874.613538 nChanged 7 SP:Iteration 31Q (505.532695 sec): 3 clusters Score: Raw -346708.456674 + Penalty 1828.640846 = -344879.815829 nChanged 12 SP:Iteration 32Q (505.577643 sec): 3 clusters Score: Raw -346714.946819 + Penalty 1828.640846 = -344886.305973 nChanged 7 SP:Iteration 33Q (505.621955 sec): 3 clusters Score: Raw -346720.116769 + Penalty 1828.640846 = -344891.475924 nChanged 5 SP:Iteration 34Q (505.681100 sec): 3 clusters Score: Raw -346723.600784 + Penalty 1828.640846 = -344894.959939 nChanged 5 SP:Iteration 35Q (505.728519 sec): 3 clusters Score: Raw -346726.295285 + Penalty 1828.640846 = -344897.654440 nChanged 2 SP:Iteration 36Q (505.775921 sec): 3 clusters Score: Raw -346727.140787 + Penalty 1828.640846 = -344898.499941 nChanged 1 SP:Iteration 37Q (505.822637 sec): 3 clusters Score: Raw -346727.621839 + Penalty 1828.640846 = -344898.980993 nChanged 1 SP:Iteration 38Q (505.867376 sec): 3 clusters Score: Raw -346727.880791 + Penalty 1828.640846 = -344899.239945 nChanged 0 SP:Iteration 39F (505.913307 sec): 3 clusters Score: Raw -346727.880791 + Penalty 1828.640846 = -344899.239945 nChanged 0 Trying to split cluster 7 (1110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (505.947867 sec): 2 clusters Score: Raw -51602.342568 + Penalty 736.272106 = -50866.070462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (505.961272 sec): 3 clusters Score: Raw -51176.293820 + Penalty 1472.544212 = -49703.749609 nChanged 392 SP:Iteration 1F (505.986932 sec): 3 clusters Score: Raw -51594.685188 + Penalty 1472.544212 = -50122.140976 nChanged 137 SP:Iteration 2F (506.000119 sec): 3 clusters Score: Raw -51869.907999 + Penalty 1472.544212 = -50397.363788 nChanged 103 SP:Iteration 3F (506.013097 sec): 3 clusters Score: Raw -52028.524758 + Penalty 1472.544212 = -50555.980547 nChanged 59 SP:Iteration 4F (506.025962 sec): 3 clusters Score: Raw -52092.451287 + Penalty 1472.544212 = -50619.907075 nChanged 36 SP:Iteration 5Q (506.039115 sec): 3 clusters Score: Raw -52122.580909 + Penalty 1472.544212 = -50650.036697 nChanged 28 SP:Iteration 6Q (506.052151 sec): 3 clusters Score: Raw -52152.956501 + Penalty 1472.544212 = -50680.412289 nChanged 24 SP:Iteration 7Q (506.065175 sec): 3 clusters Score: Raw -52173.582218 + Penalty 1472.544212 = -50701.038006 nChanged 14 SP:Iteration 8Q (506.078194 sec): 3 clusters Score: Raw -52188.746864 + Penalty 1472.544212 = -50716.202652 nChanged 9 SP:Iteration 9Q (506.091196 sec): 3 clusters Score: Raw -52196.936558 + Penalty 1472.544212 = -50724.392347 nChanged 8 SP:Iteration 10Q (506.104122 sec): 3 clusters Score: Raw -52202.149656 + Penalty 1472.544212 = -50729.605444 nChanged 7 SP:Iteration 11Q (506.116791 sec): 3 clusters Score: Raw -52205.429857 + Penalty 1472.544212 = -50732.885645 nChanged 4 SP:Iteration 12Q (506.129416 sec): 3 clusters Score: Raw -52207.425293 + Penalty 1472.544212 = -50734.881081 nChanged 3 SP:Iteration 13Q (506.142040 sec): 3 clusters Score: Raw -52208.632579 + Penalty 1472.544212 = -50736.088368 nChanged 0 SP:Iteration 14F (506.154565 sec): 3 clusters Score: Raw -52208.632579 + Penalty 1472.544212 = -50736.088368 nChanged 0 Trying to split cluster 8 (1955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (506.215663 sec): 2 clusters Score: Raw -104595.209056 + Penalty 795.705275 = -103799.503781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (506.361654 sec): 3 clusters Score: Raw -103722.203970 + Penalty 1591.410549 = -102130.793421 nChanged 752 SP:Iteration 1F (506.480924 sec): 3 clusters Score: Raw -104406.911623 + Penalty 1591.410549 = -102815.501074 nChanged 209 SP:Iteration 2F (506.571075 sec): 3 clusters Score: Raw -104667.705841 + Penalty 1591.410549 = -103076.295291 nChanged 145 SP:Iteration 3F (506.695503 sec): 3 clusters Score: Raw -104847.959840 + Penalty 1591.410549 = -103256.549291 nChanged 127 SP:Iteration 4F (506.724556 sec): 3 clusters Score: Raw -104999.091443 + Penalty 1591.410549 = -103407.680894 nChanged 75 SP:Iteration 5Q (506.744442 sec): 3 clusters Score: Raw -105071.673251 + Penalty 1591.410549 = -103480.262702 nChanged 59 SP:Iteration 6Q (506.764394 sec): 3 clusters Score: Raw -105128.838115 + Penalty 1591.410549 = -103537.427566 nChanged 37 SP:Iteration 7Q (506.784235 sec): 3 clusters Score: Raw -105156.096675 + Penalty 1591.410549 = -103564.686126 nChanged 25 SP:Iteration 8Q (506.804149 sec): 3 clusters Score: Raw -105176.609717 + Penalty 1591.410549 = -103585.199168 nChanged 21 SP:Iteration 9Q (506.823875 sec): 3 clusters Score: Raw -105191.656535 + Penalty 1591.410549 = -103600.245986 nChanged 13 SP:Iteration 10Q (506.843594 sec): 3 clusters Score: Raw -105201.578054 + Penalty 1591.410549 = -103610.167505 nChanged 13 SP:Iteration 11Q (506.863371 sec): 3 clusters Score: Raw -105207.403496 + Penalty 1591.410549 = -103615.992947 nChanged 7 SP:Iteration 12Q (506.883000 sec): 3 clusters Score: Raw -105211.504260 + Penalty 1591.410549 = -103620.093711 nChanged 8 SP:Iteration 13Q (506.902673 sec): 3 clusters Score: Raw -105216.853099 + Penalty 1591.410549 = -103625.442550 nChanged 8 SP:Iteration 14Q (506.922542 sec): 3 clusters Score: Raw -105222.230143 + Penalty 1591.410549 = -103630.819594 nChanged 10 SP:Iteration 15Q (506.942186 sec): 3 clusters Score: Raw -105229.985890 + Penalty 1591.410549 = -103638.575341 nChanged 7 SP:Iteration 16Q (506.961923 sec): 3 clusters Score: Raw -105233.575840 + Penalty 1591.410549 = -103642.165291 nChanged 4 SP:Iteration 17Q (506.981772 sec): 3 clusters Score: Raw -105235.365798 + Penalty 1591.410549 = -103643.955248 nChanged 3 SP:Iteration 18Q (507.001529 sec): 3 clusters Score: Raw -105236.616912 + Penalty 1591.410549 = -103645.206363 nChanged 3 SP:Iteration 19Q (507.021195 sec): 3 clusters Score: Raw -105237.265903 + Penalty 1591.410549 = -103645.855353 nChanged 2 SP:Iteration 20F (507.040667 sec): 3 clusters Score: Raw -105237.817961 + Penalty 1591.410549 = -103646.407412 nChanged 0 Trying to split cluster 9 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (507.071239 sec): 2 clusters Score: Raw -26277.167604 + Penalty 660.420135 = -25616.747469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (507.079529 sec): 3 clusters Score: Raw -26140.797591 + Penalty 1320.840270 = -24819.957321 nChanged 170 SP:Iteration 1F (507.087360 sec): 3 clusters Score: Raw -26340.839018 + Penalty 1320.840270 = -25019.998749 nChanged 46 SP:Iteration 2F (507.095219 sec): 3 clusters Score: Raw -26428.238343 + Penalty 1320.840270 = -25107.398073 nChanged 30 SP:Iteration 3F (507.103179 sec): 3 clusters Score: Raw -26484.007926 + Penalty 1320.840270 = -25163.167656 nChanged 22 SP:Iteration 4Q (507.111096 sec): 3 clusters Score: Raw -26507.860461 + Penalty 1320.840270 = -25187.020191 nChanged 11 SP:Iteration 5Q (507.119002 sec): 3 clusters Score: Raw -26526.750512 + Penalty 1320.840270 = -25205.910242 nChanged 8 SP:Iteration 6Q (507.126913 sec): 3 clusters Score: Raw -26534.428960 + Penalty 1320.840270 = -25213.588691 nChanged 0 SP:Iteration 7F (507.134712 sec): 3 clusters Score: Raw -26534.428960 + Penalty 1320.840270 = -25213.588691 nChanged 0 Trying to split cluster 10 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (507.193206 sec): 2 clusters Score: Raw -53358.937442 + Penalty 722.116088 = -52636.821355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (507.305998 sec): 3 clusters Score: Raw -52976.965746 + Penalty 1444.232175 = -51532.733571 nChanged 302 SP:Iteration 1F (507.399083 sec): 3 clusters Score: Raw -53197.872101 + Penalty 1444.232175 = -51753.639926 nChanged 85 SP:Iteration 2F (507.495474 sec): 3 clusters Score: Raw -53302.128702 + Penalty 1444.232175 = -51857.896527 nChanged 61 SP:Iteration 3F (507.608955 sec): 3 clusters Score: Raw -53368.917053 + Penalty 1444.232175 = -51924.684878 nChanged 36 SP:Iteration 4Q (507.699257 sec): 3 clusters Score: Raw -53401.955157 + Penalty 1444.232175 = -51957.722982 nChanged 27 SP:Iteration 5Q (507.730876 sec): 3 clusters Score: Raw -53427.318887 + Penalty 1444.232175 = -51983.086712 nChanged 17 SP:Iteration 6Q (507.742553 sec): 3 clusters Score: Raw -53439.057119 + Penalty 1444.232175 = -51994.824944 nChanged 11 SP:Iteration 7Q (507.754248 sec): 3 clusters Score: Raw -53450.028808 + Penalty 1444.232175 = -52005.796633 nChanged 15 SP:Iteration 8Q (507.765918 sec): 3 clusters Score: Raw -53466.319513 + Penalty 1444.232175 = -52022.087338 nChanged 15 SP:Iteration 9Q (507.777630 sec): 3 clusters Score: Raw -53476.510517 + Penalty 1444.232175 = -52032.278342 nChanged 9 SP:Iteration 10Q (507.789232 sec): 3 clusters Score: Raw -53483.034089 + Penalty 1444.232175 = -52038.801914 nChanged 10 SP:Iteration 11Q (507.800935 sec): 3 clusters Score: Raw -53491.616591 + Penalty 1444.232175 = -52047.384416 nChanged 6 SP:Iteration 12Q (507.815493 sec): 3 clusters Score: Raw -53497.621018 + Penalty 1444.232175 = -52053.388843 nChanged 4 SP:Iteration 13Q (507.827067 sec): 3 clusters Score: Raw -53499.776622 + Penalty 1444.232175 = -52055.544447 nChanged 4 SP:Iteration 14Q (507.838738 sec): 3 clusters Score: Raw -53503.118983 + Penalty 1444.232175 = -52058.886808 nChanged 5 SP:Iteration 15Q (507.850345 sec): 3 clusters Score: Raw -53507.103004 + Penalty 1444.232175 = -52062.870829 nChanged 2 SP:Iteration 16Q (507.861962 sec): 3 clusters Score: Raw -53508.075627 + Penalty 1444.232175 = -52063.843452 nChanged 0 SP:Iteration 17F (507.873364 sec): 3 clusters Score: Raw -53508.075627 + Penalty 1444.232175 = -52063.843452 nChanged 0 Trying to split cluster 11 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (507.899988 sec): 2 clusters Score: Raw -47753.508071 + Penalty 724.787987 = -47028.720084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (507.912298 sec): 3 clusters Score: Raw -47357.353672 + Penalty 1449.575975 = -45907.777697 nChanged 349 SP:Iteration 1F (507.924061 sec): 3 clusters Score: Raw -47650.775989 + Penalty 1449.575975 = -46201.200014 nChanged 97 SP:Iteration 2F (507.935769 sec): 3 clusters Score: Raw -47754.307613 + Penalty 1449.575975 = -46304.731638 nChanged 63 SP:Iteration 3F (507.947474 sec): 3 clusters Score: Raw -47820.541969 + Penalty 1449.575975 = -46370.965995 nChanged 46 SP:Iteration 4Q (507.959295 sec): 3 clusters Score: Raw -47882.005071 + Penalty 1449.575975 = -46432.429097 nChanged 47 SP:Iteration 5Q (507.971129 sec): 3 clusters Score: Raw -47940.041509 + Penalty 1449.575975 = -46490.465534 nChanged 42 SP:Iteration 6Q (507.982970 sec): 3 clusters Score: Raw -47990.694615 + Penalty 1449.575975 = -46541.118641 nChanged 28 SP:Iteration 7Q (507.994955 sec): 3 clusters Score: Raw -48015.757878 + Penalty 1449.575975 = -46566.181903 nChanged 10 SP:Iteration 8Q (508.006690 sec): 3 clusters Score: Raw -48023.497839 + Penalty 1449.575975 = -46573.921864 nChanged 5 SP:Iteration 9Q (508.018418 sec): 3 clusters Score: Raw -48030.463509 + Penalty 1449.575975 = -46580.887535 nChanged 7 SP:Iteration 10Q (508.030102 sec): 3 clusters Score: Raw -48035.602383 + Penalty 1449.575975 = -46586.026408 nChanged 6 SP:Iteration 11Q (508.145181 sec): 3 clusters Score: Raw -48039.887796 + Penalty 1449.575975 = -46590.311821 nChanged 5 SP:Iteration 12Q (508.277072 sec): 3 clusters Score: Raw -48042.451506 + Penalty 1449.575975 = -46592.875531 nChanged 5 SP:Iteration 13Q (508.364634 sec): 3 clusters Score: Raw -48047.240009 + Penalty 1449.575975 = -46597.664035 nChanged 4 SP:Iteration 14Q (508.481243 sec): 3 clusters Score: Raw -48049.406962 + Penalty 1449.575975 = -46599.830988 nChanged 5 SP:Iteration 15Q (508.566918 sec): 3 clusters Score: Raw -48053.877876 + Penalty 1449.575975 = -46604.301901 nChanged 6 SP:Iteration 16Q (508.680105 sec): 3 clusters Score: Raw -48059.415102 + Penalty 1449.575975 = -46609.839128 nChanged 4 SP:Iteration 17Q (508.775916 sec): 3 clusters Score: Raw -48062.513499 + Penalty 1449.575975 = -46612.937524 nChanged 3 SP:Iteration 18Q (508.888680 sec): 3 clusters Score: Raw -48063.466621 + Penalty 1449.575975 = -46613.890646 nChanged 1 SP:Iteration 19Q (509.001583 sec): 3 clusters Score: Raw -48063.813834 + Penalty 1449.575975 = -46614.237860 nChanged 0 SP:Iteration 20F (509.107117 sec): 3 clusters Score: Raw -48063.813834 + Penalty 1449.575975 = -46614.237860 nChanged 0 Trying to split cluster 12 (1931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (509.140866 sec): 2 clusters Score: Raw -76825.665431 + Penalty 794.408295 = -76031.257136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (509.161723 sec): 3 clusters Score: Raw -75919.252244 + Penalty 1588.816589 = -74330.435655 nChanged 759 SP:Iteration 1F (509.181261 sec): 3 clusters Score: Raw -76591.708950 + Penalty 1588.816589 = -75002.892360 nChanged 222 SP:Iteration 2F (509.200737 sec): 3 clusters Score: Raw -76991.651434 + Penalty 1588.816589 = -75402.834845 nChanged 198 SP:Iteration 3F (509.220358 sec): 3 clusters Score: Raw -77244.826383 + Penalty 1588.816589 = -75656.009794 nChanged 112 SP:Iteration 4F (509.239949 sec): 3 clusters Score: Raw -77369.297922 + Penalty 1588.816589 = -75780.481333 nChanged 78 SP:Iteration 5Q (509.259700 sec): 3 clusters Score: Raw -77444.173499 + Penalty 1588.816589 = -75855.356910 nChanged 65 SP:Iteration 6Q (509.280018 sec): 3 clusters Score: Raw -77495.579350 + Penalty 1588.816589 = -75906.762761 nChanged 45 SP:Iteration 7Q (509.299813 sec): 3 clusters Score: Raw -77521.721092 + Penalty 1588.816589 = -75932.904503 nChanged 37 SP:Iteration 8Q (509.319613 sec): 3 clusters Score: Raw -77539.628608 + Penalty 1588.816589 = -75950.812019 nChanged 26 SP:Iteration 9Q (509.339605 sec): 3 clusters Score: Raw -77550.534991 + Penalty 1588.816589 = -75961.718401 nChanged 14 SP:Iteration 10Q (509.359214 sec): 3 clusters Score: Raw -77556.225216 + Penalty 1588.816589 = -75967.408627 nChanged 12 SP:Iteration 11Q (509.378904 sec): 3 clusters Score: Raw -77559.987333 + Penalty 1588.816589 = -75971.170743 nChanged 8 SP:Iteration 12Q (509.398751 sec): 3 clusters Score: Raw -77562.966632 + Penalty 1588.816589 = -75974.150043 nChanged 11 SP:Iteration 13Q (509.418637 sec): 3 clusters Score: Raw -77566.907720 + Penalty 1588.816589 = -75978.091131 nChanged 8 SP:Iteration 14Q (509.438361 sec): 3 clusters Score: Raw -77570.557794 + Penalty 1588.816589 = -75981.741205 nChanged 6 SP:Iteration 15Q (509.458200 sec): 3 clusters Score: Raw -77572.114532 + Penalty 1588.816589 = -75983.297943 nChanged 4 SP:Iteration 16Q (509.477865 sec): 3 clusters Score: Raw -77573.361731 + Penalty 1588.816589 = -75984.545142 nChanged 4 SP:Iteration 17Q (509.497512 sec): 3 clusters Score: Raw -77574.634641 + Penalty 1588.816589 = -75985.818052 nChanged 5 SP:Iteration 18Q (509.517205 sec): 3 clusters Score: Raw -77576.081850 + Penalty 1588.816589 = -75987.265260 nChanged 4 SP:Iteration 19Q (509.536862 sec): 3 clusters Score: Raw -77577.590497 + Penalty 1588.816589 = -75988.773908 nChanged 4 SP:Iteration 20F (509.647368 sec): 3 clusters Score: Raw -77579.670868 + Penalty 1588.816589 = -75990.854279 nChanged 5 SP:Iteration 21Q (509.758280 sec): 3 clusters Score: Raw -77583.404722 + Penalty 1588.816589 = -75994.588132 nChanged 7 SP:Iteration 22Q (509.880647 sec): 3 clusters Score: Raw -77586.093656 + Penalty 1588.816589 = -75997.277066 nChanged 4 SP:Iteration 23Q (509.996201 sec): 3 clusters Score: Raw -77588.029246 + Penalty 1588.816589 = -75999.212656 nChanged 2 SP:Iteration 24Q (510.111134 sec): 3 clusters Score: Raw -77588.932815 + Penalty 1588.816589 = -76000.116226 nChanged 1 SP:Iteration 25Q (510.202229 sec): 3 clusters Score: Raw -77589.637186 + Penalty 1588.816589 = -76000.820597 nChanged 4 SP:Iteration 26Q (510.315097 sec): 3 clusters Score: Raw -77591.740683 + Penalty 1588.816589 = -76002.924093 nChanged 2 SP:Iteration 27Q (510.430315 sec): 3 clusters Score: Raw -77592.387031 + Penalty 1588.816589 = -76003.570442 nChanged 1 SP:Iteration 28Q (510.527553 sec): 3 clusters Score: Raw -77592.667224 + Penalty 1588.816589 = -76003.850634 nChanged 1 SP:Iteration 29Q (510.642681 sec): 3 clusters Score: Raw -77592.850599 + Penalty 1588.816589 = -76004.034010 nChanged 1 SP:Iteration 30Q (510.758105 sec): 3 clusters Score: Raw -77593.161463 + Penalty 1588.816589 = -76004.344874 nChanged 0 SP:Iteration 31F (510.872383 sec): 3 clusters Score: Raw -77593.161463 + Penalty 1588.816589 = -76004.344874 nChanged 0 Trying to split cluster 13 (902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (510.902775 sec): 2 clusters Score: Raw -51809.319266 + Penalty 714.484525 = -51094.834741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (511.027639 sec): 3 clusters Score: Raw -51459.227943 + Penalty 1428.969049 = -50030.258894 nChanged 277 SP:Iteration 1F (511.124751 sec): 3 clusters Score: Raw -51652.655374 + Penalty 1428.969049 = -50223.686325 nChanged 75 SP:Iteration 2F (511.217622 sec): 3 clusters Score: Raw -51719.303978 + Penalty 1428.969049 = -50290.334929 nChanged 37 SP:Iteration 3Q (511.326686 sec): 3 clusters Score: Raw -51748.897839 + Penalty 1428.969049 = -50319.928790 nChanged 26 SP:Iteration 4Q (511.429463 sec): 3 clusters Score: Raw -51770.277323 + Penalty 1428.969049 = -50341.308274 nChanged 21 SP:Iteration 5Q (511.523511 sec): 3 clusters Score: Raw -51788.717013 + Penalty 1428.969049 = -50359.747964 nChanged 18 SP:Iteration 6Q (511.534723 sec): 3 clusters Score: Raw -51803.410178 + Penalty 1428.969049 = -50374.441128 nChanged 18 SP:Iteration 7Q (511.545906 sec): 3 clusters Score: Raw -51815.977266 + Penalty 1428.969049 = -50387.008217 nChanged 10 SP:Iteration 8Q (511.557004 sec): 3 clusters Score: Raw -51823.235069 + Penalty 1428.969049 = -50394.266020 nChanged 7 SP:Iteration 9Q (511.568037 sec): 3 clusters Score: Raw -51827.379827 + Penalty 1428.969049 = -50398.410778 nChanged 6 SP:Iteration 10Q (511.579049 sec): 3 clusters Score: Raw -51830.530463 + Penalty 1428.969049 = -50401.561414 nChanged 4 SP:Iteration 11Q (511.590167 sec): 3 clusters Score: Raw -51833.083026 + Penalty 1428.969049 = -50404.113977 nChanged 2 SP:Iteration 12Q (511.601205 sec): 3 clusters Score: Raw -51835.062053 + Penalty 1428.969049 = -50406.093004 nChanged 1 SP:Iteration 13Q (511.612260 sec): 3 clusters Score: Raw -51836.119146 + Penalty 1428.969049 = -50407.150097 nChanged 7 SP:Iteration 14Q (511.623378 sec): 3 clusters Score: Raw -51841.745130 + Penalty 1428.969049 = -50412.776081 nChanged 3 SP:Iteration 15Q (511.634441 sec): 3 clusters Score: Raw -51845.147826 + Penalty 1428.969049 = -50416.178777 nChanged 4 SP:Iteration 16Q (511.645469 sec): 3 clusters Score: Raw -51848.654586 + Penalty 1428.969049 = -50419.685537 nChanged 7 SP:Iteration 17Q (511.656588 sec): 3 clusters Score: Raw -51855.192948 + Penalty 1428.969049 = -50426.223899 nChanged 7 SP:Iteration 18Q (511.667666 sec): 3 clusters Score: Raw -51858.388642 + Penalty 1428.969049 = -50429.419592 nChanged 5 SP:Iteration 19Q (511.778651 sec): 3 clusters Score: Raw -51860.590050 + Penalty 1428.969049 = -50431.621001 nChanged 4 SP:Iteration 20F (511.899946 sec): 3 clusters Score: Raw -51863.106831 + Penalty 1428.969049 = -50434.137782 nChanged 4 SP:Iteration 21Q (512.014361 sec): 3 clusters Score: Raw -51867.479276 + Penalty 1428.969049 = -50438.510227 nChanged 4 SP:Iteration 22Q (512.121913 sec): 3 clusters Score: Raw -51869.183036 + Penalty 1428.969049 = -50440.213987 nChanged 2 SP:Iteration 23Q (512.236567 sec): 3 clusters Score: Raw -51872.987527 + Penalty 1428.969049 = -50444.018477 nChanged 4 SP:Iteration 24Q (512.329670 sec): 3 clusters Score: Raw -51875.380736 + Penalty 1428.969049 = -50446.411686 nChanged 2 SP:Iteration 25Q (512.340741 sec): 3 clusters Score: Raw -51877.292575 + Penalty 1428.969049 = -50448.323525 nChanged 3 SP:Iteration 26Q (512.351781 sec): 3 clusters Score: Raw -51878.927916 + Penalty 1428.969049 = -50449.958866 nChanged 4 SP:Iteration 27Q (512.362810 sec): 3 clusters Score: Raw -51880.777548 + Penalty 1428.969049 = -50451.808498 nChanged 1 SP:Iteration 28Q (512.373764 sec): 3 clusters Score: Raw -51881.248192 + Penalty 1428.969049 = -50452.279143 nChanged 1 SP:Iteration 29Q (512.384764 sec): 3 clusters Score: Raw -51883.448042 + Penalty 1428.969049 = -50454.478993 nChanged 2 SP:Iteration 30Q (512.395845 sec): 3 clusters Score: Raw -51884.462615 + Penalty 1428.969049 = -50455.493565 nChanged 1 SP:Iteration 31Q (512.407796 sec): 3 clusters Score: Raw -51885.464892 + Penalty 1428.969049 = -50456.495843 nChanged 0 SP:Iteration 32F (512.419406 sec): 3 clusters Score: Raw -51885.464892 + Penalty 1428.969049 = -50456.495843 nChanged 0 Trying to split cluster 14 (1967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (512.454649 sec): 2 clusters Score: Raw -112578.057440 + Penalty 796.347806 = -111781.709634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (512.477350 sec): 3 clusters Score: Raw -111652.052161 + Penalty 1592.695612 = -110059.356549 nChanged 708 SP:Iteration 1F (512.498692 sec): 3 clusters Score: Raw -112136.346552 + Penalty 1592.695612 = -110543.650941 nChanged 202 SP:Iteration 2F (512.520049 sec): 3 clusters Score: Raw -112333.525671 + Penalty 1592.695612 = -110740.830059 nChanged 148 SP:Iteration 3F (512.541336 sec): 3 clusters Score: Raw -112481.695762 + Penalty 1592.695612 = -110889.000150 nChanged 115 SP:Iteration 4F (512.562601 sec): 3 clusters Score: Raw -112589.764632 + Penalty 1592.695612 = -110997.069020 nChanged 98 SP:Iteration 5Q (512.583671 sec): 3 clusters Score: Raw -112705.411637 + Penalty 1592.695612 = -111112.716025 nChanged 78 SP:Iteration 6Q (512.604114 sec): 3 clusters Score: Raw -112793.789988 + Penalty 1592.695612 = -111201.094376 nChanged 60 SP:Iteration 7Q (512.624485 sec): 3 clusters Score: Raw -112846.787698 + Penalty 1592.695612 = -111254.092086 nChanged 34 SP:Iteration 8Q (512.644748 sec): 3 clusters Score: Raw -112877.361777 + Penalty 1592.695612 = -111284.666165 nChanged 26 SP:Iteration 9Q (512.665103 sec): 3 clusters Score: Raw -112898.032257 + Penalty 1592.695612 = -111305.336645 nChanged 22 SP:Iteration 10Q (512.685427 sec): 3 clusters Score: Raw -112914.383972 + Penalty 1592.695612 = -111321.688360 nChanged 14 SP:Iteration 11Q (512.705805 sec): 3 clusters Score: Raw -112926.523566 + Penalty 1592.695612 = -111333.827954 nChanged 25 SP:Iteration 12Q (512.726430 sec): 3 clusters Score: Raw -112940.550788 + Penalty 1592.695612 = -111347.855177 nChanged 14 SP:Iteration 13Q (512.746589 sec): 3 clusters Score: Raw -112947.236910 + Penalty 1592.695612 = -111354.541298 nChanged 8 SP:Iteration 14Q (512.766604 sec): 3 clusters Score: Raw -112950.282170 + Penalty 1592.695612 = -111357.586558 nChanged 6 SP:Iteration 15Q (512.786587 sec): 3 clusters Score: Raw -112956.332851 + Penalty 1592.695612 = -111363.637239 nChanged 10 SP:Iteration 16Q (512.903981 sec): 3 clusters Score: Raw -112959.766340 + Penalty 1592.695612 = -111367.070728 nChanged 3 SP:Iteration 17Q (513.014966 sec): 3 clusters Score: Raw -112960.298199 + Penalty 1592.695612 = -111367.602587 nChanged 1 SP:Iteration 18Q (513.125787 sec): 3 clusters Score: Raw -112961.889851 + Penalty 1592.695612 = -111369.194239 nChanged 1 SP:Iteration 19Q (513.225341 sec): 3 clusters Score: Raw -112962.049693 + Penalty 1592.695612 = -111369.354082 nChanged 1 SP:Iteration 20F (513.304049 sec): 3 clusters Score: Raw -112962.289039 + Penalty 1592.695612 = -111369.593427 nChanged 1 SP:Iteration 21Q (513.327583 sec): 3 clusters Score: Raw -112962.441537 + Penalty 1592.695612 = -111369.745925 nChanged 0 SP:Iteration 22F (513.350938 sec): 3 clusters Score: Raw -112962.441537 + Penalty 1592.695612 = -111369.745925 nChanged 0 Iteration 93F (513.862578 sec): 17 clusters Score: Raw -1022438.349095 + Penalty 16687.110060 = -1005751.239035 nChanged 62 Iteration 94Q (514.147779 sec): 17 clusters Score: Raw -1022498.718012 + Penalty 16687.110060 = -1005811.607953 nChanged 34 Iteration 95Q (514.438661 sec): 17 clusters Score: Raw -1022521.790759 + Penalty 16687.110060 = -1005834.680699 nChanged 22 Iteration 96Q (514.754656 sec): 17 clusters Score: Raw -1022534.945921 + Penalty 16687.110060 = -1005847.835862 nChanged 21 Iteration 97Q (515.040013 sec): 17 clusters Score: Raw -1022551.586560 + Penalty 16687.110060 = -1005864.476500 nChanged 23 Iteration 98Q (515.355657 sec): 17 clusters Score: Raw -1022579.438833 + Penalty 16687.110060 = -1005892.328773 nChanged 33 Writing temp clu file Because OldScore, -1005864.476500, is greater than current (better) Score,-1005892.328773 Compute initial score before splitting: Score: Raw -1022579.438833 + Penalty 16687.110060 = -1005892.328773 Trying to split cluster 1 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.385383 sec): 2 clusters Score: Raw -7416.032393 + Penalty 572.808717 = -6843.223676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (515.391666 sec): 3 clusters Score: Raw -7442.485448 + Penalty 1145.617434 = -6296.868013 nChanged 49 SP:Iteration 1F (515.397631 sec): 3 clusters Score: Raw -7566.161533 + Penalty 1145.617434 = -6420.544099 nChanged 18 SP:Iteration 2F (515.403577 sec): 3 clusters Score: Raw -7615.770268 + Penalty 1145.617434 = -6470.152833 nChanged 8 SP:Iteration 3Q (515.409676 sec): 3 clusters Score: Raw -7638.348675 + Penalty 1145.617434 = -6492.731241 nChanged 5 SP:Iteration 4Q (515.416005 sec): 3 clusters Score: Raw -7647.262988 + Penalty 1145.617434 = -6501.645553 nChanged 1 SP:Iteration 5Q (515.422215 sec): 3 clusters Score: Raw -7648.142794 + Penalty 1145.617434 = -6502.525360 nChanged 2 SP:Iteration 6Q (515.428449 sec): 3 clusters Score: Raw -7649.610160 + Penalty 1145.617434 = -6503.992726 nChanged 0 SP:Iteration 7F (515.434754 sec): 3 clusters Score: Raw -7649.610160 + Penalty 1145.617434 = -6503.992726 nChanged 0 Trying to split cluster 2 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.453355 sec): 2 clusters Score: Raw -25191.572264 + Penalty 644.913928 = -24546.658336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (515.462225 sec): 3 clusters Score: Raw -25086.405771 + Penalty 1289.827855 = -23796.577916 nChanged 119 SP:Iteration 1F (515.470811 sec): 3 clusters Score: Raw -25234.076402 + Penalty 1289.827855 = -23944.248547 nChanged 31 SP:Iteration 2F (515.479355 sec): 3 clusters Score: Raw -25284.625408 + Penalty 1289.827855 = -23994.797553 nChanged 16 SP:Iteration 3Q (515.487990 sec): 3 clusters Score: Raw -25313.894213 + Penalty 1289.827855 = -24024.066357 nChanged 9 SP:Iteration 4Q (515.496536 sec): 3 clusters Score: Raw -25325.976693 + Penalty 1289.827855 = -24036.148838 nChanged 6 SP:Iteration 5Q (515.504963 sec): 3 clusters Score: Raw -25332.710434 + Penalty 1289.827855 = -24042.882578 nChanged 6 SP:Iteration 6Q (515.658211 sec): 3 clusters Score: Raw -25339.582834 + Penalty 1289.827855 = -24049.754979 nChanged 9 SP:Iteration 7Q (515.744548 sec): 3 clusters Score: Raw -25350.604216 + Penalty 1289.827855 = -24060.776361 nChanged 13 SP:Iteration 8Q (515.856346 sec): 3 clusters Score: Raw -25363.590786 + Penalty 1289.827855 = -24073.762931 nChanged 7 SP:Iteration 9Q (515.944863 sec): 3 clusters Score: Raw -25378.952287 + Penalty 1289.827855 = -24089.124431 nChanged 6 SP:Iteration 10Q (516.055903 sec): 3 clusters Score: Raw -25389.787348 + Penalty 1289.827855 = -24099.959492 nChanged 9 SP:Iteration 11Q (516.149672 sec): 3 clusters Score: Raw -25408.784539 + Penalty 1289.827855 = -24118.956684 nChanged 11 SP:Iteration 12Q (516.205995 sec): 3 clusters Score: Raw -25429.021684 + Penalty 1289.827855 = -24139.193829 nChanged 12 SP:Iteration 13Q (516.213286 sec): 3 clusters Score: Raw -25454.472448 + Penalty 1289.827855 = -24164.644593 nChanged 9 SP:Iteration 14Q (516.220562 sec): 3 clusters Score: Raw -25470.975239 + Penalty 1289.827855 = -24181.147383 nChanged 6 SP:Iteration 15Q (516.227782 sec): 3 clusters Score: Raw -25478.729455 + Penalty 1289.827855 = -24188.901600 nChanged 7 SP:Iteration 16Q (516.235002 sec): 3 clusters Score: Raw -25486.887047 + Penalty 1289.827855 = -24197.059192 nChanged 4 SP:Iteration 17Q (516.242231 sec): 3 clusters Score: Raw -25495.112791 + Penalty 1289.827855 = -24205.284936 nChanged 6 SP:Iteration 18Q (516.249450 sec): 3 clusters Score: Raw -25501.630227 + Penalty 1289.827855 = -24211.802372 nChanged 3 SP:Iteration 19Q (516.256616 sec): 3 clusters Score: Raw -25503.924990 + Penalty 1289.827855 = -24214.097135 nChanged 1 SP:Iteration 20F (516.263838 sec): 3 clusters Score: Raw -25504.406115 + Penalty 1289.827855 = -24214.578260 nChanged 0 Trying to split cluster 3 (1174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (516.295962 sec): 2 clusters Score: Raw -63265.823920 + Penalty 742.158060 = -62523.665860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (516.310109 sec): 3 clusters Score: Raw -62802.747465 + Penalty 1484.316120 = -61318.431345 nChanged 420 SP:Iteration 1F (516.323381 sec): 3 clusters Score: Raw -63126.294744 + Penalty 1484.316120 = -61641.978624 nChanged 101 SP:Iteration 2F (516.336547 sec): 3 clusters Score: Raw -63228.517651 + Penalty 1484.316120 = -61744.201531 nChanged 57 SP:Iteration 3Q (516.349799 sec): 3 clusters Score: Raw -63300.876441 + Penalty 1484.316120 = -61816.560321 nChanged 56 SP:Iteration 4Q (516.363294 sec): 3 clusters Score: Raw -63377.223388 + Penalty 1484.316120 = -61892.907268 nChanged 48 SP:Iteration 5Q (516.376800 sec): 3 clusters Score: Raw -63428.897836 + Penalty 1484.316120 = -61944.581716 nChanged 44 SP:Iteration 6Q (516.390350 sec): 3 clusters Score: Raw -63492.594384 + Penalty 1484.316120 = -62008.278264 nChanged 45 SP:Iteration 7Q (516.403719 sec): 3 clusters Score: Raw -63555.297383 + Penalty 1484.316120 = -62070.981263 nChanged 38 SP:Iteration 8Q (516.417049 sec): 3 clusters Score: Raw -63602.960283 + Penalty 1484.316120 = -62118.644162 nChanged 13 SP:Iteration 9Q (516.430311 sec): 3 clusters Score: Raw -63619.803664 + Penalty 1484.316120 = -62135.487544 nChanged 10 SP:Iteration 10Q (516.443730 sec): 3 clusters Score: Raw -63637.024125 + Penalty 1484.316120 = -62152.708005 nChanged 6 SP:Iteration 11Q (516.456981 sec): 3 clusters Score: Raw -63652.501186 + Penalty 1484.316120 = -62168.185066 nChanged 4 SP:Iteration 12Q (516.470208 sec): 3 clusters Score: Raw -63654.473013 + Penalty 1484.316120 = -62170.156892 nChanged 0 SP:Iteration 13F (516.483373 sec): 3 clusters Score: Raw -63654.473013 + Penalty 1484.316120 = -62170.156892 nChanged 0 Trying to split cluster 4 (709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (516.541037 sec): 2 clusters Score: Raw -37114.055222 + Penalty 689.204830 = -36424.850391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (516.659826 sec): 3 clusters Score: Raw -36905.925139 + Penalty 1378.409661 = -35527.515478 nChanged 195 SP:Iteration 1F (516.785543 sec): 3 clusters Score: Raw -37074.001415 + Penalty 1378.409661 = -35695.591755 nChanged 46 SP:Iteration 2F (516.905017 sec): 3 clusters Score: Raw -37119.760944 + Penalty 1378.409661 = -35741.351284 nChanged 36 SP:Iteration 3F (516.933565 sec): 3 clusters Score: Raw -37166.917026 + Penalty 1378.409661 = -35788.507366 nChanged 23 SP:Iteration 4Q (516.943166 sec): 3 clusters Score: Raw -37199.517996 + Penalty 1378.409661 = -35821.108335 nChanged 18 SP:Iteration 5Q (516.952643 sec): 3 clusters Score: Raw -37218.938213 + Penalty 1378.409661 = -35840.528553 nChanged 13 SP:Iteration 6Q (516.962094 sec): 3 clusters Score: Raw -37236.258239 + Penalty 1378.409661 = -35857.848578 nChanged 16 SP:Iteration 7Q (516.971499 sec): 3 clusters Score: Raw -37264.497231 + Penalty 1378.409661 = -35886.087570 nChanged 26 SP:Iteration 8Q (516.980864 sec): 3 clusters Score: Raw -37295.927700 + Penalty 1378.409661 = -35917.518040 nChanged 14 SP:Iteration 9Q (516.990363 sec): 3 clusters Score: Raw -37305.190355 + Penalty 1378.409661 = -35926.780694 nChanged 10 SP:Iteration 10Q (516.999795 sec): 3 clusters Score: Raw -37316.278859 + Penalty 1378.409661 = -35937.869199 nChanged 10 SP:Iteration 11Q (517.009111 sec): 3 clusters Score: Raw -37326.345939 + Penalty 1378.409661 = -35947.936278 nChanged 6 SP:Iteration 12Q (517.018471 sec): 3 clusters Score: Raw -37332.444482 + Penalty 1378.409661 = -35954.034822 nChanged 5 SP:Iteration 13Q (517.027809 sec): 3 clusters Score: Raw -37337.063152 + Penalty 1378.409661 = -35958.653491 nChanged 8 SP:Iteration 14Q (517.037117 sec): 3 clusters Score: Raw -37345.067357 + Penalty 1378.409661 = -35966.657696 nChanged 6 SP:Iteration 15Q (517.046478 sec): 3 clusters Score: Raw -37348.075577 + Penalty 1378.409661 = -35969.665916 nChanged 4 SP:Iteration 16Q (517.057315 sec): 3 clusters Score: Raw -37351.806614 + Penalty 1378.409661 = -35973.396954 nChanged 2 SP:Iteration 17Q (517.066604 sec): 3 clusters Score: Raw -37353.060804 + Penalty 1378.409661 = -35974.651144 nChanged 1 SP:Iteration 18Q (517.075961 sec): 3 clusters Score: Raw -37354.294391 + Penalty 1378.409661 = -35975.884731 nChanged 0 SP:Iteration 19F (517.085187 sec): 3 clusters Score: Raw -37354.294391 + Penalty 1378.409661 = -35975.884731 nChanged 0 Trying to split cluster 5 (1023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (517.114062 sec): 2 clusters Score: Raw -40160.417018 + Penalty 727.701950 = -39432.715068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (517.126675 sec): 3 clusters Score: Raw -39761.324146 + Penalty 1455.403901 = -38305.920245 nChanged 377 SP:Iteration 1F (517.138580 sec): 3 clusters Score: Raw -40192.025035 + Penalty 1455.403901 = -38736.621134 nChanged 134 SP:Iteration 2F (517.150525 sec): 3 clusters Score: Raw -40384.904033 + Penalty 1455.403901 = -38929.500132 nChanged 93 SP:Iteration 3F (517.162455 sec): 3 clusters Score: Raw -40515.948620 + Penalty 1455.403901 = -39060.544720 nChanged 63 SP:Iteration 4F (517.174316 sec): 3 clusters Score: Raw -40594.006165 + Penalty 1455.403901 = -39138.602264 nChanged 36 SP:Iteration 5Q (517.186396 sec): 3 clusters Score: Raw -40632.313529 + Penalty 1455.403901 = -39176.909628 nChanged 29 SP:Iteration 6Q (517.198338 sec): 3 clusters Score: Raw -40656.307821 + Penalty 1455.403901 = -39200.903920 nChanged 10 SP:Iteration 7Q (517.210211 sec): 3 clusters Score: Raw -40665.007337 + Penalty 1455.403901 = -39209.603436 nChanged 12 SP:Iteration 8Q (517.222090 sec): 3 clusters Score: Raw -40673.899798 + Penalty 1455.403901 = -39218.495898 nChanged 10 SP:Iteration 9Q (517.233936 sec): 3 clusters Score: Raw -40680.224409 + Penalty 1455.403901 = -39224.820508 nChanged 3 SP:Iteration 10Q (517.351337 sec): 3 clusters Score: Raw -40682.081805 + Penalty 1455.403901 = -39226.677905 nChanged 6 SP:Iteration 11Q (517.470016 sec): 3 clusters Score: Raw -40685.392439 + Penalty 1455.403901 = -39229.988538 nChanged 6 SP:Iteration 12Q (517.581972 sec): 3 clusters Score: Raw -40689.068530 + Penalty 1455.403901 = -39233.664629 nChanged 5 SP:Iteration 13Q (517.638444 sec): 3 clusters Score: Raw -40690.365017 + Penalty 1455.403901 = -39234.961116 nChanged 2 SP:Iteration 14Q (517.650665 sec): 3 clusters Score: Raw -40690.877351 + Penalty 1455.403901 = -39235.473450 nChanged 2 SP:Iteration 15Q (517.662545 sec): 3 clusters Score: Raw -40691.361849 + Penalty 1455.403901 = -39235.957948 nChanged 2 SP:Iteration 16Q (517.674419 sec): 3 clusters Score: Raw -40691.619697 + Penalty 1455.403901 = -39236.215796 nChanged 0 SP:Iteration 17F (517.686227 sec): 3 clusters Score: Raw -40691.619697 + Penalty 1455.403901 = -39236.215796 nChanged 0 Trying to split cluster 6 (6054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (517.733965 sec): 2 clusters Score: Raw -346721.416174 + Penalty 914.389821 = -345807.026352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (517.780309 sec): 3 clusters Score: Raw -343304.571001 + Penalty 1828.779643 = -341475.791359 nChanged 2636 SP:Iteration 1F (517.875282 sec): 3 clusters Score: Raw -345023.119842 + Penalty 1828.779643 = -343194.340199 nChanged 494 SP:Iteration 2F (517.926575 sec): 3 clusters Score: Raw -345371.277977 + Penalty 1828.779643 = -343542.498334 nChanged 386 SP:Iteration 3F (517.972163 sec): 3 clusters Score: Raw -345593.810469 + Penalty 1828.779643 = -343765.030826 nChanged 339 SP:Iteration 4F (518.017200 sec): 3 clusters Score: Raw -345771.000272 + Penalty 1828.779643 = -343942.220629 nChanged 276 SP:Iteration 5Q (518.063434 sec): 3 clusters Score: Raw -345910.065109 + Penalty 1828.779643 = -344081.285466 nChanged 239 SP:Iteration 6Q (518.111398 sec): 3 clusters Score: Raw -346028.894960 + Penalty 1828.779643 = -344200.115318 nChanged 221 SP:Iteration 7Q (518.160867 sec): 3 clusters Score: Raw -346140.244020 + Penalty 1828.779643 = -344311.464377 nChanged 197 SP:Iteration 8Q (518.215658 sec): 3 clusters Score: Raw -346239.017634 + Penalty 1828.779643 = -344410.237991 nChanged 165 SP:Iteration 9Q (518.265183 sec): 3 clusters Score: Raw -346313.944890 + Penalty 1828.779643 = -344485.165247 nChanged 147 SP:Iteration 10Q (518.312421 sec): 3 clusters Score: Raw -346365.655453 + Penalty 1828.779643 = -344536.875810 nChanged 116 SP:Iteration 11Q (518.359437 sec): 3 clusters Score: Raw -346409.562756 + Penalty 1828.779643 = -344580.783113 nChanged 105 SP:Iteration 12Q (518.406608 sec): 3 clusters Score: Raw -346454.150035 + Penalty 1828.779643 = -344625.370392 nChanged 118 SP:Iteration 13Q (518.454005 sec): 3 clusters Score: Raw -346504.995788 + Penalty 1828.779643 = -344676.216145 nChanged 120 SP:Iteration 14Q (518.501183 sec): 3 clusters Score: Raw -346559.569997 + Penalty 1828.779643 = -344730.790354 nChanged 127 SP:Iteration 15Q (518.548235 sec): 3 clusters Score: Raw -346625.201373 + Penalty 1828.779643 = -344796.421730 nChanged 136 SP:Iteration 16Q (518.595110 sec): 3 clusters Score: Raw -346707.724607 + Penalty 1828.779643 = -344878.944964 nChanged 147 SP:Iteration 17Q (518.644041 sec): 3 clusters Score: Raw -346805.699176 + Penalty 1828.779643 = -344976.919533 nChanged 164 SP:Iteration 18Q (518.693710 sec): 3 clusters Score: Raw -346949.584424 + Penalty 1828.779643 = -345120.804782 nChanged 192 SP:Iteration 19Q (518.742961 sec): 3 clusters Score: Raw -347185.635899 + Penalty 1828.779643 = -345356.856256 nChanged 259 SP:Iteration 20F (518.791423 sec): 3 clusters Score: Raw -347656.966152 + Penalty 1828.779643 = -345828.186509 nChanged 293 SP:Iteration 21Q (518.837823 sec): 3 clusters Score: Raw -348341.423353 + Penalty 1828.779643 = -346512.643710 nChanged 247 SP:Iteration 22Q (519.002228 sec): 3 clusters Score: Raw -348929.645063 + Penalty 1828.779643 = -347100.865420 nChanged 154 SP:Iteration 23Q (519.145677 sec): 3 clusters Score: Raw -349237.982912 + Penalty 1828.779643 = -347409.203269 nChanged 44 SP:Iteration 24Q (519.222035 sec): 3 clusters Score: Raw -349290.882270 + Penalty 1828.779643 = -347462.102627 nChanged 18 SP:Iteration 25Q (519.272296 sec): 3 clusters Score: Raw -349301.158011 + Penalty 1828.779643 = -347472.378368 nChanged 5 SP:Iteration 26Q (519.322663 sec): 3 clusters Score: Raw -349302.160712 + Penalty 1828.779643 = -347473.381069 nChanged 1 SP:Iteration 27Q (519.373060 sec): 3 clusters Score: Raw -349303.177885 + Penalty 1828.779643 = -347474.398242 nChanged 1 SP:Iteration 28Q (519.418197 sec): 3 clusters Score: Raw -349303.436058 + Penalty 1828.779643 = -347474.656415 nChanged 0 SP:Iteration 29F (519.463633 sec): 3 clusters Score: Raw -349303.436058 + Penalty 1828.779643 = -347474.656415 nChanged 0 Score: Raw -1025185.768968 + Penalty 17730.054438 = -1007455.714529 Splitting cluster 6 changes total score from -1005892.328773 to -1007455.714529 So it's getting split into cluster 17. Trying to split cluster 7 (1131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (519.966606 sec): 2 clusters Score: Raw -52469.049531 + Penalty 738.240035 = -51730.809496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (519.980288 sec): 3 clusters Score: Raw -52018.916211 + Penalty 1476.480070 = -50542.436141 nChanged 395 SP:Iteration 1F (519.993161 sec): 3 clusters Score: Raw -52425.349056 + Penalty 1476.480070 = -50948.868986 nChanged 118 SP:Iteration 2F (520.006085 sec): 3 clusters Score: Raw -52590.345636 + Penalty 1476.480070 = -51113.865566 nChanged 90 SP:Iteration 3F (520.019388 sec): 3 clusters Score: Raw -52699.980944 + Penalty 1476.480070 = -51223.500874 nChanged 68 SP:Iteration 4F (520.035780 sec): 3 clusters Score: Raw -52757.052680 + Penalty 1476.480070 = -51280.572610 nChanged 38 SP:Iteration 5Q (520.049327 sec): 3 clusters Score: Raw -52795.851681 + Penalty 1476.480070 = -51319.371611 nChanged 32 SP:Iteration 6Q (520.062825 sec): 3 clusters Score: Raw -52831.518167 + Penalty 1476.480070 = -51355.038097 nChanged 25 SP:Iteration 7Q (520.076409 sec): 3 clusters Score: Raw -52857.402218 + Penalty 1476.480070 = -51380.922148 nChanged 19 SP:Iteration 8Q (520.089880 sec): 3 clusters Score: Raw -52870.131473 + Penalty 1476.480070 = -51393.651403 nChanged 8 SP:Iteration 9Q (520.103215 sec): 3 clusters Score: Raw -52875.288929 + Penalty 1476.480070 = -51398.808859 nChanged 3 SP:Iteration 10Q (520.116560 sec): 3 clusters Score: Raw -52876.922492 + Penalty 1476.480070 = -51400.442422 nChanged 2 SP:Iteration 11Q (520.129906 sec): 3 clusters Score: Raw -52878.903628 + Penalty 1476.480070 = -51402.423558 nChanged 3 SP:Iteration 12Q (520.143320 sec): 3 clusters Score: Raw -52881.930346 + Penalty 1476.480070 = -51405.450276 nChanged 4 SP:Iteration 13Q (520.156731 sec): 3 clusters Score: Raw -52883.915150 + Penalty 1476.480070 = -51407.435080 nChanged 2 SP:Iteration 14Q (520.169878 sec): 3 clusters Score: Raw -52884.996302 + Penalty 1476.480070 = -51408.516232 nChanged 2 SP:Iteration 15Q (520.183223 sec): 3 clusters Score: Raw -52885.754286 + Penalty 1476.480070 = -51409.274216 nChanged 3 SP:Iteration 16Q (520.196593 sec): 3 clusters Score: Raw -52891.493182 + Penalty 1476.480070 = -51415.013112 nChanged 4 SP:Iteration 17Q (520.209586 sec): 3 clusters Score: Raw -52898.967927 + Penalty 1476.480070 = -51422.487857 nChanged 5 SP:Iteration 18Q (520.222498 sec): 3 clusters Score: Raw -52902.599671 + Penalty 1476.480070 = -51426.119601 nChanged 3 SP:Iteration 19Q (520.235332 sec): 3 clusters Score: Raw -52903.799025 + Penalty 1476.480070 = -51427.318955 nChanged 1 SP:Iteration 20F (520.350310 sec): 3 clusters Score: Raw -52903.935016 + Penalty 1476.480070 = -51427.454946 nChanged 0 Trying to split cluster 8 (1952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.439595 sec): 2 clusters Score: Raw -104444.898702 + Penalty 795.544026 = -103649.354676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.556976 sec): 3 clusters Score: Raw -103496.268368 + Penalty 1591.088051 = -101905.180317 nChanged 760 SP:Iteration 1F (520.679206 sec): 3 clusters Score: Raw -103996.593506 + Penalty 1591.088051 = -102405.505455 nChanged 172 SP:Iteration 2F (520.699690 sec): 3 clusters Score: Raw -104149.163268 + Penalty 1591.088051 = -102558.075217 nChanged 135 SP:Iteration 3F (520.719349 sec): 3 clusters Score: Raw -104308.403027 + Penalty 1591.088051 = -102717.314976 nChanged 142 SP:Iteration 4F (520.738938 sec): 3 clusters Score: Raw -104512.031869 + Penalty 1591.088051 = -102920.943818 nChanged 136 SP:Iteration 5F (520.758480 sec): 3 clusters Score: Raw -104728.465498 + Penalty 1591.088051 = -103137.377447 nChanged 94 SP:Iteration 6Q (520.778399 sec): 3 clusters Score: Raw -104832.527985 + Penalty 1591.088051 = -103241.439934 nChanged 57 SP:Iteration 7Q (520.798192 sec): 3 clusters Score: Raw -104871.335523 + Penalty 1591.088051 = -103280.247472 nChanged 35 SP:Iteration 8Q (520.817976 sec): 3 clusters Score: Raw -104895.893083 + Penalty 1591.088051 = -103304.805032 nChanged 26 SP:Iteration 9Q (520.837805 sec): 3 clusters Score: Raw -104913.916430 + Penalty 1591.088051 = -103322.828379 nChanged 20 SP:Iteration 10Q (520.857460 sec): 3 clusters Score: Raw -104920.804287 + Penalty 1591.088051 = -103329.716236 nChanged 17 SP:Iteration 11Q (520.877111 sec): 3 clusters Score: Raw -104930.528208 + Penalty 1591.088051 = -103339.440157 nChanged 12 SP:Iteration 12Q (520.896867 sec): 3 clusters Score: Raw -104937.325163 + Penalty 1591.088051 = -103346.237111 nChanged 7 SP:Iteration 13Q (520.916648 sec): 3 clusters Score: Raw -104942.159158 + Penalty 1591.088051 = -103351.071107 nChanged 4 SP:Iteration 14Q (520.936264 sec): 3 clusters Score: Raw -104942.973577 + Penalty 1591.088051 = -103351.885526 nChanged 2 SP:Iteration 15Q (520.955926 sec): 3 clusters Score: Raw -104943.888290 + Penalty 1591.088051 = -103352.800239 nChanged 1 SP:Iteration 16Q (520.975637 sec): 3 clusters Score: Raw -104944.459089 + Penalty 1591.088051 = -103353.371038 nChanged 2 SP:Iteration 17Q (520.995254 sec): 3 clusters Score: Raw -104945.215395 + Penalty 1591.088051 = -103354.127344 nChanged 4 SP:Iteration 18Q (521.014915 sec): 3 clusters Score: Raw -104946.485533 + Penalty 1591.088051 = -103355.397482 nChanged 4 SP:Iteration 19Q (521.035214 sec): 3 clusters Score: Raw -104947.779566 + Penalty 1591.088051 = -103356.691515 nChanged 4 SP:Iteration 20F (521.054754 sec): 3 clusters Score: Raw -104948.862594 + Penalty 1591.088051 = -103357.774543 nChanged 1 SP:Iteration 21Q (521.074492 sec): 3 clusters Score: Raw -104948.999487 + Penalty 1591.088051 = -103357.911436 nChanged 0 SP:Iteration 22F (521.094228 sec): 3 clusters Score: Raw -104948.999487 + Penalty 1591.088051 = -103357.911436 nChanged 0 Trying to split cluster 9 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (521.124734 sec): 2 clusters Score: Raw -26277.167604 + Penalty 660.420135 = -25616.747469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (521.135433 sec): 3 clusters Score: Raw -26178.209059 + Penalty 1320.840270 = -24857.368789 nChanged 169 SP:Iteration 1F (521.143485 sec): 3 clusters Score: Raw -26357.779597 + Penalty 1320.840270 = -25036.939327 nChanged 37 SP:Iteration 2F (521.151449 sec): 3 clusters Score: Raw -26424.262781 + Penalty 1320.840270 = -25103.422511 nChanged 30 SP:Iteration 3F (521.159295 sec): 3 clusters Score: Raw -26476.426616 + Penalty 1320.840270 = -25155.586346 nChanged 28 SP:Iteration 4F (521.275766 sec): 3 clusters Score: Raw -26529.599058 + Penalty 1320.840270 = -25208.758788 nChanged 18 SP:Iteration 5Q (521.374418 sec): 3 clusters Score: Raw -26566.864383 + Penalty 1320.840270 = -25246.024114 nChanged 15 SP:Iteration 6Q (521.478878 sec): 3 clusters Score: Raw -26590.001563 + Penalty 1320.840270 = -25269.161294 nChanged 9 SP:Iteration 7Q (521.592000 sec): 3 clusters Score: Raw -26603.374505 + Penalty 1320.840270 = -25282.534235 nChanged 7 SP:Iteration 8Q (521.618163 sec): 3 clusters Score: Raw -26616.620659 + Penalty 1320.840270 = -25295.780389 nChanged 5 SP:Iteration 9Q (521.626210 sec): 3 clusters Score: Raw -26620.658264 + Penalty 1320.840270 = -25299.817994 nChanged 5 SP:Iteration 10Q (521.634305 sec): 3 clusters Score: Raw -26627.142405 + Penalty 1320.840270 = -25306.302135 nChanged 3 SP:Iteration 11Q (521.642333 sec): 3 clusters Score: Raw -26629.078018 + Penalty 1320.840270 = -25308.237748 nChanged 3 SP:Iteration 12Q (521.650390 sec): 3 clusters Score: Raw -26632.948135 + Penalty 1320.840270 = -25312.107865 nChanged 4 SP:Iteration 13Q (521.658479 sec): 3 clusters Score: Raw -26637.386280 + Penalty 1320.840270 = -25316.546010 nChanged 2 SP:Iteration 14Q (521.666498 sec): 3 clusters Score: Raw -26639.114728 + Penalty 1320.840270 = -25318.274458 nChanged 4 SP:Iteration 15Q (521.674524 sec): 3 clusters Score: Raw -26648.529088 + Penalty 1320.840270 = -25327.688818 nChanged 4 SP:Iteration 16Q (521.682526 sec): 3 clusters Score: Raw -26653.679629 + Penalty 1320.840270 = -25332.839359 nChanged 2 SP:Iteration 17Q (521.690563 sec): 3 clusters Score: Raw -26657.616669 + Penalty 1320.840270 = -25336.776400 nChanged 1 SP:Iteration 18Q (521.698553 sec): 3 clusters Score: Raw -26661.441364 + Penalty 1320.840270 = -25340.601094 nChanged 1 SP:Iteration 19Q (521.706545 sec): 3 clusters Score: Raw -26662.140814 + Penalty 1320.840270 = -25341.300544 nChanged 0 SP:Iteration 20F (521.714514 sec): 3 clusters Score: Raw -26662.140814 + Penalty 1320.840270 = -25341.300544 nChanged 0 Trying to split cluster 10 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (521.745652 sec): 2 clusters Score: Raw -53350.783391 + Penalty 722.116088 = -52628.667304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (521.757991 sec): 3 clusters Score: Raw -52978.697851 + Penalty 1444.232175 = -51534.465676 nChanged 324 SP:Iteration 1F (521.769658 sec): 3 clusters Score: Raw -53228.528641 + Penalty 1444.232175 = -51784.296466 nChanged 77 SP:Iteration 2F (521.781339 sec): 3 clusters Score: Raw -53302.679548 + Penalty 1444.232175 = -51858.447373 nChanged 50 SP:Iteration 3F (521.793084 sec): 3 clusters Score: Raw -53340.805129 + Penalty 1444.232175 = -51896.572954 nChanged 15 SP:Iteration 4Q (521.804701 sec): 3 clusters Score: Raw -53350.952464 + Penalty 1444.232175 = -51906.720289 nChanged 17 SP:Iteration 5Q (521.816248 sec): 3 clusters Score: Raw -53363.396721 + Penalty 1444.232175 = -51919.164546 nChanged 11 SP:Iteration 6Q (521.827767 sec): 3 clusters Score: Raw -53371.731495 + Penalty 1444.232175 = -51927.499320 nChanged 15 SP:Iteration 7Q (521.839381 sec): 3 clusters Score: Raw -53383.937679 + Penalty 1444.232175 = -51939.705504 nChanged 10 SP:Iteration 8Q (521.851035 sec): 3 clusters Score: Raw -53388.694035 + Penalty 1444.232175 = -51944.461860 nChanged 6 SP:Iteration 9Q (521.862625 sec): 3 clusters Score: Raw -53393.770357 + Penalty 1444.232175 = -51949.538182 nChanged 8 SP:Iteration 10Q (521.874151 sec): 3 clusters Score: Raw -53398.955776 + Penalty 1444.232175 = -51954.723601 nChanged 4 SP:Iteration 11Q (521.885585 sec): 3 clusters Score: Raw -53400.693777 + Penalty 1444.232175 = -51956.461602 nChanged 6 SP:Iteration 12Q (521.897102 sec): 3 clusters Score: Raw -53403.287106 + Penalty 1444.232175 = -51959.054931 nChanged 5 SP:Iteration 13Q (521.908654 sec): 3 clusters Score: Raw -53405.424978 + Penalty 1444.232175 = -51961.192803 nChanged 3 SP:Iteration 14Q (522.057337 sec): 3 clusters Score: Raw -53408.003749 + Penalty 1444.232175 = -51963.771574 nChanged 3 SP:Iteration 15Q (522.133890 sec): 3 clusters Score: Raw -53409.255642 + Penalty 1444.232175 = -51965.023467 nChanged 4 SP:Iteration 16Q (522.224055 sec): 3 clusters Score: Raw -53411.499989 + Penalty 1444.232175 = -51967.267814 nChanged 5 SP:Iteration 17Q (522.236098 sec): 3 clusters Score: Raw -53414.293907 + Penalty 1444.232175 = -51970.061732 nChanged 6 SP:Iteration 18Q (522.248113 sec): 3 clusters Score: Raw -53416.602240 + Penalty 1444.232175 = -51972.370065 nChanged 4 SP:Iteration 19Q (522.260082 sec): 3 clusters Score: Raw -53418.593591 + Penalty 1444.232175 = -51974.361416 nChanged 2 SP:Iteration 20F (522.273868 sec): 3 clusters Score: Raw -53421.062357 + Penalty 1444.232175 = -51976.830182 nChanged 6 SP:Iteration 21Q (522.285833 sec): 3 clusters Score: Raw -53425.602293 + Penalty 1444.232175 = -51981.370118 nChanged 6 SP:Iteration 22Q (522.297847 sec): 3 clusters Score: Raw -53428.753443 + Penalty 1444.232175 = -51984.521268 nChanged 4 SP:Iteration 23Q (522.309777 sec): 3 clusters Score: Raw -53431.178445 + Penalty 1444.232175 = -51986.946270 nChanged 9 SP:Iteration 24Q (522.321721 sec): 3 clusters Score: Raw -53436.926510 + Penalty 1444.232175 = -51992.694335 nChanged 6 SP:Iteration 25Q (522.333628 sec): 3 clusters Score: Raw -53442.357360 + Penalty 1444.232175 = -51998.125185 nChanged 5 SP:Iteration 26Q (522.345474 sec): 3 clusters Score: Raw -53446.507799 + Penalty 1444.232175 = -52002.275624 nChanged 6 SP:Iteration 27Q (522.357514 sec): 3 clusters Score: Raw -53451.271059 + Penalty 1444.232175 = -52007.038884 nChanged 6 SP:Iteration 28Q (522.369423 sec): 3 clusters Score: Raw -53453.167433 + Penalty 1444.232175 = -52008.935258 nChanged 3 SP:Iteration 29Q (522.381377 sec): 3 clusters Score: Raw -53454.569163 + Penalty 1444.232175 = -52010.336988 nChanged 3 SP:Iteration 30Q (522.393208 sec): 3 clusters Score: Raw -53457.165018 + Penalty 1444.232175 = -52012.932843 nChanged 5 SP:Iteration 31Q (522.405009 sec): 3 clusters Score: Raw -53462.962282 + Penalty 1444.232175 = -52018.730107 nChanged 11 SP:Iteration 32Q (522.417078 sec): 3 clusters Score: Raw -53473.688237 + Penalty 1444.232175 = -52029.456062 nChanged 5 SP:Iteration 33Q (522.428654 sec): 3 clusters Score: Raw -53475.688721 + Penalty 1444.232175 = -52031.456546 nChanged 2 SP:Iteration 34Q (522.440117 sec): 3 clusters Score: Raw -53477.976267 + Penalty 1444.232175 = -52033.744092 nChanged 4 SP:Iteration 35Q (522.451576 sec): 3 clusters Score: Raw -53484.395937 + Penalty 1444.232175 = -52040.163762 nChanged 6 SP:Iteration 36Q (522.463097 sec): 3 clusters Score: Raw -53488.919661 + Penalty 1444.232175 = -52044.687486 nChanged 2 SP:Iteration 37Q (522.474649 sec): 3 clusters Score: Raw -53489.658604 + Penalty 1444.232175 = -52045.426429 nChanged 1 SP:Iteration 38Q (522.486221 sec): 3 clusters Score: Raw -53491.688342 + Penalty 1444.232175 = -52047.456167 nChanged 2 SP:Iteration 39Q (522.497704 sec): 3 clusters Score: Raw -53492.592686 + Penalty 1444.232175 = -52048.360511 nChanged 1 SP:Iteration 40F (522.509013 sec): 3 clusters Score: Raw -53493.549727 + Penalty 1444.232175 = -52049.317552 nChanged 4 SP:Iteration 41Q (522.520362 sec): 3 clusters Score: Raw -53497.803459 + Penalty 1444.232175 = -52053.571284 nChanged 9 SP:Iteration 42Q (522.531921 sec): 3 clusters Score: Raw -53505.001857 + Penalty 1444.232175 = -52060.769682 nChanged 11 SP:Iteration 43Q (522.543478 sec): 3 clusters Score: Raw -53513.287470 + Penalty 1444.232175 = -52069.055295 nChanged 9 SP:Iteration 44Q (522.554905 sec): 3 clusters Score: Raw -53520.365415 + Penalty 1444.232175 = -52076.133239 nChanged 6 SP:Iteration 45Q (522.566692 sec): 3 clusters Score: Raw -53523.270002 + Penalty 1444.232175 = -52079.037827 nChanged 4 SP:Iteration 46Q (522.649439 sec): 3 clusters Score: Raw -53525.326225 + Penalty 1444.232175 = -52081.094050 nChanged 7 SP:Iteration 47Q (522.763245 sec): 3 clusters Score: Raw -53532.162536 + Penalty 1444.232175 = -52087.930361 nChanged 8 SP:Iteration 48Q (522.864386 sec): 3 clusters Score: Raw -53541.573270 + Penalty 1444.232175 = -52097.341095 nChanged 10 SP:Iteration 49Q (522.955779 sec): 3 clusters Score: Raw -53545.888182 + Penalty 1444.232175 = -52101.656007 nChanged 3 SP:Iteration 50Q (523.069400 sec): 3 clusters Score: Raw -53547.433768 + Penalty 1444.232175 = -52103.201593 nChanged 1 SP:Iteration 51Q (523.161918 sec): 3 clusters Score: Raw -53548.715523 + Penalty 1444.232175 = -52104.483348 nChanged 1 SP:Iteration 52Q (523.275024 sec): 3 clusters Score: Raw -53549.416680 + Penalty 1444.232175 = -52105.184505 nChanged 1 SP:Iteration 53Q (523.366253 sec): 3 clusters Score: Raw -53550.584766 + Penalty 1444.232175 = -52106.352591 nChanged 2 SP:Iteration 54Q (523.479251 sec): 3 clusters Score: Raw -53552.283392 + Penalty 1444.232175 = -52108.051217 nChanged 1 SP:Iteration 55Q (523.571936 sec): 3 clusters Score: Raw -53553.316433 + Penalty 1444.232175 = -52109.084258 nChanged 2 SP:Iteration 56Q (523.684865 sec): 3 clusters Score: Raw -53557.973003 + Penalty 1444.232175 = -52113.740828 nChanged 6 SP:Iteration 57Q (523.773049 sec): 3 clusters Score: Raw -53564.519718 + Penalty 1444.232175 = -52120.287543 nChanged 4 SP:Iteration 58Q (523.869497 sec): 3 clusters Score: Raw -53567.691188 + Penalty 1444.232175 = -52123.459013 nChanged 3 SP:Iteration 59Q (523.982557 sec): 3 clusters Score: Raw -53572.038287 + Penalty 1444.232175 = -52127.806112 nChanged 5 SP:Iteration 60F (524.094212 sec): 3 clusters Score: Raw -53575.593464 + Penalty 1444.232175 = -52131.361289 nChanged 2 SP:Iteration 61Q (524.206943 sec): 3 clusters Score: Raw -53579.672085 + Penalty 1444.232175 = -52135.439910 nChanged 2 SP:Iteration 62Q (524.319454 sec): 3 clusters Score: Raw -53583.111938 + Penalty 1444.232175 = -52138.879763 nChanged 3 SP:Iteration 63Q (524.428887 sec): 3 clusters Score: Raw -53585.419905 + Penalty 1444.232175 = -52141.187730 nChanged 0 SP:Iteration 64F (524.541465 sec): 3 clusters Score: Raw -53585.419905 + Penalty 1444.232175 = -52141.187730 nChanged 0 Trying to split cluster 11 (985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (524.594521 sec): 2 clusters Score: Raw -47287.673392 + Penalty 723.727372 = -46563.946020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (524.708105 sec): 3 clusters Score: Raw -46906.746936 + Penalty 1447.454745 = -45459.292191 nChanged 332 SP:Iteration 1F (524.789359 sec): 3 clusters Score: Raw -47171.293162 + Penalty 1447.454745 = -45723.838418 nChanged 72 SP:Iteration 2F (524.801035 sec): 3 clusters Score: Raw -47237.514455 + Penalty 1447.454745 = -45790.059711 nChanged 36 SP:Iteration 3Q (524.812829 sec): 3 clusters Score: Raw -47268.019787 + Penalty 1447.454745 = -45820.565042 nChanged 22 SP:Iteration 4Q (524.824620 sec): 3 clusters Score: Raw -47284.501838 + Penalty 1447.454745 = -45837.047093 nChanged 19 SP:Iteration 5Q (524.836341 sec): 3 clusters Score: Raw -47295.404172 + Penalty 1447.454745 = -45847.949427 nChanged 17 SP:Iteration 6Q (524.848032 sec): 3 clusters Score: Raw -47306.671534 + Penalty 1447.454745 = -45859.216789 nChanged 13 SP:Iteration 7Q (524.860009 sec): 3 clusters Score: Raw -47315.707256 + Penalty 1447.454745 = -45868.252511 nChanged 10 SP:Iteration 8Q (524.871754 sec): 3 clusters Score: Raw -47325.075490 + Penalty 1447.454745 = -45877.620745 nChanged 9 SP:Iteration 9Q (524.883458 sec): 3 clusters Score: Raw -47332.332605 + Penalty 1447.454745 = -45884.877861 nChanged 7 SP:Iteration 10Q (524.895134 sec): 3 clusters Score: Raw -47335.882412 + Penalty 1447.454745 = -45888.427667 nChanged 5 SP:Iteration 11Q (524.906854 sec): 3 clusters Score: Raw -47339.101560 + Penalty 1447.454745 = -45891.646815 nChanged 4 SP:Iteration 12Q (525.022116 sec): 3 clusters Score: Raw -47340.830128 + Penalty 1447.454745 = -45893.375383 nChanged 1 SP:Iteration 13Q (525.136354 sec): 3 clusters Score: Raw -47341.232317 + Penalty 1447.454745 = -45893.777573 nChanged 1 SP:Iteration 14Q (525.251213 sec): 3 clusters Score: Raw -47341.461067 + Penalty 1447.454745 = -45894.006322 nChanged 0 SP:Iteration 15F (525.365195 sec): 3 clusters Score: Raw -47341.461067 + Penalty 1447.454745 = -45894.006322 nChanged 0 Trying to split cluster 12 (1882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (525.419412 sec): 2 clusters Score: Raw -75109.618733 + Penalty 791.709484 = -74317.909249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (525.443191 sec): 3 clusters Score: Raw -74326.478314 + Penalty 1583.418967 = -72743.059346 nChanged 680 SP:Iteration 1F (525.465676 sec): 3 clusters Score: Raw -74953.819840 + Penalty 1583.418967 = -73370.400873 nChanged 173 SP:Iteration 2F (525.488129 sec): 3 clusters Score: Raw -75155.452009 + Penalty 1583.418967 = -73572.033042 nChanged 140 SP:Iteration 3F (525.510655 sec): 3 clusters Score: Raw -75326.013031 + Penalty 1583.418967 = -73742.594064 nChanged 105 SP:Iteration 4F (525.533073 sec): 3 clusters Score: Raw -75449.933954 + Penalty 1583.418967 = -73866.514987 nChanged 74 SP:Iteration 5Q (525.555869 sec): 3 clusters Score: Raw -75529.382452 + Penalty 1583.418967 = -73945.963485 nChanged 59 SP:Iteration 6Q (525.578736 sec): 3 clusters Score: Raw -75585.375403 + Penalty 1583.418967 = -74001.956436 nChanged 49 SP:Iteration 7Q (525.603720 sec): 3 clusters Score: Raw -75620.800077 + Penalty 1583.418967 = -74037.381110 nChanged 30 SP:Iteration 8Q (525.625743 sec): 3 clusters Score: Raw -75635.120558 + Penalty 1583.418967 = -74051.701591 nChanged 18 SP:Iteration 9Q (525.646028 sec): 3 clusters Score: Raw -75644.745744 + Penalty 1583.418967 = -74061.326777 nChanged 14 SP:Iteration 10Q (525.666197 sec): 3 clusters Score: Raw -75651.543290 + Penalty 1583.418967 = -74068.124322 nChanged 13 SP:Iteration 11Q (525.686322 sec): 3 clusters Score: Raw -75658.693079 + Penalty 1583.418967 = -74075.274112 nChanged 10 SP:Iteration 12Q (525.706425 sec): 3 clusters Score: Raw -75662.042264 + Penalty 1583.418967 = -74078.623297 nChanged 4 SP:Iteration 13Q (525.726441 sec): 3 clusters Score: Raw -75663.248260 + Penalty 1583.418967 = -74079.829293 nChanged 2 SP:Iteration 14Q (525.746440 sec): 3 clusters Score: Raw -75663.807925 + Penalty 1583.418967 = -74080.388958 nChanged 2 SP:Iteration 15Q (525.766683 sec): 3 clusters Score: Raw -75664.412876 + Penalty 1583.418967 = -74080.993908 nChanged 2 SP:Iteration 16Q (525.786708 sec): 3 clusters Score: Raw -75665.135892 + Penalty 1583.418967 = -74081.716925 nChanged 1 SP:Iteration 17Q (525.806465 sec): 3 clusters Score: Raw -75665.718068 + Penalty 1583.418967 = -74082.299101 nChanged 2 SP:Iteration 18Q (525.826696 sec): 3 clusters Score: Raw -75666.044005 + Penalty 1583.418967 = -74082.625038 nChanged 0 SP:Iteration 19F (525.846212 sec): 3 clusters Score: Raw -75666.044005 + Penalty 1583.418967 = -74082.625038 nChanged 0 Trying to split cluster 13 (896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (525.877131 sec): 2 clusters Score: Raw -51477.766483 + Penalty 713.783743 = -50763.982740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (525.888868 sec): 3 clusters Score: Raw -51129.639525 + Penalty 1427.567487 = -49702.072038 nChanged 276 SP:Iteration 1F (525.900239 sec): 3 clusters Score: Raw -51317.552884 + Penalty 1427.567487 = -49889.985397 nChanged 80 SP:Iteration 2F (525.911282 sec): 3 clusters Score: Raw -51377.203831 + Penalty 1427.567487 = -49949.636344 nChanged 35 SP:Iteration 3Q (525.922434 sec): 3 clusters Score: Raw -51406.118202 + Penalty 1427.567487 = -49978.550715 nChanged 17 SP:Iteration 4Q (526.013597 sec): 3 clusters Score: Raw -51421.253967 + Penalty 1427.567487 = -49993.686480 nChanged 17 SP:Iteration 5Q (526.131915 sec): 3 clusters Score: Raw -51436.307923 + Penalty 1427.567487 = -50008.740436 nChanged 21 SP:Iteration 6Q (526.246597 sec): 3 clusters Score: Raw -51453.054189 + Penalty 1427.567487 = -50025.486702 nChanged 13 SP:Iteration 7Q (526.387110 sec): 3 clusters Score: Raw -51461.757295 + Penalty 1427.567487 = -50034.189809 nChanged 12 SP:Iteration 8Q (526.473482 sec): 3 clusters Score: Raw -51468.312554 + Penalty 1427.567487 = -50040.745067 nChanged 5 SP:Iteration 9Q (526.526137 sec): 3 clusters Score: Raw -51472.748005 + Penalty 1427.567487 = -50045.180518 nChanged 3 SP:Iteration 10Q (526.537387 sec): 3 clusters Score: Raw -51475.482618 + Penalty 1427.567487 = -50047.915131 nChanged 4 SP:Iteration 11Q (526.548431 sec): 3 clusters Score: Raw -51480.390334 + Penalty 1427.567487 = -50052.822847 nChanged 7 SP:Iteration 12Q (526.559385 sec): 3 clusters Score: Raw -51484.965379 + Penalty 1427.567487 = -50057.397892 nChanged 10 SP:Iteration 13Q (526.570255 sec): 3 clusters Score: Raw -51491.312585 + Penalty 1427.567487 = -50063.745098 nChanged 7 SP:Iteration 14Q (526.581418 sec): 3 clusters Score: Raw -51495.947253 + Penalty 1427.567487 = -50068.379766 nChanged 4 SP:Iteration 15Q (526.592733 sec): 3 clusters Score: Raw -51498.984014 + Penalty 1427.567487 = -50071.416527 nChanged 6 SP:Iteration 16Q (526.605873 sec): 3 clusters Score: Raw -51502.609150 + Penalty 1427.567487 = -50075.041663 nChanged 2 SP:Iteration 17Q (526.617071 sec): 3 clusters Score: Raw -51505.141702 + Penalty 1427.567487 = -50077.574216 nChanged 3 SP:Iteration 18Q (526.628180 sec): 3 clusters Score: Raw -51508.328189 + Penalty 1427.567487 = -50080.760702 nChanged 3 SP:Iteration 19Q (526.639352 sec): 3 clusters Score: Raw -51510.441902 + Penalty 1427.567487 = -50082.874416 nChanged 1 SP:Iteration 20F (526.650366 sec): 3 clusters Score: Raw -51511.245379 + Penalty 1427.567487 = -50083.677893 nChanged 2 SP:Iteration 21Q (526.661558 sec): 3 clusters Score: Raw -51512.052512 + Penalty 1427.567487 = -50084.485025 nChanged 1 SP:Iteration 22Q (526.672639 sec): 3 clusters Score: Raw -51512.546216 + Penalty 1427.567487 = -50084.978730 nChanged 1 SP:Iteration 23Q (526.683771 sec): 3 clusters Score: Raw -51512.994709 + Penalty 1427.567487 = -50085.427223 nChanged 0 SP:Iteration 24F (526.694774 sec): 3 clusters Score: Raw -51512.994709 + Penalty 1427.567487 = -50085.427223 nChanged 0 Trying to split cluster 14 (1967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (526.729225 sec): 2 clusters Score: Raw -112578.057440 + Penalty 796.347806 = -111781.709634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (526.750502 sec): 3 clusters Score: Raw -111665.947397 + Penalty 1592.695612 = -110073.251786 nChanged 742 SP:Iteration 1F (526.770578 sec): 3 clusters Score: Raw -112145.396115 + Penalty 1592.695612 = -110552.700503 nChanged 190 SP:Iteration 2F (526.790657 sec): 3 clusters Score: Raw -112288.927760 + Penalty 1592.695612 = -110696.232148 nChanged 125 SP:Iteration 3F (526.810692 sec): 3 clusters Score: Raw -112404.762303 + Penalty 1592.695612 = -110812.066691 nChanged 108 SP:Iteration 4F (526.830840 sec): 3 clusters Score: Raw -112480.571212 + Penalty 1592.695612 = -110887.875600 nChanged 81 SP:Iteration 5Q (526.854904 sec): 3 clusters Score: Raw -112538.126986 + Penalty 1592.695612 = -110945.431374 nChanged 63 SP:Iteration 6Q (526.875556 sec): 3 clusters Score: Raw -112580.821710 + Penalty 1592.695612 = -110988.126098 nChanged 54 SP:Iteration 7Q (526.896067 sec): 3 clusters Score: Raw -112617.711210 + Penalty 1592.695612 = -111025.015598 nChanged 47 SP:Iteration 8Q (526.916321 sec): 3 clusters Score: Raw -112648.851892 + Penalty 1592.695612 = -111056.156280 nChanged 40 SP:Iteration 9Q (526.936653 sec): 3 clusters Score: Raw -112666.470707 + Penalty 1592.695612 = -111073.775095 nChanged 28 SP:Iteration 10Q (527.081044 sec): 3 clusters Score: Raw -112680.508344 + Penalty 1592.695612 = -111087.812732 nChanged 23 SP:Iteration 11Q (527.185299 sec): 3 clusters Score: Raw -112686.633397 + Penalty 1592.695612 = -111093.937785 nChanged 10 SP:Iteration 12Q (527.306167 sec): 3 clusters Score: Raw -112690.309616 + Penalty 1592.695612 = -111097.614004 nChanged 9 SP:Iteration 13Q (527.387091 sec): 3 clusters Score: Raw -112694.462619 + Penalty 1592.695612 = -111101.767007 nChanged 9 SP:Iteration 14Q (527.407255 sec): 3 clusters Score: Raw -112697.526966 + Penalty 1592.695612 = -111104.831354 nChanged 7 SP:Iteration 15Q (527.427397 sec): 3 clusters Score: Raw -112703.815293 + Penalty 1592.695612 = -111111.119682 nChanged 9 SP:Iteration 16Q (527.447569 sec): 3 clusters Score: Raw -112708.253875 + Penalty 1592.695612 = -111115.558263 nChanged 11 SP:Iteration 17Q (527.468582 sec): 3 clusters Score: Raw -112711.072189 + Penalty 1592.695612 = -111118.376577 nChanged 5 SP:Iteration 18Q (527.488776 sec): 3 clusters Score: Raw -112713.016232 + Penalty 1592.695612 = -111120.320620 nChanged 5 SP:Iteration 19Q (527.508938 sec): 3 clusters Score: Raw -112714.738020 + Penalty 1592.695612 = -111122.042408 nChanged 2 SP:Iteration 20F (527.528665 sec): 3 clusters Score: Raw -112715.453001 + Penalty 1592.695612 = -111122.757390 nChanged 3 SP:Iteration 21Q (527.548716 sec): 3 clusters Score: Raw -112716.392105 + Penalty 1592.695612 = -111123.696493 nChanged 2 SP:Iteration 22Q (527.568935 sec): 3 clusters Score: Raw -112717.036463 + Penalty 1592.695612 = -111124.340851 nChanged 3 SP:Iteration 23Q (527.589032 sec): 3 clusters Score: Raw -112717.851527 + Penalty 1592.695612 = -111125.155915 nChanged 2 SP:Iteration 24Q (527.609039 sec): 3 clusters Score: Raw -112718.363950 + Penalty 1592.695612 = -111125.668338 nChanged 0 SP:Iteration 25F (527.628810 sec): 3 clusters Score: Raw -112718.363950 + Penalty 1592.695612 = -111125.668338 nChanged 0 Trying to split cluster 15 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (527.658801 sec): 2 clusters Score: Raw -6199.179650 + Penalty 516.597997 = -5682.581653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (527.663548 sec): 3 clusters Score: Raw -6374.343661 + Penalty 1033.195994 = -5341.147667 nChanged 24 SP:Iteration 1F (527.668110 sec): 3 clusters Score: Raw -6430.732321 + Penalty 1033.195994 = -5397.536327 nChanged 7 SP:Iteration 2F (527.672635 sec): 3 clusters Score: Raw -6446.318019 + Penalty 1033.195994 = -5413.122024 nChanged 2 SP:Iteration 3Q (527.677177 sec): 3 clusters Score: Raw -6455.946933 + Penalty 1033.195994 = -5422.750939 nChanged 4 SP:Iteration 4Q (527.681698 sec): 3 clusters Score: Raw -6473.666678 + Penalty 1033.195994 = -5440.470683 nChanged 2 SP:Iteration 5Q (527.693885 sec): 3 clusters Score: Raw -6481.565357 + Penalty 1033.195994 = -5448.369362 nChanged 0 SP:Iteration 6F (527.700510 sec): 3 clusters Score: Raw -6481.565357 + Penalty 1033.195994 = -5448.369362 nChanged 0 Trying to split cluster 16 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (527.717429 sec): 2 clusters Score: Raw -22973.703170 + Penalty 632.715927 = -22340.987243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (527.724590 sec): 3 clusters Score: Raw -22898.930749 + Penalty 1265.431855 = -21633.498894 nChanged 104 SP:Iteration 1F (527.734802 sec): 3 clusters Score: Raw -23032.676695 + Penalty 1265.431855 = -21767.244840 nChanged 30 SP:Iteration 2F (527.747147 sec): 3 clusters Score: Raw -23086.264500 + Penalty 1265.431855 = -21820.832646 nChanged 16 SP:Iteration 3Q (527.753976 sec): 3 clusters Score: Raw -23121.201589 + Penalty 1265.431855 = -21855.769735 nChanged 15 SP:Iteration 4Q (527.760782 sec): 3 clusters Score: Raw -23150.540351 + Penalty 1265.431855 = -21885.108496 nChanged 15 SP:Iteration 5Q (527.871141 sec): 3 clusters Score: Raw -23172.755338 + Penalty 1265.431855 = -21907.323483 nChanged 10 SP:Iteration 6Q (527.991647 sec): 3 clusters Score: Raw -23194.335367 + Penalty 1265.431855 = -21928.903512 nChanged 6 SP:Iteration 7Q (528.109274 sec): 3 clusters Score: Raw -23207.189481 + Penalty 1265.431855 = -21941.757627 nChanged 8 SP:Iteration 8Q (528.221663 sec): 3 clusters Score: Raw -23229.790748 + Penalty 1265.431855 = -21964.358894 nChanged 9 SP:Iteration 9Q (528.283516 sec): 3 clusters Score: Raw -23247.347483 + Penalty 1265.431855 = -21981.915629 nChanged 3 SP:Iteration 10Q (528.291968 sec): 3 clusters Score: Raw -23255.088372 + Penalty 1265.431855 = -21989.656517 nChanged 4 SP:Iteration 11Q (528.298716 sec): 3 clusters Score: Raw -23265.202047 + Penalty 1265.431855 = -21999.770192 nChanged 3 SP:Iteration 12Q (528.305319 sec): 3 clusters Score: Raw -23269.531047 + Penalty 1265.431855 = -22004.099193 nChanged 4 SP:Iteration 13Q (528.312029 sec): 3 clusters Score: Raw -23273.470112 + Penalty 1265.431855 = -22008.038257 nChanged 2 SP:Iteration 14Q (528.318708 sec): 3 clusters Score: Raw -23277.215864 + Penalty 1265.431855 = -22011.784010 nChanged 0 SP:Iteration 15F (528.325537 sec): 3 clusters Score: Raw -23277.215864 + Penalty 1265.431855 = -22011.784010 nChanged 0 Iteration 99Q (528.687514 sec): 18 clusters Score: Raw -1025344.927729 + Penalty 17730.054438 = -1007614.873291 nChanged 236 Iteration 100F (529.189984 sec): 18 clusters Score: Raw -1025504.406921 + Penalty 17730.054438 = -1007774.352482 nChanged 175 Iteration 101Q (529.494205 sec): 18 clusters Score: Raw -1025582.225129 + Penalty 17730.054438 = -1007852.170691 nChanged 84 Iteration 102Q (529.796510 sec): 18 clusters Score: Raw -1025611.423500 + Penalty 17730.054438 = -1007881.369061 nChanged 64 Iteration 103Q (530.260395 sec): 18 clusters Score: Raw -1025636.045727 + Penalty 17730.054438 = -1007905.991288 nChanged 39 Iteration 104Q (530.575982 sec): 18 clusters Score: Raw -1025653.344740 + Penalty 17730.054438 = -1007923.290302 nChanged 33 Iteration 105Q (530.876828 sec): 18 clusters Score: Raw -1025682.759746 + Penalty 17730.054438 = -1007952.705308 nChanged 24 Iteration 106Q (531.224293 sec): 18 clusters Score: Raw -1025699.085059 + Penalty 17730.054438 = -1007969.030621 nChanged 30 Iteration 107Q (531.502134 sec): 18 clusters Score: Raw -1025717.823064 + Penalty 17730.054438 = -1007987.768626 nChanged 28 Iteration 108Q (531.801165 sec): 18 clusters Score: Raw -1025732.984742 + Penalty 17730.054438 = -1008002.930304 nChanged 20 Iteration 109Q (532.100866 sec): 18 clusters Score: Raw -1025745.200537 + Penalty 17730.054438 = -1008015.146099 nChanged 19 Iteration 110Q (532.398344 sec): 18 clusters Score: Raw -1025753.867958 + Penalty 17730.054438 = -1008023.813519 nChanged 19 Iteration 111Q (532.697920 sec): 18 clusters Score: Raw -1025761.739017 + Penalty 17730.054438 = -1008031.684579 nChanged 16 Iteration 112Q (532.998123 sec): 18 clusters Score: Raw -1025765.947142 + Penalty 17730.054438 = -1008035.892704 nChanged 13 Iteration 113Q (533.305133 sec): 18 clusters Score: Raw -1025770.259662 + Penalty 17730.054438 = -1008040.205224 nChanged 12 Iteration 114Q (533.604432 sec): 18 clusters Score: Raw -1025774.245760 + Penalty 17730.054438 = -1008044.191322 nChanged 13 Iteration 115Q (533.903339 sec): 18 clusters Score: Raw -1025784.337926 + Penalty 17730.054438 = -1008054.283488 nChanged 16 Iteration 116Q (534.202054 sec): 18 clusters Score: Raw -1025793.293745 + Penalty 17730.054438 = -1008063.239307 nChanged 12 Iteration 117Q (534.496856 sec): 18 clusters Score: Raw -1025799.156373 + Penalty 17730.054438 = -1008069.101935 nChanged 19 Iteration 118Q (534.778991 sec): 18 clusters Score: Raw -1025810.624238 + Penalty 17730.054438 = -1008080.569799 nChanged 21 Iteration 119Q (535.050069 sec): 18 clusters Score: Raw -1025817.808457 + Penalty 17730.054438 = -1008087.754019 nChanged 18 Iteration 120F (535.773649 sec): 18 clusters Score: Raw -1025825.824241 + Penalty 17730.054438 = -1008095.769803 nChanged 16 Iteration 121Q (536.029743 sec): 18 clusters Score: Raw -1025834.550273 + Penalty 17730.054438 = -1008104.495835 nChanged 16 Iteration 122Q (536.298253 sec): 18 clusters Score: Raw -1025844.954739 + Penalty 17730.054438 = -1008114.900301 nChanged 22 Iteration 123Q (536.596130 sec): 18 clusters Score: Raw -1025857.404073 + Penalty 17730.054438 = -1008127.349634 nChanged 21 Iteration 124Q (536.893852 sec): 18 clusters Score: Raw -1025867.966471 + Penalty 17730.054438 = -1008137.912033 nChanged 12 Iteration 125Q (537.191845 sec): 18 clusters Score: Raw -1025873.519478 + Penalty 17730.054438 = -1008143.465040 nChanged 9 Iteration 126Q (537.489849 sec): 18 clusters Score: Raw -1025876.154710 + Penalty 17730.054438 = -1008146.100272 nChanged 12 Iteration 127Q (537.791442 sec): 18 clusters Score: Raw -1025879.665981 + Penalty 17730.054438 = -1008149.611542 nChanged 13 Iteration 128Q (538.100058 sec): 18 clusters Score: Raw -1025884.027871 + Penalty 17730.054438 = -1008153.973433 nChanged 14 Iteration 129Q (538.402666 sec): 18 clusters Score: Raw -1025888.917175 + Penalty 17730.054438 = -1008158.862736 nChanged 8 Iteration 130Q (538.683527 sec): 18 clusters Score: Raw -1025891.437843 + Penalty 17730.054438 = -1008161.383404 nChanged 4 Iteration 131Q (538.986759 sec): 18 clusters Score: Raw -1025892.482948 + Penalty 17730.054438 = -1008162.428510 nChanged 2 Iteration 132Q (539.255084 sec): 18 clusters Score: Raw -1025893.123848 + Penalty 17730.054438 = -1008163.069410 nChanged 1 Iteration 133Q (539.522619 sec): 18 clusters Score: Raw -1025893.834420 + Penalty 17730.054438 = -1008163.779981 nChanged 2 Iteration 134Q (539.821332 sec): 18 clusters Score: Raw -1025894.417100 + Penalty 17730.054438 = -1008164.362662 nChanged 0 Iteration 135F (540.308719 sec): 18 clusters Score: Raw -1025894.417100 + Penalty 17730.054438 = -1008164.362662 nChanged 0 Compute initial score before splitting: Score: Raw -1025894.417100 + Penalty 17730.054438 = -1008164.362662 Trying to split cluster 1 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (540.331215 sec): 2 clusters Score: Raw -7907.135140 + Penalty 580.172559 = -7326.962581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (540.336954 sec): 3 clusters Score: Raw -8009.294221 + Penalty 1160.345117 = -6848.949104 nChanged 60 SP:Iteration 1F (540.342451 sec): 3 clusters Score: Raw -8221.915751 + Penalty 1160.345117 = -7061.570634 nChanged 17 SP:Iteration 2F (540.347910 sec): 3 clusters Score: Raw -8289.318815 + Penalty 1160.345117 = -7128.973698 nChanged 8 SP:Iteration 3Q (540.353407 sec): 3 clusters Score: Raw -8307.748217 + Penalty 1160.345117 = -7147.403100 nChanged 5 SP:Iteration 4Q (540.359246 sec): 3 clusters Score: Raw -8313.775716 + Penalty 1160.345117 = -7153.430599 nChanged 2 SP:Iteration 5Q (540.365087 sec): 3 clusters Score: Raw -8323.281520 + Penalty 1160.345117 = -7162.936403 nChanged 1 SP:Iteration 6Q (540.370861 sec): 3 clusters Score: Raw -8326.272055 + Penalty 1160.345117 = -7165.926938 nChanged 1 SP:Iteration 7Q (540.376629 sec): 3 clusters Score: Raw -8327.413276 + Penalty 1160.345117 = -7167.068158 nChanged 0 SP:Iteration 8F (540.382475 sec): 3 clusters Score: Raw -8327.413276 + Penalty 1160.345117 = -7167.068158 nChanged 0 Trying to split cluster 2 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (540.398031 sec): 2 clusters Score: Raw -25044.254653 + Penalty 644.234314 = -24400.020339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (540.406310 sec): 3 clusters Score: Raw -24935.447836 + Penalty 1288.468627 = -23646.979209 nChanged 121 SP:Iteration 1F (540.414306 sec): 3 clusters Score: Raw -25078.690750 + Penalty 1288.468627 = -23790.222123 nChanged 30 SP:Iteration 2F (540.422370 sec): 3 clusters Score: Raw -25115.100629 + Penalty 1288.468627 = -23826.632001 nChanged 20 SP:Iteration 3Q (540.601188 sec): 3 clusters Score: Raw -25140.870722 + Penalty 1288.468627 = -23852.402095 nChanged 13 SP:Iteration 4Q (540.686470 sec): 3 clusters Score: Raw -25164.079465 + Penalty 1288.468627 = -23875.610837 nChanged 11 SP:Iteration 5Q (540.798399 sec): 3 clusters Score: Raw -25177.690165 + Penalty 1288.468627 = -23889.221538 nChanged 5 SP:Iteration 6Q (540.904258 sec): 3 clusters Score: Raw -25184.430546 + Penalty 1288.468627 = -23895.961919 nChanged 2 SP:Iteration 7Q (541.009362 sec): 3 clusters Score: Raw -25191.018250 + Penalty 1288.468627 = -23902.549623 nChanged 4 SP:Iteration 8Q (541.017186 sec): 3 clusters Score: Raw -25195.655966 + Penalty 1288.468627 = -23907.187339 nChanged 1 SP:Iteration 9Q (541.024935 sec): 3 clusters Score: Raw -25196.652720 + Penalty 1288.468627 = -23908.184093 nChanged 0 SP:Iteration 10F (541.032586 sec): 3 clusters Score: Raw -25196.652720 + Penalty 1288.468627 = -23908.184093 nChanged 0 Trying to split cluster 3 (1145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (541.064736 sec): 2 clusters Score: Raw -61605.986800 + Penalty 739.531791 = -60866.455009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (541.078461 sec): 3 clusters Score: Raw -61128.845236 + Penalty 1479.063582 = -59649.781653 nChanged 387 SP:Iteration 1F (541.091476 sec): 3 clusters Score: Raw -61390.065510 + Penalty 1479.063582 = -59911.001928 nChanged 110 SP:Iteration 2F (541.104525 sec): 3 clusters Score: Raw -61480.131619 + Penalty 1479.063582 = -60001.068037 nChanged 68 SP:Iteration 3F (541.117505 sec): 3 clusters Score: Raw -61540.470629 + Penalty 1479.063582 = -60061.407047 nChanged 41 SP:Iteration 4Q (541.130901 sec): 3 clusters Score: Raw -61570.865237 + Penalty 1479.063582 = -60091.801655 nChanged 38 SP:Iteration 5Q (541.144132 sec): 3 clusters Score: Raw -61592.928191 + Penalty 1479.063582 = -60113.864608 nChanged 23 SP:Iteration 6Q (541.157287 sec): 3 clusters Score: Raw -61612.001321 + Penalty 1479.063582 = -60132.937739 nChanged 21 SP:Iteration 7Q (541.170421 sec): 3 clusters Score: Raw -61628.733215 + Penalty 1479.063582 = -60149.669633 nChanged 25 SP:Iteration 8Q (541.183566 sec): 3 clusters Score: Raw -61649.070394 + Penalty 1479.063582 = -60170.006811 nChanged 26 SP:Iteration 9Q (541.196736 sec): 3 clusters Score: Raw -61682.328255 + Penalty 1479.063582 = -60203.264673 nChanged 30 SP:Iteration 10Q (541.209909 sec): 3 clusters Score: Raw -61708.408344 + Penalty 1479.063582 = -60229.344761 nChanged 35 SP:Iteration 11Q (541.222990 sec): 3 clusters Score: Raw -61745.627059 + Penalty 1479.063582 = -60266.563477 nChanged 37 SP:Iteration 12Q (541.236193 sec): 3 clusters Score: Raw -61788.415659 + Penalty 1479.063582 = -60309.352077 nChanged 37 SP:Iteration 13Q (541.249392 sec): 3 clusters Score: Raw -61826.466522 + Penalty 1479.063582 = -60347.402939 nChanged 36 SP:Iteration 14Q (541.262512 sec): 3 clusters Score: Raw -61868.272410 + Penalty 1479.063582 = -60389.208827 nChanged 24 SP:Iteration 15Q (541.275460 sec): 3 clusters Score: Raw -61890.275360 + Penalty 1479.063582 = -60411.211778 nChanged 25 SP:Iteration 16Q (541.289057 sec): 3 clusters Score: Raw -61917.899606 + Penalty 1479.063582 = -60438.836023 nChanged 23 SP:Iteration 17Q (541.301885 sec): 3 clusters Score: Raw -61941.498469 + Penalty 1479.063582 = -60462.434886 nChanged 19 SP:Iteration 18Q (541.314889 sec): 3 clusters Score: Raw -61959.251980 + Penalty 1479.063582 = -60480.188398 nChanged 15 SP:Iteration 19Q (541.327908 sec): 3 clusters Score: Raw -61977.043433 + Penalty 1479.063582 = -60497.979851 nChanged 12 SP:Iteration 20F (541.340804 sec): 3 clusters Score: Raw -61993.784931 + Penalty 1479.063582 = -60514.721349 nChanged 13 SP:Iteration 21Q (541.353749 sec): 3 clusters Score: Raw -62008.549256 + Penalty 1479.063582 = -60529.485673 nChanged 14 SP:Iteration 22Q (541.455902 sec): 3 clusters Score: Raw -62017.102413 + Penalty 1479.063582 = -60538.038830 nChanged 8 SP:Iteration 23Q (541.574019 sec): 3 clusters Score: Raw -62025.629248 + Penalty 1479.063582 = -60546.565666 nChanged 7 SP:Iteration 24Q (541.689141 sec): 3 clusters Score: Raw -62032.613477 + Penalty 1479.063582 = -60553.549895 nChanged 5 SP:Iteration 25Q (541.802825 sec): 3 clusters Score: Raw -62034.879783 + Penalty 1479.063582 = -60555.816201 nChanged 1 SP:Iteration 26Q (541.857640 sec): 3 clusters Score: Raw -62035.868810 + Penalty 1479.063582 = -60556.805228 nChanged 2 SP:Iteration 27Q (541.870705 sec): 3 clusters Score: Raw -62040.496011 + Penalty 1479.063582 = -60561.432429 nChanged 5 SP:Iteration 28Q (541.883656 sec): 3 clusters Score: Raw -62047.001913 + Penalty 1479.063582 = -60567.938330 nChanged 4 SP:Iteration 29Q (541.896560 sec): 3 clusters Score: Raw -62055.642888 + Penalty 1479.063582 = -60576.579306 nChanged 8 SP:Iteration 30Q (541.909547 sec): 3 clusters Score: Raw -62062.443888 + Penalty 1479.063582 = -60583.380306 nChanged 5 SP:Iteration 31Q (541.922484 sec): 3 clusters Score: Raw -62065.203900 + Penalty 1479.063582 = -60586.140317 nChanged 5 SP:Iteration 32Q (541.935353 sec): 3 clusters Score: Raw -62069.379906 + Penalty 1479.063582 = -60590.316324 nChanged 5 SP:Iteration 33Q (541.948256 sec): 3 clusters Score: Raw -62073.144161 + Penalty 1479.063582 = -60594.080578 nChanged 4 SP:Iteration 34Q (541.961128 sec): 3 clusters Score: Raw -62075.698192 + Penalty 1479.063582 = -60596.634610 nChanged 5 SP:Iteration 35Q (541.974162 sec): 3 clusters Score: Raw -62077.467846 + Penalty 1479.063582 = -60598.404264 nChanged 2 SP:Iteration 36Q (541.987108 sec): 3 clusters Score: Raw -62078.184745 + Penalty 1479.063582 = -60599.121163 nChanged 3 SP:Iteration 37Q (541.999997 sec): 3 clusters Score: Raw -62079.338244 + Penalty 1479.063582 = -60600.274661 nChanged 1 SP:Iteration 38Q (542.012869 sec): 3 clusters Score: Raw -62079.984337 + Penalty 1479.063582 = -60600.920755 nChanged 2 SP:Iteration 39Q (542.025658 sec): 3 clusters Score: Raw -62080.421804 + Penalty 1479.063582 = -60601.358222 nChanged 2 SP:Iteration 40F (542.038710 sec): 3 clusters Score: Raw -62081.752502 + Penalty 1479.063582 = -60602.688920 nChanged 1 SP:Iteration 41Q (542.053072 sec): 3 clusters Score: Raw -62082.660394 + Penalty 1479.063582 = -60603.596812 nChanged 1 SP:Iteration 42Q (542.065930 sec): 3 clusters Score: Raw -62085.529004 + Penalty 1479.063582 = -60606.465422 nChanged 4 SP:Iteration 43Q (542.078740 sec): 3 clusters Score: Raw -62089.771988 + Penalty 1479.063582 = -60610.708405 nChanged 1 SP:Iteration 44Q (542.091603 sec): 3 clusters Score: Raw -62091.910826 + Penalty 1479.063582 = -60612.847244 nChanged 2 SP:Iteration 45Q (542.104546 sec): 3 clusters Score: Raw -62094.087927 + Penalty 1479.063582 = -60615.024344 nChanged 1 SP:Iteration 46Q (542.117378 sec): 3 clusters Score: Raw -62096.995755 + Penalty 1479.063582 = -60617.932172 nChanged 2 SP:Iteration 47Q (542.130269 sec): 3 clusters Score: Raw -62098.972180 + Penalty 1479.063582 = -60619.908598 nChanged 0 SP:Iteration 48F (542.143106 sec): 3 clusters Score: Raw -62098.972180 + Penalty 1479.063582 = -60619.908598 nChanged 0 Trying to split cluster 4 (755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (542.169027 sec): 2 clusters Score: Raw -39591.703078 + Penalty 695.805364 = -38895.897714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (542.179233 sec): 3 clusters Score: Raw -39373.208923 + Penalty 1391.610727 = -37981.598195 nChanged 243 SP:Iteration 1F (542.188934 sec): 3 clusters Score: Raw -39682.020447 + Penalty 1391.610727 = -38290.409720 nChanged 58 SP:Iteration 2F (542.198617 sec): 3 clusters Score: Raw -39788.413150 + Penalty 1391.610727 = -38396.802423 nChanged 44 SP:Iteration 3F (542.208269 sec): 3 clusters Score: Raw -39859.123223 + Penalty 1391.610727 = -38467.512496 nChanged 33 SP:Iteration 4Q (542.316285 sec): 3 clusters Score: Raw -39919.210401 + Penalty 1391.610727 = -38527.599673 nChanged 21 SP:Iteration 5Q (542.431971 sec): 3 clusters Score: Raw -39954.514029 + Penalty 1391.610727 = -38562.903301 nChanged 14 SP:Iteration 6Q (542.547103 sec): 3 clusters Score: Raw -39987.799092 + Penalty 1391.610727 = -38596.188365 nChanged 11 SP:Iteration 7Q (542.661764 sec): 3 clusters Score: Raw -40009.170204 + Penalty 1391.610727 = -38617.559476 nChanged 5 SP:Iteration 8Q (542.681481 sec): 3 clusters Score: Raw -40013.083686 + Penalty 1391.610727 = -38621.472958 nChanged 0 SP:Iteration 9F (542.691213 sec): 3 clusters Score: Raw -40013.083686 + Penalty 1391.610727 = -38621.472958 nChanged 0 Trying to split cluster 5 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (542.718854 sec): 2 clusters Score: Raw -33590.548308 + Penalty 709.965141 = -32880.583167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (542.730010 sec): 3 clusters Score: Raw -33281.929965 + Penalty 1419.930281 = -31861.999683 nChanged 280 SP:Iteration 1F (542.740599 sec): 3 clusters Score: Raw -33538.661386 + Penalty 1419.930281 = -32118.731104 nChanged 84 SP:Iteration 2F (542.761572 sec): 3 clusters Score: Raw -33638.408649 + Penalty 1419.930281 = -32218.478368 nChanged 52 SP:Iteration 3F (542.772124 sec): 3 clusters Score: Raw -33699.940985 + Penalty 1419.930281 = -32280.010704 nChanged 45 SP:Iteration 4F (542.782747 sec): 3 clusters Score: Raw -33744.428665 + Penalty 1419.930281 = -32324.498384 nChanged 30 SP:Iteration 5Q (542.793458 sec): 3 clusters Score: Raw -33777.177758 + Penalty 1419.930281 = -32357.247477 nChanged 27 SP:Iteration 6Q (542.804161 sec): 3 clusters Score: Raw -33809.597412 + Penalty 1419.930281 = -32389.667131 nChanged 21 SP:Iteration 7Q (542.814776 sec): 3 clusters Score: Raw -33853.657491 + Penalty 1419.930281 = -32433.727209 nChanged 28 SP:Iteration 8Q (542.825468 sec): 3 clusters Score: Raw -33901.620192 + Penalty 1419.930281 = -32481.689911 nChanged 26 SP:Iteration 9Q (542.836151 sec): 3 clusters Score: Raw -33948.606974 + Penalty 1419.930281 = -32528.676693 nChanged 29 SP:Iteration 10Q (542.846837 sec): 3 clusters Score: Raw -34004.682001 + Penalty 1419.930281 = -32584.751720 nChanged 23 SP:Iteration 11Q (542.857549 sec): 3 clusters Score: Raw -34041.023081 + Penalty 1419.930281 = -32621.092800 nChanged 18 SP:Iteration 12Q (542.868196 sec): 3 clusters Score: Raw -34071.498961 + Penalty 1419.930281 = -32651.568679 nChanged 17 SP:Iteration 13Q (542.879234 sec): 3 clusters Score: Raw -34094.971391 + Penalty 1419.930281 = -32675.041110 nChanged 16 SP:Iteration 14Q (542.890093 sec): 3 clusters Score: Raw -34110.308335 + Penalty 1419.930281 = -32690.378053 nChanged 3 SP:Iteration 15Q (542.900669 sec): 3 clusters Score: Raw -34114.762204 + Penalty 1419.930281 = -32694.831923 nChanged 5 SP:Iteration 16Q (542.911218 sec): 3 clusters Score: Raw -34122.192181 + Penalty 1419.930281 = -32702.261900 nChanged 5 SP:Iteration 17Q (542.921883 sec): 3 clusters Score: Raw -34126.050325 + Penalty 1419.930281 = -32706.120044 nChanged 4 SP:Iteration 18Q (542.932476 sec): 3 clusters Score: Raw -34130.641219 + Penalty 1419.930281 = -32710.710938 nChanged 5 SP:Iteration 19Q (542.943038 sec): 3 clusters Score: Raw -34137.788214 + Penalty 1419.930281 = -32717.857933 nChanged 7 SP:Iteration 20F (542.953575 sec): 3 clusters Score: Raw -34148.740935 + Penalty 1419.930281 = -32728.810653 nChanged 7 SP:Iteration 21Q (542.964112 sec): 3 clusters Score: Raw -34157.415052 + Penalty 1419.930281 = -32737.484771 nChanged 4 SP:Iteration 22Q (542.974652 sec): 3 clusters Score: Raw -34159.821928 + Penalty 1419.930281 = -32739.891647 nChanged 0 SP:Iteration 23F (542.985231 sec): 3 clusters Score: Raw -34159.821928 + Penalty 1419.930281 = -32739.891647 nChanged 0 Trying to split cluster 6 (3632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.054075 sec): 2 clusters Score: Raw -212127.937868 + Penalty 860.741568 = -211267.196301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.175637 sec): 3 clusters Score: Raw -210259.867050 + Penalty 1721.483135 = -208538.383915 nChanged 1473 SP:Iteration 1F (543.294809 sec): 3 clusters Score: Raw -211082.784948 + Penalty 1721.483135 = -209361.301812 nChanged 279 SP:Iteration 2F (543.353011 sec): 3 clusters Score: Raw -211263.376798 + Penalty 1721.483135 = -209541.893663 nChanged 219 SP:Iteration 3F (543.386684 sec): 3 clusters Score: Raw -211365.608476 + Penalty 1721.483135 = -209644.125341 nChanged 171 SP:Iteration 4Q (543.421364 sec): 3 clusters Score: Raw -211455.785038 + Penalty 1721.483135 = -209734.301902 nChanged 162 SP:Iteration 5Q (543.455642 sec): 3 clusters Score: Raw -211549.924660 + Penalty 1721.483135 = -209828.441525 nChanged 166 SP:Iteration 6Q (543.490202 sec): 3 clusters Score: Raw -211640.965900 + Penalty 1721.483135 = -209919.482765 nChanged 151 SP:Iteration 7Q (543.524434 sec): 3 clusters Score: Raw -211722.702108 + Penalty 1721.483135 = -210001.218973 nChanged 131 SP:Iteration 8Q (543.558694 sec): 3 clusters Score: Raw -211793.856392 + Penalty 1721.483135 = -210072.373256 nChanged 117 SP:Iteration 9Q (543.592925 sec): 3 clusters Score: Raw -211856.765736 + Penalty 1721.483135 = -210135.282601 nChanged 107 SP:Iteration 10Q (543.626982 sec): 3 clusters Score: Raw -211916.075263 + Penalty 1721.483135 = -210194.592128 nChanged 91 SP:Iteration 11Q (543.661199 sec): 3 clusters Score: Raw -211968.204787 + Penalty 1721.483135 = -210246.721652 nChanged 81 SP:Iteration 12Q (543.695182 sec): 3 clusters Score: Raw -212016.111092 + Penalty 1721.483135 = -210294.627957 nChanged 71 SP:Iteration 13Q (543.729159 sec): 3 clusters Score: Raw -212053.138735 + Penalty 1721.483135 = -210331.655599 nChanged 72 SP:Iteration 14Q (543.763239 sec): 3 clusters Score: Raw -212095.360897 + Penalty 1721.483135 = -210373.877762 nChanged 56 SP:Iteration 15Q (543.816132 sec): 3 clusters Score: Raw -212136.573153 + Penalty 1721.483135 = -210415.090018 nChanged 58 SP:Iteration 16Q (543.850271 sec): 3 clusters Score: Raw -212177.467291 + Penalty 1721.483135 = -210455.984155 nChanged 55 SP:Iteration 17Q (543.884031 sec): 3 clusters Score: Raw -212209.027484 + Penalty 1721.483135 = -210487.544348 nChanged 40 SP:Iteration 18Q (543.929709 sec): 3 clusters Score: Raw -212228.595598 + Penalty 1721.483135 = -210507.112463 nChanged 23 SP:Iteration 19Q (543.966925 sec): 3 clusters Score: Raw -212238.506429 + Penalty 1721.483135 = -210517.023294 nChanged 19 SP:Iteration 20F (544.000139 sec): 3 clusters Score: Raw -212244.693058 + Penalty 1721.483135 = -210523.209923 nChanged 11 SP:Iteration 21Q (544.033918 sec): 3 clusters Score: Raw -212247.036717 + Penalty 1721.483135 = -210525.553582 nChanged 10 SP:Iteration 22Q (544.067581 sec): 3 clusters Score: Raw -212250.129640 + Penalty 1721.483135 = -210528.646504 nChanged 3 SP:Iteration 23Q (544.101392 sec): 3 clusters Score: Raw -212251.064529 + Penalty 1721.483135 = -210529.581394 nChanged 3 SP:Iteration 24Q (544.135311 sec): 3 clusters Score: Raw -212251.811430 + Penalty 1721.483135 = -210530.328295 nChanged 1 SP:Iteration 25Q (544.169006 sec): 3 clusters Score: Raw -212252.028538 + Penalty 1721.483135 = -210530.545403 nChanged 1 SP:Iteration 26Q (544.202767 sec): 3 clusters Score: Raw -212252.475242 + Penalty 1721.483135 = -210530.992107 nChanged 1 SP:Iteration 27Q (544.236415 sec): 3 clusters Score: Raw -212253.577125 + Penalty 1721.483135 = -210532.093989 nChanged 5 SP:Iteration 28Q (544.270091 sec): 3 clusters Score: Raw -212255.862937 + Penalty 1721.483135 = -210534.379802 nChanged 2 SP:Iteration 29Q (544.307097 sec): 3 clusters Score: Raw -212256.591659 + Penalty 1721.483135 = -210535.108524 nChanged 2 SP:Iteration 30Q (544.454115 sec): 3 clusters Score: Raw -212256.950799 + Penalty 1721.483135 = -210535.467663 nChanged 1 SP:Iteration 31Q (544.582961 sec): 3 clusters Score: Raw -212257.415989 + Penalty 1721.483135 = -210535.932853 nChanged 0 SP:Iteration 32F (544.677648 sec): 3 clusters Score: Raw -212257.415989 + Penalty 1721.483135 = -210535.932853 nChanged 0 Trying to split cluster 7 (1143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (544.711028 sec): 2 clusters Score: Raw -53008.181053 + Penalty 739.348225 = -52268.832828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (544.724732 sec): 3 clusters Score: Raw -52537.903343 + Penalty 1478.696449 = -51059.206894 nChanged 413 SP:Iteration 1F (544.737668 sec): 3 clusters Score: Raw -52954.960462 + Penalty 1478.696449 = -51476.264012 nChanged 127 SP:Iteration 2F (544.750913 sec): 3 clusters Score: Raw -53173.077298 + Penalty 1478.696449 = -51694.380849 nChanged 88 SP:Iteration 3F (544.764307 sec): 3 clusters Score: Raw -53316.419253 + Penalty 1478.696449 = -51837.722804 nChanged 72 SP:Iteration 4F (544.777668 sec): 3 clusters Score: Raw -53440.620929 + Penalty 1478.696449 = -51961.924479 nChanged 56 SP:Iteration 5Q (544.791135 sec): 3 clusters Score: Raw -53519.429992 + Penalty 1478.696449 = -52040.733543 nChanged 35 SP:Iteration 6Q (544.804623 sec): 3 clusters Score: Raw -53562.926334 + Penalty 1478.696449 = -52084.229885 nChanged 34 SP:Iteration 7Q (544.818799 sec): 3 clusters Score: Raw -53598.798066 + Penalty 1478.696449 = -52120.101617 nChanged 23 SP:Iteration 8Q (544.832518 sec): 3 clusters Score: Raw -53624.041640 + Penalty 1478.696449 = -52145.345191 nChanged 11 SP:Iteration 9Q (544.845838 sec): 3 clusters Score: Raw -53630.934362 + Penalty 1478.696449 = -52152.237913 nChanged 5 SP:Iteration 10Q (544.859165 sec): 3 clusters Score: Raw -53633.157390 + Penalty 1478.696449 = -52154.460941 nChanged 0 SP:Iteration 11F (544.872468 sec): 3 clusters Score: Raw -53633.157390 + Penalty 1478.696449 = -52154.460941 nChanged 0 Trying to split cluster 8 (1836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (544.907012 sec): 2 clusters Score: Raw -97956.532300 + Penalty 789.111180 = -97167.421120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (544.926828 sec): 3 clusters Score: Raw -97088.352729 + Penalty 1578.222360 = -95510.130369 nChanged 683 SP:Iteration 1F (544.945509 sec): 3 clusters Score: Raw -97520.715891 + Penalty 1578.222360 = -95942.493531 nChanged 145 SP:Iteration 2F (544.964162 sec): 3 clusters Score: Raw -97618.200094 + Penalty 1578.222360 = -96039.977734 nChanged 96 SP:Iteration 3F (544.983429 sec): 3 clusters Score: Raw -97695.719666 + Penalty 1578.222360 = -96117.497306 nChanged 98 SP:Iteration 4F (545.002631 sec): 3 clusters Score: Raw -97791.972470 + Penalty 1578.222360 = -96213.750110 nChanged 118 SP:Iteration 5F (545.021337 sec): 3 clusters Score: Raw -97926.026786 + Penalty 1578.222360 = -96347.804426 nChanged 116 SP:Iteration 6F (545.039993 sec): 3 clusters Score: Raw -98071.622278 + Penalty 1578.222360 = -96493.399919 nChanged 106 SP:Iteration 7F (545.058883 sec): 3 clusters Score: Raw -98191.477194 + Penalty 1578.222360 = -96613.254834 nChanged 80 SP:Iteration 8Q (545.077904 sec): 3 clusters Score: Raw -98279.037474 + Penalty 1578.222360 = -96700.815114 nChanged 59 SP:Iteration 9Q (545.096773 sec): 3 clusters Score: Raw -98352.619379 + Penalty 1578.222360 = -96774.397019 nChanged 59 SP:Iteration 10Q (545.115570 sec): 3 clusters Score: Raw -98432.606095 + Penalty 1578.222360 = -96854.383735 nChanged 32 SP:Iteration 11Q (545.134347 sec): 3 clusters Score: Raw -98466.879062 + Penalty 1578.222360 = -96888.656702 nChanged 21 SP:Iteration 12Q (545.155279 sec): 3 clusters Score: Raw -98482.804866 + Penalty 1578.222360 = -96904.582507 nChanged 13 SP:Iteration 13Q (545.304151 sec): 3 clusters Score: Raw -98492.979168 + Penalty 1578.222360 = -96914.756808 nChanged 9 SP:Iteration 14Q (545.397972 sec): 3 clusters Score: Raw -98500.816929 + Penalty 1578.222360 = -96922.594569 nChanged 9 SP:Iteration 15Q (545.545282 sec): 3 clusters Score: Raw -98504.266615 + Penalty 1578.222360 = -96926.044255 nChanged 5 SP:Iteration 16Q (545.624684 sec): 3 clusters Score: Raw -98506.396477 + Penalty 1578.222360 = -96928.174117 nChanged 2 SP:Iteration 17Q (545.740338 sec): 3 clusters Score: Raw -98506.666625 + Penalty 1578.222360 = -96928.444265 nChanged 1 SP:Iteration 18Q (545.798782 sec): 3 clusters Score: Raw -98506.999218 + Penalty 1578.222360 = -96928.776858 nChanged 1 SP:Iteration 19Q (545.818225 sec): 3 clusters Score: Raw -98507.077088 + Penalty 1578.222360 = -96928.854728 nChanged 0 SP:Iteration 20F (545.836861 sec): 3 clusters Score: Raw -98507.077088 + Penalty 1578.222360 = -96928.854728 nChanged 0 Trying to split cluster 9 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.867478 sec): 2 clusters Score: Raw -25897.390419 + Penalty 658.255110 = -25239.135310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (545.876584 sec): 3 clusters Score: Raw -25759.534156 + Penalty 1316.510220 = -24443.023937 nChanged 154 SP:Iteration 1F (545.885121 sec): 3 clusters Score: Raw -25919.901313 + Penalty 1316.510220 = -24603.391093 nChanged 43 SP:Iteration 2F (545.893732 sec): 3 clusters Score: Raw -25975.695328 + Penalty 1316.510220 = -24659.185108 nChanged 20 SP:Iteration 3Q (545.902377 sec): 3 clusters Score: Raw -26007.512694 + Penalty 1316.510220 = -24691.002474 nChanged 12 SP:Iteration 4Q (545.911047 sec): 3 clusters Score: Raw -26025.484897 + Penalty 1316.510220 = -24708.974677 nChanged 10 SP:Iteration 5Q (545.919805 sec): 3 clusters Score: Raw -26043.377469 + Penalty 1316.510220 = -24726.867249 nChanged 12 SP:Iteration 6Q (545.928184 sec): 3 clusters Score: Raw -26060.077727 + Penalty 1316.510220 = -24743.567508 nChanged 10 SP:Iteration 7Q (545.936204 sec): 3 clusters Score: Raw -26075.664083 + Penalty 1316.510220 = -24759.153864 nChanged 8 SP:Iteration 8Q (545.944167 sec): 3 clusters Score: Raw -26095.767845 + Penalty 1316.510220 = -24779.257625 nChanged 8 SP:Iteration 9Q (545.952159 sec): 3 clusters Score: Raw -26115.934115 + Penalty 1316.510220 = -24799.423896 nChanged 8 SP:Iteration 10Q (545.960155 sec): 3 clusters Score: Raw -26128.252152 + Penalty 1316.510220 = -24811.741932 nChanged 9 SP:Iteration 11Q (545.968182 sec): 3 clusters Score: Raw -26145.214469 + Penalty 1316.510220 = -24828.704250 nChanged 5 SP:Iteration 12Q (545.976182 sec): 3 clusters Score: Raw -26151.115475 + Penalty 1316.510220 = -24834.605255 nChanged 3 SP:Iteration 13Q (545.984218 sec): 3 clusters Score: Raw -26153.454299 + Penalty 1316.510220 = -24836.944079 nChanged 3 SP:Iteration 14Q (545.992214 sec): 3 clusters Score: Raw -26158.884019 + Penalty 1316.510220 = -24842.373800 nChanged 2 SP:Iteration 15Q (546.000252 sec): 3 clusters Score: Raw -26160.569924 + Penalty 1316.510220 = -24844.059704 nChanged 1 SP:Iteration 16Q (546.008230 sec): 3 clusters Score: Raw -26161.075741 + Penalty 1316.510220 = -24844.565522 nChanged 2 SP:Iteration 17Q (546.016222 sec): 3 clusters Score: Raw -26162.035499 + Penalty 1316.510220 = -24845.525279 nChanged 1 SP:Iteration 18Q (546.024200 sec): 3 clusters Score: Raw -26162.451839 + Penalty 1316.510220 = -24845.941620 nChanged 0 SP:Iteration 19F (546.032065 sec): 3 clusters Score: Raw -26162.451839 + Penalty 1316.510220 = -24845.941620 nChanged 0 Trying to split cluster 10 (967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (546.060591 sec): 2 clusters Score: Raw -53202.499521 + Penalty 721.790842 = -52480.708679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (546.075867 sec): 3 clusters Score: Raw -52846.640270 + Penalty 1443.581684 = -51403.058586 nChanged 295 SP:Iteration 1F (546.190674 sec): 3 clusters Score: Raw -53096.008937 + Penalty 1443.581684 = -51652.427253 nChanged 70 SP:Iteration 2F (546.303063 sec): 3 clusters Score: Raw -53167.410897 + Penalty 1443.581684 = -51723.829213 nChanged 38 SP:Iteration 3Q (546.416720 sec): 3 clusters Score: Raw -53204.089306 + Penalty 1443.581684 = -51760.507622 nChanged 25 SP:Iteration 4Q (546.511730 sec): 3 clusters Score: Raw -53226.512926 + Penalty 1443.581684 = -51782.931242 nChanged 28 SP:Iteration 5Q (546.625305 sec): 3 clusters Score: Raw -53247.225280 + Penalty 1443.581684 = -51803.643596 nChanged 10 SP:Iteration 6Q (546.717983 sec): 3 clusters Score: Raw -53258.572847 + Penalty 1443.581684 = -51814.991163 nChanged 13 SP:Iteration 7Q (546.807205 sec): 3 clusters Score: Raw -53268.697166 + Penalty 1443.581684 = -51825.115482 nChanged 7 SP:Iteration 8Q (546.818931 sec): 3 clusters Score: Raw -53273.296285 + Penalty 1443.581684 = -51829.714601 nChanged 6 SP:Iteration 9Q (546.830494 sec): 3 clusters Score: Raw -53278.264186 + Penalty 1443.581684 = -51834.682502 nChanged 8 SP:Iteration 10Q (546.842045 sec): 3 clusters Score: Raw -53288.643718 + Penalty 1443.581684 = -51845.062034 nChanged 12 SP:Iteration 11Q (546.853445 sec): 3 clusters Score: Raw -53302.838764 + Penalty 1443.581684 = -51859.257080 nChanged 10 SP:Iteration 12Q (546.864990 sec): 3 clusters Score: Raw -53311.708749 + Penalty 1443.581684 = -51868.127065 nChanged 6 SP:Iteration 13Q (546.876863 sec): 3 clusters Score: Raw -53316.566777 + Penalty 1443.581684 = -51872.985093 nChanged 7 SP:Iteration 14Q (546.889900 sec): 3 clusters Score: Raw -53322.897757 + Penalty 1443.581684 = -51879.316073 nChanged 3 SP:Iteration 15Q (546.902793 sec): 3 clusters Score: Raw -53327.873198 + Penalty 1443.581684 = -51884.291514 nChanged 4 SP:Iteration 16Q (546.915683 sec): 3 clusters Score: Raw -53331.527161 + Penalty 1443.581684 = -51887.945477 nChanged 6 SP:Iteration 17Q (546.928605 sec): 3 clusters Score: Raw -53334.943971 + Penalty 1443.581684 = -51891.362287 nChanged 4 SP:Iteration 18Q (546.941605 sec): 3 clusters Score: Raw -53336.445901 + Penalty 1443.581684 = -51892.864217 nChanged 2 SP:Iteration 19Q (546.954479 sec): 3 clusters Score: Raw -53337.844792 + Penalty 1443.581684 = -51894.263108 nChanged 4 SP:Iteration 20F (546.967299 sec): 3 clusters Score: Raw -53341.500490 + Penalty 1443.581684 = -51897.918806 nChanged 5 SP:Iteration 21Q (546.980143 sec): 3 clusters Score: Raw -53345.021356 + Penalty 1443.581684 = -51901.439672 nChanged 4 SP:Iteration 22Q (546.993047 sec): 3 clusters Score: Raw -53347.640094 + Penalty 1443.581684 = -51904.058410 nChanged 5 SP:Iteration 23Q (547.005566 sec): 3 clusters Score: Raw -53350.382385 + Penalty 1443.581684 = -51906.800700 nChanged 5 SP:Iteration 24Q (547.017000 sec): 3 clusters Score: Raw -53351.932555 + Penalty 1443.581684 = -51908.350871 nChanged 2 SP:Iteration 25Q (547.028388 sec): 3 clusters Score: Raw -53352.819465 + Penalty 1443.581684 = -51909.237781 nChanged 0 SP:Iteration 26F (547.039686 sec): 3 clusters Score: Raw -53352.819465 + Penalty 1443.581684 = -51909.237781 nChanged 0 Trying to split cluster 11 (964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.066449 sec): 2 clusters Score: Raw -45906.534274 + Penalty 721.464586 = -45185.069688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.078526 sec): 3 clusters Score: Raw -45537.577909 + Penalty 1442.929172 = -44094.648737 nChanged 329 SP:Iteration 1F (547.089910 sec): 3 clusters Score: Raw -45793.320574 + Penalty 1442.929172 = -44350.391402 nChanged 72 SP:Iteration 2F (547.101322 sec): 3 clusters Score: Raw -45869.410197 + Penalty 1442.929172 = -44426.481025 nChanged 38 SP:Iteration 3Q (547.112910 sec): 3 clusters Score: Raw -45920.778663 + Penalty 1442.929172 = -44477.849491 nChanged 40 SP:Iteration 4Q (547.124571 sec): 3 clusters Score: Raw -45961.442786 + Penalty 1442.929172 = -44518.513614 nChanged 22 SP:Iteration 5Q (547.236963 sec): 3 clusters Score: Raw -45986.213325 + Penalty 1442.929172 = -44543.284153 nChanged 21 SP:Iteration 6Q (547.354225 sec): 3 clusters Score: Raw -46004.138699 + Penalty 1442.929172 = -44561.209527 nChanged 22 SP:Iteration 7Q (547.449676 sec): 3 clusters Score: Raw -46026.572989 + Penalty 1442.929172 = -44583.643817 nChanged 19 SP:Iteration 8Q (547.563258 sec): 3 clusters Score: Raw -46046.824394 + Penalty 1442.929172 = -44603.895222 nChanged 17 SP:Iteration 9Q (547.676351 sec): 3 clusters Score: Raw -46058.388160 + Penalty 1442.929172 = -44615.458988 nChanged 16 SP:Iteration 10Q (547.728950 sec): 3 clusters Score: Raw -46071.475025 + Penalty 1442.929172 = -44628.545853 nChanged 12 SP:Iteration 11Q (547.740898 sec): 3 clusters Score: Raw -46080.279488 + Penalty 1442.929172 = -44637.350316 nChanged 9 SP:Iteration 12Q (547.752443 sec): 3 clusters Score: Raw -46085.290244 + Penalty 1442.929172 = -44642.361072 nChanged 5 SP:Iteration 13Q (547.763948 sec): 3 clusters Score: Raw -46088.803190 + Penalty 1442.929172 = -44645.874018 nChanged 5 SP:Iteration 14Q (547.775486 sec): 3 clusters Score: Raw -46093.704475 + Penalty 1442.929172 = -44650.775303 nChanged 6 SP:Iteration 15Q (547.787367 sec): 3 clusters Score: Raw -46097.587155 + Penalty 1442.929172 = -44654.657983 nChanged 5 SP:Iteration 16Q (547.799085 sec): 3 clusters Score: Raw -46101.698564 + Penalty 1442.929172 = -44658.769392 nChanged 8 SP:Iteration 17Q (547.810774 sec): 3 clusters Score: Raw -46107.738935 + Penalty 1442.929172 = -44664.809763 nChanged 8 SP:Iteration 18Q (547.822436 sec): 3 clusters Score: Raw -46114.953003 + Penalty 1442.929172 = -44672.023831 nChanged 7 SP:Iteration 19Q (547.834120 sec): 3 clusters Score: Raw -46120.940841 + Penalty 1442.929172 = -44678.011669 nChanged 7 SP:Iteration 20F (547.845807 sec): 3 clusters Score: Raw -46125.477154 + Penalty 1442.929172 = -44682.547982 nChanged 6 SP:Iteration 21Q (547.857437 sec): 3 clusters Score: Raw -46130.854578 + Penalty 1442.929172 = -44687.925407 nChanged 8 SP:Iteration 22Q (547.869179 sec): 3 clusters Score: Raw -46141.956950 + Penalty 1442.929172 = -44699.027779 nChanged 10 SP:Iteration 23Q (547.880866 sec): 3 clusters Score: Raw -46150.288847 + Penalty 1442.929172 = -44707.359675 nChanged 6 SP:Iteration 24Q (547.892564 sec): 3 clusters Score: Raw -46155.109002 + Penalty 1442.929172 = -44712.179830 nChanged 7 SP:Iteration 25Q (547.904570 sec): 3 clusters Score: Raw -46159.675300 + Penalty 1442.929172 = -44716.746128 nChanged 4 SP:Iteration 26Q (547.916108 sec): 3 clusters Score: Raw -46161.915350 + Penalty 1442.929172 = -44718.986178 nChanged 0 SP:Iteration 27F (547.927471 sec): 3 clusters Score: Raw -46161.915350 + Penalty 1442.929172 = -44718.986178 nChanged 0 Trying to split cluster 12 (2000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.961393 sec): 2 clusters Score: Raw -80183.296466 + Penalty 798.094758 = -79385.201708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.982692 sec): 3 clusters Score: Raw -79284.563100 + Penalty 1596.189517 = -77688.373584 nChanged 771 SP:Iteration 1F (548.002768 sec): 3 clusters Score: Raw -80016.538744 + Penalty 1596.189517 = -78420.349228 nChanged 223 SP:Iteration 2F (548.023087 sec): 3 clusters Score: Raw -80222.658735 + Penalty 1596.189517 = -78626.469219 nChanged 120 SP:Iteration 3F (548.043078 sec): 3 clusters Score: Raw -80321.164454 + Penalty 1596.189517 = -78724.974938 nChanged 91 SP:Iteration 4Q (548.063511 sec): 3 clusters Score: Raw -80387.187970 + Penalty 1596.189517 = -78790.998454 nChanged 58 SP:Iteration 5Q (548.084085 sec): 3 clusters Score: Raw -80430.004368 + Penalty 1596.189517 = -78833.814851 nChanged 47 SP:Iteration 6Q (548.106614 sec): 3 clusters Score: Raw -80457.904386 + Penalty 1596.189517 = -78861.714869 nChanged 34 SP:Iteration 7Q (548.244067 sec): 3 clusters Score: Raw -80483.712396 + Penalty 1596.189517 = -78887.522880 nChanged 30 SP:Iteration 8Q (548.378162 sec): 3 clusters Score: Raw -80497.284103 + Penalty 1596.189517 = -78901.094587 nChanged 22 SP:Iteration 9Q (548.469253 sec): 3 clusters Score: Raw -80508.703631 + Penalty 1596.189517 = -78912.514115 nChanged 28 SP:Iteration 10Q (548.587024 sec): 3 clusters Score: Raw -80521.936340 + Penalty 1596.189517 = -78925.746824 nChanged 18 SP:Iteration 11Q (548.677655 sec): 3 clusters Score: Raw -80531.530761 + Penalty 1596.189517 = -78935.341244 nChanged 17 SP:Iteration 12Q (548.791939 sec): 3 clusters Score: Raw -80537.524574 + Penalty 1596.189517 = -78941.335058 nChanged 6 SP:Iteration 13Q (548.907034 sec): 3 clusters Score: Raw -80540.433699 + Penalty 1596.189517 = -78944.244182 nChanged 6 SP:Iteration 14Q (548.998494 sec): 3 clusters Score: Raw -80542.988247 + Penalty 1596.189517 = -78946.798730 nChanged 5 SP:Iteration 15Q (549.113694 sec): 3 clusters Score: Raw -80546.625988 + Penalty 1596.189517 = -78950.436472 nChanged 8 SP:Iteration 16Q (549.213084 sec): 3 clusters Score: Raw -80551.657986 + Penalty 1596.189517 = -78955.468470 nChanged 10 SP:Iteration 17Q (549.326592 sec): 3 clusters Score: Raw -80561.309096 + Penalty 1596.189517 = -78965.119580 nChanged 15 SP:Iteration 18Q (549.442201 sec): 3 clusters Score: Raw -80573.593652 + Penalty 1596.189517 = -78977.404135 nChanged 14 SP:Iteration 19Q (549.557862 sec): 3 clusters Score: Raw -80584.357154 + Penalty 1596.189517 = -78988.167638 nChanged 19 SP:Iteration 20F (549.650971 sec): 3 clusters Score: Raw -80606.594081 + Penalty 1596.189517 = -79010.404565 nChanged 24 SP:Iteration 21Q (549.767082 sec): 3 clusters Score: Raw -80622.205155 + Penalty 1596.189517 = -79026.015638 nChanged 18 SP:Iteration 22Q (549.858549 sec): 3 clusters Score: Raw -80628.474501 + Penalty 1596.189517 = -79032.284985 nChanged 13 SP:Iteration 23Q (549.932566 sec): 3 clusters Score: Raw -80633.308971 + Penalty 1596.189517 = -79037.119454 nChanged 8 SP:Iteration 24Q (549.953318 sec): 3 clusters Score: Raw -80635.773528 + Penalty 1596.189517 = -79039.584012 nChanged 5 SP:Iteration 25Q (549.974269 sec): 3 clusters Score: Raw -80637.186231 + Penalty 1596.189517 = -79040.996715 nChanged 5 SP:Iteration 26Q (549.994850 sec): 3 clusters Score: Raw -80639.363763 + Penalty 1596.189517 = -79043.174247 nChanged 6 SP:Iteration 27Q (550.015755 sec): 3 clusters Score: Raw -80642.967493 + Penalty 1596.189517 = -79046.777976 nChanged 7 SP:Iteration 28Q (550.036052 sec): 3 clusters Score: Raw -80647.790557 + Penalty 1596.189517 = -79051.601040 nChanged 9 SP:Iteration 29Q (550.056316 sec): 3 clusters Score: Raw -80652.446469 + Penalty 1596.189517 = -79056.256953 nChanged 8 SP:Iteration 30Q (550.076385 sec): 3 clusters Score: Raw -80654.843440 + Penalty 1596.189517 = -79058.653923 nChanged 5 SP:Iteration 31Q (550.096714 sec): 3 clusters Score: Raw -80656.975317 + Penalty 1596.189517 = -79060.785801 nChanged 7 SP:Iteration 32Q (550.117143 sec): 3 clusters Score: Raw -80660.484684 + Penalty 1596.189517 = -79064.295168 nChanged 9 SP:Iteration 33Q (550.137366 sec): 3 clusters Score: Raw -80663.794931 + Penalty 1596.189517 = -79067.605414 nChanged 9 SP:Iteration 34Q (550.157635 sec): 3 clusters Score: Raw -80666.364038 + Penalty 1596.189517 = -79070.174521 nChanged 6 SP:Iteration 35Q (550.177871 sec): 3 clusters Score: Raw -80668.308362 + Penalty 1596.189517 = -79072.118846 nChanged 2 SP:Iteration 36Q (550.198162 sec): 3 clusters Score: Raw -80669.286386 + Penalty 1596.189517 = -79073.096869 nChanged 1 SP:Iteration 37Q (550.218555 sec): 3 clusters Score: Raw -80669.603698 + Penalty 1596.189517 = -79073.414182 nChanged 3 SP:Iteration 38Q (550.238696 sec): 3 clusters Score: Raw -80670.109365 + Penalty 1596.189517 = -79073.919848 nChanged 2 SP:Iteration 39Q (550.385947 sec): 3 clusters Score: Raw -80670.279385 + Penalty 1596.189517 = -79074.089868 nChanged 1 SP:Iteration 40F (550.510441 sec): 3 clusters Score: Raw -80670.584760 + Penalty 1596.189517 = -79074.395244 nChanged 3 SP:Iteration 41Q (550.637818 sec): 3 clusters Score: Raw -80670.954480 + Penalty 1596.189517 = -79074.764963 nChanged 1 SP:Iteration 42Q (550.713492 sec): 3 clusters Score: Raw -80671.049414 + Penalty 1596.189517 = -79074.859898 nChanged 2 SP:Iteration 43Q (550.734052 sec): 3 clusters Score: Raw -80672.023283 + Penalty 1596.189517 = -79075.833766 nChanged 1 SP:Iteration 44Q (550.754431 sec): 3 clusters Score: Raw -80673.342985 + Penalty 1596.189517 = -79077.153468 nChanged 0 SP:Iteration 45F (550.774456 sec): 3 clusters Score: Raw -80673.342985 + Penalty 1596.189517 = -79077.153468 nChanged 0 Trying to split cluster 13 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (550.806697 sec): 2 clusters Score: Raw -51663.782217 + Penalty 714.251450 = -50949.530767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (550.818255 sec): 3 clusters Score: Raw -51322.374966 + Penalty 1428.502900 = -49893.872066 nChanged 280 SP:Iteration 1F (550.829244 sec): 3 clusters Score: Raw -51542.247428 + Penalty 1428.502900 = -50113.744528 nChanged 66 SP:Iteration 2F (550.840084 sec): 3 clusters Score: Raw -51602.163194 + Penalty 1428.502900 = -50173.660294 nChanged 36 SP:Iteration 3Q (550.851201 sec): 3 clusters Score: Raw -51630.257503 + Penalty 1428.502900 = -50201.754603 nChanged 29 SP:Iteration 4Q (550.862296 sec): 3 clusters Score: Raw -51661.909966 + Penalty 1428.502900 = -50233.407066 nChanged 25 SP:Iteration 5Q (550.873417 sec): 3 clusters Score: Raw -51683.048348 + Penalty 1428.502900 = -50254.545448 nChanged 13 SP:Iteration 6Q (550.884529 sec): 3 clusters Score: Raw -51693.447206 + Penalty 1428.502900 = -50264.944305 nChanged 10 SP:Iteration 7Q (550.895506 sec): 3 clusters Score: Raw -51697.371240 + Penalty 1428.502900 = -50268.868339 nChanged 5 SP:Iteration 8Q (550.906499 sec): 3 clusters Score: Raw -51700.464710 + Penalty 1428.502900 = -50271.961809 nChanged 2 SP:Iteration 9Q (550.917510 sec): 3 clusters Score: Raw -51702.087024 + Penalty 1428.502900 = -50273.584124 nChanged 1 SP:Iteration 10Q (550.928542 sec): 3 clusters Score: Raw -51703.262934 + Penalty 1428.502900 = -50274.760034 nChanged 3 SP:Iteration 11Q (550.939614 sec): 3 clusters Score: Raw -51705.477570 + Penalty 1428.502900 = -50276.974670 nChanged 5 SP:Iteration 12Q (550.950606 sec): 3 clusters Score: Raw -51710.747270 + Penalty 1428.502900 = -50282.244370 nChanged 4 SP:Iteration 13Q (550.961597 sec): 3 clusters Score: Raw -51714.207687 + Penalty 1428.502900 = -50285.704786 nChanged 3 SP:Iteration 14Q (550.972541 sec): 3 clusters Score: Raw -51716.284667 + Penalty 1428.502900 = -50287.781767 nChanged 3 SP:Iteration 15Q (550.983466 sec): 3 clusters Score: Raw -51719.004015 + Penalty 1428.502900 = -50290.501115 nChanged 2 SP:Iteration 16Q (550.994402 sec): 3 clusters Score: Raw -51719.545754 + Penalty 1428.502900 = -50291.042853 nChanged 1 SP:Iteration 17Q (551.005468 sec): 3 clusters Score: Raw -51719.765454 + Penalty 1428.502900 = -50291.262554 nChanged 0 SP:Iteration 18F (551.016284 sec): 3 clusters Score: Raw -51719.765454 + Penalty 1428.502900 = -50291.262554 nChanged 0 Trying to split cluster 14 (1979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (551.050799 sec): 2 clusters Score: Raw -113194.921382 + Penalty 796.986429 = -112397.934953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (551.071863 sec): 3 clusters Score: Raw -112277.091241 + Penalty 1593.972859 = -110683.118382 nChanged 758 SP:Iteration 1F (551.091692 sec): 3 clusters Score: Raw -112805.687544 + Penalty 1593.972859 = -111211.714685 nChanged 197 SP:Iteration 2F (551.111540 sec): 3 clusters Score: Raw -113015.452081 + Penalty 1593.972859 = -111421.479222 nChanged 135 SP:Iteration 3F (551.226662 sec): 3 clusters Score: Raw -113141.153522 + Penalty 1593.972859 = -111547.180663 nChanged 94 SP:Iteration 4Q (551.358648 sec): 3 clusters Score: Raw -113214.400902 + Penalty 1593.972859 = -111620.428043 nChanged 72 SP:Iteration 5Q (551.476317 sec): 3 clusters Score: Raw -113265.235742 + Penalty 1593.972859 = -111671.262884 nChanged 58 SP:Iteration 6Q (551.533093 sec): 3 clusters Score: Raw -113310.170753 + Penalty 1593.972859 = -111716.197894 nChanged 43 SP:Iteration 7Q (551.553343 sec): 3 clusters Score: Raw -113338.569069 + Penalty 1593.972859 = -111744.596210 nChanged 38 SP:Iteration 8Q (551.573595 sec): 3 clusters Score: Raw -113356.679864 + Penalty 1593.972859 = -111762.707006 nChanged 35 SP:Iteration 9Q (551.593825 sec): 3 clusters Score: Raw -113378.444095 + Penalty 1593.972859 = -111784.471237 nChanged 26 SP:Iteration 10Q (551.613996 sec): 3 clusters Score: Raw -113389.255610 + Penalty 1593.972859 = -111795.282752 nChanged 28 SP:Iteration 11Q (551.634215 sec): 3 clusters Score: Raw -113398.304560 + Penalty 1593.972859 = -111804.331701 nChanged 28 SP:Iteration 12Q (551.654312 sec): 3 clusters Score: Raw -113411.165791 + Penalty 1593.972859 = -111817.192932 nChanged 28 SP:Iteration 13Q (551.674368 sec): 3 clusters Score: Raw -113424.530680 + Penalty 1593.972859 = -111830.557821 nChanged 17 SP:Iteration 14Q (551.694415 sec): 3 clusters Score: Raw -113431.102774 + Penalty 1593.972859 = -111837.129916 nChanged 14 SP:Iteration 15Q (551.714634 sec): 3 clusters Score: Raw -113438.017137 + Penalty 1593.972859 = -111844.044279 nChanged 17 SP:Iteration 16Q (551.734690 sec): 3 clusters Score: Raw -113447.201030 + Penalty 1593.972859 = -111853.228171 nChanged 22 SP:Iteration 17Q (551.754721 sec): 3 clusters Score: Raw -113455.753638 + Penalty 1593.972859 = -111861.780780 nChanged 15 SP:Iteration 18Q (551.774807 sec): 3 clusters Score: Raw -113462.648726 + Penalty 1593.972859 = -111868.675867 nChanged 16 SP:Iteration 19Q (551.796054 sec): 3 clusters Score: Raw -113469.323501 + Penalty 1593.972859 = -111875.350642 nChanged 19 SP:Iteration 20F (551.815882 sec): 3 clusters Score: Raw -113480.986328 + Penalty 1593.972859 = -111887.013469 nChanged 18 SP:Iteration 21Q (551.836068 sec): 3 clusters Score: Raw -113489.251525 + Penalty 1593.972859 = -111895.278666 nChanged 20 SP:Iteration 22Q (551.856202 sec): 3 clusters Score: Raw -113499.290466 + Penalty 1593.972859 = -111905.317608 nChanged 20 SP:Iteration 23Q (551.876447 sec): 3 clusters Score: Raw -113508.109723 + Penalty 1593.972859 = -111914.136864 nChanged 20 SP:Iteration 24Q (551.896680 sec): 3 clusters Score: Raw -113519.009871 + Penalty 1593.972859 = -111925.037013 nChanged 18 SP:Iteration 25Q (551.916864 sec): 3 clusters Score: Raw -113525.869872 + Penalty 1593.972859 = -111931.897014 nChanged 8 SP:Iteration 26Q (551.936880 sec): 3 clusters Score: Raw -113531.302157 + Penalty 1593.972859 = -111937.329298 nChanged 10 SP:Iteration 27Q (551.957101 sec): 3 clusters Score: Raw -113536.338550 + Penalty 1593.972859 = -111942.365691 nChanged 9 SP:Iteration 28Q (551.977144 sec): 3 clusters Score: Raw -113541.368817 + Penalty 1593.972859 = -111947.395958 nChanged 11 SP:Iteration 29Q (551.997252 sec): 3 clusters Score: Raw -113545.641994 + Penalty 1593.972859 = -111951.669135 nChanged 6 SP:Iteration 30Q (552.018239 sec): 3 clusters Score: Raw -113547.623659 + Penalty 1593.972859 = -111953.650801 nChanged 2 SP:Iteration 31Q (552.129942 sec): 3 clusters Score: Raw -113547.855675 + Penalty 1593.972859 = -111953.882816 nChanged 1 SP:Iteration 32Q (552.173190 sec): 3 clusters Score: Raw -113548.001239 + Penalty 1593.972859 = -111954.028381 nChanged 2 SP:Iteration 33Q (552.210122 sec): 3 clusters Score: Raw -113548.307187 + Penalty 1593.972859 = -111954.334329 nChanged 2 SP:Iteration 34Q (552.234447 sec): 3 clusters Score: Raw -113548.544308 + Penalty 1593.972859 = -111954.571449 nChanged 2 SP:Iteration 35Q (552.368304 sec): 3 clusters Score: Raw -113548.793317 + Penalty 1593.972859 = -111954.820459 nChanged 0 SP:Iteration 36F (552.485438 sec): 3 clusters Score: Raw -113548.793317 + Penalty 1593.972859 = -111954.820459 nChanged 0 Trying to split cluster 15 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (552.543525 sec): 2 clusters Score: Raw -6199.179650 + Penalty 516.597997 = -5682.581653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (552.657081 sec): 3 clusters Score: Raw -6400.215886 + Penalty 1033.195994 = -5367.019892 nChanged 28 SP:Iteration 1F (552.768316 sec): 3 clusters Score: Raw -6480.056117 + Penalty 1033.195994 = -5446.860123 nChanged 6 SP:Iteration 2Q (552.833708 sec): 3 clusters Score: Raw -6519.342744 + Penalty 1033.195994 = -5486.146749 nChanged 2 SP:Iteration 3Q (552.838458 sec): 3 clusters Score: Raw -6527.313273 + Penalty 1033.195994 = -5494.117278 nChanged 1 SP:Iteration 4Q (552.843019 sec): 3 clusters Score: Raw -6530.235225 + Penalty 1033.195994 = -5497.039230 nChanged 0 SP:Iteration 5F (552.847593 sec): 3 clusters Score: Raw -6530.235225 + Penalty 1033.195994 = -5497.039230 nChanged 0 Trying to split cluster 16 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (552.863673 sec): 2 clusters Score: Raw -20381.821721 + Penalty 619.201156 = -19762.620565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (552.870470 sec): 3 clusters Score: Raw -20331.497508 + Penalty 1238.402312 = -19093.095196 nChanged 97 SP:Iteration 1F (552.877010 sec): 3 clusters Score: Raw -20438.548533 + Penalty 1238.402312 = -19200.146221 nChanged 22 SP:Iteration 2F (552.883554 sec): 3 clusters Score: Raw -20476.928773 + Penalty 1238.402312 = -19238.526461 nChanged 15 SP:Iteration 3Q (552.890104 sec): 3 clusters Score: Raw -20497.602435 + Penalty 1238.402312 = -19259.200123 nChanged 12 SP:Iteration 4Q (552.896645 sec): 3 clusters Score: Raw -20527.470147 + Penalty 1238.402312 = -19289.067835 nChanged 14 SP:Iteration 5Q (552.903458 sec): 3 clusters Score: Raw -20544.437035 + Penalty 1238.402312 = -19306.034723 nChanged 6 SP:Iteration 6Q (552.910116 sec): 3 clusters Score: Raw -20553.984834 + Penalty 1238.402312 = -19315.582522 nChanged 6 SP:Iteration 7Q (552.916742 sec): 3 clusters Score: Raw -20565.497133 + Penalty 1238.402312 = -19327.094821 nChanged 5 SP:Iteration 8Q (552.923377 sec): 3 clusters Score: Raw -20570.148025 + Penalty 1238.402312 = -19331.745713 nChanged 1 SP:Iteration 9Q (552.930182 sec): 3 clusters Score: Raw -20571.340904 + Penalty 1238.402312 = -19332.938592 nChanged 0 SP:Iteration 10F (552.936719 sec): 3 clusters Score: Raw -20571.340904 + Penalty 1238.402312 = -19332.938592 nChanged 0 Trying to split cluster 17 (2608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (552.973667 sec): 2 clusters Score: Raw -151722.653569 + Penalty 825.965587 = -150896.687982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.001566 sec): 3 clusters Score: Raw -150423.535712 + Penalty 1651.931174 = -148771.604538 nChanged 1014 SP:Iteration 1F (553.027263 sec): 3 clusters Score: Raw -151020.408712 + Penalty 1651.931174 = -149368.477538 nChanged 196 SP:Iteration 2F (553.052827 sec): 3 clusters Score: Raw -151144.686357 + Penalty 1651.931174 = -149492.755184 nChanged 159 SP:Iteration 3F (553.078777 sec): 3 clusters Score: Raw -151228.718709 + Penalty 1651.931174 = -149576.787535 nChanged 127 SP:Iteration 4Q (553.104713 sec): 3 clusters Score: Raw -151306.208842 + Penalty 1651.931174 = -149654.277668 nChanged 131 SP:Iteration 5F (553.130262 sec): 3 clusters Score: Raw -151398.483665 + Penalty 1651.931174 = -149746.552491 nChanged 110 SP:Iteration 6Q (553.156185 sec): 3 clusters Score: Raw -151472.306672 + Penalty 1651.931174 = -149820.375498 nChanged 87 SP:Iteration 7Q (553.279264 sec): 3 clusters Score: Raw -151527.304230 + Penalty 1651.931174 = -149875.373057 nChanged 77 SP:Iteration 8Q (553.369840 sec): 3 clusters Score: Raw -151571.880400 + Penalty 1651.931174 = -149919.949227 nChanged 65 SP:Iteration 9Q (553.489735 sec): 3 clusters Score: Raw -151613.154623 + Penalty 1651.931174 = -149961.223449 nChanged 52 SP:Iteration 10Q (553.605652 sec): 3 clusters Score: Raw -151645.239359 + Penalty 1651.931174 = -149993.308185 nChanged 52 SP:Iteration 11Q (553.723106 sec): 3 clusters Score: Raw -151672.426994 + Penalty 1651.931174 = -150020.495820 nChanged 46 SP:Iteration 12Q (553.839760 sec): 3 clusters Score: Raw -151696.019696 + Penalty 1651.931174 = -150044.088522 nChanged 39 SP:Iteration 13Q (553.957007 sec): 3 clusters Score: Raw -151725.078824 + Penalty 1651.931174 = -150073.147650 nChanged 32 SP:Iteration 14Q (554.003221 sec): 3 clusters Score: Raw -151745.476422 + Penalty 1651.931174 = -150093.545249 nChanged 28 SP:Iteration 15Q (554.028533 sec): 3 clusters Score: Raw -151773.501864 + Penalty 1651.931174 = -150121.570690 nChanged 34 SP:Iteration 16Q (554.053625 sec): 3 clusters Score: Raw -151801.443323 + Penalty 1651.931174 = -150149.512149 nChanged 30 SP:Iteration 17Q (554.079263 sec): 3 clusters Score: Raw -151824.527147 + Penalty 1651.931174 = -150172.595973 nChanged 22 SP:Iteration 18Q (554.104853 sec): 3 clusters Score: Raw -151836.105210 + Penalty 1651.931174 = -150184.174037 nChanged 16 SP:Iteration 19Q (554.130404 sec): 3 clusters Score: Raw -151842.204187 + Penalty 1651.931174 = -150190.273014 nChanged 8 SP:Iteration 20F (554.155815 sec): 3 clusters Score: Raw -151844.958681 + Penalty 1651.931174 = -150193.027507 nChanged 4 SP:Iteration 21Q (554.181278 sec): 3 clusters Score: Raw -151846.518292 + Penalty 1651.931174 = -150194.587118 nChanged 3 SP:Iteration 22Q (554.206695 sec): 3 clusters Score: Raw -151848.132079 + Penalty 1651.931174 = -150196.200905 nChanged 7 SP:Iteration 23Q (554.232088 sec): 3 clusters Score: Raw -151850.978924 + Penalty 1651.931174 = -150199.047751 nChanged 10 SP:Iteration 24Q (554.257052 sec): 3 clusters Score: Raw -151857.944995 + Penalty 1651.931174 = -150206.013821 nChanged 11 SP:Iteration 25Q (554.281981 sec): 3 clusters Score: Raw -151866.133640 + Penalty 1651.931174 = -150214.202466 nChanged 12 SP:Iteration 26Q (554.306746 sec): 3 clusters Score: Raw -151873.014870 + Penalty 1651.931174 = -150221.083696 nChanged 6 SP:Iteration 27Q (554.331552 sec): 3 clusters Score: Raw -151875.326630 + Penalty 1651.931174 = -150223.395456 nChanged 4 SP:Iteration 28Q (554.356331 sec): 3 clusters Score: Raw -151877.104211 + Penalty 1651.931174 = -150225.173038 nChanged 6 SP:Iteration 29Q (554.381239 sec): 3 clusters Score: Raw -151879.011837 + Penalty 1651.931174 = -150227.080664 nChanged 2 SP:Iteration 30Q (554.405910 sec): 3 clusters Score: Raw -151879.567734 + Penalty 1651.931174 = -150227.636560 nChanged 1 SP:Iteration 31Q (554.430768 sec): 3 clusters Score: Raw -151880.333631 + Penalty 1651.931174 = -150228.402457 nChanged 2 SP:Iteration 32Q (554.455700 sec): 3 clusters Score: Raw -151881.481120 + Penalty 1651.931174 = -150229.549946 nChanged 1 SP:Iteration 33Q (554.480394 sec): 3 clusters Score: Raw -151882.010958 + Penalty 1651.931174 = -150230.079784 nChanged 0 SP:Iteration 34F (554.505177 sec): 3 clusters Score: Raw -151882.010958 + Penalty 1651.931174 = -150230.079784 nChanged 0 Time taken for this iteration:96.065842 seconds. 7->18 Clusters: Score -1008164.362662, best is -1009977.175533 Starting from 8 clusters... ------ Clustering full data set of 20595 points ------ SP: Assigned 8 initial classes randomly. Deleting Class 5 (458 points): Lose 225.446805 but Gain 1042.944379 Iteration 0F (554.746172 sec): 7 clusters Score: Raw -877560.556215 + Penalty 6257.666272 = -871302.889943 nChanged 17459 Iteration 1F (554.931624 sec): 7 clusters Score: Raw -963783.670337 + Penalty 6257.666272 = -957526.004064 nChanged 3717 Iteration 2F (555.423087 sec): 7 clusters Score: Raw -978661.239025 + Penalty 6257.666272 = -972403.572753 nChanged 1848 Iteration 3F (555.625663 sec): 7 clusters Score: Raw -983901.780159 + Penalty 6257.666272 = -977644.113887 nChanged 1174 Iteration 4F (555.816974 sec): 7 clusters Score: Raw -986169.203204 + Penalty 6257.666272 = -979911.536932 nChanged 858 Iteration 5Q (555.978712 sec): 7 clusters Score: Raw -987645.173034 + Penalty 6257.666272 = -981387.506762 nChanged 648 Iteration 6Q (556.201808 sec): 7 clusters Score: Raw -988533.609481 + Penalty 6257.666272 = -982275.943209 nChanged 541 Iteration 7Q (556.356083 sec): 7 clusters Score: Raw -989055.737922 + Penalty 6257.666272 = -982798.071650 nChanged 397 Iteration 8Q (556.508463 sec): 7 clusters Score: Raw -989357.357755 + Penalty 6257.666272 = -983099.691483 nChanged 320 Iteration 9Q (556.651311 sec): 7 clusters Score: Raw -989609.235945 + Penalty 6257.666272 = -983351.569673 nChanged 285 Iteration 10Q (556.816161 sec): 7 clusters Score: Raw -989963.223074 + Penalty 6257.666272 = -983705.556802 nChanged 333 Iteration 11Q (556.952593 sec): 7 clusters Score: Raw -990628.214670 + Penalty 6257.666272 = -984370.548398 nChanged 339 Iteration 12Q (557.107496 sec): 7 clusters Score: Raw -991203.309182 + Penalty 6257.666272 = -984945.642909 nChanged 374 Iteration 13Q (557.281269 sec): 7 clusters Score: Raw -991547.764529 + Penalty 6257.666272 = -985290.098256 nChanged 333 Iteration 14Q (557.435065 sec): 7 clusters Score: Raw -991790.399612 + Penalty 6257.666272 = -985532.733340 nChanged 298 Iteration 15Q (557.588495 sec): 7 clusters Score: Raw -992218.042943 + Penalty 6257.666272 = -985960.376671 nChanged 300 Iteration 16Q (557.741984 sec): 7 clusters Score: Raw -992697.386717 + Penalty 6257.666272 = -986439.720445 nChanged 341 Iteration 17Q (557.894808 sec): 7 clusters Score: Raw -992897.095527 + Penalty 6257.666272 = -986639.429255 nChanged 277 Iteration 18Q (558.048226 sec): 7 clusters Score: Raw -993034.460768 + Penalty 6257.666272 = -986776.794496 nChanged 237 Iteration 19Q (558.198846 sec): 7 clusters Score: Raw -993150.742876 + Penalty 6257.666272 = -986893.076603 nChanged 182 Writing temp clu file Because OldScore, -986776.794496, is greater than current (better) Score,-986893.076603 Compute initial score before splitting: Score: Raw -993150.742876 + Penalty 6257.666272 = -986893.076603 Trying to split cluster 1 (1307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (558.276358 sec): 2 clusters Score: Raw -60370.954802 + Penalty 753.426420 = -59617.528382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (558.420739 sec): 3 clusters Score: Raw -59860.730880 + Penalty 1506.852840 = -58353.878040 nChanged 482 SP:Iteration 1F (558.534063 sec): 3 clusters Score: Raw -60313.678136 + Penalty 1506.852840 = -58806.825296 nChanged 164 SP:Iteration 2F (558.647319 sec): 3 clusters Score: Raw -60590.579365 + Penalty 1506.852840 = -59083.726525 nChanged 104 SP:Iteration 3F (558.746136 sec): 3 clusters Score: Raw -60759.255291 + Penalty 1506.852840 = -59252.402451 nChanged 73 SP:Iteration 4F (558.760923 sec): 3 clusters Score: Raw -60859.378979 + Penalty 1506.852840 = -59352.526139 nChanged 50 SP:Iteration 5Q (558.775823 sec): 3 clusters Score: Raw -60920.303546 + Penalty 1506.852840 = -59413.450706 nChanged 37 SP:Iteration 6Q (558.790583 sec): 3 clusters Score: Raw -60994.601332 + Penalty 1506.852840 = -59487.748492 nChanged 28 SP:Iteration 7Q (558.805377 sec): 3 clusters Score: Raw -61028.485672 + Penalty 1506.852840 = -59521.632832 nChanged 21 SP:Iteration 8Q (558.820427 sec): 3 clusters Score: Raw -61052.599008 + Penalty 1506.852840 = -59545.746168 nChanged 22 SP:Iteration 9Q (558.834870 sec): 3 clusters Score: Raw -61068.442321 + Penalty 1506.852840 = -59561.589482 nChanged 12 SP:Iteration 10Q (558.849280 sec): 3 clusters Score: Raw -61077.494162 + Penalty 1506.852840 = -59570.641322 nChanged 3 SP:Iteration 11Q (558.964444 sec): 3 clusters Score: Raw -61078.466943 + Penalty 1506.852840 = -59571.614103 nChanged 3 SP:Iteration 12Q (559.072819 sec): 3 clusters Score: Raw -61079.705075 + Penalty 1506.852840 = -59572.852235 nChanged 5 SP:Iteration 13Q (559.190662 sec): 3 clusters Score: Raw -61082.167800 + Penalty 1506.852840 = -59575.314960 nChanged 5 SP:Iteration 14Q (559.306093 sec): 3 clusters Score: Raw -61086.216575 + Penalty 1506.852840 = -59579.363735 nChanged 7 SP:Iteration 15Q (559.398492 sec): 3 clusters Score: Raw -61090.455284 + Penalty 1506.852840 = -59583.602444 nChanged 7 SP:Iteration 16Q (559.511985 sec): 3 clusters Score: Raw -61095.327416 + Penalty 1506.852840 = -59588.474576 nChanged 7 SP:Iteration 17Q (559.577494 sec): 3 clusters Score: Raw -61098.906773 + Penalty 1506.852840 = -59592.053933 nChanged 8 SP:Iteration 18Q (559.592128 sec): 3 clusters Score: Raw -61102.663251 + Penalty 1506.852840 = -59595.810412 nChanged 10 SP:Iteration 19Q (559.606271 sec): 3 clusters Score: Raw -61109.353215 + Penalty 1506.852840 = -59602.500375 nChanged 13 SP:Iteration 20F (559.620525 sec): 3 clusters Score: Raw -61117.164424 + Penalty 1506.852840 = -59610.311584 nChanged 13 SP:Iteration 21Q (559.634722 sec): 3 clusters Score: Raw -61127.228819 + Penalty 1506.852840 = -59620.375979 nChanged 16 SP:Iteration 22Q (559.649777 sec): 3 clusters Score: Raw -61145.006609 + Penalty 1506.852840 = -59638.153769 nChanged 19 SP:Iteration 23Q (559.665395 sec): 3 clusters Score: Raw -61164.463490 + Penalty 1506.852840 = -59657.610651 nChanged 22 SP:Iteration 24Q (559.680967 sec): 3 clusters Score: Raw -61184.281441 + Penalty 1506.852840 = -59677.428601 nChanged 15 SP:Iteration 25Q (559.696504 sec): 3 clusters Score: Raw -61202.367765 + Penalty 1506.852840 = -59695.514925 nChanged 24 SP:Iteration 26Q (559.712131 sec): 3 clusters Score: Raw -61228.528697 + Penalty 1506.852840 = -59721.675857 nChanged 15 SP:Iteration 27Q (559.727645 sec): 3 clusters Score: Raw -61245.408918 + Penalty 1506.852840 = -59738.556078 nChanged 16 SP:Iteration 28Q (559.743060 sec): 3 clusters Score: Raw -61267.577656 + Penalty 1506.852840 = -59760.724817 nChanged 15 SP:Iteration 29Q (559.758575 sec): 3 clusters Score: Raw -61282.538120 + Penalty 1506.852840 = -59775.685280 nChanged 13 SP:Iteration 30Q (559.774210 sec): 3 clusters Score: Raw -61300.415020 + Penalty 1506.852840 = -59793.562181 nChanged 13 SP:Iteration 31Q (559.788436 sec): 3 clusters Score: Raw -61313.892547 + Penalty 1506.852840 = -59807.039707 nChanged 10 SP:Iteration 32Q (559.802403 sec): 3 clusters Score: Raw -61323.290241 + Penalty 1506.852840 = -59816.437401 nChanged 10 SP:Iteration 33Q (559.816275 sec): 3 clusters Score: Raw -61332.859395 + Penalty 1506.852840 = -59826.006555 nChanged 7 SP:Iteration 34Q (559.830184 sec): 3 clusters Score: Raw -61338.352881 + Penalty 1506.852840 = -59831.500041 nChanged 8 SP:Iteration 35Q (559.844174 sec): 3 clusters Score: Raw -61345.230304 + Penalty 1506.852840 = -59838.377464 nChanged 11 SP:Iteration 36Q (559.859436 sec): 3 clusters Score: Raw -61355.803140 + Penalty 1506.852840 = -59848.950300 nChanged 5 SP:Iteration 37Q (559.873327 sec): 3 clusters Score: Raw -61360.322463 + Penalty 1506.852840 = -59853.469623 nChanged 4 SP:Iteration 38Q (559.887204 sec): 3 clusters Score: Raw -61363.174766 + Penalty 1506.852840 = -59856.321926 nChanged 0 SP:Iteration 39F (559.901497 sec): 3 clusters Score: Raw -61363.174766 + Penalty 1506.852840 = -59856.321926 nChanged 0 Score: Raw -994195.042869 + Penalty 7300.610651 = -986894.432218 Splitting cluster 1 changes total score from -986893.076603 to -986894.432218 So it's getting split into cluster 5. Trying to split cluster 2 (2346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (560.142628 sec): 2 clusters Score: Raw -118002.022841 + Penalty 814.849038 = -117187.173803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (560.263127 sec): 3 clusters Score: Raw -116866.228014 + Penalty 1629.698076 = -115236.529938 nChanged 920 SP:Iteration 1F (560.385367 sec): 3 clusters Score: Raw -117628.202766 + Penalty 1629.698076 = -115998.504690 nChanged 240 SP:Iteration 2F (560.503039 sec): 3 clusters Score: Raw -117962.624428 + Penalty 1629.698076 = -116332.926352 nChanged 209 SP:Iteration 3F (560.606757 sec): 3 clusters Score: Raw -118264.817713 + Penalty 1629.698076 = -116635.119637 nChanged 165 SP:Iteration 4F (560.721665 sec): 3 clusters Score: Raw -118534.295206 + Penalty 1629.698076 = -116904.597130 nChanged 159 SP:Iteration 5F (560.837694 sec): 3 clusters Score: Raw -118797.486349 + Penalty 1629.698076 = -117167.788273 nChanged 142 SP:Iteration 6F (560.954191 sec): 3 clusters Score: Raw -119082.431944 + Penalty 1629.698076 = -117452.733867 nChanged 134 SP:Iteration 7F (561.068483 sec): 3 clusters Score: Raw -119606.993973 + Penalty 1629.698076 = -117977.295897 nChanged 100 SP:Iteration 8Q (561.184485 sec): 3 clusters Score: Raw -119973.591279 + Penalty 1629.698076 = -118343.893203 nChanged 60 SP:Iteration 9Q (561.299911 sec): 3 clusters Score: Raw -120029.464077 + Penalty 1629.698076 = -118399.766001 nChanged 17 SP:Iteration 10Q (561.416075 sec): 3 clusters Score: Raw -120038.364765 + Penalty 1629.698076 = -118408.666689 nChanged 11 SP:Iteration 11Q (561.510641 sec): 3 clusters Score: Raw -120044.739858 + Penalty 1629.698076 = -118415.041782 nChanged 6 SP:Iteration 12Q (561.533425 sec): 3 clusters Score: Raw -120047.005220 + Penalty 1629.698076 = -118417.307143 nChanged 2 SP:Iteration 13Q (561.555959 sec): 3 clusters Score: Raw -120047.433472 + Penalty 1629.698076 = -118417.735396 nChanged 4 SP:Iteration 14Q (561.578732 sec): 3 clusters Score: Raw -120049.495294 + Penalty 1629.698076 = -118419.797218 nChanged 3 SP:Iteration 15Q (561.601405 sec): 3 clusters Score: Raw -120050.906997 + Penalty 1629.698076 = -118421.208921 nChanged 3 SP:Iteration 16Q (561.624006 sec): 3 clusters Score: Raw -120052.016616 + Penalty 1629.698076 = -118422.318540 nChanged 2 SP:Iteration 17Q (561.646775 sec): 3 clusters Score: Raw -120052.866617 + Penalty 1629.698076 = -118423.168541 nChanged 3 SP:Iteration 18Q (561.669383 sec): 3 clusters Score: Raw -120054.716106 + Penalty 1629.698076 = -118425.018030 nChanged 3 SP:Iteration 19Q (561.696301 sec): 3 clusters Score: Raw -120055.528098 + Penalty 1629.698076 = -118425.830022 nChanged 3 SP:Iteration 20F (561.719410 sec): 3 clusters Score: Raw -120056.784779 + Penalty 1629.698076 = -118427.086703 nChanged 2 SP:Iteration 21Q (561.741926 sec): 3 clusters Score: Raw -120058.316648 + Penalty 1629.698076 = -118428.618572 nChanged 3 SP:Iteration 22Q (561.764514 sec): 3 clusters Score: Raw -120059.378285 + Penalty 1629.698076 = -118429.680208 nChanged 1 SP:Iteration 23Q (561.787073 sec): 3 clusters Score: Raw -120059.565156 + Penalty 1629.698076 = -118429.867080 nChanged 1 SP:Iteration 24Q (561.809643 sec): 3 clusters Score: Raw -120059.675931 + Penalty 1629.698076 = -118429.977855 nChanged 0 SP:Iteration 25F (561.832640 sec): 3 clusters Score: Raw -120059.675931 + Penalty 1629.698076 = -118429.977855 nChanged 0 Score: Raw -996252.695959 + Penalty 8343.555030 = -987909.140929 Splitting cluster 2 changes total score from -986893.076603 to -987909.140929 So it's getting split into cluster 8. Trying to split cluster 3 (3240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (562.111614 sec): 2 clusters Score: Raw -157618.666620 + Penalty 848.749504 = -156769.917116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (562.144603 sec): 3 clusters Score: Raw -156020.006792 + Penalty 1697.499008 = -154322.507784 nChanged 1315 SP:Iteration 1F (562.175746 sec): 3 clusters Score: Raw -157238.141944 + Penalty 1697.499008 = -155540.642936 nChanged 407 SP:Iteration 2F (562.322005 sec): 3 clusters Score: Raw -157874.970954 + Penalty 1697.499008 = -156177.471946 nChanged 304 SP:Iteration 3F (562.418192 sec): 3 clusters Score: Raw -158284.751371 + Penalty 1697.499008 = -156587.252363 nChanged 185 SP:Iteration 4F (562.545536 sec): 3 clusters Score: Raw -158473.175438 + Penalty 1697.499008 = -156775.676430 nChanged 114 SP:Iteration 5Q (562.664350 sec): 3 clusters Score: Raw -158598.540297 + Penalty 1697.499008 = -156901.041289 nChanged 91 SP:Iteration 6Q (562.781523 sec): 3 clusters Score: Raw -158698.023427 + Penalty 1697.499008 = -157000.524419 nChanged 79 SP:Iteration 7Q (562.899829 sec): 3 clusters Score: Raw -158787.354103 + Penalty 1697.499008 = -157089.855095 nChanged 69 SP:Iteration 8Q (562.932533 sec): 3 clusters Score: Raw -158851.090305 + Penalty 1697.499008 = -157153.591297 nChanged 51 SP:Iteration 9Q (562.962980 sec): 3 clusters Score: Raw -158912.349851 + Penalty 1697.499008 = -157214.850843 nChanged 43 SP:Iteration 10Q (562.993432 sec): 3 clusters Score: Raw -158965.426785 + Penalty 1697.499008 = -157267.927777 nChanged 55 SP:Iteration 11Q (563.025966 sec): 3 clusters Score: Raw -159061.994899 + Penalty 1697.499008 = -157364.495891 nChanged 54 SP:Iteration 12Q (563.058506 sec): 3 clusters Score: Raw -159160.223347 + Penalty 1697.499008 = -157462.724339 nChanged 55 SP:Iteration 13Q (563.090785 sec): 3 clusters Score: Raw -159239.297057 + Penalty 1697.499008 = -157541.798049 nChanged 42 SP:Iteration 14Q (563.123089 sec): 3 clusters Score: Raw -159287.548931 + Penalty 1697.499008 = -157590.049923 nChanged 31 SP:Iteration 15Q (563.155341 sec): 3 clusters Score: Raw -159310.984516 + Penalty 1697.499008 = -157613.485508 nChanged 25 SP:Iteration 16Q (563.187474 sec): 3 clusters Score: Raw -159322.433812 + Penalty 1697.499008 = -157624.934804 nChanged 17 SP:Iteration 17Q (563.217623 sec): 3 clusters Score: Raw -159330.950193 + Penalty 1697.499008 = -157633.451185 nChanged 16 SP:Iteration 18Q (563.247671 sec): 3 clusters Score: Raw -159337.794517 + Penalty 1697.499008 = -157640.295509 nChanged 11 SP:Iteration 19Q (563.277189 sec): 3 clusters Score: Raw -159343.242898 + Penalty 1697.499008 = -157645.743890 nChanged 8 SP:Iteration 20F (563.307442 sec): 3 clusters Score: Raw -159347.306771 + Penalty 1697.499008 = -157649.807763 nChanged 7 SP:Iteration 21Q (563.337434 sec): 3 clusters Score: Raw -159352.105542 + Penalty 1697.499008 = -157654.606535 nChanged 5 SP:Iteration 22Q (563.367462 sec): 3 clusters Score: Raw -159354.071392 + Penalty 1697.499008 = -157656.572384 nChanged 5 SP:Iteration 23Q (563.397769 sec): 3 clusters Score: Raw -159355.797716 + Penalty 1697.499008 = -157658.298709 nChanged 6 SP:Iteration 24Q (563.427729 sec): 3 clusters Score: Raw -159357.633212 + Penalty 1697.499008 = -157660.134205 nChanged 0 SP:Iteration 25F (563.457892 sec): 3 clusters Score: Raw -159357.633212 + Penalty 1697.499008 = -157660.134205 nChanged 0 Score: Raw -997991.662552 + Penalty 9386.499408 = -988605.163144 Splitting cluster 3 changes total score from -986893.076603 to -988605.163144 So it's getting split into cluster 9. Trying to split cluster 4 (2935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (563.759564 sec): 2 clusters Score: Raw -114018.918939 + Penalty 838.368587 = -113180.550352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (563.789149 sec): 3 clusters Score: Raw -112612.085189 + Penalty 1676.737174 = -110935.348015 nChanged 1176 SP:Iteration 1F (563.817276 sec): 3 clusters Score: Raw -113593.712513 + Penalty 1676.737174 = -111916.975339 nChanged 349 SP:Iteration 2F (563.845745 sec): 3 clusters Score: Raw -113963.104205 + Penalty 1676.737174 = -112286.367032 nChanged 235 SP:Iteration 3F (563.885705 sec): 3 clusters Score: Raw -114285.203288 + Penalty 1676.737174 = -112608.466114 nChanged 202 SP:Iteration 4F (563.933238 sec): 3 clusters Score: Raw -114649.319278 + Penalty 1676.737174 = -112972.582104 nChanged 182 SP:Iteration 5F (564.090463 sec): 3 clusters Score: Raw -114936.145004 + Penalty 1676.737174 = -113259.407830 nChanged 145 SP:Iteration 6Q (564.212317 sec): 3 clusters Score: Raw -115144.734993 + Penalty 1676.737174 = -113467.997820 nChanged 125 SP:Iteration 7Q (564.332178 sec): 3 clusters Score: Raw -115300.217113 + Penalty 1676.737174 = -113623.479939 nChanged 97 SP:Iteration 8Q (564.443234 sec): 3 clusters Score: Raw -115402.705477 + Penalty 1676.737174 = -113725.968303 nChanged 62 SP:Iteration 9Q (564.559500 sec): 3 clusters Score: Raw -115448.975521 + Penalty 1676.737174 = -113772.238348 nChanged 49 SP:Iteration 10Q (564.676905 sec): 3 clusters Score: Raw -115486.734244 + Penalty 1676.737174 = -113809.997070 nChanged 31 SP:Iteration 11Q (564.794289 sec): 3 clusters Score: Raw -115502.462539 + Penalty 1676.737174 = -113825.725366 nChanged 23 SP:Iteration 12Q (564.938236 sec): 3 clusters Score: Raw -115516.014109 + Penalty 1676.737174 = -113839.276935 nChanged 24 SP:Iteration 13Q (565.029843 sec): 3 clusters Score: Raw -115530.205255 + Penalty 1676.737174 = -113853.468082 nChanged 16 SP:Iteration 14Q (565.102170 sec): 3 clusters Score: Raw -115535.788320 + Penalty 1676.737174 = -113859.051147 nChanged 13 SP:Iteration 15Q (565.130020 sec): 3 clusters Score: Raw -115539.057509 + Penalty 1676.737174 = -113862.320336 nChanged 4 SP:Iteration 16Q (565.157783 sec): 3 clusters Score: Raw -115539.599386 + Penalty 1676.737174 = -113862.862213 nChanged 0 SP:Iteration 17F (565.186100 sec): 3 clusters Score: Raw -115539.599386 + Penalty 1676.737174 = -113862.862213 nChanged 0 Score: Raw -999512.343000 + Penalty 10429.443787 = -989082.899213 Splitting cluster 4 changes total score from -986893.076603 to -989082.899213 So it's getting split into cluster 10. Trying to split cluster 6 (10199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (565.526581 sec): 2 clusters Score: Raw -559964.427984 + Penalty 969.154720 = -558995.273264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (565.619158 sec): 3 clusters Score: Raw -553995.571211 + Penalty 1938.309441 = -552057.261771 nChanged 4570 SP:Iteration 1F (565.706937 sec): 3 clusters Score: Raw -557751.480437 + Penalty 1938.309441 = -555813.170996 nChanged 1305 SP:Iteration 2F (565.763391 sec): 3 clusters Score: Raw -559849.914654 + Penalty 1938.309441 = -557911.605213 nChanged 1315 SP:Iteration 3F (565.818814 sec): 3 clusters Score: Raw -561628.627598 + Penalty 1938.309441 = -559690.318157 nChanged 836 SP:Iteration 4F (565.873414 sec): 3 clusters Score: Raw -562496.300076 + Penalty 1938.309441 = -560557.990636 nChanged 494 SP:Iteration 5Q (565.929310 sec): 3 clusters Score: Raw -563072.929765 + Penalty 1938.309441 = -561134.620324 nChanged 395 SP:Iteration 6Q (565.988585 sec): 3 clusters Score: Raw -563681.683480 + Penalty 1938.309441 = -561743.374039 nChanged 334 SP:Iteration 7Q (566.054141 sec): 3 clusters Score: Raw -564354.448005 + Penalty 1938.309441 = -562416.138564 nChanged 303 SP:Iteration 8Q (566.119003 sec): 3 clusters Score: Raw -564885.453034 + Penalty 1938.309441 = -562947.143594 nChanged 249 SP:Iteration 9Q (566.183291 sec): 3 clusters Score: Raw -565247.767782 + Penalty 1938.309441 = -563309.458341 nChanged 173 SP:Iteration 10Q (566.245042 sec): 3 clusters Score: Raw -565448.855796 + Penalty 1938.309441 = -563510.546355 nChanged 120 SP:Iteration 11Q (566.301102 sec): 3 clusters Score: Raw -565611.665355 + Penalty 1938.309441 = -563673.355915 nChanged 79 SP:Iteration 12Q (566.358570 sec): 3 clusters Score: Raw -565727.093542 + Penalty 1938.309441 = -563788.784101 nChanged 52 SP:Iteration 13Q (566.417550 sec): 3 clusters Score: Raw -565769.626853 + Penalty 1938.309441 = -563831.317413 nChanged 27 SP:Iteration 14Q (566.475975 sec): 3 clusters Score: Raw -565780.414243 + Penalty 1938.309441 = -563842.104802 nChanged 17 SP:Iteration 15Q (566.633533 sec): 3 clusters Score: Raw -565784.575331 + Penalty 1938.309441 = -563846.265890 nChanged 6 SP:Iteration 16Q (566.771092 sec): 3 clusters Score: Raw -565785.393052 + Penalty 1938.309441 = -563847.083612 nChanged 4 SP:Iteration 17Q (566.898346 sec): 3 clusters Score: Raw -565785.825268 + Penalty 1938.309441 = -563847.515828 nChanged 2 SP:Iteration 18Q (566.999655 sec): 3 clusters Score: Raw -565786.090920 + Penalty 1938.309441 = -563847.781479 nChanged 0 SP:Iteration 19F (567.057713 sec): 3 clusters Score: Raw -565786.090920 + Penalty 1938.309441 = -563847.781479 nChanged 0 Score: Raw -1005334.005935 + Penalty 11472.388166 = -993861.617769 Splitting cluster 6 changes total score from -986893.076603 to -993861.617769 So it's getting split into cluster 11. Trying to split cluster 7 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (567.434139 sec): 2 clusters Score: Raw -13200.178772 + Penalty 623.717982 = -12576.460790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (567.441102 sec): 3 clusters Score: Raw -13207.111614 + Penalty 1247.435963 = -11959.675651 nChanged 121 SP:Iteration 1F (567.463899 sec): 3 clusters Score: Raw -13583.842958 + Penalty 1247.435963 = -12336.406995 nChanged 33 SP:Iteration 2F (567.470474 sec): 3 clusters Score: Raw -13638.178655 + Penalty 1247.435963 = -12390.742692 nChanged 14 SP:Iteration 3Q (567.476973 sec): 3 clusters Score: Raw -13660.370584 + Penalty 1247.435963 = -12412.934621 nChanged 4 SP:Iteration 4Q (567.483452 sec): 3 clusters Score: Raw -13666.599854 + Penalty 1247.435963 = -12419.163891 nChanged 2 SP:Iteration 5Q (567.489743 sec): 3 clusters Score: Raw -13669.350148 + Penalty 1247.435963 = -12421.914185 nChanged 0 SP:Iteration 6F (567.496459 sec): 3 clusters Score: Raw -13669.350148 + Penalty 1247.435963 = -12421.914185 nChanged 0 Iteration 20F (567.869248 sec): 12 clusters Score: Raw -1007047.682751 + Penalty 11472.388166 = -995575.294585 nChanged 1192 Iteration 21F (568.191806 sec): 12 clusters Score: Raw -1008152.818423 + Penalty 11472.388166 = -996680.430257 nChanged 504 Iteration 22Q (568.417472 sec): 12 clusters Score: Raw -1008872.363609 + Penalty 11472.388166 = -997399.975443 nChanged 304 Iteration 23Q (568.627771 sec): 12 clusters Score: Raw -1009187.842933 + Penalty 11472.388166 = -997715.454768 nChanged 208 Iteration 24Q (568.858026 sec): 12 clusters Score: Raw -1009282.577553 + Penalty 11472.388166 = -997810.189387 nChanged 170 Iteration 25Q (569.070596 sec): 12 clusters Score: Raw -1009360.798464 + Penalty 11472.388166 = -997888.410298 nChanged 123 Iteration 26Q (569.284310 sec): 12 clusters Score: Raw -1009418.152414 + Penalty 11472.388166 = -997945.764248 nChanged 100 Iteration 27Q (569.504895 sec): 12 clusters Score: Raw -1009471.597735 + Penalty 11472.388166 = -997999.209569 nChanged 85 Iteration 28Q (569.713058 sec): 12 clusters Score: Raw -1009523.363405 + Penalty 11472.388166 = -998050.975239 nChanged 86 Iteration 29Q (569.936646 sec): 12 clusters Score: Raw -1009564.338673 + Penalty 11472.388166 = -998091.950507 nChanged 62 Iteration 30Q (570.142170 sec): 12 clusters Score: Raw -1009586.955000 + Penalty 11472.388166 = -998114.566834 nChanged 43 Iteration 31Q (570.374737 sec): 12 clusters Score: Raw -1009604.144519 + Penalty 11472.388166 = -998131.756353 nChanged 39 Iteration 32Q (570.579729 sec): 12 clusters Score: Raw -1009627.627925 + Penalty 11472.388166 = -998155.239759 nChanged 35 Iteration 33Q (570.822354 sec): 12 clusters Score: Raw -1009660.799674 + Penalty 11472.388166 = -998188.411508 nChanged 36 Iteration 34Q (571.027112 sec): 12 clusters Score: Raw -1009692.537124 + Penalty 11472.388166 = -998220.148958 nChanged 31 Iteration 35Q (571.259580 sec): 12 clusters Score: Raw -1009729.039342 + Penalty 11472.388166 = -998256.651176 nChanged 32 Iteration 36Q (571.463156 sec): 12 clusters Score: Raw -1009758.217261 + Penalty 11472.388166 = -998285.829096 nChanged 30 Iteration 37Q (571.916364 sec): 12 clusters Score: Raw -1009772.142797 + Penalty 11472.388166 = -998299.754631 nChanged 20 Iteration 38Q (572.244116 sec): 12 clusters Score: Raw -1009782.351182 + Penalty 11472.388166 = -998309.963016 nChanged 18 Iteration 39Q (572.462818 sec): 12 clusters Score: Raw -1009790.490120 + Penalty 11472.388166 = -998318.101954 nChanged 25 Iteration 40F (572.785266 sec): 12 clusters Score: Raw -1011078.272294 + Penalty 11472.388166 = -999605.884128 nChanged 88 Iteration 41Q (573.021306 sec): 12 clusters Score: Raw -1011698.871312 + Penalty 11472.388166 = -1000226.483146 nChanged 36 Iteration 42Q (573.228085 sec): 12 clusters Score: Raw -1011718.456602 + Penalty 11472.388166 = -1000246.068436 nChanged 33 Iteration 43Q (573.459381 sec): 12 clusters Score: Raw -1011737.107630 + Penalty 11472.388166 = -1000264.719464 nChanged 30 Iteration 44Q (573.675518 sec): 12 clusters Score: Raw -1011752.982328 + Penalty 11472.388166 = -1000280.594162 nChanged 34 Iteration 45Q (573.889681 sec): 12 clusters Score: Raw -1011761.984113 + Penalty 11472.388166 = -1000289.595947 nChanged 25 Iteration 46Q (574.112070 sec): 12 clusters Score: Raw -1011770.793167 + Penalty 11472.388166 = -1000298.405001 nChanged 26 Iteration 47Q (574.321675 sec): 12 clusters Score: Raw -1011780.667712 + Penalty 11472.388166 = -1000308.279546 nChanged 24 Iteration 48Q (574.547020 sec): 12 clusters Score: Raw -1011786.012695 + Penalty 11472.388166 = -1000313.624529 nChanged 13 Iteration 49Q (574.753753 sec): 12 clusters Score: Raw -1011787.869647 + Penalty 11472.388166 = -1000315.481481 nChanged 7 Iteration 50Q (574.986419 sec): 12 clusters Score: Raw -1011789.356065 + Penalty 11472.388166 = -1000316.967899 nChanged 9 Iteration 51Q (575.193882 sec): 12 clusters Score: Raw -1011790.900223 + Penalty 11472.388166 = -1000318.512057 nChanged 6 Iteration 52Q (575.425884 sec): 12 clusters Score: Raw -1011791.789127 + Penalty 11472.388166 = -1000319.400961 nChanged 3 Iteration 53Q (575.631478 sec): 12 clusters Score: Raw -1011791.973516 + Penalty 11472.388166 = -1000319.585350 nChanged 1 Iteration 54Q (575.934174 sec): 12 clusters Score: Raw -1011792.033277 + Penalty 11472.388166 = -1000319.645111 nChanged 1 Iteration 55Q (576.151883 sec): 12 clusters Score: Raw -1011792.079592 + Penalty 11472.388166 = -1000319.691426 nChanged 0 Iteration 56F (576.502636 sec): 12 clusters Score: Raw -1011978.799967 + Penalty 11472.388166 = -1000506.411801 nChanged 9 Iteration 57Q (576.715843 sec): 12 clusters Score: Raw -1012021.542421 + Penalty 11472.388166 = -1000549.154255 nChanged 5 Iteration 58Q (576.929203 sec): 12 clusters Score: Raw -1012023.900294 + Penalty 11472.388166 = -1000551.512128 nChanged 3 Writing temp clu file Because OldScore, -1000549.154255, is greater than current (better) Score,-1000551.512128 Compute initial score before splitting: Score: Raw -1012023.900294 + Penalty 11472.388166 = -1000551.512128 Trying to split cluster 1 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (576.975700 sec): 2 clusters Score: Raw -26718.196186 + Penalty 661.774992 = -26056.421193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (576.985375 sec): 3 clusters Score: Raw -26567.376073 + Penalty 1323.549985 = -25243.826088 nChanged 166 SP:Iteration 1F (576.994622 sec): 3 clusters Score: Raw -26760.663045 + Penalty 1323.549985 = -25437.113060 nChanged 63 SP:Iteration 2F (577.003970 sec): 3 clusters Score: Raw -26855.544869 + Penalty 1323.549985 = -25531.994884 nChanged 36 SP:Iteration 3F (577.013220 sec): 3 clusters Score: Raw -26919.275551 + Penalty 1323.549985 = -25595.725566 nChanged 32 SP:Iteration 4F (577.023163 sec): 3 clusters Score: Raw -26964.142236 + Penalty 1323.549985 = -25640.592251 nChanged 16 SP:Iteration 5Q (577.033054 sec): 3 clusters Score: Raw -26989.277731 + Penalty 1323.549985 = -25665.727746 nChanged 11 SP:Iteration 6Q (577.191116 sec): 3 clusters Score: Raw -26999.501455 + Penalty 1323.549985 = -25675.951470 nChanged 1 SP:Iteration 7Q (577.277042 sec): 3 clusters Score: Raw -27006.162029 + Penalty 1323.549985 = -25682.612044 nChanged 4 SP:Iteration 8Q (577.365010 sec): 3 clusters Score: Raw -27013.674018 + Penalty 1323.549985 = -25690.124033 nChanged 1 SP:Iteration 9Q (577.478463 sec): 3 clusters Score: Raw -27016.549160 + Penalty 1323.549985 = -25692.999175 nChanged 2 SP:Iteration 10Q (577.591280 sec): 3 clusters Score: Raw -27020.951742 + Penalty 1323.549985 = -25697.401758 nChanged 0 SP:Iteration 11F (577.680718 sec): 3 clusters Score: Raw -27020.951742 + Penalty 1323.549985 = -25697.401758 nChanged 0 Trying to split cluster 2 (1223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (577.738876 sec): 2 clusters Score: Raw -63545.568199 + Penalty 746.451524 = -62799.116674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (577.834460 sec): 3 clusters Score: Raw -63064.781389 + Penalty 1492.903048 = -61571.878340 nChanged 437 SP:Iteration 1F (577.940576 sec): 3 clusters Score: Raw -63455.861970 + Penalty 1492.903048 = -61962.958921 nChanged 145 SP:Iteration 2F (577.954457 sec): 3 clusters Score: Raw -63672.280304 + Penalty 1492.903048 = -62179.377255 nChanged 109 SP:Iteration 3F (577.968141 sec): 3 clusters Score: Raw -63924.761136 + Penalty 1492.903048 = -62431.858088 nChanged 93 SP:Iteration 4F (577.981694 sec): 3 clusters Score: Raw -64180.889726 + Penalty 1492.903048 = -62687.986678 nChanged 69 SP:Iteration 5F (577.995249 sec): 3 clusters Score: Raw -64311.977098 + Penalty 1492.903048 = -62819.074049 nChanged 53 SP:Iteration 6Q (578.008928 sec): 3 clusters Score: Raw -64400.171237 + Penalty 1492.903048 = -62907.268188 nChanged 30 SP:Iteration 7Q (578.022370 sec): 3 clusters Score: Raw -64450.060279 + Penalty 1492.903048 = -62957.157231 nChanged 28 SP:Iteration 8Q (578.035753 sec): 3 clusters Score: Raw -64515.756766 + Penalty 1492.903048 = -63022.853718 nChanged 31 SP:Iteration 9Q (578.049066 sec): 3 clusters Score: Raw -64628.716727 + Penalty 1492.903048 = -63135.813679 nChanged 16 SP:Iteration 10Q (578.062245 sec): 3 clusters Score: Raw -64703.390997 + Penalty 1492.903048 = -63210.487948 nChanged 13 SP:Iteration 11Q (578.075441 sec): 3 clusters Score: Raw -64760.125438 + Penalty 1492.903048 = -63267.222390 nChanged 10 SP:Iteration 12Q (578.088413 sec): 3 clusters Score: Raw -64787.844761 + Penalty 1492.903048 = -63294.941712 nChanged 10 SP:Iteration 13Q (578.101470 sec): 3 clusters Score: Raw -64808.812063 + Penalty 1492.903048 = -63315.909015 nChanged 12 SP:Iteration 14Q (578.114606 sec): 3 clusters Score: Raw -64830.665625 + Penalty 1492.903048 = -63337.762576 nChanged 10 SP:Iteration 15Q (578.127726 sec): 3 clusters Score: Raw -64851.424424 + Penalty 1492.903048 = -63358.521376 nChanged 4 SP:Iteration 16Q (578.140792 sec): 3 clusters Score: Raw -64857.526189 + Penalty 1492.903048 = -63364.623140 nChanged 5 SP:Iteration 17Q (578.153718 sec): 3 clusters Score: Raw -64868.748910 + Penalty 1492.903048 = -63375.845862 nChanged 5 SP:Iteration 18Q (578.166621 sec): 3 clusters Score: Raw -64881.656042 + Penalty 1492.903048 = -63388.752993 nChanged 5 SP:Iteration 19Q (578.179492 sec): 3 clusters Score: Raw -64891.391728 + Penalty 1492.903048 = -63398.488679 nChanged 6 SP:Iteration 20F (578.192922 sec): 3 clusters Score: Raw -64908.390881 + Penalty 1492.903048 = -63415.487832 nChanged 8 SP:Iteration 21Q (578.206023 sec): 3 clusters Score: Raw -64932.274673 + Penalty 1492.903048 = -63439.371625 nChanged 5 SP:Iteration 22Q (578.218863 sec): 3 clusters Score: Raw -64949.427381 + Penalty 1492.903048 = -63456.524333 nChanged 5 SP:Iteration 23Q (578.231664 sec): 3 clusters Score: Raw -64976.061894 + Penalty 1492.903048 = -63483.158846 nChanged 3 SP:Iteration 24Q (578.244423 sec): 3 clusters Score: Raw -64991.091712 + Penalty 1492.903048 = -63498.188664 nChanged 2 SP:Iteration 25Q (578.361585 sec): 3 clusters Score: Raw -64993.658044 + Penalty 1492.903048 = -63500.754996 nChanged 1 SP:Iteration 26Q (578.491121 sec): 3 clusters Score: Raw -64998.750416 + Penalty 1492.903048 = -63505.847368 nChanged 0 SP:Iteration 27F (578.610292 sec): 3 clusters Score: Raw -64998.750416 + Penalty 1492.903048 = -63505.847368 nChanged 0 Score: Raw -1013478.900892 + Penalty 12515.332545 = -1000963.568348 Splitting cluster 2 changes total score from -1000551.512128 to -1000963.568348 So it's getting split into cluster 12. Trying to split cluster 3 (1530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (579.005967 sec): 2 clusters Score: Raw -83870.445439 + Penalty 769.967417 = -83100.478023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (579.121677 sec): 3 clusters Score: Raw -83191.545419 + Penalty 1539.934833 = -81651.610586 nChanged 584 SP:Iteration 1F (579.209181 sec): 3 clusters Score: Raw -83724.616899 + Penalty 1539.934833 = -82184.682066 nChanged 169 SP:Iteration 2F (579.225261 sec): 3 clusters Score: Raw -83988.501465 + Penalty 1539.934833 = -82448.566632 nChanged 140 SP:Iteration 3F (579.241280 sec): 3 clusters Score: Raw -84175.882783 + Penalty 1539.934833 = -82635.947950 nChanged 90 SP:Iteration 4F (579.257385 sec): 3 clusters Score: Raw -84292.424067 + Penalty 1539.934833 = -82752.489234 nChanged 60 SP:Iteration 5Q (579.273924 sec): 3 clusters Score: Raw -84379.743472 + Penalty 1539.934833 = -82839.808639 nChanged 48 SP:Iteration 6Q (579.290001 sec): 3 clusters Score: Raw -84434.685418 + Penalty 1539.934833 = -82894.750585 nChanged 25 SP:Iteration 7Q (579.306312 sec): 3 clusters Score: Raw -84452.827111 + Penalty 1539.934833 = -82912.892278 nChanged 20 SP:Iteration 8Q (579.322480 sec): 3 clusters Score: Raw -84464.870544 + Penalty 1539.934833 = -82924.935711 nChanged 8 SP:Iteration 9Q (579.338707 sec): 3 clusters Score: Raw -84469.814415 + Penalty 1539.934833 = -82929.879582 nChanged 5 SP:Iteration 10Q (579.354885 sec): 3 clusters Score: Raw -84472.453499 + Penalty 1539.934833 = -82932.518666 nChanged 4 SP:Iteration 11Q (579.371016 sec): 3 clusters Score: Raw -84474.126282 + Penalty 1539.934833 = -82934.191449 nChanged 3 SP:Iteration 12Q (579.387106 sec): 3 clusters Score: Raw -84475.192456 + Penalty 1539.934833 = -82935.257623 nChanged 1 SP:Iteration 13Q (579.403201 sec): 3 clusters Score: Raw -84475.685823 + Penalty 1539.934833 = -82935.750990 nChanged 2 SP:Iteration 14Q (579.419370 sec): 3 clusters Score: Raw -84477.921548 + Penalty 1539.934833 = -82937.986715 nChanged 2 SP:Iteration 15Q (579.435408 sec): 3 clusters Score: Raw -84478.653383 + Penalty 1539.934833 = -82938.718550 nChanged 0 SP:Iteration 16F (579.451377 sec): 3 clusters Score: Raw -84478.653383 + Penalty 1539.934833 = -82938.718550 nChanged 0 Trying to split cluster 4 (1140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (579.480937 sec): 2 clusters Score: Raw -44923.201998 + Penalty 739.072272 = -44184.129726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (579.494453 sec): 3 clusters Score: Raw -44579.298745 + Penalty 1478.144544 = -43101.154201 nChanged 394 SP:Iteration 1F (579.507400 sec): 3 clusters Score: Raw -45144.474803 + Penalty 1478.144544 = -43666.330259 nChanged 129 SP:Iteration 2F (579.520315 sec): 3 clusters Score: Raw -45370.687719 + Penalty 1478.144544 = -43892.543175 nChanged 73 SP:Iteration 3F (579.533330 sec): 3 clusters Score: Raw -45516.504963 + Penalty 1478.144544 = -44038.360419 nChanged 50 SP:Iteration 4Q (579.546348 sec): 3 clusters Score: Raw -45596.541092 + Penalty 1478.144544 = -44118.396549 nChanged 22 SP:Iteration 5Q (579.559350 sec): 3 clusters Score: Raw -45630.799052 + Penalty 1478.144544 = -44152.654509 nChanged 17 SP:Iteration 6Q (579.572336 sec): 3 clusters Score: Raw -45645.701360 + Penalty 1478.144544 = -44167.556817 nChanged 9 SP:Iteration 7Q (579.687489 sec): 3 clusters Score: Raw -45651.617556 + Penalty 1478.144544 = -44173.473013 nChanged 8 SP:Iteration 8Q (579.792133 sec): 3 clusters Score: Raw -45657.461447 + Penalty 1478.144544 = -44179.316903 nChanged 6 SP:Iteration 9Q (579.908103 sec): 3 clusters Score: Raw -45661.037638 + Penalty 1478.144544 = -44182.893094 nChanged 9 SP:Iteration 10Q (580.021421 sec): 3 clusters Score: Raw -45665.968906 + Penalty 1478.144544 = -44187.824362 nChanged 2 SP:Iteration 11Q (580.118417 sec): 3 clusters Score: Raw -45666.520661 + Penalty 1478.144544 = -44188.376117 nChanged 0 SP:Iteration 12F (580.131524 sec): 3 clusters Score: Raw -45666.520661 + Penalty 1478.144544 = -44188.376117 nChanged 0 Score: Raw -1014222.219555 + Penalty 13558.276923 = -1000663.942632 Splitting cluster 4 changes total score from -1000551.512128 to -1000663.942632 So it's getting split into cluster 13. Trying to split cluster 5 (659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (580.522223 sec): 2 clusters Score: Raw -30984.052253 + Penalty 681.525971 = -30302.526282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (580.531508 sec): 3 clusters Score: Raw -30770.494015 + Penalty 1363.051942 = -29407.442073 nChanged 201 SP:Iteration 1F (580.540396 sec): 3 clusters Score: Raw -31024.976526 + Penalty 1363.051942 = -29661.924584 nChanged 66 SP:Iteration 2F (580.549321 sec): 3 clusters Score: Raw -31111.052616 + Penalty 1363.051942 = -29748.000674 nChanged 34 SP:Iteration 3F (580.558185 sec): 3 clusters Score: Raw -31172.974567 + Penalty 1363.051942 = -29809.922625 nChanged 19 SP:Iteration 4Q (580.567173 sec): 3 clusters Score: Raw -31209.817248 + Penalty 1363.051942 = -29846.765305 nChanged 12 SP:Iteration 5Q (580.576113 sec): 3 clusters Score: Raw -31234.379154 + Penalty 1363.051942 = -29871.327211 nChanged 18 SP:Iteration 6Q (580.585201 sec): 3 clusters Score: Raw -31261.731352 + Penalty 1363.051942 = -29898.679409 nChanged 14 SP:Iteration 7Q (580.594144 sec): 3 clusters Score: Raw -31278.796167 + Penalty 1363.051942 = -29915.744224 nChanged 11 SP:Iteration 8Q (580.603088 sec): 3 clusters Score: Raw -31289.536290 + Penalty 1363.051942 = -29926.484348 nChanged 8 SP:Iteration 9Q (580.612004 sec): 3 clusters Score: Raw -31296.985453 + Penalty 1363.051942 = -29933.933511 nChanged 6 SP:Iteration 10Q (580.620913 sec): 3 clusters Score: Raw -31305.128825 + Penalty 1363.051942 = -29942.076883 nChanged 6 SP:Iteration 11Q (580.629821 sec): 3 clusters Score: Raw -31309.339874 + Penalty 1363.051942 = -29946.287932 nChanged 4 SP:Iteration 12Q (580.638740 sec): 3 clusters Score: Raw -31312.664113 + Penalty 1363.051942 = -29949.612171 nChanged 0 SP:Iteration 13F (580.647643 sec): 3 clusters Score: Raw -31312.664113 + Penalty 1363.051942 = -29949.612171 nChanged 0 Trying to split cluster 6 (6740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (580.697600 sec): 2 clusters Score: Raw -383169.202700 + Penalty 925.660596 = -382243.542104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (580.745741 sec): 3 clusters Score: Raw -379347.209831 + Penalty 1851.321193 = -377495.888638 nChanged 2934 SP:Iteration 1F (580.795436 sec): 3 clusters Score: Raw -381128.229188 + Penalty 1851.321193 = -379276.907995 nChanged 540 SP:Iteration 2F (580.857563 sec): 3 clusters Score: Raw -381476.888236 + Penalty 1851.321193 = -379625.567043 nChanged 513 SP:Iteration 3F (580.920215 sec): 3 clusters Score: Raw -381831.604711 + Penalty 1851.321193 = -379980.283518 nChanged 436 SP:Iteration 4F (580.981088 sec): 3 clusters Score: Raw -382155.219098 + Penalty 1851.321193 = -380303.897905 nChanged 356 SP:Iteration 5F (581.027858 sec): 3 clusters Score: Raw -382425.883249 + Penalty 1851.321193 = -380574.562056 nChanged 288 SP:Iteration 6Q (581.168410 sec): 3 clusters Score: Raw -382649.031568 + Penalty 1851.321193 = -380797.710375 nChanged 236 SP:Iteration 7Q (581.321238 sec): 3 clusters Score: Raw -382842.625224 + Penalty 1851.321193 = -380991.304032 nChanged 198 SP:Iteration 8Q (581.432440 sec): 3 clusters Score: Raw -382969.023772 + Penalty 1851.321193 = -381117.702579 nChanged 140 SP:Iteration 9Q (581.501496 sec): 3 clusters Score: Raw -383054.565769 + Penalty 1851.321193 = -381203.244576 nChanged 109 SP:Iteration 10Q (581.549975 sec): 3 clusters Score: Raw -383132.707797 + Penalty 1851.321193 = -381281.386604 nChanged 105 SP:Iteration 11Q (581.597700 sec): 3 clusters Score: Raw -383216.400907 + Penalty 1851.321193 = -381365.079714 nChanged 115 SP:Iteration 12Q (581.649471 sec): 3 clusters Score: Raw -383328.822282 + Penalty 1851.321193 = -381477.501089 nChanged 122 SP:Iteration 13Q (581.700901 sec): 3 clusters Score: Raw -383437.983064 + Penalty 1851.321193 = -381586.661871 nChanged 122 SP:Iteration 14Q (581.752025 sec): 3 clusters Score: Raw -383561.996484 + Penalty 1851.321193 = -381710.675291 nChanged 122 SP:Iteration 15Q (581.801848 sec): 3 clusters Score: Raw -383694.622403 + Penalty 1851.321193 = -381843.301210 nChanged 116 SP:Iteration 16Q (581.849279 sec): 3 clusters Score: Raw -383822.776926 + Penalty 1851.321193 = -381971.455734 nChanged 102 SP:Iteration 17Q (581.899887 sec): 3 clusters Score: Raw -383956.938283 + Penalty 1851.321193 = -382105.617090 nChanged 84 SP:Iteration 18Q (581.946948 sec): 3 clusters Score: Raw -384030.399664 + Penalty 1851.321193 = -382179.078472 nChanged 73 SP:Iteration 19Q (581.998117 sec): 3 clusters Score: Raw -384082.774612 + Penalty 1851.321193 = -382231.453419 nChanged 59 SP:Iteration 20F (582.050832 sec): 3 clusters Score: Raw -384106.139320 + Penalty 1851.321193 = -382254.818127 nChanged 35 SP:Iteration 21Q (582.104659 sec): 3 clusters Score: Raw -384117.057869 + Penalty 1851.321193 = -382265.736676 nChanged 34 SP:Iteration 22Q (582.152731 sec): 3 clusters Score: Raw -384126.900705 + Penalty 1851.321193 = -382275.579512 nChanged 32 SP:Iteration 23Q (582.281853 sec): 3 clusters Score: Raw -384136.172488 + Penalty 1851.321193 = -382284.851295 nChanged 27 SP:Iteration 24Q (582.353099 sec): 3 clusters Score: Raw -384142.999475 + Penalty 1851.321193 = -382291.678283 nChanged 21 SP:Iteration 25Q (582.399607 sec): 3 clusters Score: Raw -384149.235912 + Penalty 1851.321193 = -382297.914719 nChanged 20 SP:Iteration 26Q (582.446693 sec): 3 clusters Score: Raw -384155.319034 + Penalty 1851.321193 = -382303.997841 nChanged 25 SP:Iteration 27Q (582.496177 sec): 3 clusters Score: Raw -384161.907544 + Penalty 1851.321193 = -382310.586351 nChanged 16 SP:Iteration 28Q (582.545902 sec): 3 clusters Score: Raw -384165.039815 + Penalty 1851.321193 = -382313.718622 nChanged 18 SP:Iteration 29Q (582.595374 sec): 3 clusters Score: Raw -384169.517629 + Penalty 1851.321193 = -382318.196436 nChanged 27 SP:Iteration 30Q (582.644706 sec): 3 clusters Score: Raw -384179.739248 + Penalty 1851.321193 = -382328.418055 nChanged 29 SP:Iteration 31Q (582.691909 sec): 3 clusters Score: Raw -384189.898308 + Penalty 1851.321193 = -382338.577115 nChanged 29 SP:Iteration 32Q (582.738875 sec): 3 clusters Score: Raw -384202.240971 + Penalty 1851.321193 = -382350.919779 nChanged 35 SP:Iteration 33Q (582.785756 sec): 3 clusters Score: Raw -384213.397511 + Penalty 1851.321193 = -382362.076318 nChanged 38 SP:Iteration 34Q (582.835182 sec): 3 clusters Score: Raw -384224.509456 + Penalty 1851.321193 = -382373.188263 nChanged 30 SP:Iteration 35Q (582.885778 sec): 3 clusters Score: Raw -384233.749674 + Penalty 1851.321193 = -382382.428481 nChanged 28 SP:Iteration 36Q (582.936089 sec): 3 clusters Score: Raw -384241.655728 + Penalty 1851.321193 = -382390.334535 nChanged 32 SP:Iteration 37Q (582.986014 sec): 3 clusters Score: Raw -384249.613102 + Penalty 1851.321193 = -382398.291909 nChanged 26 SP:Iteration 38Q (583.095001 sec): 3 clusters Score: Raw -384257.257282 + Penalty 1851.321193 = -382405.936089 nChanged 33 SP:Iteration 39Q (583.236548 sec): 3 clusters Score: Raw -384267.756517 + Penalty 1851.321193 = -382416.435324 nChanged 41 SP:Iteration 40F (583.375105 sec): 3 clusters Score: Raw -384283.149885 + Penalty 1851.321193 = -382431.828692 nChanged 46 SP:Iteration 41Q (583.448023 sec): 3 clusters Score: Raw -384299.359204 + Penalty 1851.321193 = -382448.038011 nChanged 46 SP:Iteration 42Q (583.496541 sec): 3 clusters Score: Raw -384313.696150 + Penalty 1851.321193 = -382462.374957 nChanged 50 SP:Iteration 43Q (583.545577 sec): 3 clusters Score: Raw -384328.823503 + Penalty 1851.321193 = -382477.502310 nChanged 55 SP:Iteration 44Q (583.594431 sec): 3 clusters Score: Raw -384347.797829 + Penalty 1851.321193 = -382496.476636 nChanged 72 SP:Iteration 45Q (583.642581 sec): 3 clusters Score: Raw -384378.529727 + Penalty 1851.321193 = -382527.208535 nChanged 83 SP:Iteration 46Q (583.690747 sec): 3 clusters Score: Raw -384420.745763 + Penalty 1851.321193 = -382569.424570 nChanged 102 SP:Iteration 47Q (583.738767 sec): 3 clusters Score: Raw -384481.397673 + Penalty 1851.321193 = -382630.076480 nChanged 138 SP:Iteration 48Q (583.787058 sec): 3 clusters Score: Raw -384586.591163 + Penalty 1851.321193 = -382735.269970 nChanged 179 SP:Iteration 49Q (583.835937 sec): 3 clusters Score: Raw -384765.139403 + Penalty 1851.321193 = -382913.818211 nChanged 213 SP:Iteration 50Q (583.885200 sec): 3 clusters Score: Raw -385055.680315 + Penalty 1851.321193 = -383204.359122 nChanged 206 SP:Iteration 51Q (583.933964 sec): 3 clusters Score: Raw -385402.672402 + Penalty 1851.321193 = -383551.351209 nChanged 189 SP:Iteration 52Q (583.983894 sec): 3 clusters Score: Raw -385802.302703 + Penalty 1851.321193 = -383950.981510 nChanged 142 SP:Iteration 53Q (584.033501 sec): 3 clusters Score: Raw -386057.668080 + Penalty 1851.321193 = -384206.346887 nChanged 87 SP:Iteration 54Q (584.082705 sec): 3 clusters Score: Raw -386168.070821 + Penalty 1851.321193 = -384316.749628 nChanged 48 SP:Iteration 55Q (584.131029 sec): 3 clusters Score: Raw -386201.880703 + Penalty 1851.321193 = -384350.559510 nChanged 18 SP:Iteration 56Q (584.176446 sec): 3 clusters Score: Raw -386213.011637 + Penalty 1851.321193 = -384361.690444 nChanged 4 SP:Iteration 57Q (584.222052 sec): 3 clusters Score: Raw -386213.925197 + Penalty 1851.321193 = -384362.604004 nChanged 1 SP:Iteration 58Q (584.332807 sec): 3 clusters Score: Raw -386213.981067 + Penalty 1851.321193 = -384362.659874 nChanged 0 SP:Iteration 59F (584.384184 sec): 3 clusters Score: Raw -386245.509092 + Penalty 1851.321193 = -384394.187900 nChanged 15 SP:Iteration 60F (584.435776 sec): 3 clusters Score: Raw -386252.482735 + Penalty 1851.321193 = -384401.161542 nChanged 3 SP:Iteration 61Q (584.483296 sec): 3 clusters Score: Raw -386252.958581 + Penalty 1851.321193 = -384401.637389 nChanged 1 SP:Iteration 62Q (584.529460 sec): 3 clusters Score: Raw -386253.100851 + Penalty 1851.321193 = -384401.779658 nChanged 0 SP:Iteration 63F (584.577941 sec): 3 clusters Score: Raw -386253.100851 + Penalty 1851.321193 = -384401.779658 nChanged 0 Score: Raw -1017306.117706 + Penalty 14601.221302 = -1002704.896404 Splitting cluster 6 changes total score from -1000551.512128 to -1002704.896404 So it's getting split into cluster 14. Trying to split cluster 7 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (584.988608 sec): 2 clusters Score: Raw -11733.615961 + Penalty 620.917816 = -11112.698146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (584.995475 sec): 3 clusters Score: Raw -11815.386267 + Penalty 1241.835631 = -10573.550636 nChanged 116 SP:Iteration 1F (585.001987 sec): 3 clusters Score: Raw -12130.098935 + Penalty 1241.835631 = -10888.263304 nChanged 34 SP:Iteration 2F (585.008586 sec): 3 clusters Score: Raw -12255.690710 + Penalty 1241.835631 = -11013.855079 nChanged 15 SP:Iteration 3Q (585.134993 sec): 3 clusters Score: Raw -12302.619743 + Penalty 1241.835631 = -11060.784112 nChanged 8 SP:Iteration 4Q (585.238884 sec): 3 clusters Score: Raw -12325.553361 + Penalty 1241.835631 = -11083.717730 nChanged 11 SP:Iteration 5Q (585.351745 sec): 3 clusters Score: Raw -12357.178643 + Penalty 1241.835631 = -11115.343012 nChanged 4 SP:Iteration 6Q (585.464354 sec): 3 clusters Score: Raw -12363.704921 + Penalty 1241.835631 = -11121.869290 nChanged 0 SP:Iteration 7F (585.514746 sec): 3 clusters Score: Raw -12363.704921 + Penalty 1241.835631 = -11121.869290 nChanged 0 Score: Raw -1017936.206666 + Penalty 15644.165681 = -1002292.040985 Splitting cluster 7 changes total score from -1000551.512128 to -1002292.040985 So it's getting split into cluster 15. Trying to split cluster 8 (1418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (586.036761 sec): 2 clusters Score: Raw -74677.863508 + Penalty 761.985284 = -73915.878224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (586.054250 sec): 3 clusters Score: Raw -74054.626259 + Penalty 1523.970568 = -72530.655690 nChanged 520 SP:Iteration 1F (586.069392 sec): 3 clusters Score: Raw -74521.850275 + Penalty 1523.970568 = -72997.879706 nChanged 177 SP:Iteration 2F (586.084580 sec): 3 clusters Score: Raw -74820.479963 + Penalty 1523.970568 = -73296.509395 nChanged 141 SP:Iteration 3F (586.099737 sec): 3 clusters Score: Raw -75171.911737 + Penalty 1523.970568 = -73647.941168 nChanged 101 SP:Iteration 4F (586.115006 sec): 3 clusters Score: Raw -75413.693844 + Penalty 1523.970568 = -73889.723276 nChanged 72 SP:Iteration 5F (586.213364 sec): 3 clusters Score: Raw -75527.375915 + Penalty 1523.970568 = -74003.405346 nChanged 57 SP:Iteration 6Q (586.280147 sec): 3 clusters Score: Raw -75644.730698 + Penalty 1523.970568 = -74120.760130 nChanged 49 SP:Iteration 7Q (586.295586 sec): 3 clusters Score: Raw -75771.096631 + Penalty 1523.970568 = -74247.126063 nChanged 38 SP:Iteration 8Q (586.310647 sec): 3 clusters Score: Raw -75881.573369 + Penalty 1523.970568 = -74357.602801 nChanged 23 SP:Iteration 9Q (586.325675 sec): 3 clusters Score: Raw -75942.701882 + Penalty 1523.970568 = -74418.731313 nChanged 14 SP:Iteration 10Q (586.340702 sec): 3 clusters Score: Raw -75969.781961 + Penalty 1523.970568 = -74445.811392 nChanged 6 SP:Iteration 11Q (586.356033 sec): 3 clusters Score: Raw -75975.494796 + Penalty 1523.970568 = -74451.524228 nChanged 3 SP:Iteration 12Q (586.371138 sec): 3 clusters Score: Raw -75977.351567 + Penalty 1523.970568 = -74453.380998 nChanged 0 SP:Iteration 13F (586.387105 sec): 3 clusters Score: Raw -75977.351567 + Penalty 1523.970568 = -74453.380998 nChanged 0 Score: Raw -1019235.694725 + Penalty 16687.110060 = -1002548.584665 Splitting cluster 8 changes total score from -1000551.512128 to -1002548.584665 So it's getting split into cluster 16. Trying to split cluster 9 (2242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (586.864553 sec): 2 clusters Score: Raw -107548.073425 + Penalty 810.087978 = -106737.985447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (586.888053 sec): 3 clusters Score: Raw -106517.209803 + Penalty 1620.175957 = -104897.033846 nChanged 832 SP:Iteration 1F (586.910635 sec): 3 clusters Score: Raw -107046.346117 + Penalty 1620.175957 = -105426.170160 nChanged 180 SP:Iteration 2F (586.933073 sec): 3 clusters Score: Raw -107167.138473 + Penalty 1620.175957 = -105546.962516 nChanged 136 SP:Iteration 3F (586.955510 sec): 3 clusters Score: Raw -107276.066979 + Penalty 1620.175957 = -105655.891023 nChanged 131 SP:Iteration 4F (586.978884 sec): 3 clusters Score: Raw -107392.273451 + Penalty 1620.175957 = -105772.097494 nChanged 120 SP:Iteration 5F (587.001767 sec): 3 clusters Score: Raw -107496.567387 + Penalty 1620.175957 = -105876.391430 nChanged 111 SP:Iteration 6Q (587.133001 sec): 3 clusters Score: Raw -107587.444910 + Penalty 1620.175957 = -105967.268953 nChanged 82 SP:Iteration 7Q (587.224406 sec): 3 clusters Score: Raw -107654.056435 + Penalty 1620.175957 = -106033.880479 nChanged 57 SP:Iteration 8Q (587.343089 sec): 3 clusters Score: Raw -107702.616905 + Penalty 1620.175957 = -106082.440948 nChanged 57 SP:Iteration 9Q (587.490027 sec): 3 clusters Score: Raw -107747.423446 + Penalty 1620.175957 = -106127.247489 nChanged 43 SP:Iteration 10Q (587.546202 sec): 3 clusters Score: Raw -107777.710090 + Penalty 1620.175957 = -106157.534133 nChanged 45 SP:Iteration 11Q (587.568690 sec): 3 clusters Score: Raw -107804.449723 + Penalty 1620.175957 = -106184.273767 nChanged 35 SP:Iteration 12Q (587.591103 sec): 3 clusters Score: Raw -107830.707942 + Penalty 1620.175957 = -106210.531985 nChanged 37 SP:Iteration 13Q (587.613513 sec): 3 clusters Score: Raw -107856.382916 + Penalty 1620.175957 = -106236.206959 nChanged 37 SP:Iteration 14Q (587.635845 sec): 3 clusters Score: Raw -107883.978068 + Penalty 1620.175957 = -106263.802111 nChanged 40 SP:Iteration 15Q (587.658353 sec): 3 clusters Score: Raw -107914.127090 + Penalty 1620.175957 = -106293.951133 nChanged 32 SP:Iteration 16Q (587.680641 sec): 3 clusters Score: Raw -107936.828889 + Penalty 1620.175957 = -106316.652932 nChanged 28 SP:Iteration 17Q (587.702837 sec): 3 clusters Score: Raw -107954.472525 + Penalty 1620.175957 = -106334.296568 nChanged 29 SP:Iteration 18Q (587.724846 sec): 3 clusters Score: Raw -107969.047699 + Penalty 1620.175957 = -106348.871743 nChanged 25 SP:Iteration 19Q (587.747471 sec): 3 clusters Score: Raw -107983.410060 + Penalty 1620.175957 = -106363.234103 nChanged 25 SP:Iteration 20F (587.769422 sec): 3 clusters Score: Raw -108003.460920 + Penalty 1620.175957 = -106383.284963 nChanged 25 SP:Iteration 21Q (587.791742 sec): 3 clusters Score: Raw -108022.786014 + Penalty 1620.175957 = -106402.610057 nChanged 29 SP:Iteration 22Q (587.813868 sec): 3 clusters Score: Raw -108046.578294 + Penalty 1620.175957 = -106426.402337 nChanged 26 SP:Iteration 23Q (587.887433 sec): 3 clusters Score: Raw -108064.223226 + Penalty 1620.175957 = -106444.047270 nChanged 26 SP:Iteration 24Q (587.909800 sec): 3 clusters Score: Raw -108088.083372 + Penalty 1620.175957 = -106467.907416 nChanged 27 SP:Iteration 25Q (587.931930 sec): 3 clusters Score: Raw -108109.579694 + Penalty 1620.175957 = -106489.403737 nChanged 23 SP:Iteration 26Q (587.953872 sec): 3 clusters Score: Raw -108126.554385 + Penalty 1620.175957 = -106506.378428 nChanged 22 SP:Iteration 27Q (587.980588 sec): 3 clusters Score: Raw -108135.511631 + Penalty 1620.175957 = -106515.335674 nChanged 12 SP:Iteration 28Q (588.015655 sec): 3 clusters Score: Raw -108139.860689 + Penalty 1620.175957 = -106519.684732 nChanged 8 SP:Iteration 29Q (588.057221 sec): 3 clusters Score: Raw -108143.328097 + Penalty 1620.175957 = -106523.152141 nChanged 12 SP:Iteration 30Q (588.083381 sec): 3 clusters Score: Raw -108148.411537 + Penalty 1620.175957 = -106528.235580 nChanged 5 SP:Iteration 31Q (588.109383 sec): 3 clusters Score: Raw -108150.926731 + Penalty 1620.175957 = -106530.750775 nChanged 4 SP:Iteration 32Q (588.135471 sec): 3 clusters Score: Raw -108152.117246 + Penalty 1620.175957 = -106531.941289 nChanged 3 SP:Iteration 33Q (588.161268 sec): 3 clusters Score: Raw -108152.905882 + Penalty 1620.175957 = -106532.729925 nChanged 1 SP:Iteration 34Q (588.187335 sec): 3 clusters Score: Raw -108153.115897 + Penalty 1620.175957 = -106532.939940 nChanged 0 SP:Iteration 35F (588.213556 sec): 3 clusters Score: Raw -108153.115897 + Penalty 1620.175957 = -106532.939940 nChanged 0 Trying to split cluster 10 (1949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (588.262290 sec): 2 clusters Score: Raw -78372.055608 + Penalty 795.382528 = -77576.673080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (588.379856 sec): 3 clusters Score: Raw -77462.925755 + Penalty 1590.765057 = -75872.160698 nChanged 726 SP:Iteration 1F (588.502466 sec): 3 clusters Score: Raw -78117.267767 + Penalty 1590.765057 = -76526.502710 nChanged 239 SP:Iteration 2F (588.605150 sec): 3 clusters Score: Raw -78445.946235 + Penalty 1590.765057 = -76855.181178 nChanged 166 SP:Iteration 3F (588.691158 sec): 3 clusters Score: Raw -78674.988984 + Penalty 1590.765057 = -77084.223927 nChanged 116 SP:Iteration 4F (588.779548 sec): 3 clusters Score: Raw -78813.727341 + Penalty 1590.765057 = -77222.962284 nChanged 89 SP:Iteration 5Q (588.799799 sec): 3 clusters Score: Raw -78908.643587 + Penalty 1590.765057 = -77317.878530 nChanged 63 SP:Iteration 6Q (588.819596 sec): 3 clusters Score: Raw -78962.080933 + Penalty 1590.765057 = -77371.315876 nChanged 51 SP:Iteration 7Q (588.839830 sec): 3 clusters Score: Raw -79007.367545 + Penalty 1590.765057 = -77416.602488 nChanged 46 SP:Iteration 8Q (588.859654 sec): 3 clusters Score: Raw -79043.566232 + Penalty 1590.765057 = -77452.801175 nChanged 38 SP:Iteration 9Q (588.879410 sec): 3 clusters Score: Raw -79069.680768 + Penalty 1590.765057 = -77478.915711 nChanged 32 SP:Iteration 10Q (588.899115 sec): 3 clusters Score: Raw -79091.243480 + Penalty 1590.765057 = -77500.478423 nChanged 23 SP:Iteration 11Q (588.918723 sec): 3 clusters Score: Raw -79105.957643 + Penalty 1590.765057 = -77515.192586 nChanged 18 SP:Iteration 12Q (588.938151 sec): 3 clusters Score: Raw -79121.084635 + Penalty 1590.765057 = -77530.319578 nChanged 16 SP:Iteration 13Q (588.958376 sec): 3 clusters Score: Raw -79133.434207 + Penalty 1590.765057 = -77542.669150 nChanged 17 SP:Iteration 14Q (588.978133 sec): 3 clusters Score: Raw -79145.643779 + Penalty 1590.765057 = -77554.878722 nChanged 10 SP:Iteration 15Q (588.997657 sec): 3 clusters Score: Raw -79148.568942 + Penalty 1590.765057 = -77557.803886 nChanged 4 SP:Iteration 16Q (589.017294 sec): 3 clusters Score: Raw -79149.664293 + Penalty 1590.765057 = -77558.899236 nChanged 4 SP:Iteration 17Q (589.040447 sec): 3 clusters Score: Raw -79150.791034 + Penalty 1590.765057 = -77560.025977 nChanged 0 SP:Iteration 18F (589.060007 sec): 3 clusters Score: Raw -79150.791034 + Penalty 1590.765057 = -77560.025977 nChanged 0 Trying to split cluster 11 (2709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (589.095250 sec): 2 clusters Score: Raw -149718.669169 + Penalty 829.955158 = -148888.714011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (589.123506 sec): 3 clusters Score: Raw -148369.210223 + Penalty 1659.910317 = -146709.299906 nChanged 1083 SP:Iteration 1F (589.150253 sec): 3 clusters Score: Raw -149052.928658 + Penalty 1659.910317 = -147393.018341 nChanged 226 SP:Iteration 2F (589.176771 sec): 3 clusters Score: Raw -149241.901399 + Penalty 1659.910317 = -147581.991082 nChanged 210 SP:Iteration 3F (589.203264 sec): 3 clusters Score: Raw -149503.413477 + Penalty 1659.910317 = -147843.503160 nChanged 175 SP:Iteration 4F (589.229649 sec): 3 clusters Score: Raw -149736.070240 + Penalty 1659.910317 = -148076.159923 nChanged 179 SP:Iteration 5F (589.256100 sec): 3 clusters Score: Raw -149955.577201 + Penalty 1659.910317 = -148295.666885 nChanged 189 SP:Iteration 6F (589.282298 sec): 3 clusters Score: Raw -150169.354652 + Penalty 1659.910317 = -148509.444335 nChanged 187 SP:Iteration 7F (589.308379 sec): 3 clusters Score: Raw -150411.076056 + Penalty 1659.910317 = -148751.165739 nChanged 186 SP:Iteration 8F (589.334261 sec): 3 clusters Score: Raw -150727.575716 + Penalty 1659.910317 = -149067.665399 nChanged 196 SP:Iteration 9F (589.361604 sec): 3 clusters Score: Raw -151160.765654 + Penalty 1659.910317 = -149500.855337 nChanged 151 SP:Iteration 10F (589.387427 sec): 3 clusters Score: Raw -151696.755568 + Penalty 1659.910317 = -150036.845251 nChanged 90 SP:Iteration 11Q (589.495146 sec): 3 clusters Score: Raw -151923.084333 + Penalty 1659.910317 = -150263.174016 nChanged 47 SP:Iteration 12Q (589.614390 sec): 3 clusters Score: Raw -151983.332485 + Penalty 1659.910317 = -150323.422168 nChanged 44 SP:Iteration 13Q (589.732458 sec): 3 clusters Score: Raw -152038.981612 + Penalty 1659.910317 = -150379.071295 nChanged 22 SP:Iteration 14Q (589.876918 sec): 3 clusters Score: Raw -152066.061963 + Penalty 1659.910317 = -150406.151647 nChanged 13 SP:Iteration 15Q (589.931484 sec): 3 clusters Score: Raw -152076.662211 + Penalty 1659.910317 = -150416.751894 nChanged 5 SP:Iteration 16Q (589.956687 sec): 3 clusters Score: Raw -152081.699882 + Penalty 1659.910317 = -150421.789565 nChanged 2 SP:Iteration 17Q (589.981631 sec): 3 clusters Score: Raw -152082.141973 + Penalty 1659.910317 = -150422.231656 nChanged 1 SP:Iteration 18Q (590.006988 sec): 3 clusters Score: Raw -152082.331691 + Penalty 1659.910317 = -150422.421374 nChanged 1 SP:Iteration 19Q (590.032032 sec): 3 clusters Score: Raw -152082.436792 + Penalty 1659.910317 = -150422.526475 nChanged 0 SP:Iteration 20F (590.057838 sec): 3 clusters Score: Raw -152082.436792 + Penalty 1659.910317 = -150422.526475 nChanged 0 Score: Raw -1021599.462347 + Penalty 17730.054438 = -1003869.407909 Splitting cluster 11 changes total score from -1000551.512128 to -1003869.407909 So it's getting split into cluster 17. Iteration 59Q (590.914739 sec): 18 clusters Score: Raw -1022276.775229 + Penalty 17730.054438 = -1004546.720791 nChanged 659 Iteration 60F (591.401381 sec): 18 clusters Score: Raw -1022939.650423 + Penalty 17730.054438 = -1005209.595985 nChanged 427 Iteration 61Q (591.709107 sec): 18 clusters Score: Raw -1023268.842874 + Penalty 17730.054438 = -1005538.788435 nChanged 228 Iteration 62Q (592.012023 sec): 18 clusters Score: Raw -1023435.196240 + Penalty 17730.054438 = -1005705.141801 nChanged 141 Iteration 63Q (592.402246 sec): 18 clusters Score: Raw -1023532.366638 + Penalty 17730.054438 = -1005802.312199 nChanged 102 Iteration 64Q (592.675133 sec): 18 clusters Score: Raw -1023603.478253 + Penalty 17730.054438 = -1005873.423815 nChanged 71 Iteration 65Q (592.975785 sec): 18 clusters Score: Raw -1023651.374473 + Penalty 17730.054438 = -1005921.320035 nChanged 58 Iteration 66Q (593.287384 sec): 18 clusters Score: Raw -1023698.419287 + Penalty 17730.054438 = -1005968.364848 nChanged 43 Iteration 67Q (593.584795 sec): 18 clusters Score: Raw -1023725.814760 + Penalty 17730.054438 = -1005995.760322 nChanged 38 Iteration 68Q (593.894220 sec): 18 clusters Score: Raw -1023742.147794 + Penalty 17730.054438 = -1006012.093356 nChanged 24 Iteration 69Q (594.195254 sec): 18 clusters Score: Raw -1023753.049626 + Penalty 17730.054438 = -1006022.995188 nChanged 23 Iteration 70Q (594.495765 sec): 18 clusters Score: Raw -1023762.549570 + Penalty 17730.054438 = -1006032.495132 nChanged 16 Iteration 71Q (594.794464 sec): 18 clusters Score: Raw -1023767.292876 + Penalty 17730.054438 = -1006037.238438 nChanged 11 Iteration 72Q (595.092549 sec): 18 clusters Score: Raw -1023770.518844 + Penalty 17730.054438 = -1006040.464405 nChanged 12 Iteration 73Q (595.391320 sec): 18 clusters Score: Raw -1023774.374528 + Penalty 17730.054438 = -1006044.320090 nChanged 7 Iteration 74Q (595.688776 sec): 18 clusters Score: Raw -1023776.830316 + Penalty 17730.054438 = -1006046.775878 nChanged 5 Iteration 75Q (595.975210 sec): 18 clusters Score: Raw -1023778.298540 + Penalty 17730.054438 = -1006048.244102 nChanged 9 Iteration 76Q (596.258473 sec): 18 clusters Score: Raw -1023780.017777 + Penalty 17730.054438 = -1006049.963339 nChanged 6 Iteration 77Q (596.536286 sec): 18 clusters Score: Raw -1023781.574185 + Penalty 17730.054438 = -1006051.519747 nChanged 6 Iteration 78Q (596.834853 sec): 18 clusters Score: Raw -1023783.196199 + Penalty 17730.054438 = -1006053.141761 nChanged 10 Iteration 79Q (597.444037 sec): 18 clusters Score: Raw -1023786.588046 + Penalty 17730.054438 = -1006056.533608 nChanged 9 Iteration 80F (597.937908 sec): 18 clusters Score: Raw -1023789.246392 + Penalty 17730.054438 = -1006059.191953 nChanged 11 Iteration 81Q (598.242527 sec): 18 clusters Score: Raw -1023793.609489 + Penalty 17730.054438 = -1006063.555050 nChanged 12 Iteration 82Q (598.525023 sec): 18 clusters Score: Raw -1023799.506492 + Penalty 17730.054438 = -1006069.452054 nChanged 10 Iteration 83Q (598.809121 sec): 18 clusters Score: Raw -1023802.824925 + Penalty 17730.054438 = -1006072.770487 nChanged 9 Iteration 84Q (599.085563 sec): 18 clusters Score: Raw -1023805.442515 + Penalty 17730.054438 = -1006075.388077 nChanged 8 Iteration 85Q (599.383737 sec): 18 clusters Score: Raw -1023807.225641 + Penalty 17730.054438 = -1006077.171203 nChanged 9 Iteration 86Q (599.684168 sec): 18 clusters Score: Raw -1023809.760735 + Penalty 17730.054438 = -1006079.706296 nChanged 8 Iteration 87Q (599.986606 sec): 18 clusters Score: Raw -1023812.067671 + Penalty 17730.054438 = -1006082.013233 nChanged 10 Iteration 88Q (600.286797 sec): 18 clusters Score: Raw -1023816.251581 + Penalty 17730.054438 = -1006086.197143 nChanged 16 Iteration 89Q (600.683342 sec): 18 clusters Score: Raw -1023825.506152 + Penalty 17730.054438 = -1006095.451713 nChanged 28 Iteration 90Q (600.948888 sec): 18 clusters Score: Raw -1023841.427496 + Penalty 17730.054438 = -1006111.373058 nChanged 28 Iteration 91Q (601.270781 sec): 18 clusters Score: Raw -1023852.747398 + Penalty 17730.054438 = -1006122.692960 nChanged 30 Iteration 92Q (601.545487 sec): 18 clusters Score: Raw -1023868.273696 + Penalty 17730.054438 = -1006138.219258 nChanged 39 Iteration 93Q (601.816234 sec): 18 clusters Score: Raw -1023884.468920 + Penalty 17730.054438 = -1006154.414482 nChanged 39 Iteration 94Q (602.085066 sec): 18 clusters Score: Raw -1023898.409003 + Penalty 17730.054438 = -1006168.354564 nChanged 37 Iteration 95Q (602.360092 sec): 18 clusters Score: Raw -1023918.160028 + Penalty 17730.054438 = -1006188.105590 nChanged 33 Iteration 96Q (602.614481 sec): 18 clusters Score: Raw -1023932.938090 + Penalty 17730.054438 = -1006202.883652 nChanged 36 Iteration 97Q (602.870213 sec): 18 clusters Score: Raw -1023945.344019 + Penalty 17730.054438 = -1006215.289580 nChanged 30 Iteration 98Q (603.173848 sec): 18 clusters Score: Raw -1023954.116717 + Penalty 17730.054438 = -1006224.062278 nChanged 21 Writing temp clu file Because OldScore, -1006215.289580, is greater than current (better) Score,-1006224.062278 Compute initial score before splitting: Score: Raw -1023954.116717 + Penalty 17730.054438 = -1006224.062278 Trying to split cluster 1 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (603.230250 sec): 2 clusters Score: Raw -26234.483062 + Penalty 659.638008 = -25574.845053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (603.381897 sec): 3 clusters Score: Raw -26127.464100 + Penalty 1319.276017 = -24808.188083 nChanged 160 SP:Iteration 1F (603.391286 sec): 3 clusters Score: Raw -26294.102871 + Penalty 1319.276017 = -24974.826854 nChanged 36 SP:Iteration 2F (603.400434 sec): 3 clusters Score: Raw -26353.966240 + Penalty 1319.276017 = -25034.690223 nChanged 28 SP:Iteration 3F (603.409508 sec): 3 clusters Score: Raw -26396.843736 + Penalty 1319.276017 = -25077.567720 nChanged 23 SP:Iteration 4Q (603.418838 sec): 3 clusters Score: Raw -26436.354210 + Penalty 1319.276017 = -25117.078194 nChanged 15 SP:Iteration 5Q (603.427859 sec): 3 clusters Score: Raw -26461.366685 + Penalty 1319.276017 = -25142.090668 nChanged 10 SP:Iteration 6Q (603.436828 sec): 3 clusters Score: Raw -26479.128582 + Penalty 1319.276017 = -25159.852565 nChanged 10 SP:Iteration 7Q (603.445840 sec): 3 clusters Score: Raw -26488.112274 + Penalty 1319.276017 = -25168.836257 nChanged 13 SP:Iteration 8Q (603.454863 sec): 3 clusters Score: Raw -26502.412388 + Penalty 1319.276017 = -25183.136371 nChanged 3 SP:Iteration 9Q (603.550772 sec): 3 clusters Score: Raw -26505.077431 + Penalty 1319.276017 = -25185.801414 nChanged 4 SP:Iteration 10Q (603.667201 sec): 3 clusters Score: Raw -26506.880760 + Penalty 1319.276017 = -25187.604744 nChanged 1 SP:Iteration 11Q (603.754849 sec): 3 clusters Score: Raw -26507.516105 + Penalty 1319.276017 = -25188.240088 nChanged 2 SP:Iteration 12Q (603.843244 sec): 3 clusters Score: Raw -26510.062247 + Penalty 1319.276017 = -25190.786231 nChanged 1 SP:Iteration 13Q (603.930581 sec): 3 clusters Score: Raw -26510.687367 + Penalty 1319.276017 = -25191.411350 nChanged 0 SP:Iteration 14F (604.013603 sec): 3 clusters Score: Raw -26510.687367 + Penalty 1319.276017 = -25191.411350 nChanged 0 Trying to split cluster 2 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (604.028715 sec): 2 clusters Score: Raw -16384.316156 + Penalty 595.698943 = -15788.617213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (604.034413 sec): 3 clusters Score: Raw -16376.841648 + Penalty 1191.397886 = -15185.443762 nChanged 54 SP:Iteration 1F (604.039866 sec): 3 clusters Score: Raw -16459.773524 + Penalty 1191.397886 = -15268.375638 nChanged 19 SP:Iteration 2F (604.045316 sec): 3 clusters Score: Raw -16496.990566 + Penalty 1191.397886 = -15305.592680 nChanged 6 SP:Iteration 3Q (604.050757 sec): 3 clusters Score: Raw -16508.065281 + Penalty 1191.397886 = -15316.667395 nChanged 2 SP:Iteration 4Q (604.056182 sec): 3 clusters Score: Raw -16510.448352 + Penalty 1191.397886 = -15319.050466 nChanged 0 SP:Iteration 5F (604.061558 sec): 3 clusters Score: Raw -16510.448352 + Penalty 1191.397886 = -15319.050466 nChanged 0 Trying to split cluster 3 (1556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (604.093370 sec): 2 clusters Score: Raw -84932.901820 + Penalty 771.736739 = -84161.165081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (604.109737 sec): 3 clusters Score: Raw -84238.393953 + Penalty 1543.473478 = -82694.920475 nChanged 563 SP:Iteration 1F (604.125300 sec): 3 clusters Score: Raw -84633.422011 + Penalty 1543.473478 = -83089.948533 nChanged 144 SP:Iteration 2F (604.140780 sec): 3 clusters Score: Raw -84783.522369 + Penalty 1543.473478 = -83240.048891 nChanged 120 SP:Iteration 3F (604.156060 sec): 3 clusters Score: Raw -84900.152398 + Penalty 1543.473478 = -83356.678920 nChanged 92 SP:Iteration 4F (604.171341 sec): 3 clusters Score: Raw -84985.633367 + Penalty 1543.473478 = -83442.159889 nChanged 70 SP:Iteration 5Q (604.186914 sec): 3 clusters Score: Raw -85054.838326 + Penalty 1543.473478 = -83511.364848 nChanged 57 SP:Iteration 6Q (604.202668 sec): 3 clusters Score: Raw -85102.252193 + Penalty 1543.473478 = -83558.778715 nChanged 55 SP:Iteration 7Q (604.218243 sec): 3 clusters Score: Raw -85150.844378 + Penalty 1543.473478 = -83607.370900 nChanged 43 SP:Iteration 8Q (604.233810 sec): 3 clusters Score: Raw -85192.730769 + Penalty 1543.473478 = -83649.257291 nChanged 41 SP:Iteration 9Q (604.249290 sec): 3 clusters Score: Raw -85228.658752 + Penalty 1543.473478 = -83685.185274 nChanged 36 SP:Iteration 10Q (604.273660 sec): 3 clusters Score: Raw -85269.182776 + Penalty 1543.473478 = -83725.709298 nChanged 47 SP:Iteration 11Q (604.288981 sec): 3 clusters Score: Raw -85328.211775 + Penalty 1543.473478 = -83784.738297 nChanged 43 SP:Iteration 12Q (604.304367 sec): 3 clusters Score: Raw -85372.430509 + Penalty 1543.473478 = -83828.957031 nChanged 23 SP:Iteration 13Q (604.319692 sec): 3 clusters Score: Raw -85399.383614 + Penalty 1543.473478 = -83855.910136 nChanged 24 SP:Iteration 14Q (604.335149 sec): 3 clusters Score: Raw -85425.151070 + Penalty 1543.473478 = -83881.677592 nChanged 23 SP:Iteration 15Q (604.350525 sec): 3 clusters Score: Raw -85442.703571 + Penalty 1543.473478 = -83899.230093 nChanged 19 SP:Iteration 16Q (604.489259 sec): 3 clusters Score: Raw -85458.062117 + Penalty 1543.473478 = -83914.588639 nChanged 15 SP:Iteration 17Q (604.578822 sec): 3 clusters Score: Raw -85467.125595 + Penalty 1543.473478 = -83923.652117 nChanged 4 SP:Iteration 18Q (604.692783 sec): 3 clusters Score: Raw -85469.591502 + Penalty 1543.473478 = -83926.118024 nChanged 5 SP:Iteration 19Q (604.814854 sec): 3 clusters Score: Raw -85473.373732 + Penalty 1543.473478 = -83929.900254 nChanged 4 SP:Iteration 20F (604.841782 sec): 3 clusters Score: Raw -85475.361713 + Penalty 1543.473478 = -83931.888235 nChanged 2 SP:Iteration 21Q (604.856978 sec): 3 clusters Score: Raw -85476.170624 + Penalty 1543.473478 = -83932.697146 nChanged 1 SP:Iteration 22Q (604.910345 sec): 3 clusters Score: Raw -85476.806698 + Penalty 1543.473478 = -83933.333220 nChanged 1 SP:Iteration 23Q (604.925660 sec): 3 clusters Score: Raw -85477.422490 + Penalty 1543.473478 = -83933.949012 nChanged 2 SP:Iteration 24Q (604.940805 sec): 3 clusters Score: Raw -85479.113555 + Penalty 1543.473478 = -83935.640077 nChanged 2 SP:Iteration 25Q (604.956154 sec): 3 clusters Score: Raw -85481.003882 + Penalty 1543.473478 = -83937.530404 nChanged 4 SP:Iteration 26Q (604.971335 sec): 3 clusters Score: Raw -85484.863312 + Penalty 1543.473478 = -83941.389834 nChanged 4 SP:Iteration 27Q (604.986528 sec): 3 clusters Score: Raw -85486.800371 + Penalty 1543.473478 = -83943.326893 nChanged 4 SP:Iteration 28Q (605.001673 sec): 3 clusters Score: Raw -85489.625062 + Penalty 1543.473478 = -83946.151584 nChanged 1 SP:Iteration 29Q (605.016791 sec): 3 clusters Score: Raw -85489.903716 + Penalty 1543.473478 = -83946.430238 nChanged 0 SP:Iteration 30F (605.032009 sec): 3 clusters Score: Raw -85489.903716 + Penalty 1543.473478 = -83946.430238 nChanged 0 Trying to split cluster 4 (777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (605.062208 sec): 2 clusters Score: Raw -33976.482483 + Penalty 698.821237 = -33277.661247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (605.071855 sec): 3 clusters Score: Raw -33720.273196 + Penalty 1397.642474 = -32322.630723 nChanged 246 SP:Iteration 1F (605.081033 sec): 3 clusters Score: Raw -33996.296808 + Penalty 1397.642474 = -32598.654335 nChanged 74 SP:Iteration 2F (605.090190 sec): 3 clusters Score: Raw -34075.001952 + Penalty 1397.642474 = -32677.359478 nChanged 39 SP:Iteration 3F (605.099318 sec): 3 clusters Score: Raw -34134.363118 + Penalty 1397.642474 = -32736.720644 nChanged 23 SP:Iteration 4Q (605.113900 sec): 3 clusters Score: Raw -34152.312013 + Penalty 1397.642474 = -32754.669540 nChanged 17 SP:Iteration 5Q (605.123018 sec): 3 clusters Score: Raw -34162.872524 + Penalty 1397.642474 = -32765.230050 nChanged 12 SP:Iteration 6Q (605.132072 sec): 3 clusters Score: Raw -34175.674381 + Penalty 1397.642474 = -32778.031907 nChanged 16 SP:Iteration 7Q (605.141191 sec): 3 clusters Score: Raw -34190.227039 + Penalty 1397.642474 = -32792.584565 nChanged 10 SP:Iteration 8Q (605.150395 sec): 3 clusters Score: Raw -34198.016105 + Penalty 1397.642474 = -32800.373632 nChanged 8 SP:Iteration 9Q (605.159522 sec): 3 clusters Score: Raw -34204.689806 + Penalty 1397.642474 = -32807.047333 nChanged 6 SP:Iteration 10Q (605.168629 sec): 3 clusters Score: Raw -34209.340455 + Penalty 1397.642474 = -32811.697981 nChanged 2 SP:Iteration 11Q (605.177794 sec): 3 clusters Score: Raw -34210.193790 + Penalty 1397.642474 = -32812.551316 nChanged 1 SP:Iteration 12Q (605.186892 sec): 3 clusters Score: Raw -34211.348432 + Penalty 1397.642474 = -32813.705959 nChanged 1 SP:Iteration 13Q (605.195957 sec): 3 clusters Score: Raw -34211.665699 + Penalty 1397.642474 = -32814.023225 nChanged 0 SP:Iteration 14F (605.204978 sec): 3 clusters Score: Raw -34211.665699 + Penalty 1397.642474 = -32814.023225 nChanged 0 Trying to split cluster 5 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (605.261138 sec): 2 clusters Score: Raw -29625.723289 + Penalty 676.967116 = -28948.756174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (605.380153 sec): 3 clusters Score: Raw -29396.454279 + Penalty 1353.934231 = -28042.520048 nChanged 199 SP:Iteration 1F (605.496308 sec): 3 clusters Score: Raw -29586.654220 + Penalty 1353.934231 = -28232.719989 nChanged 62 SP:Iteration 2F (605.607874 sec): 3 clusters Score: Raw -29679.854354 + Penalty 1353.934231 = -28325.920123 nChanged 29 SP:Iteration 3Q (605.716999 sec): 3 clusters Score: Raw -29712.410617 + Penalty 1353.934231 = -28358.476386 nChanged 14 SP:Iteration 4Q (605.767343 sec): 3 clusters Score: Raw -29735.357267 + Penalty 1353.934231 = -28381.423036 nChanged 17 SP:Iteration 5Q (605.775553 sec): 3 clusters Score: Raw -29758.740704 + Penalty 1353.934231 = -28404.806473 nChanged 13 SP:Iteration 6Q (605.783619 sec): 3 clusters Score: Raw -29783.701273 + Penalty 1353.934231 = -28429.767042 nChanged 12 SP:Iteration 7Q (605.791652 sec): 3 clusters Score: Raw -29797.309929 + Penalty 1353.934231 = -28443.375698 nChanged 9 SP:Iteration 8Q (605.799669 sec): 3 clusters Score: Raw -29814.889263 + Penalty 1353.934231 = -28460.955032 nChanged 10 SP:Iteration 9Q (605.807700 sec): 3 clusters Score: Raw -29827.183816 + Penalty 1353.934231 = -28473.249585 nChanged 8 SP:Iteration 10Q (605.815710 sec): 3 clusters Score: Raw -29842.002228 + Penalty 1353.934231 = -28488.067997 nChanged 7 SP:Iteration 11Q (605.824062 sec): 3 clusters Score: Raw -29854.752823 + Penalty 1353.934231 = -28500.818591 nChanged 8 SP:Iteration 12Q (605.832315 sec): 3 clusters Score: Raw -29864.386746 + Penalty 1353.934231 = -28510.452515 nChanged 7 SP:Iteration 13Q (605.840517 sec): 3 clusters Score: Raw -29871.242093 + Penalty 1353.934231 = -28517.307862 nChanged 5 SP:Iteration 14Q (605.848699 sec): 3 clusters Score: Raw -29876.418159 + Penalty 1353.934231 = -28522.483928 nChanged 3 SP:Iteration 15Q (605.856863 sec): 3 clusters Score: Raw -29879.107943 + Penalty 1353.934231 = -28525.173712 nChanged 0 SP:Iteration 16F (605.865012 sec): 3 clusters Score: Raw -29879.107943 + Penalty 1353.934231 = -28525.173712 nChanged 0 Trying to split cluster 6 (3547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (605.904563 sec): 2 clusters Score: Raw -207604.755442 + Penalty 858.255033 = -206746.500409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (605.937330 sec): 3 clusters Score: Raw -205744.487535 + Penalty 1716.510066 = -204027.977470 nChanged 1444 SP:Iteration 1F (605.969725 sec): 3 clusters Score: Raw -206564.205641 + Penalty 1716.510066 = -204847.695575 nChanged 255 SP:Iteration 2F (606.002131 sec): 3 clusters Score: Raw -206717.842620 + Penalty 1716.510066 = -205001.332555 nChanged 207 SP:Iteration 3F (606.034490 sec): 3 clusters Score: Raw -206842.211422 + Penalty 1716.510066 = -205125.701356 nChanged 177 SP:Iteration 4Q (606.067555 sec): 3 clusters Score: Raw -206935.671239 + Penalty 1716.510066 = -205219.161174 nChanged 148 SP:Iteration 5Q (606.098889 sec): 3 clusters Score: Raw -207013.494069 + Penalty 1716.510066 = -205296.984004 nChanged 120 SP:Iteration 6Q (606.130047 sec): 3 clusters Score: Raw -207075.248643 + Penalty 1716.510066 = -205358.738578 nChanged 99 SP:Iteration 7Q (606.161161 sec): 3 clusters Score: Raw -207118.283399 + Penalty 1716.510066 = -205401.773334 nChanged 90 SP:Iteration 8Q (606.192260 sec): 3 clusters Score: Raw -207163.465327 + Penalty 1716.510066 = -205446.955261 nChanged 90 SP:Iteration 9Q (606.223423 sec): 3 clusters Score: Raw -207203.427355 + Penalty 1716.510066 = -205486.917290 nChanged 76 SP:Iteration 10Q (606.254422 sec): 3 clusters Score: Raw -207241.549662 + Penalty 1716.510066 = -205525.039597 nChanged 85 SP:Iteration 11Q (606.285651 sec): 3 clusters Score: Raw -207279.024516 + Penalty 1716.510066 = -205562.514451 nChanged 69 SP:Iteration 12Q (606.386495 sec): 3 clusters Score: Raw -207304.622656 + Penalty 1716.510066 = -205588.112590 nChanged 70 SP:Iteration 13Q (606.509309 sec): 3 clusters Score: Raw -207332.940391 + Penalty 1716.510066 = -205616.430326 nChanged 65 SP:Iteration 14Q (606.577558 sec): 3 clusters Score: Raw -207361.178263 + Penalty 1716.510066 = -205644.668198 nChanged 70 SP:Iteration 15Q (606.700623 sec): 3 clusters Score: Raw -207386.826294 + Penalty 1716.510066 = -205670.316228 nChanged 53 SP:Iteration 16Q (606.765943 sec): 3 clusters Score: Raw -207407.357181 + Penalty 1716.510066 = -205690.847116 nChanged 56 SP:Iteration 17Q (606.797381 sec): 3 clusters Score: Raw -207426.229642 + Penalty 1716.510066 = -205709.719576 nChanged 49 SP:Iteration 18Q (606.828529 sec): 3 clusters Score: Raw -207446.549382 + Penalty 1716.510066 = -205730.039316 nChanged 43 SP:Iteration 19Q (606.859249 sec): 3 clusters Score: Raw -207461.109775 + Penalty 1716.510066 = -205744.599710 nChanged 38 SP:Iteration 20F (606.889897 sec): 3 clusters Score: Raw -207478.905365 + Penalty 1716.510066 = -205762.395299 nChanged 48 SP:Iteration 21Q (606.920887 sec): 3 clusters Score: Raw -207500.599792 + Penalty 1716.510066 = -205784.089726 nChanged 37 SP:Iteration 22Q (606.952429 sec): 3 clusters Score: Raw -207514.189175 + Penalty 1716.510066 = -205797.679110 nChanged 36 SP:Iteration 23Q (606.983788 sec): 3 clusters Score: Raw -207525.683334 + Penalty 1716.510066 = -205809.173268 nChanged 38 SP:Iteration 24Q (607.014623 sec): 3 clusters Score: Raw -207537.507092 + Penalty 1716.510066 = -205820.997026 nChanged 28 SP:Iteration 25Q (607.045613 sec): 3 clusters Score: Raw -207546.369735 + Penalty 1716.510066 = -205829.859670 nChanged 23 SP:Iteration 26Q (607.076653 sec): 3 clusters Score: Raw -207552.945112 + Penalty 1716.510066 = -205836.435046 nChanged 23 SP:Iteration 27Q (607.107581 sec): 3 clusters Score: Raw -207561.996705 + Penalty 1716.510066 = -205845.486640 nChanged 26 SP:Iteration 28Q (607.138911 sec): 3 clusters Score: Raw -207571.427153 + Penalty 1716.510066 = -205854.917087 nChanged 25 SP:Iteration 29Q (607.171480 sec): 3 clusters Score: Raw -207578.772295 + Penalty 1716.510066 = -205862.262229 nChanged 19 SP:Iteration 30Q (607.202577 sec): 3 clusters Score: Raw -207584.096393 + Penalty 1716.510066 = -205867.586327 nChanged 14 SP:Iteration 31Q (607.233684 sec): 3 clusters Score: Raw -207587.192809 + Penalty 1716.510066 = -205870.682744 nChanged 11 SP:Iteration 32Q (607.264640 sec): 3 clusters Score: Raw -207589.986525 + Penalty 1716.510066 = -205873.476459 nChanged 9 SP:Iteration 33Q (607.295770 sec): 3 clusters Score: Raw -207591.719215 + Penalty 1716.510066 = -205875.209149 nChanged 8 SP:Iteration 34Q (607.327176 sec): 3 clusters Score: Raw -207593.771004 + Penalty 1716.510066 = -205877.260938 nChanged 9 SP:Iteration 35Q (607.358457 sec): 3 clusters Score: Raw -207595.708911 + Penalty 1716.510066 = -205879.198845 nChanged 7 SP:Iteration 36Q (607.389473 sec): 3 clusters Score: Raw -207597.237162 + Penalty 1716.510066 = -205880.727097 nChanged 5 SP:Iteration 37Q (607.420631 sec): 3 clusters Score: Raw -207598.162325 + Penalty 1716.510066 = -205881.652260 nChanged 4 SP:Iteration 38Q (607.451435 sec): 3 clusters Score: Raw -207599.055447 + Penalty 1716.510066 = -205882.545381 nChanged 7 SP:Iteration 39Q (607.482527 sec): 3 clusters Score: Raw -207600.805486 + Penalty 1716.510066 = -205884.295421 nChanged 10 SP:Iteration 40F (607.513428 sec): 3 clusters Score: Raw -207604.475113 + Penalty 1716.510066 = -205887.965047 nChanged 11 SP:Iteration 41Q (607.544763 sec): 3 clusters Score: Raw -207607.610948 + Penalty 1716.510066 = -205891.100882 nChanged 5 SP:Iteration 42Q (607.575767 sec): 3 clusters Score: Raw -207608.796832 + Penalty 1716.510066 = -205892.286766 nChanged 7 SP:Iteration 43Q (607.606806 sec): 3 clusters Score: Raw -207610.147554 + Penalty 1716.510066 = -205893.637488 nChanged 5 SP:Iteration 44Q (607.760705 sec): 3 clusters Score: Raw -207610.925196 + Penalty 1716.510066 = -205894.415130 nChanged 5 SP:Iteration 45Q (607.893978 sec): 3 clusters Score: Raw -207611.672084 + Penalty 1716.510066 = -205895.162019 nChanged 2 SP:Iteration 46Q (607.992130 sec): 3 clusters Score: Raw -207612.434634 + Penalty 1716.510066 = -205895.924568 nChanged 4 SP:Iteration 47Q (608.112065 sec): 3 clusters Score: Raw -207613.653590 + Penalty 1716.510066 = -205897.143524 nChanged 6 SP:Iteration 48Q (608.143992 sec): 3 clusters Score: Raw -207615.570947 + Penalty 1716.510066 = -205899.060882 nChanged 6 SP:Iteration 49Q (608.176060 sec): 3 clusters Score: Raw -207616.638917 + Penalty 1716.510066 = -205900.128851 nChanged 3 SP:Iteration 50Q (608.208693 sec): 3 clusters Score: Raw -207617.489161 + Penalty 1716.510066 = -205900.979095 nChanged 5 SP:Iteration 51Q (608.240587 sec): 3 clusters Score: Raw -207618.436949 + Penalty 1716.510066 = -205901.926884 nChanged 4 SP:Iteration 52Q (608.272204 sec): 3 clusters Score: Raw -207619.187935 + Penalty 1716.510066 = -205902.677869 nChanged 3 SP:Iteration 53Q (608.303879 sec): 3 clusters Score: Raw -207619.509733 + Penalty 1716.510066 = -205902.999667 nChanged 0 SP:Iteration 54F (608.335224 sec): 3 clusters Score: Raw -207619.509733 + Penalty 1716.510066 = -205902.999667 nChanged 0 Trying to split cluster 7 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (608.365291 sec): 2 clusters Score: Raw -6821.793997 + Penalty 551.488710 = -6270.305287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (608.370100 sec): 3 clusters Score: Raw -6910.455924 + Penalty 1102.977420 = -5807.478504 nChanged 49 SP:Iteration 1F (608.374626 sec): 3 clusters Score: Raw -7099.173909 + Penalty 1102.977420 = -5996.196489 nChanged 21 SP:Iteration 2F (608.379116 sec): 3 clusters Score: Raw -7259.874399 + Penalty 1102.977420 = -6156.896980 nChanged 10 SP:Iteration 3F (608.383582 sec): 3 clusters Score: Raw -7396.736877 + Penalty 1102.977420 = -6293.759458 nChanged 4 SP:Iteration 4Q (608.388009 sec): 3 clusters Score: Raw -7424.487478 + Penalty 1102.977420 = -6321.510058 nChanged 2 SP:Iteration 5Q (608.392432 sec): 3 clusters Score: Raw -7436.996555 + Penalty 1102.977420 = -6334.019135 nChanged 3 SP:Iteration 6Q (608.396834 sec): 3 clusters Score: Raw -7453.278052 + Penalty 1102.977420 = -6350.300632 nChanged 2 SP:Iteration 7Q (608.401267 sec): 3 clusters Score: Raw -7469.178245 + Penalty 1102.977420 = -6366.200825 nChanged 2 SP:Iteration 8Q (608.405670 sec): 3 clusters Score: Raw -7495.923683 + Penalty 1102.977420 = -6392.946263 nChanged 1 SP:Iteration 9Q (608.410081 sec): 3 clusters Score: Raw -7501.052500 + Penalty 1102.977420 = -6398.075080 nChanged 0 SP:Iteration 10F (608.414711 sec): 3 clusters Score: Raw -7503.157451 + Penalty 1102.977420 = -6400.180031 nChanged 1 SP:Iteration 11Q (608.419157 sec): 3 clusters Score: Raw -7511.913590 + Penalty 1102.977420 = -6408.936170 nChanged 1 SP:Iteration 12Q (608.423595 sec): 3 clusters Score: Raw -7567.568682 + Penalty 1102.977420 = -6464.591262 nChanged 3 SP:Iteration 13Q (608.428036 sec): 3 clusters Score: Raw -7619.064310 + Penalty 1102.977420 = -6516.086891 nChanged 3 SP:Iteration 14Q (608.432463 sec): 3 clusters Score: Raw -7638.632579 + Penalty 1102.977420 = -6535.655159 nChanged 1 SP:Iteration 15Q (608.436902 sec): 3 clusters Score: Raw -7649.466215 + Penalty 1102.977420 = -6546.488795 nChanged 2 SP:Iteration 16Q (608.441319 sec): 3 clusters Score: Raw -7691.906044 + Penalty 1102.977420 = -6588.928624 nChanged 2 SP:Iteration 17Q (608.445718 sec): 3 clusters Score: Raw -7732.171151 + Penalty 1102.977420 = -6629.193731 nChanged 0 SP:Iteration 18F (608.450235 sec): 3 clusters Score: Raw -7732.171151 + Penalty 1102.977420 = -6629.193731 nChanged 0 Score: Raw -1024872.975462 + Penalty 18772.998817 = -1006099.976645 Splitting cluster 7 changes total score from -1006224.062278 to -1006099.976645 So it's not getting split. Trying to split cluster 8 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (608.969108 sec): 2 clusters Score: Raw -41539.308433 + Penalty 700.030463 = -40839.277969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (609.081948 sec): 3 clusters Score: Raw -41283.998532 + Penalty 1400.060926 = -39883.937605 nChanged 226 SP:Iteration 1F (609.206522 sec): 3 clusters Score: Raw -41474.782728 + Penalty 1400.060926 = -40074.721802 nChanged 56 SP:Iteration 2F (609.273972 sec): 3 clusters Score: Raw -41543.768573 + Penalty 1400.060926 = -40143.707646 nChanged 40 SP:Iteration 3F (609.365443 sec): 3 clusters Score: Raw -41598.939923 + Penalty 1400.060926 = -40198.878997 nChanged 35 SP:Iteration 4Q (609.417154 sec): 3 clusters Score: Raw -41647.753024 + Penalty 1400.060926 = -40247.692098 nChanged 26 SP:Iteration 5Q (609.426517 sec): 3 clusters Score: Raw -41679.947191 + Penalty 1400.060926 = -40279.886265 nChanged 19 SP:Iteration 6Q (609.435826 sec): 3 clusters Score: Raw -41711.447641 + Penalty 1400.060926 = -40311.386715 nChanged 19 SP:Iteration 7Q (609.445064 sec): 3 clusters Score: Raw -41737.922037 + Penalty 1400.060926 = -40337.861111 nChanged 16 SP:Iteration 8Q (609.454299 sec): 3 clusters Score: Raw -41757.090396 + Penalty 1400.060926 = -40357.029470 nChanged 11 SP:Iteration 9Q (609.463512 sec): 3 clusters Score: Raw -41771.274528 + Penalty 1400.060926 = -40371.213601 nChanged 9 SP:Iteration 10Q (609.472833 sec): 3 clusters Score: Raw -41780.840186 + Penalty 1400.060926 = -40380.779260 nChanged 9 SP:Iteration 11Q (609.482039 sec): 3 clusters Score: Raw -41789.210800 + Penalty 1400.060926 = -40389.149873 nChanged 5 SP:Iteration 12Q (609.491213 sec): 3 clusters Score: Raw -41793.909718 + Penalty 1400.060926 = -40393.848791 nChanged 4 SP:Iteration 13Q (609.500410 sec): 3 clusters Score: Raw -41796.616719 + Penalty 1400.060926 = -40396.555793 nChanged 2 SP:Iteration 14Q (609.509443 sec): 3 clusters Score: Raw -41799.637914 + Penalty 1400.060926 = -40399.576987 nChanged 2 SP:Iteration 15Q (609.518615 sec): 3 clusters Score: Raw -41802.570880 + Penalty 1400.060926 = -40402.509953 nChanged 5 SP:Iteration 16Q (609.528028 sec): 3 clusters Score: Raw -41806.825275 + Penalty 1400.060926 = -40406.764348 nChanged 1 SP:Iteration 17Q (609.537304 sec): 3 clusters Score: Raw -41807.623915 + Penalty 1400.060926 = -40407.562988 nChanged 1 SP:Iteration 18Q (609.546453 sec): 3 clusters Score: Raw -41808.410524 + Penalty 1400.060926 = -40408.349598 nChanged 2 SP:Iteration 19Q (609.555561 sec): 3 clusters Score: Raw -41809.252838 + Penalty 1400.060926 = -40409.191912 nChanged 0 SP:Iteration 20F (609.564630 sec): 3 clusters Score: Raw -41809.252838 + Penalty 1400.060926 = -40409.191912 nChanged 0 Trying to split cluster 9 (1839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (609.597079 sec): 2 clusters Score: Raw -87736.526497 + Penalty 789.282609 = -86947.243888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (609.615536 sec): 3 clusters Score: Raw -86855.134506 + Penalty 1578.565217 = -85276.569289 nChanged 711 SP:Iteration 1F (609.632922 sec): 3 clusters Score: Raw -87288.301353 + Penalty 1578.565217 = -85709.736135 nChanged 145 SP:Iteration 2F (609.650353 sec): 3 clusters Score: Raw -87420.272001 + Penalty 1578.565217 = -85841.706784 nChanged 124 SP:Iteration 3F (609.667591 sec): 3 clusters Score: Raw -87519.941070 + Penalty 1578.565217 = -85941.375853 nChanged 73 SP:Iteration 4Q (609.685071 sec): 3 clusters Score: Raw -87562.308123 + Penalty 1578.565217 = -85983.742906 nChanged 49 SP:Iteration 5Q (609.702545 sec): 3 clusters Score: Raw -87608.336271 + Penalty 1578.565217 = -86029.771054 nChanged 49 SP:Iteration 6Q (609.720335 sec): 3 clusters Score: Raw -87654.739797 + Penalty 1578.565217 = -86076.174580 nChanged 54 SP:Iteration 7Q (609.840064 sec): 3 clusters Score: Raw -87700.639347 + Penalty 1578.565217 = -86122.074130 nChanged 40 SP:Iteration 8Q (609.950781 sec): 3 clusters Score: Raw -87728.899005 + Penalty 1578.565217 = -86150.333788 nChanged 43 SP:Iteration 9Q (610.065591 sec): 3 clusters Score: Raw -87763.833125 + Penalty 1578.565217 = -86185.267908 nChanged 43 SP:Iteration 10Q (610.176130 sec): 3 clusters Score: Raw -87794.161869 + Penalty 1578.565217 = -86215.596652 nChanged 44 SP:Iteration 11Q (610.283989 sec): 3 clusters Score: Raw -87820.267843 + Penalty 1578.565217 = -86241.702626 nChanged 43 SP:Iteration 12Q (610.301830 sec): 3 clusters Score: Raw -87846.878187 + Penalty 1578.565217 = -86268.312970 nChanged 36 SP:Iteration 13Q (610.319336 sec): 3 clusters Score: Raw -87867.464280 + Penalty 1578.565217 = -86288.899063 nChanged 41 SP:Iteration 14Q (610.336910 sec): 3 clusters Score: Raw -87892.635137 + Penalty 1578.565217 = -86314.069920 nChanged 28 SP:Iteration 15Q (610.354444 sec): 3 clusters Score: Raw -87909.038367 + Penalty 1578.565217 = -86330.473150 nChanged 28 SP:Iteration 16Q (610.371926 sec): 3 clusters Score: Raw -87923.927898 + Penalty 1578.565217 = -86345.362681 nChanged 18 SP:Iteration 17Q (610.389372 sec): 3 clusters Score: Raw -87928.370776 + Penalty 1578.565217 = -86349.805559 nChanged 8 SP:Iteration 18Q (610.407136 sec): 3 clusters Score: Raw -87932.596066 + Penalty 1578.565217 = -86354.030849 nChanged 7 SP:Iteration 19Q (610.424941 sec): 3 clusters Score: Raw -87935.202058 + Penalty 1578.565217 = -86356.636841 nChanged 7 SP:Iteration 20F (610.442636 sec): 3 clusters Score: Raw -87940.987406 + Penalty 1578.565217 = -86362.422189 nChanged 10 SP:Iteration 21Q (610.460476 sec): 3 clusters Score: Raw -87948.223369 + Penalty 1578.565217 = -86369.658152 nChanged 11 SP:Iteration 22Q (610.478267 sec): 3 clusters Score: Raw -87952.862412 + Penalty 1578.565217 = -86374.297194 nChanged 8 SP:Iteration 23Q (610.497064 sec): 3 clusters Score: Raw -87955.318832 + Penalty 1578.565217 = -86376.753615 nChanged 5 SP:Iteration 24Q (610.514814 sec): 3 clusters Score: Raw -87956.714777 + Penalty 1578.565217 = -86378.149560 nChanged 3 SP:Iteration 25Q (610.532762 sec): 3 clusters Score: Raw -87957.744179 + Penalty 1578.565217 = -86379.178962 nChanged 3 SP:Iteration 26Q (610.550604 sec): 3 clusters Score: Raw -87958.801621 + Penalty 1578.565217 = -86380.236403 nChanged 4 SP:Iteration 27Q (610.568347 sec): 3 clusters Score: Raw -87960.944360 + Penalty 1578.565217 = -86382.379142 nChanged 3 SP:Iteration 28Q (610.586422 sec): 3 clusters Score: Raw -87961.724955 + Penalty 1578.565217 = -86383.159737 nChanged 4 SP:Iteration 29Q (610.604296 sec): 3 clusters Score: Raw -87962.458030 + Penalty 1578.565217 = -86383.892813 nChanged 4 SP:Iteration 30Q (610.621659 sec): 3 clusters Score: Raw -87964.183434 + Penalty 1578.565217 = -86385.618216 nChanged 3 SP:Iteration 31Q (610.638993 sec): 3 clusters Score: Raw -87964.739209 + Penalty 1578.565217 = -86386.173992 nChanged 2 SP:Iteration 32Q (610.656401 sec): 3 clusters Score: Raw -87965.404048 + Penalty 1578.565217 = -86386.838831 nChanged 2 SP:Iteration 33Q (610.673756 sec): 3 clusters Score: Raw -87966.734250 + Penalty 1578.565217 = -86388.169033 nChanged 3 SP:Iteration 34Q (610.691033 sec): 3 clusters Score: Raw -87968.182779 + Penalty 1578.565217 = -86389.617562 nChanged 4 SP:Iteration 35Q (610.708369 sec): 3 clusters Score: Raw -87970.780803 + Penalty 1578.565217 = -86392.215586 nChanged 4 SP:Iteration 36Q (610.725751 sec): 3 clusters Score: Raw -87972.053215 + Penalty 1578.565217 = -86393.487998 nChanged 7 SP:Iteration 37Q (610.743048 sec): 3 clusters Score: Raw -87974.249356 + Penalty 1578.565217 = -86395.684139 nChanged 8 SP:Iteration 38Q (610.760350 sec): 3 clusters Score: Raw -87976.204494 + Penalty 1578.565217 = -86397.639277 nChanged 5 SP:Iteration 39Q (610.861619 sec): 3 clusters Score: Raw -87978.078648 + Penalty 1578.565217 = -86399.513431 nChanged 4 SP:Iteration 40F (610.951623 sec): 3 clusters Score: Raw -87979.061928 + Penalty 1578.565217 = -86400.496711 nChanged 2 SP:Iteration 41Q (611.047662 sec): 3 clusters Score: Raw -87979.832236 + Penalty 1578.565217 = -86401.267019 nChanged 1 SP:Iteration 42Q (611.134191 sec): 3 clusters Score: Raw -87980.099500 + Penalty 1578.565217 = -86401.534283 nChanged 3 SP:Iteration 43Q (611.230095 sec): 3 clusters Score: Raw -87982.116850 + Penalty 1578.565217 = -86403.551633 nChanged 3 SP:Iteration 44Q (611.312617 sec): 3 clusters Score: Raw -87985.047659 + Penalty 1578.565217 = -86406.482442 nChanged 5 SP:Iteration 45Q (611.330282 sec): 3 clusters Score: Raw -87988.494644 + Penalty 1578.565217 = -86409.929427 nChanged 4 SP:Iteration 46Q (611.347749 sec): 3 clusters Score: Raw -87990.461433 + Penalty 1578.565217 = -86411.896216 nChanged 4 SP:Iteration 47Q (611.365117 sec): 3 clusters Score: Raw -87992.330880 + Penalty 1578.565217 = -86413.765663 nChanged 4 SP:Iteration 48Q (611.382668 sec): 3 clusters Score: Raw -87993.343940 + Penalty 1578.565217 = -86414.778722 nChanged 1 SP:Iteration 49Q (611.400054 sec): 3 clusters Score: Raw -87993.883719 + Penalty 1578.565217 = -86415.318502 nChanged 2 SP:Iteration 50Q (611.417479 sec): 3 clusters Score: Raw -87995.237676 + Penalty 1578.565217 = -86416.672459 nChanged 1 SP:Iteration 51Q (611.434849 sec): 3 clusters Score: Raw -87995.667600 + Penalty 1578.565217 = -86417.102383 nChanged 0 SP:Iteration 52F (611.452164 sec): 3 clusters Score: Raw -87995.667600 + Penalty 1578.565217 = -86417.102383 nChanged 0 Trying to split cluster 10 (1893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (611.483544 sec): 2 clusters Score: Raw -76052.618452 + Penalty 792.321406 = -75260.297046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (611.502790 sec): 3 clusters Score: Raw -75165.655762 + Penalty 1584.642812 = -73581.012950 nChanged 755 SP:Iteration 1F (611.522950 sec): 3 clusters Score: Raw -75761.866759 + Penalty 1584.642812 = -74177.223947 nChanged 205 SP:Iteration 2F (611.540908 sec): 3 clusters Score: Raw -76014.193598 + Penalty 1584.642812 = -74429.550786 nChanged 163 SP:Iteration 3F (611.558777 sec): 3 clusters Score: Raw -76207.986776 + Penalty 1584.642812 = -74623.343965 nChanged 114 SP:Iteration 4F (611.576763 sec): 3 clusters Score: Raw -76318.115081 + Penalty 1584.642812 = -74733.472269 nChanged 85 SP:Iteration 5Q (611.594828 sec): 3 clusters Score: Raw -76392.639668 + Penalty 1584.642812 = -74807.996856 nChanged 63 SP:Iteration 6Q (611.612803 sec): 3 clusters Score: Raw -76443.503725 + Penalty 1584.642812 = -74858.860914 nChanged 41 SP:Iteration 7Q (611.630804 sec): 3 clusters Score: Raw -76464.663375 + Penalty 1584.642812 = -74880.020563 nChanged 27 SP:Iteration 8Q (611.648856 sec): 3 clusters Score: Raw -76477.261675 + Penalty 1584.642812 = -74892.618864 nChanged 23 SP:Iteration 9Q (611.666837 sec): 3 clusters Score: Raw -76485.248241 + Penalty 1584.642812 = -74900.605430 nChanged 13 SP:Iteration 10Q (611.684791 sec): 3 clusters Score: Raw -76491.876178 + Penalty 1584.642812 = -74907.233367 nChanged 16 SP:Iteration 11Q (611.702662 sec): 3 clusters Score: Raw -76501.771905 + Penalty 1584.642812 = -74917.129093 nChanged 12 SP:Iteration 12Q (611.720486 sec): 3 clusters Score: Raw -76509.877476 + Penalty 1584.642812 = -74925.234664 nChanged 7 SP:Iteration 13Q (611.738411 sec): 3 clusters Score: Raw -76515.810900 + Penalty 1584.642812 = -74931.168089 nChanged 6 SP:Iteration 14Q (611.756277 sec): 3 clusters Score: Raw -76519.312516 + Penalty 1584.642812 = -74934.669704 nChanged 4 SP:Iteration 15Q (611.774126 sec): 3 clusters Score: Raw -76520.881665 + Penalty 1584.642812 = -74936.238853 nChanged 3 SP:Iteration 16Q (611.791850 sec): 3 clusters Score: Raw -76522.948348 + Penalty 1584.642812 = -74938.305536 nChanged 5 SP:Iteration 17Q (611.902950 sec): 3 clusters Score: Raw -76528.949344 + Penalty 1584.642812 = -74944.306533 nChanged 12 SP:Iteration 18Q (612.013226 sec): 3 clusters Score: Raw -76546.968917 + Penalty 1584.642812 = -74962.326106 nChanged 15 SP:Iteration 19Q (612.124683 sec): 3 clusters Score: Raw -76559.932298 + Penalty 1584.642812 = -74975.289486 nChanged 15 SP:Iteration 20F (612.215471 sec): 3 clusters Score: Raw -76570.291698 + Penalty 1584.642812 = -74985.648886 nChanged 8 SP:Iteration 21Q (612.303713 sec): 3 clusters Score: Raw -76579.070051 + Penalty 1584.642812 = -74994.427240 nChanged 14 SP:Iteration 22Q (612.391863 sec): 3 clusters Score: Raw -76592.590903 + Penalty 1584.642812 = -75007.948092 nChanged 13 SP:Iteration 23Q (612.453205 sec): 3 clusters Score: Raw -76611.912413 + Penalty 1584.642812 = -75027.269601 nChanged 16 SP:Iteration 24Q (612.471737 sec): 3 clusters Score: Raw -76638.038893 + Penalty 1584.642812 = -75053.396081 nChanged 18 SP:Iteration 25Q (612.490003 sec): 3 clusters Score: Raw -76652.651556 + Penalty 1584.642812 = -75068.008744 nChanged 12 SP:Iteration 26Q (612.508217 sec): 3 clusters Score: Raw -76665.694467 + Penalty 1584.642812 = -75081.051655 nChanged 12 SP:Iteration 27Q (612.526861 sec): 3 clusters Score: Raw -76681.657256 + Penalty 1584.642812 = -75097.014444 nChanged 13 SP:Iteration 28Q (612.544780 sec): 3 clusters Score: Raw -76687.797270 + Penalty 1584.642812 = -75103.154458 nChanged 9 SP:Iteration 29Q (612.562325 sec): 3 clusters Score: Raw -76693.127809 + Penalty 1584.642812 = -75108.484997 nChanged 10 SP:Iteration 30Q (612.580178 sec): 3 clusters Score: Raw -76702.329267 + Penalty 1584.642812 = -75117.686455 nChanged 11 SP:Iteration 31Q (612.597972 sec): 3 clusters Score: Raw -76711.733542 + Penalty 1584.642812 = -75127.090730 nChanged 11 SP:Iteration 32Q (612.615546 sec): 3 clusters Score: Raw -76719.624623 + Penalty 1584.642812 = -75134.981812 nChanged 13 SP:Iteration 33Q (612.633356 sec): 3 clusters Score: Raw -76724.215637 + Penalty 1584.642812 = -75139.572825 nChanged 4 SP:Iteration 34Q (612.651178 sec): 3 clusters Score: Raw -76725.291083 + Penalty 1584.642812 = -75140.648271 nChanged 0 SP:Iteration 35F (612.668985 sec): 3 clusters Score: Raw -76725.291083 + Penalty 1584.642812 = -75140.648271 nChanged 0 Trying to split cluster 11 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (612.700280 sec): 2 clusters Score: Raw -52171.073284 + Penalty 719.485470 = -51451.587814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (612.711622 sec): 3 clusters Score: Raw -51772.527442 + Penalty 1438.970940 = -50333.556503 nChanged 343 SP:Iteration 1F (612.721912 sec): 3 clusters Score: Raw -52056.962687 + Penalty 1438.970940 = -50617.991748 nChanged 72 SP:Iteration 2F (612.732274 sec): 3 clusters Score: Raw -52135.308325 + Penalty 1438.970940 = -50696.337385 nChanged 41 SP:Iteration 3Q (612.742790 sec): 3 clusters Score: Raw -52184.915766 + Penalty 1438.970940 = -50745.944827 nChanged 39 SP:Iteration 4Q (612.753260 sec): 3 clusters Score: Raw -52219.987401 + Penalty 1438.970940 = -50781.016462 nChanged 36 SP:Iteration 5Q (612.763728 sec): 3 clusters Score: Raw -52251.835284 + Penalty 1438.970940 = -50812.864345 nChanged 16 SP:Iteration 6Q (612.774678 sec): 3 clusters Score: Raw -52267.405517 + Penalty 1438.970940 = -50828.434578 nChanged 16 SP:Iteration 7Q (612.785283 sec): 3 clusters Score: Raw -52276.300653 + Penalty 1438.970940 = -50837.329714 nChanged 5 SP:Iteration 8Q (612.795740 sec): 3 clusters Score: Raw -52278.696349 + Penalty 1438.970940 = -50839.725409 nChanged 4 SP:Iteration 9Q (612.806154 sec): 3 clusters Score: Raw -52280.863408 + Penalty 1438.970940 = -50841.892469 nChanged 2 SP:Iteration 10Q (612.816606 sec): 3 clusters Score: Raw -52281.609365 + Penalty 1438.970940 = -50842.638425 nChanged 2 SP:Iteration 11Q (612.889833 sec): 3 clusters Score: Raw -52283.920482 + Penalty 1438.970940 = -50844.949542 nChanged 3 SP:Iteration 12Q (612.977005 sec): 3 clusters Score: Raw -52286.619609 + Penalty 1438.970940 = -50847.648670 nChanged 6 SP:Iteration 13Q (613.053799 sec): 3 clusters Score: Raw -52291.223992 + Penalty 1438.970940 = -50852.253053 nChanged 4 SP:Iteration 14Q (613.138901 sec): 3 clusters Score: Raw -52292.869214 + Penalty 1438.970940 = -50853.898274 nChanged 2 SP:Iteration 15Q (613.249610 sec): 3 clusters Score: Raw -52294.365767 + Penalty 1438.970940 = -50855.394828 nChanged 3 SP:Iteration 16Q (613.360624 sec): 3 clusters Score: Raw -52296.011808 + Penalty 1438.970940 = -50857.040869 nChanged 2 SP:Iteration 17Q (613.371518 sec): 3 clusters Score: Raw -52297.893469 + Penalty 1438.970940 = -50858.922529 nChanged 5 SP:Iteration 18Q (613.382271 sec): 3 clusters Score: Raw -52301.517882 + Penalty 1438.970940 = -50862.546943 nChanged 6 SP:Iteration 19Q (613.392993 sec): 3 clusters Score: Raw -52305.010028 + Penalty 1438.970940 = -50866.039089 nChanged 2 SP:Iteration 20F (613.403600 sec): 3 clusters Score: Raw -52306.500257 + Penalty 1438.970940 = -50867.529318 nChanged 3 SP:Iteration 21Q (613.414331 sec): 3 clusters Score: Raw -52308.254329 + Penalty 1438.970940 = -50869.283390 nChanged 2 SP:Iteration 22Q (613.425196 sec): 3 clusters Score: Raw -52309.785982 + Penalty 1438.970940 = -50870.815042 nChanged 3 SP:Iteration 23Q (613.434012 sec): 3 clusters Score: Raw -52313.142976 + Penalty 1438.970940 = -50874.172037 nChanged 3 SP:Iteration 24Q (613.442781 sec): 3 clusters Score: Raw -52314.100232 + Penalty 1438.970940 = -50875.129292 nChanged 0 SP:Iteration 25F (613.451410 sec): 3 clusters Score: Raw -52314.100232 + Penalty 1438.970940 = -50875.129292 nChanged 0 Trying to split cluster 12 (986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (613.474451 sec): 2 clusters Score: Raw -52100.560781 + Penalty 723.833917 = -51376.726864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (613.483921 sec): 3 clusters Score: Raw -51737.772400 + Penalty 1447.667834 = -50290.104565 nChanged 341 SP:Iteration 1F (613.493011 sec): 3 clusters Score: Raw -51987.005023 + Penalty 1447.667834 = -50539.337189 nChanged 74 SP:Iteration 2F (613.502013 sec): 3 clusters Score: Raw -52049.289378 + Penalty 1447.667834 = -50601.621544 nChanged 33 SP:Iteration 3Q (613.511114 sec): 3 clusters Score: Raw -52087.546915 + Penalty 1447.667834 = -50639.879080 nChanged 34 SP:Iteration 4Q (613.520196 sec): 3 clusters Score: Raw -52111.575619 + Penalty 1447.667834 = -50663.907785 nChanged 22 SP:Iteration 5Q (613.529253 sec): 3 clusters Score: Raw -52123.923233 + Penalty 1447.667834 = -50676.255399 nChanged 9 SP:Iteration 6Q (613.538387 sec): 3 clusters Score: Raw -52131.188769 + Penalty 1447.667834 = -50683.520934 nChanged 13 SP:Iteration 7Q (613.547436 sec): 3 clusters Score: Raw -52141.274719 + Penalty 1447.667834 = -50693.606884 nChanged 7 SP:Iteration 8Q (613.556515 sec): 3 clusters Score: Raw -52144.652335 + Penalty 1447.667834 = -50696.984501 nChanged 6 SP:Iteration 9Q (613.565601 sec): 3 clusters Score: Raw -52147.564941 + Penalty 1447.667834 = -50699.897106 nChanged 6 SP:Iteration 10Q (613.574611 sec): 3 clusters Score: Raw -52149.921328 + Penalty 1447.667834 = -50702.253494 nChanged 4 SP:Iteration 11Q (613.583648 sec): 3 clusters Score: Raw -52152.552811 + Penalty 1447.667834 = -50704.884976 nChanged 4 SP:Iteration 12Q (613.592675 sec): 3 clusters Score: Raw -52155.218966 + Penalty 1447.667834 = -50707.551132 nChanged 3 SP:Iteration 13Q (613.601705 sec): 3 clusters Score: Raw -52157.142676 + Penalty 1447.667834 = -50709.474842 nChanged 5 SP:Iteration 14Q (613.610805 sec): 3 clusters Score: Raw -52160.065224 + Penalty 1447.667834 = -50712.397389 nChanged 4 SP:Iteration 15Q (613.620080 sec): 3 clusters Score: Raw -52163.787866 + Penalty 1447.667834 = -50716.120031 nChanged 6 SP:Iteration 16Q (613.703011 sec): 3 clusters Score: Raw -52168.475452 + Penalty 1447.667834 = -50720.807618 nChanged 8 SP:Iteration 17Q (613.784401 sec): 3 clusters Score: Raw -52177.118247 + Penalty 1447.667834 = -50729.450412 nChanged 4 SP:Iteration 18Q (613.899144 sec): 3 clusters Score: Raw -52179.325817 + Penalty 1447.667834 = -50731.657983 nChanged 5 SP:Iteration 19Q (614.022139 sec): 3 clusters Score: Raw -52182.612434 + Penalty 1447.667834 = -50734.944600 nChanged 4 SP:Iteration 20F (614.047170 sec): 3 clusters Score: Raw -52184.482914 + Penalty 1447.667834 = -50736.815079 nChanged 1 SP:Iteration 21Q (614.072523 sec): 3 clusters Score: Raw -52185.048091 + Penalty 1447.667834 = -50737.380257 nChanged 2 SP:Iteration 22Q (614.095602 sec): 3 clusters Score: Raw -52186.131251 + Penalty 1447.667834 = -50738.463416 nChanged 1 SP:Iteration 23Q (614.106731 sec): 3 clusters Score: Raw -52186.354325 + Penalty 1447.667834 = -50738.686491 nChanged 0 SP:Iteration 24F (614.117687 sec): 3 clusters Score: Raw -52186.354325 + Penalty 1447.667834 = -50738.686491 nChanged 0 Trying to split cluster 13 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (614.139269 sec): 2 clusters Score: Raw -17807.420927 + Penalty 651.053463 = -17156.367463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (614.146627 sec): 3 clusters Score: Raw -17684.217532 + Penalty 1302.106927 = -16382.110606 nChanged 130 SP:Iteration 1F (614.153714 sec): 3 clusters Score: Raw -17880.007397 + Penalty 1302.106927 = -16577.900470 nChanged 37 SP:Iteration 2F (614.160750 sec): 3 clusters Score: Raw -17944.474815 + Penalty 1302.106927 = -16642.367888 nChanged 20 SP:Iteration 3Q (614.167822 sec): 3 clusters Score: Raw -17983.755391 + Penalty 1302.106927 = -16681.648464 nChanged 14 SP:Iteration 4Q (614.174849 sec): 3 clusters Score: Raw -18012.732379 + Penalty 1302.106927 = -16710.625452 nChanged 8 SP:Iteration 5Q (614.181863 sec): 3 clusters Score: Raw -18032.675760 + Penalty 1302.106927 = -16730.568834 nChanged 6 SP:Iteration 6Q (614.190355 sec): 3 clusters Score: Raw -18042.287878 + Penalty 1302.106927 = -16740.180951 nChanged 3 SP:Iteration 7Q (614.197322 sec): 3 clusters Score: Raw -18044.757580 + Penalty 1302.106927 = -16742.650654 nChanged 2 SP:Iteration 8Q (614.204288 sec): 3 clusters Score: Raw -18045.745085 + Penalty 1302.106927 = -16743.638159 nChanged 0 SP:Iteration 9F (614.211256 sec): 3 clusters Score: Raw -18045.745085 + Penalty 1302.106927 = -16743.638159 nChanged 0 Trying to split cluster 14 (3188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (614.279455 sec): 2 clusters Score: Raw -183315.871931 + Penalty 847.050649 = -182468.821282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (614.344967 sec): 3 clusters Score: Raw -181648.043441 + Penalty 1694.101298 = -179953.942142 nChanged 1285 SP:Iteration 1F (614.373956 sec): 3 clusters Score: Raw -182362.350790 + Penalty 1694.101298 = -180668.249492 nChanged 256 SP:Iteration 2F (614.404125 sec): 3 clusters Score: Raw -182534.079498 + Penalty 1694.101298 = -180839.978199 nChanged 227 SP:Iteration 3F (614.431624 sec): 3 clusters Score: Raw -182710.437722 + Penalty 1694.101298 = -181016.336424 nChanged 218 SP:Iteration 4F (614.460105 sec): 3 clusters Score: Raw -182919.662043 + Penalty 1694.101298 = -181225.560745 nChanged 238 SP:Iteration 5F (614.488301 sec): 3 clusters Score: Raw -183181.886453 + Penalty 1694.101298 = -181487.785155 nChanged 224 SP:Iteration 6F (614.516400 sec): 3 clusters Score: Raw -183430.582573 + Penalty 1694.101298 = -181736.481275 nChanged 170 SP:Iteration 7F (614.544594 sec): 3 clusters Score: Raw -183600.688040 + Penalty 1694.101298 = -181906.586742 nChanged 131 SP:Iteration 8Q (614.573119 sec): 3 clusters Score: Raw -183706.960532 + Penalty 1694.101298 = -182012.859233 nChanged 81 SP:Iteration 9Q (614.689084 sec): 3 clusters Score: Raw -183764.760531 + Penalty 1694.101298 = -182070.659233 nChanged 69 SP:Iteration 10Q (614.783502 sec): 3 clusters Score: Raw -183815.021892 + Penalty 1694.101298 = -182120.920593 nChanged 53 SP:Iteration 11Q (614.911014 sec): 3 clusters Score: Raw -183844.073896 + Penalty 1694.101298 = -182149.972598 nChanged 39 SP:Iteration 12Q (615.017806 sec): 3 clusters Score: Raw -183874.195240 + Penalty 1694.101298 = -182180.093942 nChanged 37 SP:Iteration 13Q (615.107586 sec): 3 clusters Score: Raw -183902.280288 + Penalty 1694.101298 = -182208.178989 nChanged 34 SP:Iteration 14Q (615.170667 sec): 3 clusters Score: Raw -183926.842079 + Penalty 1694.101298 = -182232.740780 nChanged 30 SP:Iteration 15Q (615.198873 sec): 3 clusters Score: Raw -183945.955946 + Penalty 1694.101298 = -182251.854647 nChanged 25 SP:Iteration 16Q (615.226863 sec): 3 clusters Score: Raw -183963.058833 + Penalty 1694.101298 = -182268.957535 nChanged 14 SP:Iteration 17Q (615.254762 sec): 3 clusters Score: Raw -183970.511565 + Penalty 1694.101298 = -182276.410266 nChanged 18 SP:Iteration 18Q (615.282571 sec): 3 clusters Score: Raw -183980.639283 + Penalty 1694.101298 = -182286.537985 nChanged 13 SP:Iteration 19Q (615.310571 sec): 3 clusters Score: Raw -183990.002910 + Penalty 1694.101298 = -182295.901612 nChanged 14 SP:Iteration 20F (615.338477 sec): 3 clusters Score: Raw -183996.051265 + Penalty 1694.101298 = -182301.949967 nChanged 10 SP:Iteration 21Q (615.366393 sec): 3 clusters Score: Raw -184001.846747 + Penalty 1694.101298 = -182307.745448 nChanged 16 SP:Iteration 22Q (615.394172 sec): 3 clusters Score: Raw -184009.651598 + Penalty 1694.101298 = -182315.550300 nChanged 15 SP:Iteration 23Q (615.421953 sec): 3 clusters Score: Raw -184016.535713 + Penalty 1694.101298 = -182322.434415 nChanged 7 SP:Iteration 24Q (615.476585 sec): 3 clusters Score: Raw -184018.658290 + Penalty 1694.101298 = -182324.556991 nChanged 4 SP:Iteration 25Q (615.504622 sec): 3 clusters Score: Raw -184019.712091 + Penalty 1694.101298 = -182325.610793 nChanged 2 SP:Iteration 26Q (615.532407 sec): 3 clusters Score: Raw -184020.049633 + Penalty 1694.101298 = -182325.948334 nChanged 2 SP:Iteration 27Q (615.560156 sec): 3 clusters Score: Raw -184020.720536 + Penalty 1694.101298 = -182326.619237 nChanged 1 SP:Iteration 28Q (615.587881 sec): 3 clusters Score: Raw -184021.189712 + Penalty 1694.101298 = -182327.088414 nChanged 1 SP:Iteration 29Q (615.615638 sec): 3 clusters Score: Raw -184021.953784 + Penalty 1694.101298 = -182327.852485 nChanged 3 SP:Iteration 30Q (615.643457 sec): 3 clusters Score: Raw -184023.214120 + Penalty 1694.101298 = -182329.112822 nChanged 2 SP:Iteration 31Q (615.671108 sec): 3 clusters Score: Raw -184023.721464 + Penalty 1694.101298 = -182329.620166 nChanged 0 SP:Iteration 32F (615.699085 sec): 3 clusters Score: Raw -184023.721464 + Penalty 1694.101298 = -182329.620166 nChanged 0 Trying to split cluster 15 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (615.728557 sec): 2 clusters Score: Raw -4996.165916 + Penalty 521.098686 = -4475.067230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (615.732961 sec): 3 clusters Score: Raw -5131.736125 + Penalty 1042.197372 = -4089.538752 nChanged 30 SP:Iteration 1F (615.737109 sec): 3 clusters Score: Raw -5309.031235 + Penalty 1042.197372 = -4266.833863 nChanged 12 SP:Iteration 2F (615.741262 sec): 3 clusters Score: Raw -5444.030541 + Penalty 1042.197372 = -4401.833169 nChanged 5 SP:Iteration 3Q (615.745335 sec): 3 clusters Score: Raw -5559.562165 + Penalty 1042.197372 = -4517.364792 nChanged 0 SP:Iteration 4F (615.749431 sec): 3 clusters Score: Raw -5559.562165 + Penalty 1042.197372 = -4517.364792 nChanged 0 Score: Raw -1024525.994556 + Penalty 18772.998817 = -1005752.995739 Splitting cluster 15 changes total score from -1006224.062278 to -1005752.995739 So it's not getting split. Trying to split cluster 16 (765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (616.247948 sec): 2 clusters Score: Raw -42950.702070 + Penalty 697.186963 = -42253.515107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (616.318566 sec): 3 clusters Score: Raw -42705.464151 + Penalty 1394.373925 = -41311.090226 nChanged 238 SP:Iteration 1F (616.404294 sec): 3 clusters Score: Raw -42933.956612 + Penalty 1394.373925 = -41539.582687 nChanged 51 SP:Iteration 2F (616.493180 sec): 3 clusters Score: Raw -42982.815699 + Penalty 1394.373925 = -41588.441773 nChanged 29 SP:Iteration 3Q (616.580686 sec): 3 clusters Score: Raw -43014.756206 + Penalty 1394.373925 = -41620.382281 nChanged 26 SP:Iteration 4Q (616.668387 sec): 3 clusters Score: Raw -43051.626177 + Penalty 1394.373925 = -41657.252252 nChanged 22 SP:Iteration 5Q (616.757677 sec): 3 clusters Score: Raw -43070.960173 + Penalty 1394.373925 = -41676.586248 nChanged 10 SP:Iteration 6Q (616.845230 sec): 3 clusters Score: Raw -43081.721761 + Penalty 1394.373925 = -41687.347836 nChanged 8 SP:Iteration 7Q (616.924323 sec): 3 clusters Score: Raw -43088.441084 + Penalty 1394.373925 = -41694.067159 nChanged 8 SP:Iteration 8Q (616.946604 sec): 3 clusters Score: Raw -43098.641346 + Penalty 1394.373925 = -41704.267421 nChanged 8 SP:Iteration 9Q (616.954183 sec): 3 clusters Score: Raw -43106.447489 + Penalty 1394.373925 = -41712.073564 nChanged 3 SP:Iteration 10Q (616.961730 sec): 3 clusters Score: Raw -43109.385943 + Penalty 1394.373925 = -41715.012018 nChanged 4 SP:Iteration 11Q (616.969285 sec): 3 clusters Score: Raw -43113.025034 + Penalty 1394.373925 = -41718.651109 nChanged 3 SP:Iteration 12Q (616.976831 sec): 3 clusters Score: Raw -43116.406279 + Penalty 1394.373925 = -41722.032354 nChanged 2 SP:Iteration 13Q (616.984357 sec): 3 clusters Score: Raw -43117.183476 + Penalty 1394.373925 = -41722.809551 nChanged 2 SP:Iteration 14Q (616.991886 sec): 3 clusters Score: Raw -43117.637838 + Penalty 1394.373925 = -41723.263913 nChanged 0 SP:Iteration 15F (616.999371 sec): 3 clusters Score: Raw -43117.637838 + Penalty 1394.373925 = -41723.263913 nChanged 0 Trying to split cluster 17 (1960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (617.032089 sec): 2 clusters Score: Raw -112240.318351 + Penalty 795.973474 = -111444.344877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (617.048351 sec): 3 clusters Score: Raw -111319.794483 + Penalty 1591.946948 = -109727.847535 nChanged 753 SP:Iteration 1F (617.063793 sec): 3 clusters Score: Raw -111826.162098 + Penalty 1591.946948 = -110234.215150 nChanged 192 SP:Iteration 2F (617.079246 sec): 3 clusters Score: Raw -111976.019657 + Penalty 1591.946948 = -110384.072709 nChanged 113 SP:Iteration 3F (617.094619 sec): 3 clusters Score: Raw -112040.552277 + Penalty 1591.946948 = -110448.605329 nChanged 78 SP:Iteration 4Q (617.110421 sec): 3 clusters Score: Raw -112084.783168 + Penalty 1591.946948 = -110492.836220 nChanged 63 SP:Iteration 5Q (617.126115 sec): 3 clusters Score: Raw -112118.131683 + Penalty 1591.946948 = -110526.184735 nChanged 44 SP:Iteration 6Q (617.141690 sec): 3 clusters Score: Raw -112143.332466 + Penalty 1591.946948 = -110551.385518 nChanged 34 SP:Iteration 7Q (617.157312 sec): 3 clusters Score: Raw -112163.410190 + Penalty 1591.946948 = -110571.463242 nChanged 28 SP:Iteration 8Q (617.172806 sec): 3 clusters Score: Raw -112177.244924 + Penalty 1591.946948 = -110585.297976 nChanged 32 SP:Iteration 9Q (617.188399 sec): 3 clusters Score: Raw -112192.924593 + Penalty 1591.946948 = -110600.977645 nChanged 29 SP:Iteration 10Q (617.203963 sec): 3 clusters Score: Raw -112206.262545 + Penalty 1591.946948 = -110614.315597 nChanged 24 SP:Iteration 11Q (617.219546 sec): 3 clusters Score: Raw -112216.235839 + Penalty 1591.946948 = -110624.288891 nChanged 19 SP:Iteration 12Q (617.347292 sec): 3 clusters Score: Raw -112225.209521 + Penalty 1591.946948 = -110633.262573 nChanged 23 SP:Iteration 13Q (617.441894 sec): 3 clusters Score: Raw -112234.555366 + Penalty 1591.946948 = -110642.608418 nChanged 19 SP:Iteration 14Q (617.560101 sec): 3 clusters Score: Raw -112245.744708 + Penalty 1591.946948 = -110653.797760 nChanged 20 SP:Iteration 15Q (617.675104 sec): 3 clusters Score: Raw -112253.875487 + Penalty 1591.946948 = -110661.928539 nChanged 10 SP:Iteration 16Q (617.789258 sec): 3 clusters Score: Raw -112257.953758 + Penalty 1591.946948 = -110666.006810 nChanged 10 SP:Iteration 17Q (617.902154 sec): 3 clusters Score: Raw -112262.291901 + Penalty 1591.946948 = -110670.344953 nChanged 16 SP:Iteration 18Q (618.016416 sec): 3 clusters Score: Raw -112269.844910 + Penalty 1591.946948 = -110677.897962 nChanged 17 SP:Iteration 19Q (618.128215 sec): 3 clusters Score: Raw -112275.743586 + Penalty 1591.946948 = -110683.796638 nChanged 15 SP:Iteration 20F (618.146710 sec): 3 clusters Score: Raw -112283.092289 + Penalty 1591.946948 = -110691.145341 nChanged 19 SP:Iteration 21Q (618.164988 sec): 3 clusters Score: Raw -112294.731297 + Penalty 1591.946948 = -110702.784349 nChanged 16 SP:Iteration 22Q (618.185700 sec): 3 clusters Score: Raw -112309.667221 + Penalty 1591.946948 = -110717.720273 nChanged 24 SP:Iteration 23Q (618.204100 sec): 3 clusters Score: Raw -112329.594963 + Penalty 1591.946948 = -110737.648015 nChanged 25 SP:Iteration 24Q (618.222443 sec): 3 clusters Score: Raw -112359.108845 + Penalty 1591.946948 = -110767.161897 nChanged 32 SP:Iteration 25Q (618.240800 sec): 3 clusters Score: Raw -112380.721523 + Penalty 1591.946948 = -110788.774575 nChanged 33 SP:Iteration 26Q (618.259553 sec): 3 clusters Score: Raw -112406.351162 + Penalty 1591.946948 = -110814.404214 nChanged 38 SP:Iteration 27Q (618.278003 sec): 3 clusters Score: Raw -112436.321855 + Penalty 1591.946948 = -110844.374907 nChanged 27 SP:Iteration 28Q (618.296425 sec): 3 clusters Score: Raw -112455.048599 + Penalty 1591.946948 = -110863.101651 nChanged 27 SP:Iteration 29Q (618.314954 sec): 3 clusters Score: Raw -112471.324825 + Penalty 1591.946948 = -110879.377877 nChanged 22 SP:Iteration 30Q (618.333361 sec): 3 clusters Score: Raw -112484.921460 + Penalty 1591.946948 = -110892.974512 nChanged 20 SP:Iteration 31Q (618.351705 sec): 3 clusters Score: Raw -112499.019344 + Penalty 1591.946948 = -110907.072396 nChanged 20 SP:Iteration 32Q (618.370088 sec): 3 clusters Score: Raw -112509.621663 + Penalty 1591.946948 = -110917.674715 nChanged 23 SP:Iteration 33Q (618.388601 sec): 3 clusters Score: Raw -112530.782543 + Penalty 1591.946948 = -110938.835595 nChanged 20 SP:Iteration 34Q (618.407032 sec): 3 clusters Score: Raw -112544.957914 + Penalty 1591.946948 = -110953.010967 nChanged 22 SP:Iteration 35Q (618.425770 sec): 3 clusters Score: Raw -112562.511517 + Penalty 1591.946948 = -110970.564569 nChanged 21 SP:Iteration 36Q (618.444340 sec): 3 clusters Score: Raw -112577.430867 + Penalty 1591.946948 = -110985.483919 nChanged 13 SP:Iteration 37Q (618.462872 sec): 3 clusters Score: Raw -112586.841608 + Penalty 1591.946948 = -110994.894660 nChanged 14 SP:Iteration 38Q (618.481390 sec): 3 clusters Score: Raw -112591.771869 + Penalty 1591.946948 = -110999.824921 nChanged 8 SP:Iteration 39Q (618.499856 sec): 3 clusters Score: Raw -112596.913057 + Penalty 1591.946948 = -111004.966109 nChanged 12 SP:Iteration 40F (618.518363 sec): 3 clusters Score: Raw -112605.361706 + Penalty 1591.946948 = -111013.414758 nChanged 11 SP:Iteration 41Q (618.536904 sec): 3 clusters Score: Raw -112615.099204 + Penalty 1591.946948 = -111023.152256 nChanged 13 SP:Iteration 42Q (618.555429 sec): 3 clusters Score: Raw -112621.810601 + Penalty 1591.946948 = -111029.863653 nChanged 6 SP:Iteration 43Q (618.574322 sec): 3 clusters Score: Raw -112626.185954 + Penalty 1591.946948 = -111034.239006 nChanged 8 SP:Iteration 44Q (618.687895 sec): 3 clusters Score: Raw -112631.416775 + Penalty 1591.946948 = -111039.469827 nChanged 9 SP:Iteration 45Q (618.822179 sec): 3 clusters Score: Raw -112640.085454 + Penalty 1591.946948 = -111048.138506 nChanged 4 SP:Iteration 46Q (618.925672 sec): 3 clusters Score: Raw -112641.075766 + Penalty 1591.946948 = -111049.128818 nChanged 4 SP:Iteration 47Q (619.041851 sec): 3 clusters Score: Raw -112642.275145 + Penalty 1591.946948 = -111050.328197 nChanged 1 SP:Iteration 48Q (619.128582 sec): 3 clusters Score: Raw -112642.415661 + Penalty 1591.946948 = -111050.468713 nChanged 0 SP:Iteration 49F (619.147926 sec): 3 clusters Score: Raw -112642.415661 + Penalty 1591.946948 = -111050.468713 nChanged 0 Iteration 99Q (619.441590 sec): 18 clusters Score: Raw -1023963.703878 + Penalty 17730.054438 = -1006233.649439 nChanged 17 Iteration 100F (619.900814 sec): 18 clusters Score: Raw -1023970.445645 + Penalty 17730.054438 = -1006240.391206 nChanged 19 Iteration 101Q (620.200743 sec): 18 clusters Score: Raw -1023978.157881 + Penalty 17730.054438 = -1006248.103442 nChanged 17 Iteration 102Q (620.500915 sec): 18 clusters Score: Raw -1023983.473647 + Penalty 17730.054438 = -1006253.419208 nChanged 21 Iteration 103Q (620.798807 sec): 18 clusters Score: Raw -1023989.253463 + Penalty 17730.054438 = -1006259.199025 nChanged 10 Iteration 104Q (621.096718 sec): 18 clusters Score: Raw -1023992.395346 + Penalty 17730.054438 = -1006262.340908 nChanged 13 Iteration 105Q (621.378434 sec): 18 clusters Score: Raw -1023997.492003 + Penalty 17730.054438 = -1006267.437565 nChanged 13 Iteration 106Q (621.673011 sec): 18 clusters Score: Raw -1024001.116299 + Penalty 17730.054438 = -1006271.061861 nChanged 16 Iteration 107Q (621.948538 sec): 18 clusters Score: Raw -1024005.830787 + Penalty 17730.054438 = -1006275.776349 nChanged 8 Iteration 108Q (622.249553 sec): 18 clusters Score: Raw -1024007.948155 + Penalty 17730.054438 = -1006277.893717 nChanged 7 Iteration 109Q (622.552590 sec): 18 clusters Score: Raw -1024009.508544 + Penalty 17730.054438 = -1006279.454106 nChanged 5 Iteration 110Q (622.852544 sec): 18 clusters Score: Raw -1024010.741544 + Penalty 17730.054438 = -1006280.687106 nChanged 5 Iteration 111Q (623.155209 sec): 18 clusters Score: Raw -1024012.098988 + Penalty 17730.054438 = -1006282.044550 nChanged 4 Iteration 112Q (623.454456 sec): 18 clusters Score: Raw -1024013.097542 + Penalty 17730.054438 = -1006283.043104 nChanged 5 Iteration 113Q (623.757598 sec): 18 clusters Score: Raw -1024015.223307 + Penalty 17730.054438 = -1006285.168868 nChanged 12 Iteration 114Q (624.059516 sec): 18 clusters Score: Raw -1024019.455744 + Penalty 17730.054438 = -1006289.401306 nChanged 8 Iteration 115Q (624.356197 sec): 18 clusters Score: Raw -1024020.871404 + Penalty 17730.054438 = -1006290.816966 nChanged 6 Iteration 116Q (624.616506 sec): 18 clusters Score: Raw -1024021.685825 + Penalty 17730.054438 = -1006291.631387 nChanged 0 Iteration 117F (625.053941 sec): 18 clusters Score: Raw -1024021.685825 + Penalty 17730.054438 = -1006291.631387 nChanged 0 Compute initial score before splitting: Score: Raw -1024021.685825 + Penalty 17730.054438 = -1006291.631387 Trying to split cluster 1 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (625.076599 sec): 2 clusters Score: Raw -26234.483062 + Penalty 659.638008 = -25574.845053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (625.083169 sec): 3 clusters Score: Raw -26097.173618 + Penalty 1319.276017 = -24777.897602 nChanged 167 SP:Iteration 1F (625.089350 sec): 3 clusters Score: Raw -26284.304117 + Penalty 1319.276017 = -24965.028101 nChanged 41 SP:Iteration 2F (625.095490 sec): 3 clusters Score: Raw -26346.530337 + Penalty 1319.276017 = -25027.254320 nChanged 22 SP:Iteration 3Q (625.101710 sec): 3 clusters Score: Raw -26393.382657 + Penalty 1319.276017 = -25074.106640 nChanged 21 SP:Iteration 4Q (625.198165 sec): 3 clusters Score: Raw -26423.775141 + Penalty 1319.276017 = -25104.499124 nChanged 14 SP:Iteration 5Q (625.289127 sec): 3 clusters Score: Raw -26437.073749 + Penalty 1319.276017 = -25117.797733 nChanged 10 SP:Iteration 6Q (625.379219 sec): 3 clusters Score: Raw -26444.473910 + Penalty 1319.276017 = -25125.197893 nChanged 6 SP:Iteration 7Q (625.469631 sec): 3 clusters Score: Raw -26448.020517 + Penalty 1319.276017 = -25128.744501 nChanged 2 SP:Iteration 8Q (625.532109 sec): 3 clusters Score: Raw -26449.128153 + Penalty 1319.276017 = -25129.852136 nChanged 1 SP:Iteration 9Q (625.539720 sec): 3 clusters Score: Raw -26449.388984 + Penalty 1319.276017 = -25130.112967 nChanged 0 SP:Iteration 10F (625.546948 sec): 3 clusters Score: Raw -26449.388984 + Penalty 1319.276017 = -25130.112967 nChanged 0 Trying to split cluster 2 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (625.561464 sec): 2 clusters Score: Raw -16384.316156 + Penalty 595.698943 = -15788.617213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (625.567023 sec): 3 clusters Score: Raw -16362.887056 + Penalty 1191.397886 = -15171.489170 nChanged 64 SP:Iteration 1F (625.572329 sec): 3 clusters Score: Raw -16450.701748 + Penalty 1191.397886 = -15259.303862 nChanged 18 SP:Iteration 2F (625.577623 sec): 3 clusters Score: Raw -16493.800960 + Penalty 1191.397886 = -15302.403074 nChanged 9 SP:Iteration 3Q (625.582933 sec): 3 clusters Score: Raw -16503.165320 + Penalty 1191.397886 = -15311.767434 nChanged 3 SP:Iteration 4Q (625.588189 sec): 3 clusters Score: Raw -16505.190071 + Penalty 1191.397886 = -15313.792185 nChanged 3 SP:Iteration 5Q (625.593533 sec): 3 clusters Score: Raw -16509.140327 + Penalty 1191.397886 = -15317.742441 nChanged 0 SP:Iteration 6F (625.598908 sec): 3 clusters Score: Raw -16509.140327 + Penalty 1191.397886 = -15317.742441 nChanged 0 Trying to split cluster 3 (1594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (625.630588 sec): 2 clusters Score: Raw -86858.678119 + Penalty 774.270195 = -86084.407923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (625.646936 sec): 3 clusters Score: Raw -86138.491448 + Penalty 1548.540390 = -84589.951058 nChanged 591 SP:Iteration 1F (625.662671 sec): 3 clusters Score: Raw -86575.982977 + Penalty 1548.540390 = -85027.442587 nChanged 157 SP:Iteration 2F (625.678197 sec): 3 clusters Score: Raw -86803.519291 + Penalty 1548.540390 = -85254.978901 nChanged 137 SP:Iteration 3F (625.694268 sec): 3 clusters Score: Raw -87030.317667 + Penalty 1548.540390 = -85481.777277 nChanged 127 SP:Iteration 4F (625.709943 sec): 3 clusters Score: Raw -87206.915845 + Penalty 1548.540390 = -85658.375455 nChanged 86 SP:Iteration 5F (625.725307 sec): 3 clusters Score: Raw -87306.625526 + Penalty 1548.540390 = -85758.085136 nChanged 64 SP:Iteration 6Q (625.740794 sec): 3 clusters Score: Raw -87372.472902 + Penalty 1548.540390 = -85823.932511 nChanged 42 SP:Iteration 7Q (625.756292 sec): 3 clusters Score: Raw -87405.659613 + Penalty 1548.540390 = -85857.119222 nChanged 28 SP:Iteration 8Q (625.771793 sec): 3 clusters Score: Raw -87431.189967 + Penalty 1548.540390 = -85882.649576 nChanged 19 SP:Iteration 9Q (625.787340 sec): 3 clusters Score: Raw -87444.693850 + Penalty 1548.540390 = -85896.153459 nChanged 14 SP:Iteration 10Q (625.802776 sec): 3 clusters Score: Raw -87452.590622 + Penalty 1548.540390 = -85904.050232 nChanged 8 SP:Iteration 11Q (625.818174 sec): 3 clusters Score: Raw -87455.596937 + Penalty 1548.540390 = -85907.056546 nChanged 2 SP:Iteration 12Q (625.833557 sec): 3 clusters Score: Raw -87456.220813 + Penalty 1548.540390 = -85907.680423 nChanged 0 SP:Iteration 13F (625.849062 sec): 3 clusters Score: Raw -87456.220813 + Penalty 1548.540390 = -85907.680423 nChanged 0 Trying to split cluster 4 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (625.931857 sec): 2 clusters Score: Raw -33830.639433 + Penalty 698.415047 = -33132.224387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (625.996512 sec): 3 clusters Score: Raw -33583.044546 + Penalty 1396.830093 = -32186.214453 nChanged 250 SP:Iteration 1F (626.112660 sec): 3 clusters Score: Raw -33790.810205 + Penalty 1396.830093 = -32393.980112 nChanged 58 SP:Iteration 2F (626.224344 sec): 3 clusters Score: Raw -33838.695132 + Penalty 1396.830093 = -32441.865039 nChanged 41 SP:Iteration 3F (626.312461 sec): 3 clusters Score: Raw -33884.959237 + Penalty 1396.830093 = -32488.129143 nChanged 33 SP:Iteration 4Q (626.424430 sec): 3 clusters Score: Raw -33938.332509 + Penalty 1396.830093 = -32541.502416 nChanged 27 SP:Iteration 5Q (626.461416 sec): 3 clusters Score: Raw -33984.933442 + Penalty 1396.830093 = -32588.103349 nChanged 24 SP:Iteration 6Q (626.470684 sec): 3 clusters Score: Raw -34022.868264 + Penalty 1396.830093 = -32626.038171 nChanged 17 SP:Iteration 7Q (626.479888 sec): 3 clusters Score: Raw -34039.914762 + Penalty 1396.830093 = -32643.084669 nChanged 13 SP:Iteration 8Q (626.489095 sec): 3 clusters Score: Raw -34056.190326 + Penalty 1396.830093 = -32659.360232 nChanged 9 SP:Iteration 9Q (626.498242 sec): 3 clusters Score: Raw -34068.171524 + Penalty 1396.830093 = -32671.341431 nChanged 10 SP:Iteration 10Q (626.507418 sec): 3 clusters Score: Raw -34078.098923 + Penalty 1396.830093 = -32681.268830 nChanged 9 SP:Iteration 11Q (626.516570 sec): 3 clusters Score: Raw -34087.093877 + Penalty 1396.830093 = -32690.263783 nChanged 15 SP:Iteration 12Q (626.525771 sec): 3 clusters Score: Raw -34108.629616 + Penalty 1396.830093 = -32711.799523 nChanged 14 SP:Iteration 13Q (626.534873 sec): 3 clusters Score: Raw -34126.245191 + Penalty 1396.830093 = -32729.415098 nChanged 11 SP:Iteration 14Q (626.543951 sec): 3 clusters Score: Raw -34136.154427 + Penalty 1396.830093 = -32739.324334 nChanged 10 SP:Iteration 15Q (626.553029 sec): 3 clusters Score: Raw -34146.942324 + Penalty 1396.830093 = -32750.112231 nChanged 10 SP:Iteration 16Q (626.562080 sec): 3 clusters Score: Raw -34160.597467 + Penalty 1396.830093 = -32763.767373 nChanged 10 SP:Iteration 17Q (626.571126 sec): 3 clusters Score: Raw -34174.930212 + Penalty 1396.830093 = -32778.100118 nChanged 9 SP:Iteration 18Q (626.580157 sec): 3 clusters Score: Raw -34188.206880 + Penalty 1396.830093 = -32791.376787 nChanged 5 SP:Iteration 19Q (626.590028 sec): 3 clusters Score: Raw -34194.028246 + Penalty 1396.830093 = -32797.198153 nChanged 4 SP:Iteration 20F (626.599076 sec): 3 clusters Score: Raw -34200.022623 + Penalty 1396.830093 = -32803.192530 nChanged 2 SP:Iteration 21Q (626.608084 sec): 3 clusters Score: Raw -34201.441168 + Penalty 1396.830093 = -32804.611075 nChanged 1 SP:Iteration 22Q (626.617122 sec): 3 clusters Score: Raw -34202.673146 + Penalty 1396.830093 = -32805.843052 nChanged 1 SP:Iteration 23Q (626.626133 sec): 3 clusters Score: Raw -34203.522467 + Penalty 1396.830093 = -32806.692373 nChanged 0 SP:Iteration 24F (626.635167 sec): 3 clusters Score: Raw -34203.522467 + Penalty 1396.830093 = -32806.692373 nChanged 0 Trying to split cluster 5 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (626.656079 sec): 2 clusters Score: Raw -29890.873358 + Penalty 677.960814 = -29212.912544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (626.664572 sec): 3 clusters Score: Raw -29678.220765 + Penalty 1355.921628 = -28322.299137 nChanged 208 SP:Iteration 1F (626.672638 sec): 3 clusters Score: Raw -29895.286994 + Penalty 1355.921628 = -28539.365366 nChanged 66 SP:Iteration 2F (626.680640 sec): 3 clusters Score: Raw -29967.562831 + Penalty 1355.921628 = -28611.641204 nChanged 27 SP:Iteration 3Q (626.688735 sec): 3 clusters Score: Raw -30010.862160 + Penalty 1355.921628 = -28654.940532 nChanged 22 SP:Iteration 4Q (626.792869 sec): 3 clusters Score: Raw -30048.194611 + Penalty 1355.921628 = -28692.272984 nChanged 21 SP:Iteration 5Q (626.886028 sec): 3 clusters Score: Raw -30073.350517 + Penalty 1355.921628 = -28717.428889 nChanged 17 SP:Iteration 6Q (626.981447 sec): 3 clusters Score: Raw -30094.311787 + Penalty 1355.921628 = -28738.390160 nChanged 12 SP:Iteration 7Q (627.083637 sec): 3 clusters Score: Raw -30110.049208 + Penalty 1355.921628 = -28754.127580 nChanged 13 SP:Iteration 8Q (627.205358 sec): 3 clusters Score: Raw -30131.983531 + Penalty 1355.921628 = -28776.061904 nChanged 8 SP:Iteration 9Q (627.300912 sec): 3 clusters Score: Raw -30145.972786 + Penalty 1355.921628 = -28790.051158 nChanged 12 SP:Iteration 10Q (627.429918 sec): 3 clusters Score: Raw -30174.228041 + Penalty 1355.921628 = -28818.306414 nChanged 13 SP:Iteration 11Q (627.522662 sec): 3 clusters Score: Raw -30204.593414 + Penalty 1355.921628 = -28848.671787 nChanged 10 SP:Iteration 12Q (627.578155 sec): 3 clusters Score: Raw -30229.350676 + Penalty 1355.921628 = -28873.429049 nChanged 10 SP:Iteration 13Q (627.586621 sec): 3 clusters Score: Raw -30243.543688 + Penalty 1355.921628 = -28887.622061 nChanged 2 SP:Iteration 14Q (627.594829 sec): 3 clusters Score: Raw -30246.014580 + Penalty 1355.921628 = -28890.092953 nChanged 3 SP:Iteration 15Q (627.602978 sec): 3 clusters Score: Raw -30249.202670 + Penalty 1355.921628 = -28893.281043 nChanged 0 SP:Iteration 16F (627.611108 sec): 3 clusters Score: Raw -30249.202670 + Penalty 1355.921628 = -28893.281043 nChanged 0 Trying to split cluster 6 (3547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (627.651119 sec): 2 clusters Score: Raw -207612.934588 + Penalty 858.255033 = -206754.679555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (627.684453 sec): 3 clusters Score: Raw -205715.632010 + Penalty 1716.510066 = -203999.121944 nChanged 1463 SP:Iteration 1F (627.716669 sec): 3 clusters Score: Raw -206522.394450 + Penalty 1716.510066 = -204805.884384 nChanged 286 SP:Iteration 2F (627.749434 sec): 3 clusters Score: Raw -206711.723163 + Penalty 1716.510066 = -204995.213098 nChanged 239 SP:Iteration 3F (627.782216 sec): 3 clusters Score: Raw -206883.324322 + Penalty 1716.510066 = -205166.814256 nChanged 218 SP:Iteration 4F (627.815027 sec): 3 clusters Score: Raw -207033.701325 + Penalty 1716.510066 = -205317.191260 nChanged 184 SP:Iteration 5F (627.846365 sec): 3 clusters Score: Raw -207161.599213 + Penalty 1716.510066 = -205445.089147 nChanged 157 SP:Iteration 6Q (627.877785 sec): 3 clusters Score: Raw -207253.331625 + Penalty 1716.510066 = -205536.821560 nChanged 138 SP:Iteration 7Q (627.909140 sec): 3 clusters Score: Raw -207340.227950 + Penalty 1716.510066 = -205623.717885 nChanged 127 SP:Iteration 8Q (627.940427 sec): 3 clusters Score: Raw -207416.675199 + Penalty 1716.510066 = -205700.165133 nChanged 101 SP:Iteration 9Q (627.971694 sec): 3 clusters Score: Raw -207466.164426 + Penalty 1716.510066 = -205749.654361 nChanged 59 SP:Iteration 10Q (628.003121 sec): 3 clusters Score: Raw -207502.293909 + Penalty 1716.510066 = -205785.783843 nChanged 69 SP:Iteration 11Q (628.034243 sec): 3 clusters Score: Raw -207540.053021 + Penalty 1716.510066 = -205823.542955 nChanged 64 SP:Iteration 12Q (628.065334 sec): 3 clusters Score: Raw -207581.307982 + Penalty 1716.510066 = -205864.797916 nChanged 59 SP:Iteration 13Q (628.096366 sec): 3 clusters Score: Raw -207611.003288 + Penalty 1716.510066 = -205894.493223 nChanged 38 SP:Iteration 14Q (628.127325 sec): 3 clusters Score: Raw -207629.990212 + Penalty 1716.510066 = -205913.480146 nChanged 26 SP:Iteration 15Q (628.158284 sec): 3 clusters Score: Raw -207642.641367 + Penalty 1716.510066 = -205926.131302 nChanged 26 SP:Iteration 16Q (628.189301 sec): 3 clusters Score: Raw -207656.018351 + Penalty 1716.510066 = -205939.508285 nChanged 29 SP:Iteration 17Q (628.307500 sec): 3 clusters Score: Raw -207668.803107 + Penalty 1716.510066 = -205952.293042 nChanged 25 SP:Iteration 18Q (628.411839 sec): 3 clusters Score: Raw -207681.696490 + Penalty 1716.510066 = -205965.186424 nChanged 19 SP:Iteration 19Q (628.527954 sec): 3 clusters Score: Raw -207690.533939 + Penalty 1716.510066 = -205974.023874 nChanged 21 SP:Iteration 20F (628.643618 sec): 3 clusters Score: Raw -207700.274358 + Penalty 1716.510066 = -205983.764292 nChanged 23 SP:Iteration 21Q (628.759758 sec): 3 clusters Score: Raw -207707.707525 + Penalty 1716.510066 = -205991.197460 nChanged 16 SP:Iteration 22Q (628.873663 sec): 3 clusters Score: Raw -207714.857230 + Penalty 1716.510066 = -205998.347164 nChanged 15 SP:Iteration 23Q (628.986803 sec): 3 clusters Score: Raw -207719.735893 + Penalty 1716.510066 = -206003.225827 nChanged 10 SP:Iteration 24Q (629.100603 sec): 3 clusters Score: Raw -207722.608939 + Penalty 1716.510066 = -206006.098874 nChanged 7 SP:Iteration 25Q (629.217920 sec): 3 clusters Score: Raw -207723.559111 + Penalty 1716.510066 = -206007.049045 nChanged 1 SP:Iteration 26Q (629.332374 sec): 3 clusters Score: Raw -207723.649716 + Penalty 1716.510066 = -206007.139650 nChanged 1 SP:Iteration 27Q (629.441574 sec): 3 clusters Score: Raw -207723.741145 + Penalty 1716.510066 = -206007.231080 nChanged 0 SP:Iteration 28F (629.551927 sec): 3 clusters Score: Raw -207723.741145 + Penalty 1716.510066 = -206007.231080 nChanged 0 Trying to split cluster 7 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (629.607441 sec): 2 clusters Score: Raw -6821.793997 + Penalty 551.488710 = -6270.305287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (629.621889 sec): 3 clusters Score: Raw -6906.762840 + Penalty 1102.977420 = -5803.785420 nChanged 60 SP:Iteration 1F (629.626807 sec): 3 clusters Score: Raw -7138.542091 + Penalty 1102.977420 = -6035.564671 nChanged 16 SP:Iteration 2F (629.631477 sec): 3 clusters Score: Raw -7224.215341 + Penalty 1102.977420 = -6121.237921 nChanged 4 SP:Iteration 3Q (629.636083 sec): 3 clusters Score: Raw -7265.394868 + Penalty 1102.977420 = -6162.417448 nChanged 1 SP:Iteration 4Q (629.640665 sec): 3 clusters Score: Raw -7271.316101 + Penalty 1102.977420 = -6168.338681 nChanged 1 SP:Iteration 5Q (629.645231 sec): 3 clusters Score: Raw -7275.828800 + Penalty 1102.977420 = -6172.851381 nChanged 2 SP:Iteration 6Q (629.649823 sec): 3 clusters Score: Raw -7292.180285 + Penalty 1102.977420 = -6189.202865 nChanged 0 SP:Iteration 7F (629.654441 sec): 3 clusters Score: Raw -7292.180285 + Penalty 1102.977420 = -6189.202865 nChanged 0 Trying to split cluster 8 (787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (629.680470 sec): 2 clusters Score: Raw -41583.453499 + Penalty 700.163966 = -40883.289533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (629.690597 sec): 3 clusters Score: Raw -41283.030858 + Penalty 1400.327932 = -39882.702926 nChanged 267 SP:Iteration 1F (629.700201 sec): 3 clusters Score: Raw -41531.323658 + Penalty 1400.327932 = -40130.995726 nChanged 70 SP:Iteration 2F (629.709738 sec): 3 clusters Score: Raw -41612.057605 + Penalty 1400.327932 = -40211.729673 nChanged 37 SP:Iteration 3Q (629.719349 sec): 3 clusters Score: Raw -41652.958283 + Penalty 1400.327932 = -40252.630351 nChanged 25 SP:Iteration 4Q (629.728978 sec): 3 clusters Score: Raw -41680.545654 + Penalty 1400.327932 = -40280.217722 nChanged 24 SP:Iteration 5Q (629.738635 sec): 3 clusters Score: Raw -41710.012238 + Penalty 1400.327932 = -40309.684306 nChanged 26 SP:Iteration 6Q (629.748246 sec): 3 clusters Score: Raw -41744.017468 + Penalty 1400.327932 = -40343.689536 nChanged 24 SP:Iteration 7Q (629.757992 sec): 3 clusters Score: Raw -41776.692789 + Penalty 1400.327932 = -40376.364857 nChanged 23 SP:Iteration 8Q (629.866701 sec): 3 clusters Score: Raw -41804.600232 + Penalty 1400.327932 = -40404.272300 nChanged 18 SP:Iteration 9Q (629.973003 sec): 3 clusters Score: Raw -41832.283506 + Penalty 1400.327932 = -40431.955574 nChanged 16 SP:Iteration 10Q (630.069284 sec): 3 clusters Score: Raw -41854.338203 + Penalty 1400.327932 = -40454.010270 nChanged 13 SP:Iteration 11Q (630.157034 sec): 3 clusters Score: Raw -41863.673426 + Penalty 1400.327932 = -40463.345494 nChanged 8 SP:Iteration 12Q (630.239902 sec): 3 clusters Score: Raw -41874.412901 + Penalty 1400.327932 = -40474.084969 nChanged 8 SP:Iteration 13Q (630.328655 sec): 3 clusters Score: Raw -41880.463370 + Penalty 1400.327932 = -40480.135438 nChanged 5 SP:Iteration 14Q (630.414630 sec): 3 clusters Score: Raw -41885.683259 + Penalty 1400.327932 = -40485.355326 nChanged 10 SP:Iteration 15Q (630.519658 sec): 3 clusters Score: Raw -41898.376158 + Penalty 1400.327932 = -40498.048225 nChanged 8 SP:Iteration 16Q (630.529196 sec): 3 clusters Score: Raw -41906.105693 + Penalty 1400.327932 = -40505.777761 nChanged 10 SP:Iteration 17Q (630.538651 sec): 3 clusters Score: Raw -41918.834277 + Penalty 1400.327932 = -40518.506345 nChanged 5 SP:Iteration 18Q (630.549178 sec): 3 clusters Score: Raw -41925.942831 + Penalty 1400.327932 = -40525.614899 nChanged 2 SP:Iteration 19Q (630.559749 sec): 3 clusters Score: Raw -41928.131483 + Penalty 1400.327932 = -40527.803551 nChanged 2 SP:Iteration 20F (630.570324 sec): 3 clusters Score: Raw -41929.666747 + Penalty 1400.327932 = -40529.338815 nChanged 2 SP:Iteration 21Q (630.580923 sec): 3 clusters Score: Raw -41931.388616 + Penalty 1400.327932 = -40531.060684 nChanged 2 SP:Iteration 22Q (630.591505 sec): 3 clusters Score: Raw -41932.588772 + Penalty 1400.327932 = -40532.260839 nChanged 1 SP:Iteration 23Q (630.602322 sec): 3 clusters Score: Raw -41933.195399 + Penalty 1400.327932 = -40532.867467 nChanged 1 SP:Iteration 24Q (630.611479 sec): 3 clusters Score: Raw -41933.506495 + Penalty 1400.327932 = -40533.178562 nChanged 0 SP:Iteration 25F (630.620595 sec): 3 clusters Score: Raw -41933.506495 + Penalty 1400.327932 = -40533.178562 nChanged 0 Trying to split cluster 9 (1791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (630.652802 sec): 2 clusters Score: Raw -85425.708662 + Penalty 786.505587 = -84639.203075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (630.670768 sec): 3 clusters Score: Raw -84600.739599 + Penalty 1573.011174 = -83027.728425 nChanged 698 SP:Iteration 1F (630.687685 sec): 3 clusters Score: Raw -85108.525613 + Penalty 1573.011174 = -83535.514438 nChanged 170 SP:Iteration 2F (630.704546 sec): 3 clusters Score: Raw -85256.021621 + Penalty 1573.011174 = -83683.010446 nChanged 99 SP:Iteration 3F (630.721422 sec): 3 clusters Score: Raw -85334.310666 + Penalty 1573.011174 = -83761.299492 nChanged 77 SP:Iteration 4Q (630.741256 sec): 3 clusters Score: Raw -85400.106160 + Penalty 1573.011174 = -83827.094985 nChanged 76 SP:Iteration 5Q (630.758436 sec): 3 clusters Score: Raw -85455.611965 + Penalty 1573.011174 = -83882.600791 nChanged 60 SP:Iteration 6Q (630.776669 sec): 3 clusters Score: Raw -85491.875926 + Penalty 1573.011174 = -83918.864751 nChanged 49 SP:Iteration 7Q (630.794131 sec): 3 clusters Score: Raw -85528.355542 + Penalty 1573.011174 = -83955.344368 nChanged 49 SP:Iteration 8Q (630.811413 sec): 3 clusters Score: Raw -85560.496000 + Penalty 1573.011174 = -83987.484825 nChanged 36 SP:Iteration 9Q (630.828658 sec): 3 clusters Score: Raw -85583.719871 + Penalty 1573.011174 = -84010.708697 nChanged 29 SP:Iteration 10Q (630.845992 sec): 3 clusters Score: Raw -85597.515153 + Penalty 1573.011174 = -84024.503979 nChanged 23 SP:Iteration 11Q (630.863262 sec): 3 clusters Score: Raw -85608.454763 + Penalty 1573.011174 = -84035.443589 nChanged 23 SP:Iteration 12Q (630.880513 sec): 3 clusters Score: Raw -85622.394123 + Penalty 1573.011174 = -84049.382949 nChanged 22 SP:Iteration 13Q (631.001072 sec): 3 clusters Score: Raw -85632.837049 + Penalty 1573.011174 = -84059.825875 nChanged 17 SP:Iteration 14Q (631.119466 sec): 3 clusters Score: Raw -85643.156993 + Penalty 1573.011174 = -84070.145818 nChanged 19 SP:Iteration 15Q (631.210331 sec): 3 clusters Score: Raw -85650.962999 + Penalty 1573.011174 = -84077.951824 nChanged 10 SP:Iteration 16Q (631.292999 sec): 3 clusters Score: Raw -85656.205501 + Penalty 1573.011174 = -84083.194327 nChanged 12 SP:Iteration 17Q (631.394939 sec): 3 clusters Score: Raw -85663.957819 + Penalty 1573.011174 = -84090.946644 nChanged 17 SP:Iteration 18Q (631.503950 sec): 3 clusters Score: Raw -85673.249895 + Penalty 1573.011174 = -84100.238720 nChanged 10 SP:Iteration 19Q (631.544256 sec): 3 clusters Score: Raw -85679.326353 + Penalty 1573.011174 = -84106.315178 nChanged 15 SP:Iteration 20F (631.561219 sec): 3 clusters Score: Raw -85689.031887 + Penalty 1573.011174 = -84116.020713 nChanged 14 SP:Iteration 21Q (631.578245 sec): 3 clusters Score: Raw -85701.965606 + Penalty 1573.011174 = -84128.954431 nChanged 8 SP:Iteration 22Q (631.595239 sec): 3 clusters Score: Raw -85707.679460 + Penalty 1573.011174 = -84134.668286 nChanged 11 SP:Iteration 23Q (631.612466 sec): 3 clusters Score: Raw -85717.576871 + Penalty 1573.011174 = -84144.565697 nChanged 12 SP:Iteration 24Q (631.651611 sec): 3 clusters Score: Raw -85727.604124 + Penalty 1573.011174 = -84154.592950 nChanged 14 SP:Iteration 25Q (631.669147 sec): 3 clusters Score: Raw -85742.134720 + Penalty 1573.011174 = -84169.123546 nChanged 10 SP:Iteration 26Q (631.686254 sec): 3 clusters Score: Raw -85754.687512 + Penalty 1573.011174 = -84181.676338 nChanged 22 SP:Iteration 27Q (631.703240 sec): 3 clusters Score: Raw -85778.882490 + Penalty 1573.011174 = -84205.871315 nChanged 24 SP:Iteration 28Q (631.721224 sec): 3 clusters Score: Raw -85799.436025 + Penalty 1573.011174 = -84226.424850 nChanged 24 SP:Iteration 29Q (631.738272 sec): 3 clusters Score: Raw -85827.227605 + Penalty 1573.011174 = -84254.216430 nChanged 24 SP:Iteration 30Q (631.755219 sec): 3 clusters Score: Raw -85848.679090 + Penalty 1573.011174 = -84275.667915 nChanged 26 SP:Iteration 31Q (631.772112 sec): 3 clusters Score: Raw -85865.586486 + Penalty 1573.011174 = -84292.575311 nChanged 18 SP:Iteration 32Q (631.788937 sec): 3 clusters Score: Raw -85876.681406 + Penalty 1573.011174 = -84303.670232 nChanged 17 SP:Iteration 33Q (631.805882 sec): 3 clusters Score: Raw -85886.323427 + Penalty 1573.011174 = -84313.312252 nChanged 11 SP:Iteration 34Q (631.822511 sec): 3 clusters Score: Raw -85890.981939 + Penalty 1573.011174 = -84317.970764 nChanged 10 SP:Iteration 35Q (631.838835 sec): 3 clusters Score: Raw -85894.083086 + Penalty 1573.011174 = -84321.071911 nChanged 6 SP:Iteration 36Q (631.855679 sec): 3 clusters Score: Raw -85897.372979 + Penalty 1573.011174 = -84324.361804 nChanged 6 SP:Iteration 37Q (631.872577 sec): 3 clusters Score: Raw -85899.966538 + Penalty 1573.011174 = -84326.955363 nChanged 3 SP:Iteration 38Q (631.889407 sec): 3 clusters Score: Raw -85900.627489 + Penalty 1573.011174 = -84327.616314 nChanged 1 SP:Iteration 39Q (631.906192 sec): 3 clusters Score: Raw -85900.851020 + Penalty 1573.011174 = -84327.839846 nChanged 0 SP:Iteration 40F (631.923065 sec): 3 clusters Score: Raw -85900.851020 + Penalty 1573.011174 = -84327.839846 nChanged 0 Trying to split cluster 10 (1885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (631.954593 sec): 2 clusters Score: Raw -75735.715764 + Penalty 791.876725 = -74943.839039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (631.973390 sec): 3 clusters Score: Raw -74923.131089 + Penalty 1583.753451 = -73339.377638 nChanged 720 SP:Iteration 1F (631.990985 sec): 3 clusters Score: Raw -75548.693018 + Penalty 1583.753451 = -73964.939567 nChanged 225 SP:Iteration 2F (632.102045 sec): 3 clusters Score: Raw -75815.079741 + Penalty 1583.753451 = -74231.326290 nChanged 158 SP:Iteration 3F (632.220370 sec): 3 clusters Score: Raw -76016.778246 + Penalty 1583.753451 = -74433.024795 nChanged 136 SP:Iteration 4F (632.313655 sec): 3 clusters Score: Raw -76186.951775 + Penalty 1583.753451 = -74603.198324 nChanged 98 SP:Iteration 5F (632.413531 sec): 3 clusters Score: Raw -76293.590801 + Penalty 1583.753451 = -74709.837350 nChanged 56 SP:Iteration 6Q (632.529578 sec): 3 clusters Score: Raw -76347.904470 + Penalty 1583.753451 = -74764.151019 nChanged 32 SP:Iteration 7Q (632.621423 sec): 3 clusters Score: Raw -76369.830930 + Penalty 1583.753451 = -74786.077479 nChanged 18 SP:Iteration 8Q (632.662781 sec): 3 clusters Score: Raw -76380.064230 + Penalty 1583.753451 = -74796.310780 nChanged 19 SP:Iteration 9Q (632.680626 sec): 3 clusters Score: Raw -76387.618540 + Penalty 1583.753451 = -74803.865089 nChanged 8 SP:Iteration 10Q (632.698361 sec): 3 clusters Score: Raw -76389.809171 + Penalty 1583.753451 = -74806.055720 nChanged 5 SP:Iteration 11Q (632.716014 sec): 3 clusters Score: Raw -76391.297264 + Penalty 1583.753451 = -74807.543813 nChanged 1 SP:Iteration 12Q (632.733905 sec): 3 clusters Score: Raw -76391.748123 + Penalty 1583.753451 = -74807.994672 nChanged 2 SP:Iteration 13Q (632.751607 sec): 3 clusters Score: Raw -76392.182707 + Penalty 1583.753451 = -74808.429256 nChanged 0 SP:Iteration 14F (632.769175 sec): 3 clusters Score: Raw -76392.182707 + Penalty 1583.753451 = -74808.429256 nChanged 0 Trying to split cluster 11 (951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.799242 sec): 2 clusters Score: Raw -52415.935861 + Penalty 720.038977 = -51695.896885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (632.810309 sec): 3 clusters Score: Raw -52060.458405 + Penalty 1440.077953 = -50620.380452 nChanged 328 SP:Iteration 1F (632.820736 sec): 3 clusters Score: Raw -52321.403895 + Penalty 1440.077953 = -50881.325942 nChanged 74 SP:Iteration 2F (632.831123 sec): 3 clusters Score: Raw -52394.156082 + Penalty 1440.077953 = -50954.078129 nChanged 48 SP:Iteration 3F (632.841472 sec): 3 clusters Score: Raw -52432.888702 + Penalty 1440.077953 = -50992.810748 nChanged 33 SP:Iteration 4Q (632.852084 sec): 3 clusters Score: Raw -52464.444882 + Penalty 1440.077953 = -51024.366929 nChanged 23 SP:Iteration 5Q (632.862587 sec): 3 clusters Score: Raw -52482.825931 + Penalty 1440.077953 = -51042.747978 nChanged 11 SP:Iteration 6Q (632.873062 sec): 3 clusters Score: Raw -52489.220003 + Penalty 1440.077953 = -51049.142050 nChanged 4 SP:Iteration 7Q (632.883540 sec): 3 clusters Score: Raw -52492.618168 + Penalty 1440.077953 = -51052.540215 nChanged 7 SP:Iteration 8Q (632.894006 sec): 3 clusters Score: Raw -52497.932639 + Penalty 1440.077953 = -51057.854686 nChanged 8 SP:Iteration 9Q (632.904456 sec): 3 clusters Score: Raw -52502.727337 + Penalty 1440.077953 = -51062.649384 nChanged 4 SP:Iteration 10Q (632.915002 sec): 3 clusters Score: Raw -52505.512671 + Penalty 1440.077953 = -51065.434718 nChanged 7 SP:Iteration 11Q (632.925610 sec): 3 clusters Score: Raw -52513.198510 + Penalty 1440.077953 = -51073.120557 nChanged 11 SP:Iteration 12Q (632.936104 sec): 3 clusters Score: Raw -52529.439683 + Penalty 1440.077953 = -51089.361730 nChanged 20 SP:Iteration 13Q (632.946615 sec): 3 clusters Score: Raw -52544.664732 + Penalty 1440.077953 = -51104.586779 nChanged 7 SP:Iteration 14Q (632.956975 sec): 3 clusters Score: Raw -52552.916434 + Penalty 1440.077953 = -51112.838481 nChanged 10 SP:Iteration 15Q (632.967492 sec): 3 clusters Score: Raw -52562.072577 + Penalty 1440.077953 = -51121.994624 nChanged 11 SP:Iteration 16Q (632.978047 sec): 3 clusters Score: Raw -52571.457185 + Penalty 1440.077953 = -51131.379232 nChanged 10 SP:Iteration 17Q (632.988547 sec): 3 clusters Score: Raw -52581.225762 + Penalty 1440.077953 = -51141.147809 nChanged 13 SP:Iteration 18Q (633.107733 sec): 3 clusters Score: Raw -52597.600611 + Penalty 1440.077953 = -51157.522658 nChanged 7 SP:Iteration 19Q (633.233139 sec): 3 clusters Score: Raw -52606.575094 + Penalty 1440.077953 = -51166.497141 nChanged 5 SP:Iteration 20F (633.346806 sec): 3 clusters Score: Raw -52609.134902 + Penalty 1440.077953 = -51169.056949 nChanged 3 SP:Iteration 21Q (633.451027 sec): 3 clusters Score: Raw -52611.632139 + Penalty 1440.077953 = -51171.554186 nChanged 3 SP:Iteration 22Q (633.563706 sec): 3 clusters Score: Raw -52613.486522 + Penalty 1440.077953 = -51173.408569 nChanged 2 SP:Iteration 23Q (633.615540 sec): 3 clusters Score: Raw -52615.568001 + Penalty 1440.077953 = -51175.490048 nChanged 2 SP:Iteration 24Q (633.626491 sec): 3 clusters Score: Raw -52617.697844 + Penalty 1440.077953 = -51177.619891 nChanged 1 SP:Iteration 25Q (633.636947 sec): 3 clusters Score: Raw -52618.299632 + Penalty 1440.077953 = -51178.221679 nChanged 1 SP:Iteration 26Q (633.647399 sec): 3 clusters Score: Raw -52618.830294 + Penalty 1440.077953 = -51178.752341 nChanged 0 SP:Iteration 27F (633.657794 sec): 3 clusters Score: Raw -52618.830294 + Penalty 1440.077953 = -51178.752341 nChanged 0 Trying to split cluster 12 (991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (633.684720 sec): 2 clusters Score: Raw -52350.771632 + Penalty 724.365026 = -51626.406606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (633.696426 sec): 3 clusters Score: Raw -51954.942698 + Penalty 1448.730052 = -50506.212646 nChanged 344 SP:Iteration 1F (633.707472 sec): 3 clusters Score: Raw -52270.889917 + Penalty 1448.730052 = -50822.159865 nChanged 94 SP:Iteration 2F (633.718449 sec): 3 clusters Score: Raw -52411.417308 + Penalty 1448.730052 = -50962.687256 nChanged 83 SP:Iteration 3F (633.729540 sec): 3 clusters Score: Raw -52570.494074 + Penalty 1448.730052 = -51121.764022 nChanged 86 SP:Iteration 4F (633.740553 sec): 3 clusters Score: Raw -52785.831731 + Penalty 1448.730052 = -51337.101678 nChanged 83 SP:Iteration 5F (633.751499 sec): 3 clusters Score: Raw -53108.959052 + Penalty 1448.730052 = -51660.228999 nChanged 54 SP:Iteration 6F (633.762489 sec): 3 clusters Score: Raw -53416.881080 + Penalty 1448.730052 = -51968.151028 nChanged 21 SP:Iteration 7Q (633.773188 sec): 3 clusters Score: Raw -53486.562898 + Penalty 1448.730052 = -52037.832845 nChanged 4 SP:Iteration 8Q (633.783847 sec): 3 clusters Score: Raw -53501.245670 + Penalty 1448.730052 = -52052.515618 nChanged 0 SP:Iteration 9F (633.795075 sec): 3 clusters Score: Raw -53501.245670 + Penalty 1448.730052 = -52052.515618 nChanged 0 Score: Raw -1025172.159863 + Penalty 18772.998817 = -1006399.161046 Splitting cluster 12 changes total score from -1006291.631387 to -1006399.161046 So it's getting split into cluster 18. Trying to split cluster 13 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (634.240143 sec): 2 clusters Score: Raw -17842.874191 + Penalty 651.266229 = -17191.607962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (634.247395 sec): 3 clusters Score: Raw -17730.487988 + Penalty 1302.532459 = -16427.955529 nChanged 131 SP:Iteration 1F (634.254328 sec): 3 clusters Score: Raw -17890.950681 + Penalty 1302.532459 = -16588.418223 nChanged 38 SP:Iteration 2F (634.261191 sec): 3 clusters Score: Raw -17949.502296 + Penalty 1302.532459 = -16646.969838 nChanged 23 SP:Iteration 3Q (634.268093 sec): 3 clusters Score: Raw -17990.367931 + Penalty 1302.532459 = -16687.835472 nChanged 16 SP:Iteration 4Q (634.275014 sec): 3 clusters Score: Raw -18023.762454 + Penalty 1302.532459 = -16721.229995 nChanged 13 SP:Iteration 5Q (634.281887 sec): 3 clusters Score: Raw -18039.651497 + Penalty 1302.532459 = -16737.119038 nChanged 3 SP:Iteration 6Q (634.288744 sec): 3 clusters Score: Raw -18041.911502 + Penalty 1302.532459 = -16739.379043 nChanged 2 SP:Iteration 7Q (634.392630 sec): 3 clusters Score: Raw -18043.021330 + Penalty 1302.532459 = -16740.488872 nChanged 2 SP:Iteration 8Q (634.461443 sec): 3 clusters Score: Raw -18046.105723 + Penalty 1302.532459 = -16743.573264 nChanged 0 SP:Iteration 9F (634.533357 sec): 3 clusters Score: Raw -18046.105723 + Penalty 1302.532459 = -16743.573264 nChanged 0 Trying to split cluster 14 (3168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (634.611540 sec): 2 clusters Score: Raw -182239.127450 + Penalty 846.389854 = -181392.737596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (634.702140 sec): 3 clusters Score: Raw -180615.107792 + Penalty 1692.779708 = -178922.328084 nChanged 1246 SP:Iteration 1F (634.794176 sec): 3 clusters Score: Raw -181302.699061 + Penalty 1692.779708 = -179609.919353 nChanged 261 SP:Iteration 2F (634.844697 sec): 3 clusters Score: Raw -181500.920015 + Penalty 1692.779708 = -179808.140307 nChanged 234 SP:Iteration 3F (634.872799 sec): 3 clusters Score: Raw -181671.554585 + Penalty 1692.779708 = -179978.774877 nChanged 192 SP:Iteration 4F (634.900589 sec): 3 clusters Score: Raw -181792.680587 + Penalty 1692.779708 = -180099.900879 nChanged 145 SP:Iteration 5Q (634.928798 sec): 3 clusters Score: Raw -181883.792504 + Penalty 1692.779708 = -180191.012796 nChanged 139 SP:Iteration 6Q (634.956885 sec): 3 clusters Score: Raw -181989.688097 + Penalty 1692.779708 = -180296.908388 nChanged 113 SP:Iteration 7Q (634.985808 sec): 3 clusters Score: Raw -182076.372499 + Penalty 1692.779708 = -180383.592791 nChanged 80 SP:Iteration 8Q (635.015976 sec): 3 clusters Score: Raw -182130.575218 + Penalty 1692.779708 = -180437.795510 nChanged 80 SP:Iteration 9Q (635.046114 sec): 3 clusters Score: Raw -182188.348860 + Penalty 1692.779708 = -180495.569151 nChanged 72 SP:Iteration 10Q (635.076356 sec): 3 clusters Score: Raw -182258.097691 + Penalty 1692.779708 = -180565.317983 nChanged 72 SP:Iteration 11Q (635.106475 sec): 3 clusters Score: Raw -182326.189056 + Penalty 1692.779708 = -180633.409348 nChanged 54 SP:Iteration 12Q (635.136035 sec): 3 clusters Score: Raw -182373.160525 + Penalty 1692.779708 = -180680.380817 nChanged 47 SP:Iteration 13Q (635.165883 sec): 3 clusters Score: Raw -182405.161476 + Penalty 1692.779708 = -180712.381768 nChanged 39 SP:Iteration 14Q (635.193165 sec): 3 clusters Score: Raw -182433.939997 + Penalty 1692.779708 = -180741.160289 nChanged 38 SP:Iteration 15Q (635.220423 sec): 3 clusters Score: Raw -182456.327086 + Penalty 1692.779708 = -180763.547378 nChanged 26 SP:Iteration 16Q (635.247845 sec): 3 clusters Score: Raw -182473.526221 + Penalty 1692.779708 = -180780.746513 nChanged 25 SP:Iteration 17Q (635.274910 sec): 3 clusters Score: Raw -182487.137209 + Penalty 1692.779708 = -180794.357501 nChanged 23 SP:Iteration 18Q (635.301998 sec): 3 clusters Score: Raw -182498.001951 + Penalty 1692.779708 = -180805.222243 nChanged 13 SP:Iteration 19Q (635.329176 sec): 3 clusters Score: Raw -182506.414500 + Penalty 1692.779708 = -180813.634792 nChanged 11 SP:Iteration 20F (635.356484 sec): 3 clusters Score: Raw -182512.429108 + Penalty 1692.779708 = -180819.649400 nChanged 13 SP:Iteration 21Q (635.383433 sec): 3 clusters Score: Raw -182518.069694 + Penalty 1692.779708 = -180825.289986 nChanged 7 SP:Iteration 22Q (635.410346 sec): 3 clusters Score: Raw -182519.478462 + Penalty 1692.779708 = -180826.698754 nChanged 1 SP:Iteration 23Q (635.437410 sec): 3 clusters Score: Raw -182519.737704 + Penalty 1692.779708 = -180826.957996 nChanged 0 SP:Iteration 24F (635.464728 sec): 3 clusters Score: Raw -182519.737704 + Penalty 1692.779708 = -180826.957996 nChanged 0 Trying to split cluster 15 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (635.494319 sec): 2 clusters Score: Raw -4996.165916 + Penalty 521.098686 = -4475.067230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (635.604149 sec): 3 clusters Score: Raw -5167.106722 + Penalty 1042.197372 = -4124.909349 nChanged 28 SP:Iteration 1F (635.692516 sec): 3 clusters Score: Raw -5299.444404 + Penalty 1042.197372 = -4257.247031 nChanged 9 SP:Iteration 2F (635.801989 sec): 3 clusters Score: Raw -5359.800622 + Penalty 1042.197372 = -4317.603249 nChanged 3 SP:Iteration 3Q (635.893405 sec): 3 clusters Score: Raw -5390.775230 + Penalty 1042.197372 = -4348.577858 nChanged 1 SP:Iteration 4Q (636.004932 sec): 3 clusters Score: Raw -5402.028600 + Penalty 1042.197372 = -4359.831228 nChanged 2 SP:Iteration 5Q (636.098063 sec): 3 clusters Score: Raw -5421.847260 + Penalty 1042.197372 = -4379.649888 nChanged 1 SP:Iteration 6Q (636.205414 sec): 3 clusters Score: Raw -5441.920602 + Penalty 1042.197372 = -4399.723229 nChanged 1 SP:Iteration 7Q (636.297817 sec): 3 clusters Score: Raw -5445.072932 + Penalty 1042.197372 = -4402.875560 nChanged 0 SP:Iteration 8F (636.303028 sec): 3 clusters Score: Raw -5445.072932 + Penalty 1042.197372 = -4402.875560 nChanged 0 Trying to split cluster 16 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (636.332917 sec): 2 clusters Score: Raw -43380.093422 + Penalty 698.415047 = -42681.678375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (636.344039 sec): 3 clusters Score: Raw -43108.514024 + Penalty 1396.830093 = -41711.683930 nChanged 240 SP:Iteration 1F (636.356725 sec): 3 clusters Score: Raw -43279.189870 + Penalty 1396.830093 = -41882.359777 nChanged 68 SP:Iteration 2F (636.367306 sec): 3 clusters Score: Raw -43348.804760 + Penalty 1396.830093 = -41951.974667 nChanged 45 SP:Iteration 3F (636.377776 sec): 3 clusters Score: Raw -43386.535371 + Penalty 1396.830093 = -41989.705278 nChanged 20 SP:Iteration 4Q (636.388386 sec): 3 clusters Score: Raw -43404.995626 + Penalty 1396.830093 = -42008.165532 nChanged 16 SP:Iteration 5Q (636.398929 sec): 3 clusters Score: Raw -43415.534674 + Penalty 1396.830093 = -42018.704580 nChanged 10 SP:Iteration 6Q (636.408760 sec): 3 clusters Score: Raw -43424.263568 + Penalty 1396.830093 = -42027.433475 nChanged 11 SP:Iteration 7Q (636.416712 sec): 3 clusters Score: Raw -43433.573756 + Penalty 1396.830093 = -42036.743662 nChanged 8 SP:Iteration 8Q (636.424371 sec): 3 clusters Score: Raw -43441.299434 + Penalty 1396.830093 = -42044.469341 nChanged 5 SP:Iteration 9Q (636.432025 sec): 3 clusters Score: Raw -43446.976544 + Penalty 1396.830093 = -42050.146451 nChanged 9 SP:Iteration 10Q (636.439646 sec): 3 clusters Score: Raw -43453.846523 + Penalty 1396.830093 = -42057.016429 nChanged 5 SP:Iteration 11Q (636.447764 sec): 3 clusters Score: Raw -43461.994712 + Penalty 1396.830093 = -42065.164619 nChanged 4 SP:Iteration 12Q (636.455358 sec): 3 clusters Score: Raw -43464.013611 + Penalty 1396.830093 = -42067.183517 nChanged 4 SP:Iteration 13Q (636.463367 sec): 3 clusters Score: Raw -43465.693939 + Penalty 1396.830093 = -42068.863846 nChanged 4 SP:Iteration 14Q (636.471299 sec): 3 clusters Score: Raw -43468.419635 + Penalty 1396.830093 = -42071.589542 nChanged 1 SP:Iteration 15Q (636.478952 sec): 3 clusters Score: Raw -43469.934880 + Penalty 1396.830093 = -42073.104786 nChanged 1 SP:Iteration 16Q (636.486545 sec): 3 clusters Score: Raw -43471.046915 + Penalty 1396.830093 = -42074.216821 nChanged 1 SP:Iteration 17Q (636.494167 sec): 3 clusters Score: Raw -43471.494773 + Penalty 1396.830093 = -42074.664680 nChanged 0 SP:Iteration 18F (636.501691 sec): 3 clusters Score: Raw -43471.494773 + Penalty 1396.830093 = -42074.664680 nChanged 0 Trying to split cluster 17 (1974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (636.533940 sec): 2 clusters Score: Raw -112982.235784 + Penalty 796.720808 = -112185.514976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (636.638977 sec): 3 clusters Score: Raw -112022.877741 + Penalty 1593.441616 = -110429.436125 nChanged 746 SP:Iteration 1F (636.749227 sec): 3 clusters Score: Raw -112475.882016 + Penalty 1593.441616 = -110882.440400 nChanged 156 SP:Iteration 2F (636.864122 sec): 3 clusters Score: Raw -112580.944407 + Penalty 1593.441616 = -110987.502791 nChanged 95 SP:Iteration 3Q (636.978893 sec): 3 clusters Score: Raw -112645.343944 + Penalty 1593.441616 = -111051.902328 nChanged 79 SP:Iteration 4Q (637.092068 sec): 3 clusters Score: Raw -112693.909336 + Penalty 1593.441616 = -111100.467720 nChanged 73 SP:Iteration 5Q (637.110859 sec): 3 clusters Score: Raw -112739.897980 + Penalty 1593.441616 = -111146.456363 nChanged 88 SP:Iteration 6Q (637.129561 sec): 3 clusters Score: Raw -112802.838438 + Penalty 1593.441616 = -111209.396822 nChanged 98 SP:Iteration 7Q (637.148454 sec): 3 clusters Score: Raw -112893.564912 + Penalty 1593.441616 = -111300.123296 nChanged 94 SP:Iteration 8Q (637.167195 sec): 3 clusters Score: Raw -112990.402473 + Penalty 1593.441616 = -111396.960857 nChanged 87 SP:Iteration 9Q (637.185912 sec): 3 clusters Score: Raw -113073.704911 + Penalty 1593.441616 = -111480.263295 nChanged 73 SP:Iteration 10Q (637.204647 sec): 3 clusters Score: Raw -113142.691324 + Penalty 1593.441616 = -111549.249708 nChanged 67 SP:Iteration 11Q (637.223289 sec): 3 clusters Score: Raw -113206.150429 + Penalty 1593.441616 = -111612.708813 nChanged 67 SP:Iteration 12Q (637.241921 sec): 3 clusters Score: Raw -113263.400664 + Penalty 1593.441616 = -111669.959048 nChanged 55 SP:Iteration 13Q (637.260382 sec): 3 clusters Score: Raw -113307.933467 + Penalty 1593.441616 = -111714.491851 nChanged 49 SP:Iteration 14Q (637.278782 sec): 3 clusters Score: Raw -113338.718734 + Penalty 1593.441616 = -111745.277118 nChanged 38 SP:Iteration 15Q (637.297077 sec): 3 clusters Score: Raw -113362.954850 + Penalty 1593.441616 = -111769.513234 nChanged 27 SP:Iteration 16Q (637.315319 sec): 3 clusters Score: Raw -113379.786736 + Penalty 1593.441616 = -111786.345120 nChanged 18 SP:Iteration 17Q (637.333610 sec): 3 clusters Score: Raw -113394.777271 + Penalty 1593.441616 = -111801.335655 nChanged 19 SP:Iteration 18Q (637.351888 sec): 3 clusters Score: Raw -113402.871006 + Penalty 1593.441616 = -111809.429390 nChanged 7 SP:Iteration 19Q (637.370106 sec): 3 clusters Score: Raw -113405.759968 + Penalty 1593.441616 = -111812.318352 nChanged 6 SP:Iteration 20F (637.388355 sec): 3 clusters Score: Raw -113408.510924 + Penalty 1593.441616 = -111815.069308 nChanged 5 SP:Iteration 21Q (637.406615 sec): 3 clusters Score: Raw -113410.126569 + Penalty 1593.441616 = -111816.684953 nChanged 2 SP:Iteration 22Q (637.424805 sec): 3 clusters Score: Raw -113411.232445 + Penalty 1593.441616 = -111817.790829 nChanged 0 SP:Iteration 23F (637.443040 sec): 3 clusters Score: Raw -113411.232445 + Penalty 1593.441616 = -111817.790829 nChanged 0 Iteration 118F (637.903874 sec): 19 clusters Score: Raw -1025302.823353 + Penalty 18772.998817 = -1006529.824537 nChanged 84 Iteration 119Q (638.164771 sec): 19 clusters Score: Raw -1025410.010073 + Penalty 18772.998817 = -1006637.011256 nChanged 36 Iteration 120F (638.609683 sec): 19 clusters Score: Raw -1025436.345868 + Penalty 18772.998817 = -1006663.347051 nChanged 18 Iteration 121Q (638.881009 sec): 19 clusters Score: Raw -1025442.342204 + Penalty 18772.998817 = -1006669.343387 nChanged 9 Iteration 122Q (639.152385 sec): 19 clusters Score: Raw -1025446.659097 + Penalty 18772.998817 = -1006673.660280 nChanged 6 Iteration 123Q (639.441752 sec): 19 clusters Score: Raw -1025448.662266 + Penalty 18772.998817 = -1006675.663449 nChanged 6 Iteration 124Q (639.800541 sec): 19 clusters Score: Raw -1025450.471723 + Penalty 18772.998817 = -1006677.472906 nChanged 4 Iteration 125Q (640.057247 sec): 19 clusters Score: Raw -1025451.343046 + Penalty 18772.998817 = -1006678.344229 nChanged 3 Iteration 126Q (640.704231 sec): 19 clusters Score: Raw -1025451.726997 + Penalty 18772.998817 = -1006678.728180 nChanged 0 Iteration 127F (641.212030 sec): 19 clusters Score: Raw -1025451.726997 + Penalty 18772.998817 = -1006678.728180 nChanged 0 Compute initial score before splitting: Score: Raw -1025451.726997 + Penalty 18772.998817 = -1006678.728180 Trying to split cluster 1 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (641.233535 sec): 2 clusters Score: Raw -25867.074574 + Penalty 658.056058 = -25209.018517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (641.241773 sec): 3 clusters Score: Raw -25725.568163 + Penalty 1316.112115 = -24409.456047 nChanged 138 SP:Iteration 1F (641.249624 sec): 3 clusters Score: Raw -25875.803541 + Penalty 1316.112115 = -24559.691426 nChanged 39 SP:Iteration 2F (641.257563 sec): 3 clusters Score: Raw -25930.405119 + Penalty 1316.112115 = -24614.293004 nChanged 20 SP:Iteration 3Q (641.266419 sec): 3 clusters Score: Raw -25958.193042 + Penalty 1316.112115 = -24642.080926 nChanged 17 SP:Iteration 4Q (641.275104 sec): 3 clusters Score: Raw -25985.449548 + Penalty 1316.112115 = -24669.337433 nChanged 13 SP:Iteration 5Q (641.283763 sec): 3 clusters Score: Raw -25998.679092 + Penalty 1316.112115 = -24682.566977 nChanged 10 SP:Iteration 6Q (641.292434 sec): 3 clusters Score: Raw -26011.395242 + Penalty 1316.112115 = -24695.283126 nChanged 9 SP:Iteration 7Q (641.301072 sec): 3 clusters Score: Raw -26026.758195 + Penalty 1316.112115 = -24710.646080 nChanged 7 SP:Iteration 8Q (641.309705 sec): 3 clusters Score: Raw -26037.925016 + Penalty 1316.112115 = -24721.812901 nChanged 5 SP:Iteration 9Q (641.318592 sec): 3 clusters Score: Raw -26045.460662 + Penalty 1316.112115 = -24729.348547 nChanged 5 SP:Iteration 10Q (641.326496 sec): 3 clusters Score: Raw -26057.944705 + Penalty 1316.112115 = -24741.832590 nChanged 5 SP:Iteration 11Q (641.334316 sec): 3 clusters Score: Raw -26075.011135 + Penalty 1316.112115 = -24758.899020 nChanged 9 SP:Iteration 12Q (641.342093 sec): 3 clusters Score: Raw -26090.059418 + Penalty 1316.112115 = -24773.947303 nChanged 5 SP:Iteration 13Q (641.349823 sec): 3 clusters Score: Raw -26094.563727 + Penalty 1316.112115 = -24778.451612 nChanged 2 SP:Iteration 14Q (641.357542 sec): 3 clusters Score: Raw -26100.445825 + Penalty 1316.112115 = -24784.333709 nChanged 2 SP:Iteration 15Q (641.365331 sec): 3 clusters Score: Raw -26104.078424 + Penalty 1316.112115 = -24787.966309 nChanged 0 SP:Iteration 16F (641.373071 sec): 3 clusters Score: Raw -26104.078424 + Penalty 1316.112115 = -24787.966309 nChanged 0 Trying to split cluster 2 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (641.387911 sec): 2 clusters Score: Raw -16384.316156 + Penalty 595.698943 = -15788.617213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (641.393969 sec): 3 clusters Score: Raw -16363.147520 + Penalty 1191.397886 = -15171.749634 nChanged 62 SP:Iteration 1F (641.399763 sec): 3 clusters Score: Raw -16455.964943 + Penalty 1191.397886 = -15264.567057 nChanged 17 SP:Iteration 2F (641.405566 sec): 3 clusters Score: Raw -16482.005780 + Penalty 1191.397886 = -15290.607894 nChanged 7 SP:Iteration 3Q (641.411353 sec): 3 clusters Score: Raw -16490.251984 + Penalty 1191.397886 = -15298.854098 nChanged 2 SP:Iteration 4Q (641.417217 sec): 3 clusters Score: Raw -16497.867472 + Penalty 1191.397886 = -15306.469586 nChanged 1 SP:Iteration 5Q (641.423042 sec): 3 clusters Score: Raw -16498.979003 + Penalty 1191.397886 = -15307.581117 nChanged 0 SP:Iteration 6F (641.429365 sec): 3 clusters Score: Raw -16498.979003 + Penalty 1191.397886 = -15307.581117 nChanged 0 Trying to split cluster 3 (1602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (641.462059 sec): 2 clusters Score: Raw -87258.280452 + Penalty 774.795853 = -86483.484599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (641.566527 sec): 3 clusters Score: Raw -86509.839282 + Penalty 1549.591707 = -84960.247575 nChanged 618 SP:Iteration 1F (641.672670 sec): 3 clusters Score: Raw -86898.146255 + Penalty 1549.591707 = -85348.554548 nChanged 145 SP:Iteration 2F (641.786321 sec): 3 clusters Score: Raw -87019.489083 + Penalty 1549.591707 = -85469.897376 nChanged 98 SP:Iteration 3F (641.903111 sec): 3 clusters Score: Raw -87083.109842 + Penalty 1549.591707 = -85533.518135 nChanged 64 SP:Iteration 4Q (642.044999 sec): 3 clusters Score: Raw -87138.815542 + Penalty 1549.591707 = -85589.223835 nChanged 60 SP:Iteration 5Q (642.072089 sec): 3 clusters Score: Raw -87194.120507 + Penalty 1549.591707 = -85644.528800 nChanged 66 SP:Iteration 6Q (642.088906 sec): 3 clusters Score: Raw -87242.651490 + Penalty 1549.591707 = -85693.059783 nChanged 52 SP:Iteration 7Q (642.106072 sec): 3 clusters Score: Raw -87276.972112 + Penalty 1549.591707 = -85727.380406 nChanged 40 SP:Iteration 8Q (642.123014 sec): 3 clusters Score: Raw -87306.034816 + Penalty 1549.591707 = -85756.443109 nChanged 46 SP:Iteration 9Q (642.139864 sec): 3 clusters Score: Raw -87335.874179 + Penalty 1549.591707 = -85786.282472 nChanged 28 SP:Iteration 10Q (642.156708 sec): 3 clusters Score: Raw -87356.341192 + Penalty 1549.591707 = -85806.749485 nChanged 33 SP:Iteration 11Q (642.173626 sec): 3 clusters Score: Raw -87385.528112 + Penalty 1549.591707 = -85835.936406 nChanged 37 SP:Iteration 12Q (642.190523 sec): 3 clusters Score: Raw -87417.832024 + Penalty 1549.591707 = -85868.240318 nChanged 43 SP:Iteration 13Q (642.207322 sec): 3 clusters Score: Raw -87454.023813 + Penalty 1549.591707 = -85904.432106 nChanged 31 SP:Iteration 14Q (642.224187 sec): 3 clusters Score: Raw -87480.657239 + Penalty 1549.591707 = -85931.065532 nChanged 27 SP:Iteration 15Q (642.241037 sec): 3 clusters Score: Raw -87509.754817 + Penalty 1549.591707 = -85960.163110 nChanged 23 SP:Iteration 16Q (642.257766 sec): 3 clusters Score: Raw -87548.427076 + Penalty 1549.591707 = -85998.835370 nChanged 37 SP:Iteration 17Q (642.274556 sec): 3 clusters Score: Raw -87603.454170 + Penalty 1549.591707 = -86053.862463 nChanged 44 SP:Iteration 18Q (642.291254 sec): 3 clusters Score: Raw -87688.744760 + Penalty 1549.591707 = -86139.153053 nChanged 39 SP:Iteration 19Q (642.308001 sec): 3 clusters Score: Raw -87741.859984 + Penalty 1549.591707 = -86192.268277 nChanged 23 SP:Iteration 20F (642.324526 sec): 3 clusters Score: Raw -87782.465680 + Penalty 1549.591707 = -86232.873973 nChanged 17 SP:Iteration 21Q (642.341080 sec): 3 clusters Score: Raw -87805.528689 + Penalty 1549.591707 = -86255.936982 nChanged 21 SP:Iteration 22Q (642.357962 sec): 3 clusters Score: Raw -87823.385538 + Penalty 1549.591707 = -86273.793831 nChanged 13 SP:Iteration 23Q (642.374589 sec): 3 clusters Score: Raw -87830.102835 + Penalty 1549.591707 = -86280.511128 nChanged 10 SP:Iteration 24Q (642.391304 sec): 3 clusters Score: Raw -87835.591309 + Penalty 1549.591707 = -86285.999602 nChanged 8 SP:Iteration 25Q (642.407898 sec): 3 clusters Score: Raw -87841.618512 + Penalty 1549.591707 = -86292.026805 nChanged 4 SP:Iteration 26Q (642.424457 sec): 3 clusters Score: Raw -87844.297439 + Penalty 1549.591707 = -86294.705732 nChanged 2 SP:Iteration 27Q (642.441072 sec): 3 clusters Score: Raw -87846.105611 + Penalty 1549.591707 = -86296.513904 nChanged 1 SP:Iteration 28Q (642.457554 sec): 3 clusters Score: Raw -87846.636706 + Penalty 1549.591707 = -86297.044999 nChanged 2 SP:Iteration 29Q (642.474120 sec): 3 clusters Score: Raw -87847.528838 + Penalty 1549.591707 = -86297.937132 nChanged 3 SP:Iteration 30Q (642.490764 sec): 3 clusters Score: Raw -87849.020636 + Penalty 1549.591707 = -86299.428930 nChanged 1 SP:Iteration 31Q (642.507338 sec): 3 clusters Score: Raw -87849.358057 + Penalty 1549.591707 = -86299.766350 nChanged 2 SP:Iteration 32Q (642.624605 sec): 3 clusters Score: Raw -87851.029341 + Penalty 1549.591707 = -86301.437634 nChanged 3 SP:Iteration 33Q (642.742494 sec): 3 clusters Score: Raw -87853.101619 + Penalty 1549.591707 = -86303.509912 nChanged 3 SP:Iteration 34Q (642.857406 sec): 3 clusters Score: Raw -87854.925083 + Penalty 1549.591707 = -86305.333376 nChanged 0 SP:Iteration 35F (642.971822 sec): 3 clusters Score: Raw -87854.925083 + Penalty 1549.591707 = -86305.333376 nChanged 0 Trying to split cluster 4 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (643.055866 sec): 2 clusters Score: Raw -33844.019772 + Penalty 698.415047 = -33145.604725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (643.141626 sec): 3 clusters Score: Raw -33616.594896 + Penalty 1396.830093 = -32219.764802 nChanged 244 SP:Iteration 1F (643.257134 sec): 3 clusters Score: Raw -33836.605719 + Penalty 1396.830093 = -32439.775626 nChanged 53 SP:Iteration 2F (643.373756 sec): 3 clusters Score: Raw -33910.063845 + Penalty 1396.830093 = -32513.233751 nChanged 37 SP:Iteration 3Q (643.458716 sec): 3 clusters Score: Raw -33949.094604 + Penalty 1396.830093 = -32552.264510 nChanged 24 SP:Iteration 4Q (643.570920 sec): 3 clusters Score: Raw -33971.069908 + Penalty 1396.830093 = -32574.239814 nChanged 17 SP:Iteration 5Q (643.664332 sec): 3 clusters Score: Raw -33986.121725 + Penalty 1396.830093 = -32589.291632 nChanged 12 SP:Iteration 6Q (643.776572 sec): 3 clusters Score: Raw -33997.081268 + Penalty 1396.830093 = -32600.251175 nChanged 8 SP:Iteration 7Q (643.875172 sec): 3 clusters Score: Raw -34004.279719 + Penalty 1396.830093 = -32607.449625 nChanged 6 SP:Iteration 8Q (643.885120 sec): 3 clusters Score: Raw -34013.431427 + Penalty 1396.830093 = -32616.601334 nChanged 6 SP:Iteration 9Q (643.895050 sec): 3 clusters Score: Raw -34025.254928 + Penalty 1396.830093 = -32628.424835 nChanged 8 SP:Iteration 10Q (643.904898 sec): 3 clusters Score: Raw -34038.653320 + Penalty 1396.830093 = -32641.823227 nChanged 14 SP:Iteration 11Q (643.914816 sec): 3 clusters Score: Raw -34054.573874 + Penalty 1396.830093 = -32657.743780 nChanged 11 SP:Iteration 12Q (643.924725 sec): 3 clusters Score: Raw -34065.986245 + Penalty 1396.830093 = -32669.156152 nChanged 8 SP:Iteration 13Q (643.934520 sec): 3 clusters Score: Raw -34076.794570 + Penalty 1396.830093 = -32679.964477 nChanged 8 SP:Iteration 14Q (643.944577 sec): 3 clusters Score: Raw -34091.425940 + Penalty 1396.830093 = -32694.595847 nChanged 9 SP:Iteration 15Q (643.954471 sec): 3 clusters Score: Raw -34109.501231 + Penalty 1396.830093 = -32712.671138 nChanged 13 SP:Iteration 16Q (643.964291 sec): 3 clusters Score: Raw -34122.669067 + Penalty 1396.830093 = -32725.838973 nChanged 7 SP:Iteration 17Q (643.974152 sec): 3 clusters Score: Raw -34132.126278 + Penalty 1396.830093 = -32735.296184 nChanged 8 SP:Iteration 18Q (643.984058 sec): 3 clusters Score: Raw -34139.097028 + Penalty 1396.830093 = -32742.266935 nChanged 3 SP:Iteration 19Q (643.993908 sec): 3 clusters Score: Raw -34141.539327 + Penalty 1396.830093 = -32744.709234 nChanged 6 SP:Iteration 20F (644.003796 sec): 3 clusters Score: Raw -34148.685254 + Penalty 1396.830093 = -32751.855161 nChanged 7 SP:Iteration 21Q (644.013636 sec): 3 clusters Score: Raw -34155.582232 + Penalty 1396.830093 = -32758.752139 nChanged 5 SP:Iteration 22Q (644.023539 sec): 3 clusters Score: Raw -34159.552231 + Penalty 1396.830093 = -32762.722138 nChanged 0 SP:Iteration 23F (644.033293 sec): 3 clusters Score: Raw -34159.552231 + Penalty 1396.830093 = -32762.722138 nChanged 0 Trying to split cluster 5 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (644.055118 sec): 2 clusters Score: Raw -30478.957173 + Penalty 679.758523 = -29799.198650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (644.064356 sec): 3 clusters Score: Raw -30278.328332 + Penalty 1359.517046 = -28918.811286 nChanged 221 SP:Iteration 1F (644.209334 sec): 3 clusters Score: Raw -30522.168228 + Penalty 1359.517046 = -29162.651181 nChanged 58 SP:Iteration 2F (644.289791 sec): 3 clusters Score: Raw -30622.222754 + Penalty 1359.517046 = -29262.705708 nChanged 40 SP:Iteration 3F (644.405864 sec): 3 clusters Score: Raw -30688.128351 + Penalty 1359.517046 = -29328.611305 nChanged 32 SP:Iteration 4Q (644.519908 sec): 3 clusters Score: Raw -30765.189405 + Penalty 1359.517046 = -29405.672359 nChanged 23 SP:Iteration 5Q (644.632259 sec): 3 clusters Score: Raw -30804.761057 + Penalty 1359.517046 = -29445.244011 nChanged 22 SP:Iteration 6Q (644.743897 sec): 3 clusters Score: Raw -30834.595273 + Penalty 1359.517046 = -29475.078227 nChanged 12 SP:Iteration 7Q (644.793157 sec): 3 clusters Score: Raw -30845.764123 + Penalty 1359.517046 = -29486.247076 nChanged 5 SP:Iteration 8Q (644.801969 sec): 3 clusters Score: Raw -30850.924339 + Penalty 1359.517046 = -29491.407293 nChanged 3 SP:Iteration 9Q (644.810741 sec): 3 clusters Score: Raw -30855.174708 + Penalty 1359.517046 = -29495.657662 nChanged 4 SP:Iteration 10Q (644.819347 sec): 3 clusters Score: Raw -30860.653208 + Penalty 1359.517046 = -29501.136162 nChanged 4 SP:Iteration 11Q (644.828108 sec): 3 clusters Score: Raw -30865.479830 + Penalty 1359.517046 = -29505.962783 nChanged 2 SP:Iteration 12Q (644.836876 sec): 3 clusters Score: Raw -30867.410778 + Penalty 1359.517046 = -29507.893731 nChanged 1 SP:Iteration 13Q (644.845649 sec): 3 clusters Score: Raw -30874.190979 + Penalty 1359.517046 = -29514.673933 nChanged 3 SP:Iteration 14Q (644.854397 sec): 3 clusters Score: Raw -30876.681346 + Penalty 1359.517046 = -29517.164299 nChanged 1 SP:Iteration 15Q (644.863472 sec): 3 clusters Score: Raw -30876.942237 + Penalty 1359.517046 = -29517.425191 nChanged 0 SP:Iteration 16F (644.873379 sec): 3 clusters Score: Raw -30876.942237 + Penalty 1359.517046 = -29517.425191 nChanged 0 Trying to split cluster 6 (3547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (644.914103 sec): 2 clusters Score: Raw -207617.981314 + Penalty 858.255033 = -206759.726282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (644.949041 sec): 3 clusters Score: Raw -205779.052515 + Penalty 1716.510066 = -204062.542450 nChanged 1467 SP:Iteration 1F (644.983617 sec): 3 clusters Score: Raw -206604.316521 + Penalty 1716.510066 = -204887.806455 nChanged 222 SP:Iteration 2F (645.018178 sec): 3 clusters Score: Raw -206716.683079 + Penalty 1716.510066 = -205000.173014 nChanged 195 SP:Iteration 3F (645.052764 sec): 3 clusters Score: Raw -206825.404471 + Penalty 1716.510066 = -205108.894405 nChanged 161 SP:Iteration 4Q (645.088022 sec): 3 clusters Score: Raw -206900.776192 + Penalty 1716.510066 = -205184.266127 nChanged 134 SP:Iteration 5Q (645.121844 sec): 3 clusters Score: Raw -206967.724852 + Penalty 1716.510066 = -205251.214786 nChanged 125 SP:Iteration 6Q (645.158421 sec): 3 clusters Score: Raw -207038.792644 + Penalty 1716.510066 = -205322.282578 nChanged 137 SP:Iteration 7Q (645.192098 sec): 3 clusters Score: Raw -207117.447254 + Penalty 1716.510066 = -205400.937188 nChanged 133 SP:Iteration 8Q (645.225594 sec): 3 clusters Score: Raw -207197.679806 + Penalty 1716.510066 = -205481.169741 nChanged 130 SP:Iteration 9Q (645.259185 sec): 3 clusters Score: Raw -207274.822411 + Penalty 1716.510066 = -205558.312345 nChanged 133 SP:Iteration 10Q (645.292729 sec): 3 clusters Score: Raw -207362.018953 + Penalty 1716.510066 = -205645.508887 nChanged 133 SP:Iteration 11Q (645.330817 sec): 3 clusters Score: Raw -207442.265235 + Penalty 1716.510066 = -205725.755170 nChanged 107 SP:Iteration 12Q (645.364487 sec): 3 clusters Score: Raw -207520.233357 + Penalty 1716.510066 = -205803.723292 nChanged 98 SP:Iteration 13Q (645.397887 sec): 3 clusters Score: Raw -207581.208144 + Penalty 1716.510066 = -205864.698079 nChanged 68 SP:Iteration 14Q (645.543389 sec): 3 clusters Score: Raw -207623.553050 + Penalty 1716.510066 = -205907.042984 nChanged 60 SP:Iteration 15Q (645.646156 sec): 3 clusters Score: Raw -207660.744361 + Penalty 1716.510066 = -205944.234296 nChanged 53 SP:Iteration 16Q (645.773658 sec): 3 clusters Score: Raw -207693.092100 + Penalty 1716.510066 = -205976.582034 nChanged 34 SP:Iteration 17Q (645.895898 sec): 3 clusters Score: Raw -207709.939794 + Penalty 1716.510066 = -205993.429729 nChanged 23 SP:Iteration 18Q (646.001329 sec): 3 clusters Score: Raw -207719.688203 + Penalty 1716.510066 = -206003.178138 nChanged 19 SP:Iteration 19Q (646.038447 sec): 3 clusters Score: Raw -207727.086199 + Penalty 1716.510066 = -206010.576134 nChanged 9 SP:Iteration 20F (646.071293 sec): 3 clusters Score: Raw -207730.169178 + Penalty 1716.510066 = -206013.659113 nChanged 9 SP:Iteration 21Q (646.104451 sec): 3 clusters Score: Raw -207732.919773 + Penalty 1716.510066 = -206016.409708 nChanged 4 SP:Iteration 22Q (646.137614 sec): 3 clusters Score: Raw -207734.293867 + Penalty 1716.510066 = -206017.783801 nChanged 6 SP:Iteration 23Q (646.170777 sec): 3 clusters Score: Raw -207735.818356 + Penalty 1716.510066 = -206019.308291 nChanged 1 SP:Iteration 24Q (646.203823 sec): 3 clusters Score: Raw -207736.085358 + Penalty 1716.510066 = -206019.575292 nChanged 1 SP:Iteration 25Q (646.237122 sec): 3 clusters Score: Raw -207736.265484 + Penalty 1716.510066 = -206019.755419 nChanged 2 SP:Iteration 26Q (646.270218 sec): 3 clusters Score: Raw -207736.839590 + Penalty 1716.510066 = -206020.329525 nChanged 2 SP:Iteration 27Q (646.303334 sec): 3 clusters Score: Raw -207737.261648 + Penalty 1716.510066 = -206020.751582 nChanged 2 SP:Iteration 28Q (646.336432 sec): 3 clusters Score: Raw -207737.895232 + Penalty 1716.510066 = -206021.385166 nChanged 2 SP:Iteration 29Q (646.369813 sec): 3 clusters Score: Raw -207738.369142 + Penalty 1716.510066 = -206021.859076 nChanged 1 SP:Iteration 30Q (646.403036 sec): 3 clusters Score: Raw -207738.973215 + Penalty 1716.510066 = -206022.463150 nChanged 2 SP:Iteration 31Q (646.436120 sec): 3 clusters Score: Raw -207739.741898 + Penalty 1716.510066 = -206023.231833 nChanged 4 SP:Iteration 32Q (646.469067 sec): 3 clusters Score: Raw -207740.849192 + Penalty 1716.510066 = -206024.339127 nChanged 2 SP:Iteration 33Q (646.502193 sec): 3 clusters Score: Raw -207741.580754 + Penalty 1716.510066 = -206025.070689 nChanged 0 SP:Iteration 34F (646.534687 sec): 3 clusters Score: Raw -207741.580754 + Penalty 1716.510066 = -206025.070689 nChanged 0 Trying to split cluster 7 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (646.565612 sec): 2 clusters Score: Raw -6822.200071 + Penalty 551.488710 = -6270.711361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (646.570852 sec): 3 clusters Score: Raw -6933.579317 + Penalty 1102.977420 = -5830.601897 nChanged 43 SP:Iteration 1F (646.575803 sec): 3 clusters Score: Raw -7010.508769 + Penalty 1102.977420 = -5907.531349 nChanged 9 SP:Iteration 2Q (646.580857 sec): 3 clusters Score: Raw -7043.306978 + Penalty 1102.977420 = -5940.329558 nChanged 9 SP:Iteration 3Q (646.585848 sec): 3 clusters Score: Raw -7061.508149 + Penalty 1102.977420 = -5958.530730 nChanged 6 SP:Iteration 4Q (646.590762 sec): 3 clusters Score: Raw -7080.894050 + Penalty 1102.977420 = -5977.916630 nChanged 8 SP:Iteration 5Q (646.595642 sec): 3 clusters Score: Raw -7099.579149 + Penalty 1102.977420 = -5996.601729 nChanged 4 SP:Iteration 6Q (646.600473 sec): 3 clusters Score: Raw -7107.419966 + Penalty 1102.977420 = -6004.442546 nChanged 6 SP:Iteration 7Q (646.605361 sec): 3 clusters Score: Raw -7129.495347 + Penalty 1102.977420 = -6026.517927 nChanged 5 SP:Iteration 8Q (646.610248 sec): 3 clusters Score: Raw -7161.609500 + Penalty 1102.977420 = -6058.632080 nChanged 2 SP:Iteration 9Q (646.752447 sec): 3 clusters Score: Raw -7188.763017 + Penalty 1102.977420 = -6085.785597 nChanged 2 SP:Iteration 10Q (646.848798 sec): 3 clusters Score: Raw -7198.236644 + Penalty 1102.977420 = -6095.259224 nChanged 3 SP:Iteration 11Q (646.964064 sec): 3 clusters Score: Raw -7217.991658 + Penalty 1102.977420 = -6115.014239 nChanged 1 SP:Iteration 12Q (647.071720 sec): 3 clusters Score: Raw -7225.079201 + Penalty 1102.977420 = -6122.101781 nChanged 1 SP:Iteration 13Q (647.186537 sec): 3 clusters Score: Raw -7226.461278 + Penalty 1102.977420 = -6123.483858 nChanged 0 SP:Iteration 14F (647.274714 sec): 3 clusters Score: Raw -7226.461278 + Penalty 1102.977420 = -6123.483858 nChanged 0 Trying to split cluster 8 (789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (647.331471 sec): 2 clusters Score: Raw -41675.734633 + Penalty 700.430464 = -40975.304170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (647.424106 sec): 3 clusters Score: Raw -41399.163283 + Penalty 1400.860927 = -39998.302355 nChanged 267 SP:Iteration 1F (647.535835 sec): 3 clusters Score: Raw -41652.629302 + Penalty 1400.860927 = -40251.768375 nChanged 72 SP:Iteration 2F (647.576538 sec): 3 clusters Score: Raw -41760.004866 + Penalty 1400.860927 = -40359.143938 nChanged 45 SP:Iteration 3F (647.586953 sec): 3 clusters Score: Raw -41819.864671 + Penalty 1400.860927 = -40419.003743 nChanged 30 SP:Iteration 4Q (647.596995 sec): 3 clusters Score: Raw -41858.614615 + Penalty 1400.860927 = -40457.753687 nChanged 25 SP:Iteration 5Q (647.607011 sec): 3 clusters Score: Raw -41874.907736 + Penalty 1400.860927 = -40474.046809 nChanged 11 SP:Iteration 6Q (647.616983 sec): 3 clusters Score: Raw -41882.052871 + Penalty 1400.860927 = -40481.191944 nChanged 8 SP:Iteration 7Q (647.626998 sec): 3 clusters Score: Raw -41887.951809 + Penalty 1400.860927 = -40487.090882 nChanged 10 SP:Iteration 8Q (647.636946 sec): 3 clusters Score: Raw -41897.351933 + Penalty 1400.860927 = -40496.491005 nChanged 11 SP:Iteration 9Q (647.647189 sec): 3 clusters Score: Raw -41906.386490 + Penalty 1400.860927 = -40505.525562 nChanged 8 SP:Iteration 10Q (647.657375 sec): 3 clusters Score: Raw -41914.760004 + Penalty 1400.860927 = -40513.899077 nChanged 9 SP:Iteration 11Q (647.667514 sec): 3 clusters Score: Raw -41922.657792 + Penalty 1400.860927 = -40521.796865 nChanged 6 SP:Iteration 12Q (647.677494 sec): 3 clusters Score: Raw -41928.185285 + Penalty 1400.860927 = -40527.324357 nChanged 2 SP:Iteration 13Q (647.687585 sec): 3 clusters Score: Raw -41932.300466 + Penalty 1400.860927 = -40531.439538 nChanged 5 SP:Iteration 14Q (647.697690 sec): 3 clusters Score: Raw -41941.912284 + Penalty 1400.860927 = -40541.051357 nChanged 9 SP:Iteration 15Q (647.707850 sec): 3 clusters Score: Raw -41948.100671 + Penalty 1400.860927 = -40547.239744 nChanged 3 SP:Iteration 16Q (647.717908 sec): 3 clusters Score: Raw -41952.572314 + Penalty 1400.860927 = -40551.711387 nChanged 5 SP:Iteration 17Q (647.728016 sec): 3 clusters Score: Raw -41958.129273 + Penalty 1400.860927 = -40557.268345 nChanged 5 SP:Iteration 18Q (647.738104 sec): 3 clusters Score: Raw -41961.766887 + Penalty 1400.860927 = -40560.905960 nChanged 3 SP:Iteration 19Q (647.748208 sec): 3 clusters Score: Raw -41963.639224 + Penalty 1400.860927 = -40562.778297 nChanged 2 SP:Iteration 20F (647.758248 sec): 3 clusters Score: Raw -41964.819105 + Penalty 1400.860927 = -40563.958178 nChanged 3 SP:Iteration 21Q (647.768428 sec): 3 clusters Score: Raw -41967.239609 + Penalty 1400.860927 = -40566.378681 nChanged 4 SP:Iteration 22Q (647.778364 sec): 3 clusters Score: Raw -41971.734290 + Penalty 1400.860927 = -40570.873362 nChanged 4 SP:Iteration 23Q (647.788250 sec): 3 clusters Score: Raw -41975.830934 + Penalty 1400.860927 = -40574.970006 nChanged 6 SP:Iteration 24Q (647.798109 sec): 3 clusters Score: Raw -41979.222012 + Penalty 1400.860927 = -40578.361084 nChanged 3 SP:Iteration 25Q (647.912401 sec): 3 clusters Score: Raw -41982.114277 + Penalty 1400.860927 = -40581.253350 nChanged 1 SP:Iteration 26Q (648.027264 sec): 3 clusters Score: Raw -41982.524161 + Penalty 1400.860927 = -40581.663234 nChanged 2 SP:Iteration 27Q (648.118279 sec): 3 clusters Score: Raw -41983.450979 + Penalty 1400.860927 = -40582.590052 nChanged 2 SP:Iteration 28Q (648.230603 sec): 3 clusters Score: Raw -41985.136672 + Penalty 1400.860927 = -40584.275745 nChanged 0 SP:Iteration 29F (648.330924 sec): 3 clusters Score: Raw -41985.136672 + Penalty 1400.860927 = -40584.275745 nChanged 0 Trying to split cluster 9 (1781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (648.393653 sec): 2 clusters Score: Raw -85004.409364 + Penalty 785.917680 = -84218.491685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (648.413141 sec): 3 clusters Score: Raw -84165.930305 + Penalty 1571.835359 = -82594.094945 nChanged 681 SP:Iteration 1F (648.431420 sec): 3 clusters Score: Raw -84600.264692 + Penalty 1571.835359 = -83028.429333 nChanged 136 SP:Iteration 2F (648.449585 sec): 3 clusters Score: Raw -84705.062918 + Penalty 1571.835359 = -83133.227558 nChanged 94 SP:Iteration 3F (648.468760 sec): 3 clusters Score: Raw -84779.591166 + Penalty 1571.835359 = -83207.755806 nChanged 86 SP:Iteration 4Q (648.490060 sec): 3 clusters Score: Raw -84850.176230 + Penalty 1571.835359 = -83278.340870 nChanged 80 SP:Iteration 5Q (648.511073 sec): 3 clusters Score: Raw -84909.674518 + Penalty 1571.835359 = -83337.839158 nChanged 55 SP:Iteration 6Q (648.532196 sec): 3 clusters Score: Raw -84947.288938 + Penalty 1571.835359 = -83375.453579 nChanged 53 SP:Iteration 7Q (648.553254 sec): 3 clusters Score: Raw -84986.824757 + Penalty 1571.835359 = -83414.989398 nChanged 52 SP:Iteration 8Q (648.574263 sec): 3 clusters Score: Raw -85028.540574 + Penalty 1571.835359 = -83456.705214 nChanged 52 SP:Iteration 9Q (648.595355 sec): 3 clusters Score: Raw -85074.981208 + Penalty 1571.835359 = -83503.145849 nChanged 42 SP:Iteration 10Q (648.616317 sec): 3 clusters Score: Raw -85099.650523 + Penalty 1571.835359 = -83527.815163 nChanged 34 SP:Iteration 11Q (648.637257 sec): 3 clusters Score: Raw -85122.441162 + Penalty 1571.835359 = -83550.605803 nChanged 37 SP:Iteration 12Q (648.658289 sec): 3 clusters Score: Raw -85147.432972 + Penalty 1571.835359 = -83575.597612 nChanged 24 SP:Iteration 13Q (648.676718 sec): 3 clusters Score: Raw -85164.252855 + Penalty 1571.835359 = -83592.417496 nChanged 28 SP:Iteration 14Q (648.695092 sec): 3 clusters Score: Raw -85181.709762 + Penalty 1571.835359 = -83609.874403 nChanged 30 SP:Iteration 15Q (648.713521 sec): 3 clusters Score: Raw -85203.269798 + Penalty 1571.835359 = -83631.434439 nChanged 25 SP:Iteration 16Q (648.731905 sec): 3 clusters Score: Raw -85214.766130 + Penalty 1571.835359 = -83642.930771 nChanged 16 SP:Iteration 17Q (648.750258 sec): 3 clusters Score: Raw -85223.318494 + Penalty 1571.835359 = -83651.483134 nChanged 13 SP:Iteration 18Q (648.768692 sec): 3 clusters Score: Raw -85228.460646 + Penalty 1571.835359 = -83656.625287 nChanged 9 SP:Iteration 19Q (648.787105 sec): 3 clusters Score: Raw -85235.722063 + Penalty 1571.835359 = -83663.886703 nChanged 13 SP:Iteration 20F (648.805298 sec): 3 clusters Score: Raw -85245.144885 + Penalty 1571.835359 = -83673.309525 nChanged 20 SP:Iteration 21Q (648.823806 sec): 3 clusters Score: Raw -85263.251976 + Penalty 1571.835359 = -83691.416616 nChanged 26 SP:Iteration 22Q (648.842275 sec): 3 clusters Score: Raw -85278.044444 + Penalty 1571.835359 = -83706.209085 nChanged 18 SP:Iteration 23Q (648.860716 sec): 3 clusters Score: Raw -85286.859340 + Penalty 1571.835359 = -83715.023981 nChanged 12 SP:Iteration 24Q (648.878995 sec): 3 clusters Score: Raw -85293.368545 + Penalty 1571.835359 = -83721.533186 nChanged 18 SP:Iteration 25Q (648.897490 sec): 3 clusters Score: Raw -85306.625686 + Penalty 1571.835359 = -83734.790326 nChanged 20 SP:Iteration 26Q (649.013842 sec): 3 clusters Score: Raw -85319.726264 + Penalty 1571.835359 = -83747.890905 nChanged 18 SP:Iteration 27Q (649.144120 sec): 3 clusters Score: Raw -85333.786159 + Penalty 1571.835359 = -83761.950800 nChanged 23 SP:Iteration 28Q (649.262169 sec): 3 clusters Score: Raw -85346.854764 + Penalty 1571.835359 = -83775.019404 nChanged 18 SP:Iteration 29Q (649.373706 sec): 3 clusters Score: Raw -85358.915010 + Penalty 1571.835359 = -83787.079651 nChanged 18 SP:Iteration 30Q (649.488363 sec): 3 clusters Score: Raw -85370.943379 + Penalty 1571.835359 = -83799.108020 nChanged 19 SP:Iteration 31Q (649.555313 sec): 3 clusters Score: Raw -85384.843591 + Penalty 1571.835359 = -83813.008231 nChanged 16 SP:Iteration 32Q (649.573780 sec): 3 clusters Score: Raw -85394.582510 + Penalty 1571.835359 = -83822.747150 nChanged 15 SP:Iteration 33Q (649.592074 sec): 3 clusters Score: Raw -85401.440757 + Penalty 1571.835359 = -83829.605398 nChanged 9 SP:Iteration 34Q (649.611753 sec): 3 clusters Score: Raw -85406.145799 + Penalty 1571.835359 = -83834.310440 nChanged 12 SP:Iteration 35Q (649.630168 sec): 3 clusters Score: Raw -85410.848963 + Penalty 1571.835359 = -83839.013604 nChanged 10 SP:Iteration 36Q (649.648474 sec): 3 clusters Score: Raw -85420.916981 + Penalty 1571.835359 = -83849.081622 nChanged 13 SP:Iteration 37Q (649.666781 sec): 3 clusters Score: Raw -85427.981217 + Penalty 1571.835359 = -83856.145858 nChanged 8 SP:Iteration 38Q (649.685227 sec): 3 clusters Score: Raw -85431.058117 + Penalty 1571.835359 = -83859.222758 nChanged 6 SP:Iteration 39Q (649.703438 sec): 3 clusters Score: Raw -85434.328018 + Penalty 1571.835359 = -83862.492659 nChanged 4 SP:Iteration 40F (649.721614 sec): 3 clusters Score: Raw -85436.579296 + Penalty 1571.835359 = -83864.743936 nChanged 6 SP:Iteration 41Q (649.739786 sec): 3 clusters Score: Raw -85439.719959 + Penalty 1571.835359 = -83867.884599 nChanged 6 SP:Iteration 42Q (649.758095 sec): 3 clusters Score: Raw -85441.465659 + Penalty 1571.835359 = -83869.630299 nChanged 2 SP:Iteration 43Q (649.776310 sec): 3 clusters Score: Raw -85442.062075 + Penalty 1571.835359 = -83870.226715 nChanged 0 SP:Iteration 44F (649.794506 sec): 3 clusters Score: Raw -85442.062075 + Penalty 1571.835359 = -83870.226715 nChanged 0 Trying to split cluster 10 (1885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (649.827480 sec): 2 clusters Score: Raw -75710.221846 + Penalty 791.876725 = -74918.345120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (649.847709 sec): 3 clusters Score: Raw -74921.403487 + Penalty 1583.753451 = -73337.650036 nChanged 715 SP:Iteration 1F (649.866842 sec): 3 clusters Score: Raw -75474.342707 + Penalty 1583.753451 = -73890.589256 nChanged 171 SP:Iteration 2F (649.885942 sec): 3 clusters Score: Raw -75631.033571 + Penalty 1583.753451 = -74047.280120 nChanged 126 SP:Iteration 3F (649.905142 sec): 3 clusters Score: Raw -75756.599497 + Penalty 1583.753451 = -74172.846046 nChanged 106 SP:Iteration 4F (649.924290 sec): 3 clusters Score: Raw -75853.104166 + Penalty 1583.753451 = -74269.350715 nChanged 84 SP:Iteration 5Q (649.943913 sec): 3 clusters Score: Raw -75940.049347 + Penalty 1583.753451 = -74356.295896 nChanged 73 SP:Iteration 6Q (649.963371 sec): 3 clusters Score: Raw -76000.832011 + Penalty 1583.753451 = -74417.078560 nChanged 55 SP:Iteration 7Q (649.982716 sec): 3 clusters Score: Raw -76056.280638 + Penalty 1583.753451 = -74472.527187 nChanged 45 SP:Iteration 8Q (650.002107 sec): 3 clusters Score: Raw -76097.776745 + Penalty 1583.753451 = -74514.023294 nChanged 36 SP:Iteration 9Q (650.021388 sec): 3 clusters Score: Raw -76115.841784 + Penalty 1583.753451 = -74532.088333 nChanged 27 SP:Iteration 10Q (650.040623 sec): 3 clusters Score: Raw -76127.418597 + Penalty 1583.753451 = -74543.665146 nChanged 17 SP:Iteration 11Q (650.158068 sec): 3 clusters Score: Raw -76137.409337 + Penalty 1583.753451 = -74553.655886 nChanged 16 SP:Iteration 12Q (650.250970 sec): 3 clusters Score: Raw -76145.915883 + Penalty 1583.753451 = -74562.162432 nChanged 9 SP:Iteration 13Q (650.367566 sec): 3 clusters Score: Raw -76151.669774 + Penalty 1583.753451 = -74567.916323 nChanged 15 SP:Iteration 14Q (650.486711 sec): 3 clusters Score: Raw -76160.970745 + Penalty 1583.753451 = -74577.217294 nChanged 14 SP:Iteration 15Q (650.602013 sec): 3 clusters Score: Raw -76170.423078 + Penalty 1583.753451 = -74586.669627 nChanged 15 SP:Iteration 16Q (650.716446 sec): 3 clusters Score: Raw -76181.879369 + Penalty 1583.753451 = -74598.125918 nChanged 14 SP:Iteration 17Q (650.858534 sec): 3 clusters Score: Raw -76187.677959 + Penalty 1583.753451 = -74603.924508 nChanged 15 SP:Iteration 18Q (650.947816 sec): 3 clusters Score: Raw -76196.780579 + Penalty 1583.753451 = -74613.027128 nChanged 11 SP:Iteration 19Q (651.067098 sec): 3 clusters Score: Raw -76200.991392 + Penalty 1583.753451 = -74617.237941 nChanged 12 SP:Iteration 20F (651.181791 sec): 3 clusters Score: Raw -76207.355342 + Penalty 1583.753451 = -74623.601891 nChanged 15 SP:Iteration 21Q (651.295743 sec): 3 clusters Score: Raw -76219.257222 + Penalty 1583.753451 = -74635.503771 nChanged 18 SP:Iteration 22Q (651.410384 sec): 3 clusters Score: Raw -76243.214604 + Penalty 1583.753451 = -74659.461153 nChanged 18 SP:Iteration 23Q (651.524486 sec): 3 clusters Score: Raw -76261.098366 + Penalty 1583.753451 = -74677.344915 nChanged 18 SP:Iteration 24Q (651.639853 sec): 3 clusters Score: Raw -76272.277103 + Penalty 1583.753451 = -74688.523652 nChanged 18 SP:Iteration 25Q (651.759091 sec): 3 clusters Score: Raw -76286.134822 + Penalty 1583.753451 = -74702.381371 nChanged 9 SP:Iteration 26Q (651.877487 sec): 3 clusters Score: Raw -76291.591280 + Penalty 1583.753451 = -74707.837829 nChanged 10 SP:Iteration 27Q (652.019947 sec): 3 clusters Score: Raw -76298.636309 + Penalty 1583.753451 = -74714.882858 nChanged 11 SP:Iteration 28Q (652.077999 sec): 3 clusters Score: Raw -76311.103008 + Penalty 1583.753451 = -74727.349557 nChanged 9 SP:Iteration 29Q (652.097199 sec): 3 clusters Score: Raw -76315.169667 + Penalty 1583.753451 = -74731.416216 nChanged 2 SP:Iteration 30Q (652.116355 sec): 3 clusters Score: Raw -76315.620184 + Penalty 1583.753451 = -74731.866733 nChanged 0 SP:Iteration 31F (652.135395 sec): 3 clusters Score: Raw -76315.620184 + Penalty 1583.753451 = -74731.866733 nChanged 0 Trying to split cluster 11 (951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (652.168299 sec): 2 clusters Score: Raw -52415.935861 + Penalty 720.038977 = -51695.896885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (652.180252 sec): 3 clusters Score: Raw -52027.252035 + Penalty 1440.077953 = -50587.174082 nChanged 320 SP:Iteration 1F (652.191663 sec): 3 clusters Score: Raw -52266.080691 + Penalty 1440.077953 = -50826.002738 nChanged 89 SP:Iteration 2F (652.203125 sec): 3 clusters Score: Raw -52351.529207 + Penalty 1440.077953 = -50911.451253 nChanged 57 SP:Iteration 3F (652.214439 sec): 3 clusters Score: Raw -52406.475936 + Penalty 1440.077953 = -50966.397982 nChanged 35 SP:Iteration 4Q (652.225935 sec): 3 clusters Score: Raw -52436.168568 + Penalty 1440.077953 = -50996.090615 nChanged 20 SP:Iteration 5Q (652.237350 sec): 3 clusters Score: Raw -52451.242957 + Penalty 1440.077953 = -51011.165004 nChanged 17 SP:Iteration 6Q (652.248864 sec): 3 clusters Score: Raw -52463.336951 + Penalty 1440.077953 = -51023.258998 nChanged 15 SP:Iteration 7Q (652.260285 sec): 3 clusters Score: Raw -52474.399794 + Penalty 1440.077953 = -51034.321841 nChanged 7 SP:Iteration 8Q (652.271818 sec): 3 clusters Score: Raw -52481.338490 + Penalty 1440.077953 = -51041.260537 nChanged 9 SP:Iteration 9Q (652.393712 sec): 3 clusters Score: Raw -52491.982870 + Penalty 1440.077953 = -51051.904917 nChanged 14 SP:Iteration 10Q (652.510488 sec): 3 clusters Score: Raw -52501.275722 + Penalty 1440.077953 = -51061.197769 nChanged 9 SP:Iteration 11Q (652.624586 sec): 3 clusters Score: Raw -52508.871450 + Penalty 1440.077953 = -51068.793497 nChanged 5 SP:Iteration 12Q (652.709859 sec): 3 clusters Score: Raw -52512.872019 + Penalty 1440.077953 = -51072.794066 nChanged 3 SP:Iteration 13Q (652.823368 sec): 3 clusters Score: Raw -52515.675345 + Penalty 1440.077953 = -51075.597392 nChanged 4 SP:Iteration 14Q (652.891309 sec): 3 clusters Score: Raw -52517.479268 + Penalty 1440.077953 = -51077.401315 nChanged 3 SP:Iteration 15Q (652.902799 sec): 3 clusters Score: Raw -52518.513178 + Penalty 1440.077953 = -51078.435225 nChanged 2 SP:Iteration 16Q (652.914125 sec): 3 clusters Score: Raw -52519.092098 + Penalty 1440.077953 = -51079.014145 nChanged 1 SP:Iteration 17Q (652.925478 sec): 3 clusters Score: Raw -52519.920791 + Penalty 1440.077953 = -51079.842838 nChanged 1 SP:Iteration 18Q (652.938832 sec): 3 clusters Score: Raw -52520.151590 + Penalty 1440.077953 = -51080.073637 nChanged 0 SP:Iteration 19F (652.950022 sec): 3 clusters Score: Raw -52520.151590 + Penalty 1440.077953 = -51080.073637 nChanged 0 Trying to split cluster 12 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (652.974732 sec): 2 clusters Score: Raw -31195.519945 + Penalty 665.366702 = -30530.153244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (652.983181 sec): 3 clusters Score: Raw -31039.298829 + Penalty 1330.733404 = -29708.565425 nChanged 180 SP:Iteration 1F (652.991356 sec): 3 clusters Score: Raw -31209.063201 + Penalty 1330.733404 = -29878.329798 nChanged 42 SP:Iteration 2F (652.999457 sec): 3 clusters Score: Raw -31256.915890 + Penalty 1330.733404 = -29926.182487 nChanged 21 SP:Iteration 3Q (653.007669 sec): 3 clusters Score: Raw -31280.319971 + Penalty 1330.733404 = -29949.586568 nChanged 15 SP:Iteration 4Q (653.015862 sec): 3 clusters Score: Raw -31292.794810 + Penalty 1330.733404 = -29962.061407 nChanged 11 SP:Iteration 5Q (653.024117 sec): 3 clusters Score: Raw -31300.755763 + Penalty 1330.733404 = -29970.022359 nChanged 5 SP:Iteration 6Q (653.032206 sec): 3 clusters Score: Raw -31308.351608 + Penalty 1330.733404 = -29977.618205 nChanged 5 SP:Iteration 7Q (653.040381 sec): 3 clusters Score: Raw -31310.836920 + Penalty 1330.733404 = -29980.103517 nChanged 5 SP:Iteration 8Q (653.048520 sec): 3 clusters Score: Raw -31315.767938 + Penalty 1330.733404 = -29985.034535 nChanged 6 SP:Iteration 9Q (653.056675 sec): 3 clusters Score: Raw -31321.765729 + Penalty 1330.733404 = -29991.032326 nChanged 3 SP:Iteration 10Q (653.064864 sec): 3 clusters Score: Raw -31324.339629 + Penalty 1330.733404 = -29993.606226 nChanged 4 SP:Iteration 11Q (653.073049 sec): 3 clusters Score: Raw -31325.983127 + Penalty 1330.733404 = -29995.249724 nChanged 2 SP:Iteration 12Q (653.081153 sec): 3 clusters Score: Raw -31326.660228 + Penalty 1330.733404 = -29995.926825 nChanged 1 SP:Iteration 13Q (653.089348 sec): 3 clusters Score: Raw -31326.842607 + Penalty 1330.733404 = -29996.109204 nChanged 0 SP:Iteration 14F (653.098051 sec): 3 clusters Score: Raw -31326.842607 + Penalty 1330.733404 = -29996.109204 nChanged 0 Trying to split cluster 13 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (653.113407 sec): 2 clusters Score: Raw -17814.500627 + Penalty 651.053463 = -17163.447164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (653.121203 sec): 3 clusters Score: Raw -17715.807280 + Penalty 1302.106927 = -16413.700354 nChanged 123 SP:Iteration 1F (653.128686 sec): 3 clusters Score: Raw -17868.663008 + Penalty 1302.106927 = -16566.556082 nChanged 32 SP:Iteration 2F (653.136094 sec): 3 clusters Score: Raw -17921.845671 + Penalty 1302.106927 = -16619.738745 nChanged 16 SP:Iteration 3Q (653.277285 sec): 3 clusters Score: Raw -17955.092261 + Penalty 1302.106927 = -16652.985334 nChanged 15 SP:Iteration 4Q (653.388979 sec): 3 clusters Score: Raw -17974.797425 + Penalty 1302.106927 = -16672.690499 nChanged 7 SP:Iteration 5Q (653.477683 sec): 3 clusters Score: Raw -17982.774550 + Penalty 1302.106927 = -16680.667623 nChanged 7 SP:Iteration 6Q (653.576723 sec): 3 clusters Score: Raw -17988.444786 + Penalty 1302.106927 = -16686.337860 nChanged 2 SP:Iteration 7Q (653.691364 sec): 3 clusters Score: Raw -17990.084931 + Penalty 1302.106927 = -16687.978005 nChanged 1 SP:Iteration 8Q (653.766405 sec): 3 clusters Score: Raw -17990.961436 + Penalty 1302.106927 = -16688.854509 nChanged 0 SP:Iteration 9F (653.773961 sec): 3 clusters Score: Raw -17990.961436 + Penalty 1302.106927 = -16688.854509 nChanged 0 Trying to split cluster 14 (3135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (653.812772 sec): 2 clusters Score: Raw -180487.788580 + Penalty 845.290368 = -179642.498213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (653.845465 sec): 3 clusters Score: Raw -178829.040597 + Penalty 1690.580735 = -177138.459862 nChanged 1282 SP:Iteration 1F (653.876349 sec): 3 clusters Score: Raw -179568.249184 + Penalty 1690.580735 = -177877.668449 nChanged 238 SP:Iteration 2F (653.907481 sec): 3 clusters Score: Raw -179707.352015 + Penalty 1690.580735 = -178016.771280 nChanged 191 SP:Iteration 3F (653.938585 sec): 3 clusters Score: Raw -179823.186526 + Penalty 1690.580735 = -178132.605791 nChanged 172 SP:Iteration 4F (653.969399 sec): 3 clusters Score: Raw -179946.331298 + Penalty 1690.580735 = -178255.750563 nChanged 161 SP:Iteration 5F (654.000437 sec): 3 clusters Score: Raw -180054.817994 + Penalty 1690.580735 = -178364.237259 nChanged 173 SP:Iteration 6F (654.031159 sec): 3 clusters Score: Raw -180177.071730 + Penalty 1690.580735 = -178486.490995 nChanged 146 SP:Iteration 7Q (654.061578 sec): 3 clusters Score: Raw -180306.379235 + Penalty 1690.580735 = -178615.798500 nChanged 153 SP:Iteration 8Q (654.092116 sec): 3 clusters Score: Raw -180435.442469 + Penalty 1690.580735 = -178744.861734 nChanged 127 SP:Iteration 9Q (654.122490 sec): 3 clusters Score: Raw -180546.437223 + Penalty 1690.580735 = -178855.856488 nChanged 108 SP:Iteration 10Q (654.152901 sec): 3 clusters Score: Raw -180642.737945 + Penalty 1690.580735 = -178952.157210 nChanged 104 SP:Iteration 11Q (654.183167 sec): 3 clusters Score: Raw -180768.698120 + Penalty 1690.580735 = -179078.117384 nChanged 99 SP:Iteration 12Q (654.214084 sec): 3 clusters Score: Raw -180895.438498 + Penalty 1690.580735 = -179204.857763 nChanged 98 SP:Iteration 13Q (654.244298 sec): 3 clusters Score: Raw -181003.029789 + Penalty 1690.580735 = -179312.449054 nChanged 75 SP:Iteration 14Q (654.274423 sec): 3 clusters Score: Raw -181077.407900 + Penalty 1690.580735 = -179386.827165 nChanged 48 SP:Iteration 15Q (654.304362 sec): 3 clusters Score: Raw -181122.016744 + Penalty 1690.580735 = -179431.436009 nChanged 35 SP:Iteration 16Q (654.333916 sec): 3 clusters Score: Raw -181152.863500 + Penalty 1690.580735 = -179462.282765 nChanged 17 SP:Iteration 17Q (654.363279 sec): 3 clusters Score: Raw -181162.084234 + Penalty 1690.580735 = -179471.503499 nChanged 10 SP:Iteration 18Q (654.392602 sec): 3 clusters Score: Raw -181168.951258 + Penalty 1690.580735 = -179478.370523 nChanged 9 SP:Iteration 19Q (654.421812 sec): 3 clusters Score: Raw -181173.598603 + Penalty 1690.580735 = -179483.017868 nChanged 8 SP:Iteration 20F (654.451522 sec): 3 clusters Score: Raw -181179.117150 + Penalty 1690.580735 = -179488.536415 nChanged 8 SP:Iteration 21Q (654.480638 sec): 3 clusters Score: Raw -181185.085482 + Penalty 1690.580735 = -179494.504747 nChanged 10 SP:Iteration 22Q (654.509691 sec): 3 clusters Score: Raw -181190.269259 + Penalty 1690.580735 = -179499.688524 nChanged 3 SP:Iteration 23Q (654.635083 sec): 3 clusters Score: Raw -181191.714525 + Penalty 1690.580735 = -179501.133789 nChanged 3 SP:Iteration 24Q (654.741578 sec): 3 clusters Score: Raw -181193.309456 + Penalty 1690.580735 = -179502.728721 nChanged 3 SP:Iteration 25Q (654.780315 sec): 3 clusters Score: Raw -181194.618611 + Penalty 1690.580735 = -179504.037876 nChanged 2 SP:Iteration 26Q (654.821536 sec): 3 clusters Score: Raw -181195.285146 + Penalty 1690.580735 = -179504.704411 nChanged 3 SP:Iteration 27Q (654.880808 sec): 3 clusters Score: Raw -181197.058116 + Penalty 1690.580735 = -179506.477381 nChanged 8 SP:Iteration 28Q (654.912614 sec): 3 clusters Score: Raw -181200.443358 + Penalty 1690.580735 = -179509.862623 nChanged 6 SP:Iteration 29Q (654.944455 sec): 3 clusters Score: Raw -181202.594591 + Penalty 1690.580735 = -179512.013856 nChanged 6 SP:Iteration 30Q (654.976221 sec): 3 clusters Score: Raw -181205.328401 + Penalty 1690.580735 = -179514.747666 nChanged 2 SP:Iteration 31Q (655.008268 sec): 3 clusters Score: Raw -181206.181009 + Penalty 1690.580735 = -179515.600274 nChanged 4 SP:Iteration 32Q (655.040063 sec): 3 clusters Score: Raw -181207.915425 + Penalty 1690.580735 = -179517.334690 nChanged 2 SP:Iteration 33Q (655.071519 sec): 3 clusters Score: Raw -181208.600480 + Penalty 1690.580735 = -179518.019744 nChanged 1 SP:Iteration 34Q (655.103098 sec): 3 clusters Score: Raw -181208.885601 + Penalty 1690.580735 = -179518.304866 nChanged 0 SP:Iteration 35F (655.134821 sec): 3 clusters Score: Raw -181208.885601 + Penalty 1690.580735 = -179518.304866 nChanged 0 Trying to split cluster 15 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (655.165755 sec): 2 clusters Score: Raw -4996.165916 + Penalty 521.098686 = -4475.067230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (655.171166 sec): 3 clusters Score: Raw -5097.841755 + Penalty 1042.197372 = -4055.644382 nChanged 29 SP:Iteration 1F (655.176298 sec): 3 clusters Score: Raw -5208.232168 + Penalty 1042.197372 = -4166.034795 nChanged 17 SP:Iteration 2F (655.181134 sec): 3 clusters Score: Raw -5298.608062 + Penalty 1042.197372 = -4256.410689 nChanged 5 SP:Iteration 3Q (655.185953 sec): 3 clusters Score: Raw -5322.492392 + Penalty 1042.197372 = -4280.295019 nChanged 3 SP:Iteration 4Q (655.190735 sec): 3 clusters Score: Raw -5347.287257 + Penalty 1042.197372 = -4305.089884 nChanged 2 SP:Iteration 5Q (655.195506 sec): 3 clusters Score: Raw -5380.408206 + Penalty 1042.197372 = -4338.210834 nChanged 1 SP:Iteration 6Q (655.200270 sec): 3 clusters Score: Raw -5383.591822 + Penalty 1042.197372 = -4341.394450 nChanged 1 SP:Iteration 7Q (655.205062 sec): 3 clusters Score: Raw -5385.493526 + Penalty 1042.197372 = -4343.296153 nChanged 1 SP:Iteration 8Q (655.209829 sec): 3 clusters Score: Raw -5391.314677 + Penalty 1042.197372 = -4349.117305 nChanged 0 SP:Iteration 9F (655.214626 sec): 3 clusters Score: Raw -5391.314677 + Penalty 1042.197372 = -4349.117305 nChanged 0 Trying to split cluster 16 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (655.243882 sec): 2 clusters Score: Raw -43016.824169 + Penalty 697.461114 = -42319.363055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (655.258394 sec): 3 clusters Score: Raw -42740.350350 + Penalty 1394.922228 = -41345.428122 nChanged 254 SP:Iteration 1F (655.268826 sec): 3 clusters Score: Raw -42962.840054 + Penalty 1394.922228 = -41567.917826 nChanged 70 SP:Iteration 2F (655.279177 sec): 3 clusters Score: Raw -43031.366824 + Penalty 1394.922228 = -41636.444596 nChanged 40 SP:Iteration 3F (655.289614 sec): 3 clusters Score: Raw -43074.381923 + Penalty 1394.922228 = -41679.459695 nChanged 27 SP:Iteration 4Q (655.300351 sec): 3 clusters Score: Raw -43105.387261 + Penalty 1394.922228 = -41710.465033 nChanged 29 SP:Iteration 5Q (655.416483 sec): 3 clusters Score: Raw -43141.341164 + Penalty 1394.922228 = -41746.418935 nChanged 22 SP:Iteration 6Q (655.534617 sec): 3 clusters Score: Raw -43164.782308 + Penalty 1394.922228 = -41769.860080 nChanged 16 SP:Iteration 7Q (655.650089 sec): 3 clusters Score: Raw -43183.169361 + Penalty 1394.922228 = -41788.247133 nChanged 9 SP:Iteration 8Q (655.764751 sec): 3 clusters Score: Raw -43193.932725 + Penalty 1394.922228 = -41799.010496 nChanged 7 SP:Iteration 9Q (655.852138 sec): 3 clusters Score: Raw -43202.168391 + Penalty 1394.922228 = -41807.246163 nChanged 9 SP:Iteration 10Q (655.862153 sec): 3 clusters Score: Raw -43214.688464 + Penalty 1394.922228 = -41819.766235 nChanged 11 SP:Iteration 11Q (655.872010 sec): 3 clusters Score: Raw -43230.096902 + Penalty 1394.922228 = -41835.174673 nChanged 8 SP:Iteration 12Q (655.881814 sec): 3 clusters Score: Raw -43238.288917 + Penalty 1394.922228 = -41843.366689 nChanged 6 SP:Iteration 13Q (655.891663 sec): 3 clusters Score: Raw -43244.649571 + Penalty 1394.922228 = -41849.727343 nChanged 4 SP:Iteration 14Q (655.901485 sec): 3 clusters Score: Raw -43251.376614 + Penalty 1394.922228 = -41856.454385 nChanged 7 SP:Iteration 15Q (655.911256 sec): 3 clusters Score: Raw -43260.890575 + Penalty 1394.922228 = -41865.968347 nChanged 9 SP:Iteration 16Q (655.921230 sec): 3 clusters Score: Raw -43269.392780 + Penalty 1394.922228 = -41874.470551 nChanged 4 SP:Iteration 17Q (655.931069 sec): 3 clusters Score: Raw -43272.240899 + Penalty 1394.922228 = -41877.318670 nChanged 5 SP:Iteration 18Q (655.941847 sec): 3 clusters Score: Raw -43274.458819 + Penalty 1394.922228 = -41879.536591 nChanged 2 SP:Iteration 19Q (655.951634 sec): 3 clusters Score: Raw -43275.620048 + Penalty 1394.922228 = -41880.697820 nChanged 1 SP:Iteration 20F (655.961330 sec): 3 clusters Score: Raw -43276.152293 + Penalty 1394.922228 = -41881.230065 nChanged 0 Trying to split cluster 17 (1973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (655.995523 sec): 2 clusters Score: Raw -112933.423211 + Penalty 796.667603 = -112136.755608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (656.016632 sec): 3 clusters Score: Raw -112001.819887 + Penalty 1593.335206 = -110408.484680 nChanged 777 SP:Iteration 1F (656.036549 sec): 3 clusters Score: Raw -112538.610561 + Penalty 1593.335206 = -110945.275355 nChanged 181 SP:Iteration 2F (656.056279 sec): 3 clusters Score: Raw -112727.531516 + Penalty 1593.335206 = -111134.196310 nChanged 142 SP:Iteration 3F (656.076002 sec): 3 clusters Score: Raw -112889.016826 + Penalty 1593.335206 = -111295.681620 nChanged 132 SP:Iteration 4F (656.096108 sec): 3 clusters Score: Raw -113029.557716 + Penalty 1593.335206 = -111436.222509 nChanged 95 SP:Iteration 5Q (656.116405 sec): 3 clusters Score: Raw -113116.960765 + Penalty 1593.335206 = -111523.625559 nChanged 84 SP:Iteration 6Q (656.136551 sec): 3 clusters Score: Raw -113186.359470 + Penalty 1593.335206 = -111593.024263 nChanged 58 SP:Iteration 7Q (656.156723 sec): 3 clusters Score: Raw -113235.804310 + Penalty 1593.335206 = -111642.469104 nChanged 47 SP:Iteration 8Q (656.176965 sec): 3 clusters Score: Raw -113268.627488 + Penalty 1593.335206 = -111675.292281 nChanged 36 SP:Iteration 9Q (656.197050 sec): 3 clusters Score: Raw -113287.118662 + Penalty 1593.335206 = -111693.783456 nChanged 17 SP:Iteration 10Q (656.217150 sec): 3 clusters Score: Raw -113294.131492 + Penalty 1593.335206 = -111700.796286 nChanged 14 SP:Iteration 11Q (656.237220 sec): 3 clusters Score: Raw -113300.741216 + Penalty 1593.335206 = -111707.406009 nChanged 12 SP:Iteration 12Q (656.257275 sec): 3 clusters Score: Raw -113308.548779 + Penalty 1593.335206 = -111715.213573 nChanged 14 SP:Iteration 13Q (656.277327 sec): 3 clusters Score: Raw -113313.258527 + Penalty 1593.335206 = -111719.923321 nChanged 10 SP:Iteration 14Q (656.297364 sec): 3 clusters Score: Raw -113315.778543 + Penalty 1593.335206 = -111722.443336 nChanged 2 SP:Iteration 15Q (656.414103 sec): 3 clusters Score: Raw -113316.324520 + Penalty 1593.335206 = -111722.989314 nChanged 1 SP:Iteration 16Q (656.539122 sec): 3 clusters Score: Raw -113316.537769 + Penalty 1593.335206 = -111723.202563 nChanged 2 SP:Iteration 17Q (656.666520 sec): 3 clusters Score: Raw -113317.404095 + Penalty 1593.335206 = -111724.068888 nChanged 2 SP:Iteration 18Q (656.782146 sec): 3 clusters Score: Raw -113318.212153 + Penalty 1593.335206 = -111724.876947 nChanged 0 SP:Iteration 19F (656.885307 sec): 3 clusters Score: Raw -113318.212153 + Penalty 1593.335206 = -111724.876947 nChanged 0 Trying to split cluster 18 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (656.915555 sec): 2 clusters Score: Raw -25238.521533 + Penalty 644.913928 = -24593.607605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (656.923243 sec): 3 clusters Score: Raw -25112.154200 + Penalty 1289.827855 = -23822.326345 nChanged 130 SP:Iteration 1F (656.932671 sec): 3 clusters Score: Raw -25239.452729 + Penalty 1289.827855 = -23949.624874 nChanged 34 SP:Iteration 2F (656.939946 sec): 3 clusters Score: Raw -25288.329886 + Penalty 1289.827855 = -23998.502030 nChanged 20 SP:Iteration 3Q (656.947359 sec): 3 clusters Score: Raw -25310.756571 + Penalty 1289.827855 = -24020.928716 nChanged 7 SP:Iteration 4Q (656.954693 sec): 3 clusters Score: Raw -25324.391343 + Penalty 1289.827855 = -24034.563487 nChanged 6 SP:Iteration 5Q (656.962115 sec): 3 clusters Score: Raw -25336.420037 + Penalty 1289.827855 = -24046.592182 nChanged 6 SP:Iteration 6Q (656.969535 sec): 3 clusters Score: Raw -25345.384462 + Penalty 1289.827855 = -24055.556606 nChanged 8 SP:Iteration 7Q (656.976776 sec): 3 clusters Score: Raw -25356.155915 + Penalty 1289.827855 = -24066.328060 nChanged 6 SP:Iteration 8Q (656.984037 sec): 3 clusters Score: Raw -25363.777244 + Penalty 1289.827855 = -24073.949388 nChanged 5 SP:Iteration 9Q (656.991301 sec): 3 clusters Score: Raw -25369.051409 + Penalty 1289.827855 = -24079.223554 nChanged 0 SP:Iteration 10F (656.998480 sec): 3 clusters Score: Raw -25369.051409 + Penalty 1289.827855 = -24079.223554 nChanged 0 Time taken for this iteration:102.492902 seconds. 8->19 Clusters: Score -1006678.728180, best is -1009977.175533 Starting from 9 clusters... ------ Clustering full data set of 20595 points ------ SP: Assigned 9 initial classes randomly. Deleting Class 3 (1232 points): Lose 179.794787 but Gain 1042.944379 Iteration 0F (657.265298 sec): 8 clusters Score: Raw -872332.283901 + Penalty 7300.610651 = -865031.673250 nChanged 17842 Iteration 1F (657.502721 sec): 8 clusters Score: Raw -967462.019070 + Penalty 7300.610651 = -960161.408419 nChanged 6314 Iteration 2F (657.727347 sec): 8 clusters Score: Raw -982815.072975 + Penalty 7300.610651 = -975514.462324 nChanged 2601 Iteration 3F (658.127748 sec): 8 clusters Score: Raw -989316.755669 + Penalty 7300.610651 = -982016.145018 nChanged 1500 Iteration 4F (658.377491 sec): 8 clusters Score: Raw -991799.499497 + Penalty 7300.610651 = -984498.888846 nChanged 947 Iteration 5Q (658.540657 sec): 8 clusters Score: Raw -993022.374730 + Penalty 7300.610651 = -985721.764079 nChanged 673 Iteration 6Q (658.750975 sec): 8 clusters Score: Raw -993704.263751 + Penalty 7300.610651 = -986403.653100 nChanged 512 Iteration 7Q (658.926128 sec): 8 clusters Score: Raw -994232.634996 + Penalty 7300.610651 = -986932.024345 nChanged 456 Iteration 8Q (659.101789 sec): 8 clusters Score: Raw -994811.672748 + Penalty 7300.610651 = -987511.062097 nChanged 338 Iteration 9Q (659.264752 sec): 8 clusters Score: Raw -995068.026171 + Penalty 7300.610651 = -987767.415520 nChanged 311 Iteration 10Q (659.442898 sec): 8 clusters Score: Raw -995205.221753 + Penalty 7300.610651 = -987904.611102 nChanged 238 Iteration 11Q (659.616666 sec): 8 clusters Score: Raw -995301.935765 + Penalty 7300.610651 = -988001.325114 nChanged 181 Iteration 12Q (660.144341 sec): 8 clusters Score: Raw -995368.559843 + Penalty 7300.610651 = -988067.949192 nChanged 134 Iteration 13Q (660.298962 sec): 8 clusters Score: Raw -995421.838810 + Penalty 7300.610651 = -988121.228159 nChanged 122 Iteration 14Q (660.456105 sec): 8 clusters Score: Raw -995467.551183 + Penalty 7300.610651 = -988166.940532 nChanged 101 Iteration 15Q (660.633872 sec): 8 clusters Score: Raw -995500.157534 + Penalty 7300.610651 = -988199.546883 nChanged 84 Iteration 16Q (660.806151 sec): 8 clusters Score: Raw -995523.244880 + Penalty 7300.610651 = -988222.634229 nChanged 74 Iteration 17Q (660.974410 sec): 8 clusters Score: Raw -995543.913356 + Penalty 7300.610651 = -988243.302705 nChanged 61 Iteration 18Q (661.146085 sec): 8 clusters Score: Raw -995568.920436 + Penalty 7300.610651 = -988268.309785 nChanged 51 Iteration 19Q (661.315116 sec): 8 clusters Score: Raw -995585.348029 + Penalty 7300.610651 = -988284.737378 nChanged 33 Writing temp clu file Because OldScore, -988268.309785, is greater than current (better) Score,-988284.737378 Compute initial score before splitting: Score: Raw -995585.348029 + Penalty 7300.610651 = -988284.737378 Trying to split cluster 1 (1830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (661.386512 sec): 2 clusters Score: Raw -65830.080428 + Penalty 788.767481 = -65041.312947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (661.527513 sec): 3 clusters Score: Raw -65080.927861 + Penalty 1577.534962 = -63503.392900 nChanged 691 SP:Iteration 1F (661.643357 sec): 3 clusters Score: Raw -65793.255668 + Penalty 1577.534962 = -64215.720707 nChanged 239 SP:Iteration 2F (661.758650 sec): 3 clusters Score: Raw -66232.831422 + Penalty 1577.534962 = -64655.296460 nChanged 201 SP:Iteration 3F (661.818959 sec): 3 clusters Score: Raw -66615.621573 + Penalty 1577.534962 = -65038.086611 nChanged 145 SP:Iteration 4F (661.838565 sec): 3 clusters Score: Raw -66810.500200 + Penalty 1577.534962 = -65232.965239 nChanged 81 SP:Iteration 5Q (661.858404 sec): 3 clusters Score: Raw -66910.458358 + Penalty 1577.534962 = -65332.923397 nChanged 66 SP:Iteration 6Q (661.878271 sec): 3 clusters Score: Raw -66982.118580 + Penalty 1577.534962 = -65404.583618 nChanged 48 SP:Iteration 7Q (661.898014 sec): 3 clusters Score: Raw -67031.148848 + Penalty 1577.534962 = -65453.613887 nChanged 25 SP:Iteration 8Q (661.918199 sec): 3 clusters Score: Raw -67052.464638 + Penalty 1577.534962 = -65474.929676 nChanged 22 SP:Iteration 9Q (661.937848 sec): 3 clusters Score: Raw -67075.699152 + Penalty 1577.534962 = -65498.164190 nChanged 21 SP:Iteration 10Q (661.957196 sec): 3 clusters Score: Raw -67104.803963 + Penalty 1577.534962 = -65527.269001 nChanged 22 SP:Iteration 11Q (661.976646 sec): 3 clusters Score: Raw -67124.544292 + Penalty 1577.534962 = -65547.009330 nChanged 16 SP:Iteration 12Q (661.995838 sec): 3 clusters Score: Raw -67139.819455 + Penalty 1577.534962 = -65562.284493 nChanged 11 SP:Iteration 13Q (662.015060 sec): 3 clusters Score: Raw -67150.139783 + Penalty 1577.534962 = -65572.604822 nChanged 10 SP:Iteration 14Q (662.034302 sec): 3 clusters Score: Raw -67158.049498 + Penalty 1577.534962 = -65580.514536 nChanged 13 SP:Iteration 15Q (662.053519 sec): 3 clusters Score: Raw -67166.248254 + Penalty 1577.534962 = -65588.713292 nChanged 7 SP:Iteration 16Q (662.074112 sec): 3 clusters Score: Raw -67168.528105 + Penalty 1577.534962 = -65590.993144 nChanged 3 SP:Iteration 17Q (662.093517 sec): 3 clusters Score: Raw -67169.224408 + Penalty 1577.534962 = -65591.689446 nChanged 0 SP:Iteration 18F (662.112754 sec): 3 clusters Score: Raw -67179.715611 + Penalty 1577.534962 = -65602.180650 nChanged 1 SP:Iteration 19Q (662.131653 sec): 3 clusters Score: Raw -67181.357172 + Penalty 1577.534962 = -65603.822210 nChanged 2 SP:Iteration 20F (662.150498 sec): 3 clusters Score: Raw -67182.191576 + Penalty 1577.534962 = -65604.656615 nChanged 3 SP:Iteration 21Q (662.267218 sec): 3 clusters Score: Raw -67182.932607 + Penalty 1577.534962 = -65605.397645 nChanged 0 SP:Iteration 22F (662.361267 sec): 3 clusters Score: Raw -67182.932607 + Penalty 1577.534962 = -65605.397645 nChanged 0 Score: Raw -996944.460322 + Penalty 8343.555030 = -988600.905293 Splitting cluster 1 changes total score from -988284.737378 to -988600.905293 So it's getting split into cluster 3. Trying to split cluster 2 (1831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.812951 sec): 2 clusters Score: Raw -79021.205223 + Penalty 788.824842 = -78232.380381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.832710 sec): 3 clusters Score: Raw -78253.516634 + Penalty 1577.649684 = -76675.866950 nChanged 668 SP:Iteration 1F (662.851557 sec): 3 clusters Score: Raw -78969.892309 + Penalty 1577.649684 = -77392.242625 nChanged 227 SP:Iteration 2F (662.870222 sec): 3 clusters Score: Raw -79327.390397 + Penalty 1577.649684 = -77749.740712 nChanged 157 SP:Iteration 3F (662.888875 sec): 3 clusters Score: Raw -79514.346230 + Penalty 1577.649684 = -77936.696546 nChanged 105 SP:Iteration 4F (662.907569 sec): 3 clusters Score: Raw -79607.016601 + Penalty 1577.649684 = -78029.366917 nChanged 74 SP:Iteration 5Q (662.926356 sec): 3 clusters Score: Raw -79673.873442 + Penalty 1577.649684 = -78096.223757 nChanged 49 SP:Iteration 6Q (662.945139 sec): 3 clusters Score: Raw -79718.668754 + Penalty 1577.649684 = -78141.019070 nChanged 35 SP:Iteration 7Q (662.963852 sec): 3 clusters Score: Raw -79741.502218 + Penalty 1577.649684 = -78163.852534 nChanged 20 SP:Iteration 8Q (662.986124 sec): 3 clusters Score: Raw -79752.342514 + Penalty 1577.649684 = -78174.692830 nChanged 15 SP:Iteration 9Q (663.004873 sec): 3 clusters Score: Raw -79761.945714 + Penalty 1577.649684 = -78184.296029 nChanged 12 SP:Iteration 10Q (663.023520 sec): 3 clusters Score: Raw -79767.961511 + Penalty 1577.649684 = -78190.311827 nChanged 11 SP:Iteration 11Q (663.042367 sec): 3 clusters Score: Raw -79777.476157 + Penalty 1577.649684 = -78199.826473 nChanged 15 SP:Iteration 12Q (663.061029 sec): 3 clusters Score: Raw -79792.376123 + Penalty 1577.649684 = -78214.726439 nChanged 17 SP:Iteration 13Q (663.079839 sec): 3 clusters Score: Raw -79806.374251 + Penalty 1577.649684 = -78228.724566 nChanged 14 SP:Iteration 14Q (663.098428 sec): 3 clusters Score: Raw -79816.879040 + Penalty 1577.649684 = -78239.229356 nChanged 9 SP:Iteration 15Q (663.117118 sec): 3 clusters Score: Raw -79823.547020 + Penalty 1577.649684 = -78245.897336 nChanged 4 SP:Iteration 16Q (663.135726 sec): 3 clusters Score: Raw -79827.256754 + Penalty 1577.649684 = -78249.607070 nChanged 7 SP:Iteration 17Q (663.154254 sec): 3 clusters Score: Raw -79830.586930 + Penalty 1577.649684 = -78252.937246 nChanged 3 SP:Iteration 18Q (663.172847 sec): 3 clusters Score: Raw -79831.265792 + Penalty 1577.649684 = -78253.616107 nChanged 1 SP:Iteration 19Q (663.191463 sec): 3 clusters Score: Raw -79831.580935 + Penalty 1577.649684 = -78253.931251 nChanged 0 SP:Iteration 20F (663.209956 sec): 3 clusters Score: Raw -79831.580935 + Penalty 1577.649684 = -78253.931251 nChanged 0 Score: Raw -997754.836034 + Penalty 9386.499408 = -988368.336626 Splitting cluster 2 changes total score from -988284.737378 to -988368.336626 So it's getting split into cluster 9. Trying to split cluster 4 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (663.555928 sec): 2 clusters Score: Raw -10441.600428 + Penalty 583.466946 = -9858.133481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (663.579117 sec): 3 clusters Score: Raw -10440.513447 + Penalty 1166.933893 = -9273.579555 nChanged 67 SP:Iteration 1F (663.584687 sec): 3 clusters Score: Raw -10673.549561 + Penalty 1166.933893 = -9506.615668 nChanged 28 SP:Iteration 2F (663.698740 sec): 3 clusters Score: Raw -10860.764280 + Penalty 1166.933893 = -9693.830387 nChanged 15 SP:Iteration 3F (663.813916 sec): 3 clusters Score: Raw -10914.530105 + Penalty 1166.933893 = -9747.596212 nChanged 12 SP:Iteration 4Q (663.926469 sec): 3 clusters Score: Raw -10970.534668 + Penalty 1166.933893 = -9803.600775 nChanged 6 SP:Iteration 5Q (664.043845 sec): 3 clusters Score: Raw -11010.592595 + Penalty 1166.933893 = -9843.658702 nChanged 7 SP:Iteration 6Q (664.167444 sec): 3 clusters Score: Raw -11054.868628 + Penalty 1166.933893 = -9887.934735 nChanged 7 SP:Iteration 7Q (664.233231 sec): 3 clusters Score: Raw -11095.307984 + Penalty 1166.933893 = -9928.374091 nChanged 1 SP:Iteration 8Q (664.344047 sec): 3 clusters Score: Raw -11100.471874 + Penalty 1166.933893 = -9933.537981 nChanged 2 SP:Iteration 9Q (664.436781 sec): 3 clusters Score: Raw -11103.933019 + Penalty 1166.933893 = -9936.999126 nChanged 0 SP:Iteration 10F (664.473778 sec): 3 clusters Score: Raw -11103.933019 + Penalty 1166.933893 = -9936.999126 nChanged 0 Score: Raw -998417.168625 + Penalty 10429.443787 = -987987.724838 Splitting cluster 4 changes total score from -988284.737378 to -987987.724838 So it's not getting split. Trying to split cluster 5 (1965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (664.792588 sec): 2 clusters Score: Raw -104709.936313 + Penalty 796.240990 = -103913.695322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (664.813555 sec): 3 clusters Score: Raw -103797.350357 + Penalty 1592.481980 = -102204.868377 nChanged 764 SP:Iteration 1F (664.833392 sec): 3 clusters Score: Raw -104392.824314 + Penalty 1592.481980 = -102800.342334 nChanged 213 SP:Iteration 2F (664.853660 sec): 3 clusters Score: Raw -104618.471203 + Penalty 1592.481980 = -103025.989223 nChanged 129 SP:Iteration 3F (664.959639 sec): 3 clusters Score: Raw -104786.118391 + Penalty 1592.481980 = -103193.636411 nChanged 126 SP:Iteration 4F (664.979963 sec): 3 clusters Score: Raw -104955.898841 + Penalty 1592.481980 = -103363.416861 nChanged 122 SP:Iteration 5F (664.999981 sec): 3 clusters Score: Raw -105150.969889 + Penalty 1592.481980 = -103558.487909 nChanged 122 SP:Iteration 6F (665.019945 sec): 3 clusters Score: Raw -105379.151034 + Penalty 1592.481980 = -103786.669054 nChanged 108 SP:Iteration 7F (665.040096 sec): 3 clusters Score: Raw -105583.417206 + Penalty 1592.481980 = -103990.935226 nChanged 64 SP:Iteration 8Q (665.059731 sec): 3 clusters Score: Raw -105679.095164 + Penalty 1592.481980 = -104086.613184 nChanged 43 SP:Iteration 9Q (665.079150 sec): 3 clusters Score: Raw -105719.915118 + Penalty 1592.481980 = -104127.433138 nChanged 33 SP:Iteration 10Q (665.098650 sec): 3 clusters Score: Raw -105751.043572 + Penalty 1592.481980 = -104158.561592 nChanged 27 SP:Iteration 11Q (665.118046 sec): 3 clusters Score: Raw -105776.277032 + Penalty 1592.481980 = -104183.795052 nChanged 22 SP:Iteration 12Q (665.137271 sec): 3 clusters Score: Raw -105795.899114 + Penalty 1592.481980 = -104203.417134 nChanged 18 SP:Iteration 13Q (665.156648 sec): 3 clusters Score: Raw -105809.584759 + Penalty 1592.481980 = -104217.102779 nChanged 14 SP:Iteration 14Q (665.176013 sec): 3 clusters Score: Raw -105821.265669 + Penalty 1592.481980 = -104228.783689 nChanged 11 SP:Iteration 15Q (665.195308 sec): 3 clusters Score: Raw -105832.144746 + Penalty 1592.481980 = -104239.662766 nChanged 16 SP:Iteration 16Q (665.214656 sec): 3 clusters Score: Raw -105842.821841 + Penalty 1592.481980 = -104250.339861 nChanged 19 SP:Iteration 17Q (665.233970 sec): 3 clusters Score: Raw -105863.765018 + Penalty 1592.481980 = -104271.283038 nChanged 27 SP:Iteration 18Q (665.253176 sec): 3 clusters Score: Raw -105898.398226 + Penalty 1592.481980 = -104305.916246 nChanged 32 SP:Iteration 19Q (665.272317 sec): 3 clusters Score: Raw -105953.610342 + Penalty 1592.481980 = -104361.128362 nChanged 28 SP:Iteration 20F (665.374688 sec): 3 clusters Score: Raw -106010.670081 + Penalty 1592.481980 = -104418.188101 nChanged 23 SP:Iteration 21Q (665.489568 sec): 3 clusters Score: Raw -106048.920006 + Penalty 1592.481980 = -104456.438026 nChanged 16 SP:Iteration 22Q (665.605824 sec): 3 clusters Score: Raw -106086.085612 + Penalty 1592.481980 = -104493.603632 nChanged 9 SP:Iteration 23Q (665.720762 sec): 3 clusters Score: Raw -106103.929177 + Penalty 1592.481980 = -104511.447197 nChanged 3 SP:Iteration 24Q (665.813455 sec): 3 clusters Score: Raw -106109.653315 + Penalty 1592.481980 = -104517.171335 nChanged 0 SP:Iteration 25F (665.877300 sec): 3 clusters Score: Raw -106109.653315 + Penalty 1592.481980 = -104517.171335 nChanged 0 Score: Raw -999154.553036 + Penalty 10429.443787 = -988725.109249 Splitting cluster 5 changes total score from -988284.737378 to -988725.109249 So it's getting split into cluster 10. Trying to split cluster 6 (3262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (666.225216 sec): 2 clusters Score: Raw -157418.769435 + Penalty 849.460057 = -156569.309378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (666.273575 sec): 3 clusters Score: Raw -155744.384237 + Penalty 1698.920114 = -154045.464123 nChanged 1351 SP:Iteration 1F (666.310344 sec): 3 clusters Score: Raw -156994.138096 + Penalty 1698.920114 = -155295.217981 nChanged 386 SP:Iteration 2F (666.347907 sec): 3 clusters Score: Raw -157528.643440 + Penalty 1698.920114 = -155829.723326 nChanged 298 SP:Iteration 3F (666.385486 sec): 3 clusters Score: Raw -157957.457515 + Penalty 1698.920114 = -156258.537401 nChanged 214 SP:Iteration 4F (666.423066 sec): 3 clusters Score: Raw -158230.957232 + Penalty 1698.920114 = -156532.037117 nChanged 160 SP:Iteration 5Q (666.458558 sec): 3 clusters Score: Raw -158410.744030 + Penalty 1698.920114 = -156711.823915 nChanged 123 SP:Iteration 6Q (666.491926 sec): 3 clusters Score: Raw -158562.271353 + Penalty 1698.920114 = -156863.351239 nChanged 101 SP:Iteration 7Q (666.525060 sec): 3 clusters Score: Raw -158670.651610 + Penalty 1698.920114 = -156971.731495 nChanged 79 SP:Iteration 8Q (666.558018 sec): 3 clusters Score: Raw -158779.930038 + Penalty 1698.920114 = -157081.009923 nChanged 76 SP:Iteration 9Q (666.590859 sec): 3 clusters Score: Raw -158882.644108 + Penalty 1698.920114 = -157183.723994 nChanged 49 SP:Iteration 10Q (666.623571 sec): 3 clusters Score: Raw -158926.220031 + Penalty 1698.920114 = -157227.299916 nChanged 37 SP:Iteration 11Q (666.655613 sec): 3 clusters Score: Raw -158953.222726 + Penalty 1698.920114 = -157254.302612 nChanged 31 SP:Iteration 12Q (666.687514 sec): 3 clusters Score: Raw -158969.463970 + Penalty 1698.920114 = -157270.543856 nChanged 17 SP:Iteration 13Q (666.719787 sec): 3 clusters Score: Raw -158978.803546 + Penalty 1698.920114 = -157279.883432 nChanged 11 SP:Iteration 14Q (666.751676 sec): 3 clusters Score: Raw -158985.526270 + Penalty 1698.920114 = -157286.606156 nChanged 15 SP:Iteration 15Q (666.783488 sec): 3 clusters Score: Raw -158991.867170 + Penalty 1698.920114 = -157292.947056 nChanged 13 SP:Iteration 16Q (666.814869 sec): 3 clusters Score: Raw -158998.260760 + Penalty 1698.920114 = -157299.340645 nChanged 13 SP:Iteration 17Q (666.846370 sec): 3 clusters Score: Raw -159000.850061 + Penalty 1698.920114 = -157301.929946 nChanged 2 SP:Iteration 18Q (666.877804 sec): 3 clusters Score: Raw -159001.141734 + Penalty 1698.920114 = -157302.221620 nChanged 1 SP:Iteration 19Q (666.909109 sec): 3 clusters Score: Raw -159001.271923 + Penalty 1698.920114 = -157302.351808 nChanged 1 SP:Iteration 20F (666.940928 sec): 3 clusters Score: Raw -159001.819319 + Penalty 1698.920114 = -157302.899205 nChanged 2 SP:Iteration 21Q (666.971762 sec): 3 clusters Score: Raw -159002.339554 + Penalty 1698.920114 = -157303.419439 nChanged 2 SP:Iteration 22Q (667.090729 sec): 3 clusters Score: Raw -159002.643114 + Penalty 1698.920114 = -157303.723000 nChanged 2 SP:Iteration 23Q (667.212592 sec): 3 clusters Score: Raw -159003.105476 + Penalty 1698.920114 = -157304.185361 nChanged 1 SP:Iteration 24Q (667.331053 sec): 3 clusters Score: Raw -159003.274898 + Penalty 1698.920114 = -157304.354783 nChanged 0 SP:Iteration 25F (667.444069 sec): 3 clusters Score: Raw -159003.274898 + Penalty 1698.920114 = -157304.354783 nChanged 0 Score: Raw -1000739.058499 + Penalty 11472.388166 = -989266.670333 Splitting cluster 6 changes total score from -988284.737378 to -989266.670333 So it's getting split into cluster 11. Trying to split cluster 7 (1967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (667.954028 sec): 2 clusters Score: Raw -96229.608874 + Penalty 796.347806 = -95433.261068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (667.975109 sec): 3 clusters Score: Raw -95314.425367 + Penalty 1592.695612 = -93721.729755 nChanged 759 SP:Iteration 1F (667.997017 sec): 3 clusters Score: Raw -95987.000056 + Penalty 1592.695612 = -94394.304444 nChanged 235 SP:Iteration 2F (668.017221 sec): 3 clusters Score: Raw -96349.859635 + Penalty 1592.695612 = -94757.164023 nChanged 208 SP:Iteration 3F (668.037293 sec): 3 clusters Score: Raw -96857.706582 + Penalty 1592.695612 = -95265.010971 nChanged 187 SP:Iteration 4F (668.057466 sec): 3 clusters Score: Raw -97267.552464 + Penalty 1592.695612 = -95674.856852 nChanged 127 SP:Iteration 5F (668.077588 sec): 3 clusters Score: Raw -97510.189869 + Penalty 1592.695612 = -95917.494258 nChanged 81 SP:Iteration 6Q (668.097457 sec): 3 clusters Score: Raw -97650.909285 + Penalty 1592.695612 = -96058.213674 nChanged 50 SP:Iteration 7Q (668.117325 sec): 3 clusters Score: Raw -97746.957182 + Penalty 1592.695612 = -96154.261570 nChanged 40 SP:Iteration 8Q (668.139866 sec): 3 clusters Score: Raw -97811.033786 + Penalty 1592.695612 = -96218.338174 nChanged 24 SP:Iteration 9Q (668.159587 sec): 3 clusters Score: Raw -97839.863062 + Penalty 1592.695612 = -96247.167450 nChanged 16 SP:Iteration 10Q (668.179187 sec): 3 clusters Score: Raw -97853.332172 + Penalty 1592.695612 = -96260.636560 nChanged 8 SP:Iteration 11Q (668.198688 sec): 3 clusters Score: Raw -97859.153718 + Penalty 1592.695612 = -96266.458107 nChanged 2 SP:Iteration 12Q (668.218043 sec): 3 clusters Score: Raw -97860.838426 + Penalty 1592.695612 = -96268.142814 nChanged 1 SP:Iteration 13Q (668.237260 sec): 3 clusters Score: Raw -97861.195531 + Penalty 1592.695612 = -96268.499919 nChanged 0 SP:Iteration 14F (668.257069 sec): 3 clusters Score: Raw -97861.195531 + Penalty 1592.695612 = -96268.499919 nChanged 0 Score: Raw -1002370.645155 + Penalty 12515.332545 = -989855.312611 Splitting cluster 7 changes total score from -988284.737378 to -989855.312611 So it's getting split into cluster 12. Trying to split cluster 8 (9299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.665803 sec): 2 clusters Score: Raw -515430.119767 + Penalty 959.454525 = -514470.665242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.837954 sec): 3 clusters Score: Raw -509968.607017 + Penalty 1918.909051 = -508049.697966 nChanged 4190 SP:Iteration 1F (668.990116 sec): 3 clusters Score: Raw -512881.359947 + Penalty 1918.909051 = -510962.450896 nChanged 951 SP:Iteration 2F (669.057217 sec): 3 clusters Score: Raw -513918.735314 + Penalty 1918.909051 = -511999.826263 nChanged 1000 SP:Iteration 3F (669.181803 sec): 3 clusters Score: Raw -515395.444583 + Penalty 1918.909051 = -513476.535533 nChanged 1026 SP:Iteration 4F (669.241175 sec): 3 clusters Score: Raw -517359.270408 + Penalty 1918.909051 = -515440.361358 nChanged 765 SP:Iteration 5F (669.301377 sec): 3 clusters Score: Raw -518561.622645 + Penalty 1918.909051 = -516642.713594 nChanged 467 SP:Iteration 6F (669.358720 sec): 3 clusters Score: Raw -519186.810121 + Penalty 1918.909051 = -517267.901070 nChanged 268 SP:Iteration 7Q (669.500130 sec): 3 clusters Score: Raw -519676.406459 + Penalty 1918.909051 = -517757.497409 nChanged 193 SP:Iteration 8Q (669.650303 sec): 3 clusters Score: Raw -519968.980154 + Penalty 1918.909051 = -518050.071103 nChanged 149 SP:Iteration 9Q (669.784936 sec): 3 clusters Score: Raw -520127.435162 + Penalty 1918.909051 = -518208.526111 nChanged 109 SP:Iteration 10Q (669.911638 sec): 3 clusters Score: Raw -520232.145675 + Penalty 1918.909051 = -518313.236625 nChanged 97 SP:Iteration 11Q (669.985814 sec): 3 clusters Score: Raw -520331.833223 + Penalty 1918.909051 = -518412.924173 nChanged 75 SP:Iteration 12Q (670.043353 sec): 3 clusters Score: Raw -520404.283924 + Penalty 1918.909051 = -518485.374873 nChanged 61 SP:Iteration 13Q (670.095395 sec): 3 clusters Score: Raw -520448.792424 + Penalty 1918.909051 = -518529.883373 nChanged 34 SP:Iteration 14Q (670.150415 sec): 3 clusters Score: Raw -520467.933300 + Penalty 1918.909051 = -518549.024249 nChanged 23 SP:Iteration 15Q (670.205186 sec): 3 clusters Score: Raw -520475.776787 + Penalty 1918.909051 = -518556.867737 nChanged 6 SP:Iteration 16Q (670.261136 sec): 3 clusters Score: Raw -520477.035986 + Penalty 1918.909051 = -518558.126935 nChanged 5 SP:Iteration 17Q (670.318015 sec): 3 clusters Score: Raw -520478.099380 + Penalty 1918.909051 = -518559.190329 nChanged 2 SP:Iteration 18Q (670.374506 sec): 3 clusters Score: Raw -520478.378454 + Penalty 1918.909051 = -518559.469404 nChanged 3 SP:Iteration 19Q (670.429621 sec): 3 clusters Score: Raw -520478.731552 + Penalty 1918.909051 = -518559.822501 nChanged 0 SP:Iteration 20F (670.488720 sec): 3 clusters Score: Raw -520478.731552 + Penalty 1918.909051 = -518559.822501 nChanged 0 Score: Raw -1007419.256940 + Penalty 13558.276923 = -993860.980016 Splitting cluster 8 changes total score from -988284.737378 to -993860.980016 So it's getting split into cluster 13. Iteration 20F (671.224185 sec): 14 clusters Score: Raw -1008832.100349 + Penalty 13558.276923 = -995273.823425 nChanged 1172 Iteration 21F (671.594503 sec): 14 clusters Score: Raw -1009665.443241 + Penalty 13558.276923 = -996107.166317 nChanged 421 Iteration 22Q (671.843607 sec): 14 clusters Score: Raw -1009884.615600 + Penalty 13558.276923 = -996326.338676 nChanged 236 Iteration 23Q (672.079953 sec): 14 clusters Score: Raw -1010000.331503 + Penalty 13558.276923 = -996442.054579 nChanged 182 Iteration 24Q (672.340680 sec): 14 clusters Score: Raw -1010087.148417 + Penalty 13558.276923 = -996528.871494 nChanged 140 Iteration 25Q (672.577570 sec): 14 clusters Score: Raw -1010165.093081 + Penalty 13558.276923 = -996606.816158 nChanged 120 Iteration 26Q (672.824109 sec): 14 clusters Score: Raw -1010217.410429 + Penalty 13558.276923 = -996659.133506 nChanged 107 Iteration 27Q (673.064963 sec): 14 clusters Score: Raw -1010281.698649 + Penalty 13558.276923 = -996723.421726 nChanged 95 Iteration 28Q (673.298126 sec): 14 clusters Score: Raw -1010329.819275 + Penalty 13558.276923 = -996771.542352 nChanged 72 Iteration 29Q (673.554632 sec): 14 clusters Score: Raw -1010373.469493 + Penalty 13558.276923 = -996815.192570 nChanged 73 Iteration 30Q (673.790854 sec): 14 clusters Score: Raw -1010404.756849 + Penalty 13558.276923 = -996846.479926 nChanged 66 Iteration 31Q (674.090278 sec): 14 clusters Score: Raw -1010433.324444 + Penalty 13558.276923 = -996875.047520 nChanged 65 Iteration 32Q (674.427883 sec): 14 clusters Score: Raw -1010473.341547 + Penalty 13558.276923 = -996915.064623 nChanged 67 Iteration 33Q (674.658630 sec): 14 clusters Score: Raw -1010506.241770 + Penalty 13558.276923 = -996947.964846 nChanged 53 Iteration 34Q (674.899199 sec): 14 clusters Score: Raw -1010528.346020 + Penalty 13558.276923 = -996970.069096 nChanged 53 Iteration 35Q (675.139722 sec): 14 clusters Score: Raw -1010549.836526 + Penalty 13558.276923 = -996991.559603 nChanged 47 Iteration 36Q (675.718933 sec): 14 clusters Score: Raw -1010568.232805 + Penalty 13558.276923 = -997009.955882 nChanged 54 Iteration 37Q (675.957730 sec): 14 clusters Score: Raw -1010592.238400 + Penalty 13558.276923 = -997033.961477 nChanged 50 Iteration 38Q (676.199313 sec): 14 clusters Score: Raw -1010624.078594 + Penalty 13558.276923 = -997065.801671 nChanged 46 Iteration 39Q (676.443872 sec): 14 clusters Score: Raw -1010643.418680 + Penalty 13558.276923 = -997085.141756 nChanged 41 Iteration 40F (676.820980 sec): 14 clusters Score: Raw -1010663.200286 + Penalty 13558.276923 = -997104.923363 nChanged 54 Iteration 41Q (677.064381 sec): 14 clusters Score: Raw -1010698.953636 + Penalty 13558.276923 = -997140.676713 nChanged 56 Iteration 42Q (677.299982 sec): 14 clusters Score: Raw -1010737.570390 + Penalty 13558.276923 = -997179.293467 nChanged 67 Iteration 43Q (677.566585 sec): 14 clusters Score: Raw -1010769.467880 + Penalty 13558.276923 = -997211.190957 nChanged 56 Iteration 44Q (677.802889 sec): 14 clusters Score: Raw -1010788.325323 + Penalty 13558.276923 = -997230.048399 nChanged 37 Iteration 45Q (678.050518 sec): 14 clusters Score: Raw -1010798.909086 + Penalty 13558.276923 = -997240.632163 nChanged 40 Iteration 46Q (678.607473 sec): 14 clusters Score: Raw -1010809.902313 + Penalty 13558.276923 = -997251.625389 nChanged 29 Iteration 47Q (678.970205 sec): 14 clusters Score: Raw -1010817.129947 + Penalty 13558.276923 = -997258.853023 nChanged 16 Iteration 48Q (679.441413 sec): 14 clusters Score: Raw -1010822.592916 + Penalty 13558.276923 = -997264.315993 nChanged 21 Iteration 49Q (679.958195 sec): 14 clusters Score: Raw -1010827.338475 + Penalty 13558.276923 = -997269.061551 nChanged 24 Iteration 50Q (680.226573 sec): 14 clusters Score: Raw -1010832.878638 + Penalty 13558.276923 = -997274.601714 nChanged 24 Iteration 51Q (680.462609 sec): 14 clusters Score: Raw -1010839.847328 + Penalty 13558.276923 = -997281.570404 nChanged 24 Iteration 52Q (680.718347 sec): 14 clusters Score: Raw -1010848.078346 + Penalty 13558.276923 = -997289.801422 nChanged 28 Iteration 53Q (680.965938 sec): 14 clusters Score: Raw -1010855.500145 + Penalty 13558.276923 = -997297.223221 nChanged 20 Iteration 54Q (681.208951 sec): 14 clusters Score: Raw -1010862.519742 + Penalty 13558.276923 = -997304.242818 nChanged 35 Iteration 55Q (681.458110 sec): 14 clusters Score: Raw -1010872.926624 + Penalty 13558.276923 = -997314.649701 nChanged 37 Iteration 56Q (681.692567 sec): 14 clusters Score: Raw -1010881.975343 + Penalty 13558.276923 = -997323.698420 nChanged 27 Iteration 57Q (681.948779 sec): 14 clusters Score: Raw -1010889.313474 + Penalty 13558.276923 = -997331.036550 nChanged 32 Iteration 58Q (682.185871 sec): 14 clusters Score: Raw -1010904.851593 + Penalty 13558.276923 = -997346.574670 nChanged 30 Writing temp clu file Because OldScore, -997331.036550, is greater than current (better) Score,-997346.574670 Compute initial score before splitting: Score: Raw -1010904.851593 + Penalty 13558.276923 = -997346.574670 Trying to split cluster 1 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (682.239060 sec): 2 clusters Score: Raw -16590.447140 + Penalty 658.652086 = -15931.795054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (682.248237 sec): 3 clusters Score: Raw -16530.601954 + Penalty 1317.304171 = -15213.297783 nChanged 154 SP:Iteration 1F (682.257081 sec): 3 clusters Score: Raw -16875.146814 + Penalty 1317.304171 = -15557.842643 nChanged 42 SP:Iteration 2F (682.265896 sec): 3 clusters Score: Raw -16955.096357 + Penalty 1317.304171 = -15637.792186 nChanged 19 SP:Iteration 3Q (682.332291 sec): 3 clusters Score: Raw -16980.850357 + Penalty 1317.304171 = -15663.546186 nChanged 7 SP:Iteration 4Q (682.442351 sec): 3 clusters Score: Raw -16993.767311 + Penalty 1317.304171 = -15676.463139 nChanged 8 SP:Iteration 5Q (682.498804 sec): 3 clusters Score: Raw -17000.907746 + Penalty 1317.304171 = -15683.603574 nChanged 2 SP:Iteration 6Q (682.602511 sec): 3 clusters Score: Raw -17003.271130 + Penalty 1317.304171 = -15685.966958 nChanged 3 SP:Iteration 7Q (682.706695 sec): 3 clusters Score: Raw -17014.745238 + Penalty 1317.304171 = -15697.441066 nChanged 3 SP:Iteration 8Q (682.809029 sec): 3 clusters Score: Raw -17018.990202 + Penalty 1317.304171 = -15701.686031 nChanged 5 SP:Iteration 9Q (682.912759 sec): 3 clusters Score: Raw -17026.021502 + Penalty 1317.304171 = -15708.717331 nChanged 4 SP:Iteration 10Q (683.019959 sec): 3 clusters Score: Raw -17032.322869 + Penalty 1317.304171 = -15715.018698 nChanged 1 SP:Iteration 11Q (683.122164 sec): 3 clusters Score: Raw -17035.580588 + Penalty 1317.304171 = -15718.276417 nChanged 2 SP:Iteration 12Q (683.224446 sec): 3 clusters Score: Raw -17038.002580 + Penalty 1317.304171 = -15720.698409 nChanged 1 SP:Iteration 13Q (683.265644 sec): 3 clusters Score: Raw -17038.500262 + Penalty 1317.304171 = -15721.196091 nChanged 0 SP:Iteration 14F (683.274338 sec): 3 clusters Score: Raw -17038.500262 + Penalty 1317.304171 = -15721.196091 nChanged 0 Trying to split cluster 2 (1290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (683.307088 sec): 2 clusters Score: Raw -57843.443986 + Penalty 752.051737 = -57091.392249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (683.324371 sec): 3 clusters Score: Raw -57311.362834 + Penalty 1504.103474 = -55807.259359 nChanged 429 SP:Iteration 1F (683.338991 sec): 3 clusters Score: Raw -57674.685122 + Penalty 1504.103474 = -56170.581648 nChanged 116 SP:Iteration 2F (683.353459 sec): 3 clusters Score: Raw -57788.226432 + Penalty 1504.103474 = -56284.122958 nChanged 81 SP:Iteration 3F (683.367867 sec): 3 clusters Score: Raw -57880.337492 + Penalty 1504.103474 = -56376.234018 nChanged 67 SP:Iteration 4F (683.382419 sec): 3 clusters Score: Raw -57951.712844 + Penalty 1504.103474 = -56447.609370 nChanged 51 SP:Iteration 5Q (683.397259 sec): 3 clusters Score: Raw -58009.988981 + Penalty 1504.103474 = -56505.885506 nChanged 52 SP:Iteration 6Q (683.411822 sec): 3 clusters Score: Raw -58066.971264 + Penalty 1504.103474 = -56562.867789 nChanged 44 SP:Iteration 7Q (683.426386 sec): 3 clusters Score: Raw -58114.210137 + Penalty 1504.103474 = -56610.106663 nChanged 29 SP:Iteration 8Q (683.440887 sec): 3 clusters Score: Raw -58140.686828 + Penalty 1504.103474 = -56636.583353 nChanged 18 SP:Iteration 9Q (683.455499 sec): 3 clusters Score: Raw -58150.843817 + Penalty 1504.103474 = -56646.740343 nChanged 11 SP:Iteration 10Q (683.470041 sec): 3 clusters Score: Raw -58161.042447 + Penalty 1504.103474 = -56656.938972 nChanged 12 SP:Iteration 11Q (683.484939 sec): 3 clusters Score: Raw -58171.242264 + Penalty 1504.103474 = -56667.138790 nChanged 18 SP:Iteration 12Q (683.499333 sec): 3 clusters Score: Raw -58191.734091 + Penalty 1504.103474 = -56687.630616 nChanged 23 SP:Iteration 13Q (683.514246 sec): 3 clusters Score: Raw -58211.714911 + Penalty 1504.103474 = -56707.611436 nChanged 13 SP:Iteration 14Q (683.528643 sec): 3 clusters Score: Raw -58220.933938 + Penalty 1504.103474 = -56716.830464 nChanged 7 SP:Iteration 15Q (683.542740 sec): 3 clusters Score: Raw -58226.495407 + Penalty 1504.103474 = -56722.391932 nChanged 7 SP:Iteration 16Q (683.556939 sec): 3 clusters Score: Raw -58231.531800 + Penalty 1504.103474 = -56727.428326 nChanged 7 SP:Iteration 17Q (683.571252 sec): 3 clusters Score: Raw -58237.622070 + Penalty 1504.103474 = -56733.518596 nChanged 7 SP:Iteration 18Q (683.585583 sec): 3 clusters Score: Raw -58241.800569 + Penalty 1504.103474 = -56737.697094 nChanged 4 SP:Iteration 19Q (683.599803 sec): 3 clusters Score: Raw -58243.776635 + Penalty 1504.103474 = -56739.673161 nChanged 0 SP:Iteration 20F (683.614019 sec): 3 clusters Score: Raw -58243.776635 + Penalty 1504.103474 = -56739.673161 nChanged 0 Trying to split cluster 3 (1412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (683.696236 sec): 2 clusters Score: Raw -56323.898924 + Penalty 761.540054 = -55562.358870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (683.820119 sec): 3 clusters Score: Raw -55739.089535 + Penalty 1523.080108 = -54216.009427 nChanged 489 SP:Iteration 1F (683.892625 sec): 3 clusters Score: Raw -56207.215899 + Penalty 1523.080108 = -54684.135791 nChanged 153 SP:Iteration 2F (684.011505 sec): 3 clusters Score: Raw -56502.116894 + Penalty 1523.080108 = -54979.036786 nChanged 112 SP:Iteration 3F (684.111196 sec): 3 clusters Score: Raw -56636.759200 + Penalty 1523.080108 = -55113.679092 nChanged 82 SP:Iteration 4F (684.202757 sec): 3 clusters Score: Raw -56736.263287 + Penalty 1523.080108 = -55213.183179 nChanged 59 SP:Iteration 5Q (684.218247 sec): 3 clusters Score: Raw -56813.755223 + Penalty 1523.080108 = -55290.675116 nChanged 57 SP:Iteration 6Q (684.233570 sec): 3 clusters Score: Raw -56877.899948 + Penalty 1523.080108 = -55354.819840 nChanged 38 SP:Iteration 7Q (684.248810 sec): 3 clusters Score: Raw -56909.591157 + Penalty 1523.080108 = -55386.511049 nChanged 26 SP:Iteration 8Q (684.264072 sec): 3 clusters Score: Raw -56926.952622 + Penalty 1523.080108 = -55403.872514 nChanged 23 SP:Iteration 9Q (684.279384 sec): 3 clusters Score: Raw -56942.072332 + Penalty 1523.080108 = -55418.992224 nChanged 18 SP:Iteration 10Q (684.294627 sec): 3 clusters Score: Raw -56952.610754 + Penalty 1523.080108 = -55429.530646 nChanged 10 SP:Iteration 11Q (684.309904 sec): 3 clusters Score: Raw -56956.258871 + Penalty 1523.080108 = -55433.178763 nChanged 9 SP:Iteration 12Q (684.325096 sec): 3 clusters Score: Raw -56960.068831 + Penalty 1523.080108 = -55436.988724 nChanged 5 SP:Iteration 13Q (684.340311 sec): 3 clusters Score: Raw -56961.664974 + Penalty 1523.080108 = -55438.584866 nChanged 4 SP:Iteration 14Q (684.355474 sec): 3 clusters Score: Raw -56965.237221 + Penalty 1523.080108 = -55442.157114 nChanged 2 SP:Iteration 15Q (684.370722 sec): 3 clusters Score: Raw -56966.692383 + Penalty 1523.080108 = -55443.612275 nChanged 2 SP:Iteration 16Q (684.385924 sec): 3 clusters Score: Raw -56967.978026 + Penalty 1523.080108 = -55444.897918 nChanged 1 SP:Iteration 17Q (684.401136 sec): 3 clusters Score: Raw -56968.178572 + Penalty 1523.080108 = -55445.098464 nChanged 1 SP:Iteration 18Q (684.416282 sec): 3 clusters Score: Raw -56968.478033 + Penalty 1523.080108 = -55445.397925 nChanged 1 SP:Iteration 19Q (684.431473 sec): 3 clusters Score: Raw -56969.211532 + Penalty 1523.080108 = -55446.131424 nChanged 1 SP:Iteration 20F (684.446621 sec): 3 clusters Score: Raw -56970.213447 + Penalty 1523.080108 = -55447.133339 nChanged 0 Trying to split cluster 4 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (684.473536 sec): 2 clusters Score: Raw -9341.564865 + Penalty 567.753036 = -8773.811829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (684.478993 sec): 3 clusters Score: Raw -9382.845203 + Penalty 1135.506072 = -8247.339131 nChanged 42 SP:Iteration 1F (684.484212 sec): 3 clusters Score: Raw -9522.474712 + Penalty 1135.506072 = -8386.968640 nChanged 11 SP:Iteration 2Q (684.489404 sec): 3 clusters Score: Raw -9596.643391 + Penalty 1135.506072 = -8461.137319 nChanged 9 SP:Iteration 3Q (684.494483 sec): 3 clusters Score: Raw -9683.266389 + Penalty 1135.506072 = -8547.760317 nChanged 4 SP:Iteration 4Q (684.499641 sec): 3 clusters Score: Raw -9697.802086 + Penalty 1135.506072 = -8562.296014 nChanged 5 SP:Iteration 5Q (684.504784 sec): 3 clusters Score: Raw -9726.278524 + Penalty 1135.506072 = -8590.772452 nChanged 3 SP:Iteration 6Q (684.509944 sec): 3 clusters Score: Raw -9747.049147 + Penalty 1135.506072 = -8611.543075 nChanged 1 SP:Iteration 7Q (684.515066 sec): 3 clusters Score: Raw -9753.868387 + Penalty 1135.506072 = -8618.362315 nChanged 0 SP:Iteration 8F (684.627690 sec): 3 clusters Score: Raw -9753.868387 + Penalty 1135.506072 = -8618.362315 nChanged 0 Trying to split cluster 5 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (684.686220 sec): 2 clusters Score: Raw -31259.106364 + Penalty 664.245695 = -30594.860670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (684.774501 sec): 3 clusters Score: Raw -31096.670059 + Penalty 1328.491389 = -29768.178669 nChanged 169 SP:Iteration 1F (684.887885 sec): 3 clusters Score: Raw -31265.062030 + Penalty 1328.491389 = -29936.570640 nChanged 41 SP:Iteration 2F (684.980045 sec): 3 clusters Score: Raw -31300.350646 + Penalty 1328.491389 = -29971.859257 nChanged 16 SP:Iteration 3Q (685.088157 sec): 3 clusters Score: Raw -31319.853716 + Penalty 1328.491389 = -29991.362327 nChanged 17 SP:Iteration 4Q (685.096501 sec): 3 clusters Score: Raw -31344.178161 + Penalty 1328.491389 = -30015.686772 nChanged 15 SP:Iteration 5Q (685.104657 sec): 3 clusters Score: Raw -31360.706771 + Penalty 1328.491389 = -30032.215381 nChanged 15 SP:Iteration 6Q (685.112792 sec): 3 clusters Score: Raw -31372.819248 + Penalty 1328.491389 = -30044.327859 nChanged 10 SP:Iteration 7Q (685.120908 sec): 3 clusters Score: Raw -31380.406098 + Penalty 1328.491389 = -30051.914708 nChanged 10 SP:Iteration 8Q (685.129018 sec): 3 clusters Score: Raw -31396.178873 + Penalty 1328.491389 = -30067.687483 nChanged 14 SP:Iteration 9Q (685.137185 sec): 3 clusters Score: Raw -31411.802475 + Penalty 1328.491389 = -30083.311086 nChanged 9 SP:Iteration 10Q (685.145289 sec): 3 clusters Score: Raw -31424.388541 + Penalty 1328.491389 = -30095.897151 nChanged 8 SP:Iteration 11Q (685.153420 sec): 3 clusters Score: Raw -31433.555647 + Penalty 1328.491389 = -30105.064258 nChanged 10 SP:Iteration 12Q (685.161471 sec): 3 clusters Score: Raw -31444.001489 + Penalty 1328.491389 = -30115.510099 nChanged 6 SP:Iteration 13Q (685.169524 sec): 3 clusters Score: Raw -31450.596996 + Penalty 1328.491389 = -30122.105607 nChanged 5 SP:Iteration 14Q (685.177594 sec): 3 clusters Score: Raw -31455.353593 + Penalty 1328.491389 = -30126.862203 nChanged 3 SP:Iteration 15Q (685.185655 sec): 3 clusters Score: Raw -31460.550828 + Penalty 1328.491389 = -30132.059439 nChanged 4 SP:Iteration 16Q (685.193671 sec): 3 clusters Score: Raw -31471.183998 + Penalty 1328.491389 = -30142.692609 nChanged 5 SP:Iteration 17Q (685.201783 sec): 3 clusters Score: Raw -31480.112083 + Penalty 1328.491389 = -30151.620694 nChanged 4 SP:Iteration 18Q (685.209816 sec): 3 clusters Score: Raw -31483.097769 + Penalty 1328.491389 = -30154.606380 nChanged 7 SP:Iteration 19Q (685.217860 sec): 3 clusters Score: Raw -31489.388160 + Penalty 1328.491389 = -30160.896771 nChanged 2 SP:Iteration 20F (685.225880 sec): 3 clusters Score: Raw -31490.858771 + Penalty 1328.491389 = -30162.367382 nChanged 0 Trying to split cluster 6 (1722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (685.259315 sec): 2 clusters Score: Raw -81949.562597 + Penalty 782.380377 = -81167.182220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (685.278091 sec): 3 clusters Score: Raw -81177.253492 + Penalty 1564.760754 = -79612.492738 nChanged 649 SP:Iteration 1F (685.295943 sec): 3 clusters Score: Raw -81653.664925 + Penalty 1564.760754 = -80088.904171 nChanged 144 SP:Iteration 2F (685.313775 sec): 3 clusters Score: Raw -81773.821518 + Penalty 1564.760754 = -80209.060764 nChanged 99 SP:Iteration 3F (685.331578 sec): 3 clusters Score: Raw -81871.504210 + Penalty 1564.760754 = -80306.743456 nChanged 76 SP:Iteration 4Q (685.349722 sec): 3 clusters Score: Raw -81943.727262 + Penalty 1564.760754 = -80378.966508 nChanged 65 SP:Iteration 5Q (685.367820 sec): 3 clusters Score: Raw -82000.774292 + Penalty 1564.760754 = -80436.013538 nChanged 59 SP:Iteration 6Q (685.486820 sec): 3 clusters Score: Raw -82052.074140 + Penalty 1564.760754 = -80487.313386 nChanged 45 SP:Iteration 7Q (685.596023 sec): 3 clusters Score: Raw -82087.738752 + Penalty 1564.760754 = -80522.977998 nChanged 40 SP:Iteration 8Q (685.711909 sec): 3 clusters Score: Raw -82121.055552 + Penalty 1564.760754 = -80556.294798 nChanged 31 SP:Iteration 9Q (685.827979 sec): 3 clusters Score: Raw -82156.986657 + Penalty 1564.760754 = -80592.225903 nChanged 36 SP:Iteration 10Q (685.943806 sec): 3 clusters Score: Raw -82186.341248 + Penalty 1564.760754 = -80621.580494 nChanged 27 SP:Iteration 11Q (685.981399 sec): 3 clusters Score: Raw -82205.981007 + Penalty 1564.760754 = -80641.220253 nChanged 17 SP:Iteration 12Q (685.999478 sec): 3 clusters Score: Raw -82214.735082 + Penalty 1564.760754 = -80649.974328 nChanged 8 SP:Iteration 13Q (686.017360 sec): 3 clusters Score: Raw -82217.896416 + Penalty 1564.760754 = -80653.135662 nChanged 6 SP:Iteration 14Q (686.035246 sec): 3 clusters Score: Raw -82220.624049 + Penalty 1564.760754 = -80655.863295 nChanged 7 SP:Iteration 15Q (686.057819 sec): 3 clusters Score: Raw -82224.112863 + Penalty 1564.760754 = -80659.352109 nChanged 8 SP:Iteration 16Q (686.075664 sec): 3 clusters Score: Raw -82226.846757 + Penalty 1564.760754 = -80662.086003 nChanged 7 SP:Iteration 17Q (686.093560 sec): 3 clusters Score: Raw -82229.676984 + Penalty 1564.760754 = -80664.916230 nChanged 8 SP:Iteration 18Q (686.111538 sec): 3 clusters Score: Raw -82232.768846 + Penalty 1564.760754 = -80668.008093 nChanged 2 SP:Iteration 19Q (686.129423 sec): 3 clusters Score: Raw -82233.369628 + Penalty 1564.760754 = -80668.608875 nChanged 1 SP:Iteration 20F (686.147201 sec): 3 clusters Score: Raw -82233.513224 + Penalty 1564.760754 = -80668.752470 nChanged 0 Trying to split cluster 7 (963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (686.178268 sec): 2 clusters Score: Raw -48060.591253 + Penalty 721.355608 = -47339.235645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (686.190302 sec): 3 clusters Score: Raw -47713.249056 + Penalty 1442.711216 = -46270.537839 nChanged 331 SP:Iteration 1F (686.201698 sec): 3 clusters Score: Raw -48035.903505 + Penalty 1442.711216 = -46593.192289 nChanged 100 SP:Iteration 2F (686.213100 sec): 3 clusters Score: Raw -48218.466259 + Penalty 1442.711216 = -46775.755042 nChanged 82 SP:Iteration 3F (686.224568 sec): 3 clusters Score: Raw -48432.225533 + Penalty 1442.711216 = -46989.514316 nChanged 67 SP:Iteration 4F (686.236144 sec): 3 clusters Score: Raw -48640.529913 + Penalty 1442.711216 = -47197.818696 nChanged 67 SP:Iteration 5F (686.247588 sec): 3 clusters Score: Raw -48874.820703 + Penalty 1442.711216 = -47432.109487 nChanged 54 SP:Iteration 6F (686.258998 sec): 3 clusters Score: Raw -49082.930887 + Penalty 1442.711216 = -47640.219670 nChanged 32 SP:Iteration 7Q (686.270142 sec): 3 clusters Score: Raw -49274.887408 + Penalty 1442.711216 = -47832.176191 nChanged 27 SP:Iteration 8Q (686.281315 sec): 3 clusters Score: Raw -49354.203149 + Penalty 1442.711216 = -47911.491933 nChanged 21 SP:Iteration 9Q (686.292512 sec): 3 clusters Score: Raw -49416.337152 + Penalty 1442.711216 = -47973.625936 nChanged 24 SP:Iteration 10Q (686.303969 sec): 3 clusters Score: Raw -49488.129076 + Penalty 1442.711216 = -48045.417860 nChanged 11 SP:Iteration 11Q (686.315142 sec): 3 clusters Score: Raw -49540.344554 + Penalty 1442.711216 = -48097.633338 nChanged 11 SP:Iteration 12Q (686.326207 sec): 3 clusters Score: Raw -49586.493993 + Penalty 1442.711216 = -48143.782776 nChanged 6 SP:Iteration 13Q (686.337260 sec): 3 clusters Score: Raw -49614.925617 + Penalty 1442.711216 = -48172.214400 nChanged 7 SP:Iteration 14Q (686.348315 sec): 3 clusters Score: Raw -49659.821923 + Penalty 1442.711216 = -48217.110707 nChanged 3 SP:Iteration 15Q (686.359380 sec): 3 clusters Score: Raw -49688.000606 + Penalty 1442.711216 = -48245.289389 nChanged 1 SP:Iteration 16Q (686.440581 sec): 3 clusters Score: Raw -49692.157048 + Penalty 1442.711216 = -48249.445831 nChanged 0 SP:Iteration 17F (686.566630 sec): 3 clusters Score: Raw -49692.157048 + Penalty 1442.711216 = -48249.445831 nChanged 0 Score: Raw -1012544.129480 + Penalty 14601.221302 = -997942.908178 Splitting cluster 7 changes total score from -997346.574670 to -997942.908178 So it's getting split into cluster 14. Trying to split cluster 8 (2405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (687.182320 sec): 2 clusters Score: Raw -134630.069974 + Penalty 817.457044 = -133812.612930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (687.207803 sec): 3 clusters Score: Raw -133496.970936 + Penalty 1634.914088 = -131862.056848 nChanged 951 SP:Iteration 1F (687.231371 sec): 3 clusters Score: Raw -134447.821101 + Penalty 1634.914088 = -132812.907013 nChanged 274 SP:Iteration 2F (687.255229 sec): 3 clusters Score: Raw -134858.196594 + Penalty 1634.914088 = -133223.282505 nChanged 209 SP:Iteration 3F (687.279366 sec): 3 clusters Score: Raw -135145.938629 + Penalty 1634.914088 = -133511.024541 nChanged 162 SP:Iteration 4F (687.303376 sec): 3 clusters Score: Raw -135378.812574 + Penalty 1634.914088 = -133743.898486 nChanged 125 SP:Iteration 5F (687.327176 sec): 3 clusters Score: Raw -135557.272651 + Penalty 1634.914088 = -133922.358563 nChanged 95 SP:Iteration 6Q (687.351328 sec): 3 clusters Score: Raw -135712.229812 + Penalty 1634.914088 = -134077.315723 nChanged 61 SP:Iteration 7Q (687.375454 sec): 3 clusters Score: Raw -135806.452621 + Penalty 1634.914088 = -134171.538533 nChanged 38 SP:Iteration 8Q (687.399142 sec): 3 clusters Score: Raw -135862.067404 + Penalty 1634.914088 = -134227.153315 nChanged 17 SP:Iteration 9Q (687.422541 sec): 3 clusters Score: Raw -135876.889754 + Penalty 1634.914088 = -134241.975666 nChanged 14 SP:Iteration 10Q (687.446077 sec): 3 clusters Score: Raw -135888.523181 + Penalty 1634.914088 = -134253.609093 nChanged 13 SP:Iteration 11Q (687.469139 sec): 3 clusters Score: Raw -135901.661246 + Penalty 1634.914088 = -134266.747158 nChanged 15 SP:Iteration 12Q (687.491871 sec): 3 clusters Score: Raw -135929.465917 + Penalty 1634.914088 = -134294.551829 nChanged 33 SP:Iteration 13Q (687.514858 sec): 3 clusters Score: Raw -136006.352134 + Penalty 1634.914088 = -134371.438046 nChanged 56 SP:Iteration 14Q (687.537591 sec): 3 clusters Score: Raw -136230.381014 + Penalty 1634.914088 = -134595.466925 nChanged 73 SP:Iteration 15Q (687.560170 sec): 3 clusters Score: Raw -136702.659212 + Penalty 1634.914088 = -135067.745124 nChanged 34 SP:Iteration 16Q (687.583689 sec): 3 clusters Score: Raw -136835.121606 + Penalty 1634.914088 = -135200.207518 nChanged 16 SP:Iteration 17Q (687.606002 sec): 3 clusters Score: Raw -136850.883135 + Penalty 1634.914088 = -135215.969046 nChanged 11 SP:Iteration 18Q (687.628349 sec): 3 clusters Score: Raw -136859.823061 + Penalty 1634.914088 = -135224.908973 nChanged 4 SP:Iteration 19Q (687.650922 sec): 3 clusters Score: Raw -136860.835277 + Penalty 1634.914088 = -135225.921188 nChanged 1 SP:Iteration 20F (687.674421 sec): 3 clusters Score: Raw -136861.632050 + Penalty 1634.914088 = -135226.717961 nChanged 0 Score: Raw -1014775.691556 + Penalty 15644.165681 = -999131.525875 Splitting cluster 8 changes total score from -997346.574670 to -999131.525875 So it's getting split into cluster 15. Trying to split cluster 9 (659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (688.110912 sec): 2 clusters Score: Raw -28657.707059 + Penalty 681.525971 = -27976.181088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (688.120290 sec): 3 clusters Score: Raw -28422.776457 + Penalty 1363.051942 = -27059.724515 nChanged 209 SP:Iteration 1F (688.129210 sec): 3 clusters Score: Raw -28613.559168 + Penalty 1363.051942 = -27250.507225 nChanged 60 SP:Iteration 2F (688.243449 sec): 3 clusters Score: Raw -28680.807787 + Penalty 1363.051942 = -27317.755844 nChanged 38 SP:Iteration 3F (688.341246 sec): 3 clusters Score: Raw -28731.581542 + Penalty 1363.051942 = -27368.529600 nChanged 40 SP:Iteration 4F (688.453958 sec): 3 clusters Score: Raw -28801.234989 + Penalty 1363.051942 = -27438.183047 nChanged 35 SP:Iteration 5F (688.539697 sec): 3 clusters Score: Raw -28871.747736 + Penalty 1363.051942 = -27508.695794 nChanged 25 SP:Iteration 6Q (688.652354 sec): 3 clusters Score: Raw -28921.701959 + Penalty 1363.051942 = -27558.650017 nChanged 27 SP:Iteration 7Q (688.756044 sec): 3 clusters Score: Raw -28983.885398 + Penalty 1363.051942 = -27620.833456 nChanged 15 SP:Iteration 8Q (688.850266 sec): 3 clusters Score: Raw -29020.772797 + Penalty 1363.051942 = -27657.720855 nChanged 13 SP:Iteration 9Q (688.859369 sec): 3 clusters Score: Raw -29038.426969 + Penalty 1363.051942 = -27675.375027 nChanged 12 SP:Iteration 10Q (688.868229 sec): 3 clusters Score: Raw -29050.331456 + Penalty 1363.051942 = -27687.279514 nChanged 7 SP:Iteration 11Q (688.877047 sec): 3 clusters Score: Raw -29058.632847 + Penalty 1363.051942 = -27695.580905 nChanged 7 SP:Iteration 12Q (688.885789 sec): 3 clusters Score: Raw -29063.780864 + Penalty 1363.051942 = -27700.728922 nChanged 4 SP:Iteration 13Q (688.894513 sec): 3 clusters Score: Raw -29065.443773 + Penalty 1363.051942 = -27702.391831 nChanged 4 SP:Iteration 14Q (688.903214 sec): 3 clusters Score: Raw -29073.187762 + Penalty 1363.051942 = -27710.135820 nChanged 3 SP:Iteration 15Q (688.911664 sec): 3 clusters Score: Raw -29081.276262 + Penalty 1363.051942 = -27718.224319 nChanged 2 SP:Iteration 16Q (688.920763 sec): 3 clusters Score: Raw -29084.234779 + Penalty 1363.051942 = -27721.182836 nChanged 2 SP:Iteration 17Q (688.929677 sec): 3 clusters Score: Raw -29086.407370 + Penalty 1363.051942 = -27723.355428 nChanged 1 SP:Iteration 18Q (688.938565 sec): 3 clusters Score: Raw -29086.712147 + Penalty 1363.051942 = -27723.660204 nChanged 0 SP:Iteration 19F (688.947528 sec): 3 clusters Score: Raw -29086.712147 + Penalty 1363.051942 = -27723.660204 nChanged 0 Trying to split cluster 10 (1595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (688.980495 sec): 2 clusters Score: Raw -86624.394872 + Penalty 774.336047 = -85850.058825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (688.998480 sec): 3 clusters Score: Raw -85913.419723 + Penalty 1548.672093 = -84364.747630 nChanged 592 SP:Iteration 1F (689.015673 sec): 3 clusters Score: Raw -86323.465363 + Penalty 1548.672093 = -84774.793269 nChanged 169 SP:Iteration 2F (689.035056 sec): 3 clusters Score: Raw -86545.253014 + Penalty 1548.672093 = -84996.580921 nChanged 137 SP:Iteration 3F (689.051861 sec): 3 clusters Score: Raw -86753.120679 + Penalty 1548.672093 = -85204.448585 nChanged 113 SP:Iteration 4F (689.068508 sec): 3 clusters Score: Raw -86942.118321 + Penalty 1548.672093 = -85393.446228 nChanged 99 SP:Iteration 5F (689.085116 sec): 3 clusters Score: Raw -87072.823751 + Penalty 1548.672093 = -85524.151657 nChanged 78 SP:Iteration 6Q (689.101997 sec): 3 clusters Score: Raw -87152.387573 + Penalty 1548.672093 = -85603.715480 nChanged 56 SP:Iteration 7Q (689.118724 sec): 3 clusters Score: Raw -87200.915089 + Penalty 1548.672093 = -85652.242996 nChanged 45 SP:Iteration 8Q (689.135415 sec): 3 clusters Score: Raw -87231.602144 + Penalty 1548.672093 = -85682.930051 nChanged 31 SP:Iteration 9Q (689.151998 sec): 3 clusters Score: Raw -87254.444249 + Penalty 1548.672093 = -85705.772156 nChanged 25 SP:Iteration 10Q (689.168666 sec): 3 clusters Score: Raw -87269.441744 + Penalty 1548.672093 = -85720.769651 nChanged 17 SP:Iteration 11Q (689.185401 sec): 3 clusters Score: Raw -87280.532713 + Penalty 1548.672093 = -85731.860620 nChanged 15 SP:Iteration 12Q (689.305367 sec): 3 clusters Score: Raw -87289.773006 + Penalty 1548.672093 = -85741.100913 nChanged 9 SP:Iteration 13Q (689.422386 sec): 3 clusters Score: Raw -87292.966639 + Penalty 1548.672093 = -85744.294546 nChanged 4 SP:Iteration 14Q (689.537199 sec): 3 clusters Score: Raw -87293.935894 + Penalty 1548.672093 = -85745.263801 nChanged 2 SP:Iteration 15Q (689.647915 sec): 3 clusters Score: Raw -87295.044661 + Penalty 1548.672093 = -85746.372568 nChanged 3 SP:Iteration 16Q (689.755209 sec): 3 clusters Score: Raw -87297.870013 + Penalty 1548.672093 = -85749.197920 nChanged 5 SP:Iteration 17Q (689.860143 sec): 3 clusters Score: Raw -87299.975312 + Penalty 1548.672093 = -85751.303218 nChanged 5 SP:Iteration 18Q (689.967167 sec): 3 clusters Score: Raw -87302.019035 + Penalty 1548.672093 = -85753.346942 nChanged 4 SP:Iteration 19Q (689.984359 sec): 3 clusters Score: Raw -87305.352168 + Penalty 1548.672093 = -85756.680075 nChanged 0 SP:Iteration 20F (690.001065 sec): 3 clusters Score: Raw -87305.352168 + Penalty 1548.672093 = -85756.680075 nChanged 0 Trying to split cluster 11 (1284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (690.033255 sec): 2 clusters Score: Raw -68577.603691 + Penalty 751.562226 = -67826.041465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (690.049296 sec): 3 clusters Score: Raw -68061.080905 + Penalty 1503.124452 = -66557.956453 nChanged 467 SP:Iteration 1F (690.064413 sec): 3 clusters Score: Raw -68488.548764 + Penalty 1503.124452 = -66985.424313 nChanged 133 SP:Iteration 2F (690.079696 sec): 3 clusters Score: Raw -68683.177016 + Penalty 1503.124452 = -67180.052564 nChanged 102 SP:Iteration 3F (690.093736 sec): 3 clusters Score: Raw -68829.147611 + Penalty 1503.124452 = -67326.023159 nChanged 57 SP:Iteration 4Q (690.107971 sec): 3 clusters Score: Raw -68903.998768 + Penalty 1503.124452 = -67400.874316 nChanged 43 SP:Iteration 5Q (690.122250 sec): 3 clusters Score: Raw -68945.636173 + Penalty 1503.124452 = -67442.511722 nChanged 22 SP:Iteration 6Q (690.136505 sec): 3 clusters Score: Raw -68973.047134 + Penalty 1503.124452 = -67469.922682 nChanged 20 SP:Iteration 7Q (690.150740 sec): 3 clusters Score: Raw -68996.662429 + Penalty 1503.124452 = -67493.537977 nChanged 14 SP:Iteration 8Q (690.165009 sec): 3 clusters Score: Raw -69006.612127 + Penalty 1503.124452 = -67503.487675 nChanged 8 SP:Iteration 9Q (690.179168 sec): 3 clusters Score: Raw -69014.027156 + Penalty 1503.124452 = -67510.902705 nChanged 7 SP:Iteration 10Q (690.193727 sec): 3 clusters Score: Raw -69019.929114 + Penalty 1503.124452 = -67516.804662 nChanged 8 SP:Iteration 11Q (690.208179 sec): 3 clusters Score: Raw -69024.706177 + Penalty 1503.124452 = -67521.581726 nChanged 3 SP:Iteration 12Q (690.222291 sec): 3 clusters Score: Raw -69026.659489 + Penalty 1503.124452 = -67523.535037 nChanged 4 SP:Iteration 13Q (690.236343 sec): 3 clusters Score: Raw -69030.389185 + Penalty 1503.124452 = -67527.264734 nChanged 4 SP:Iteration 14Q (690.250446 sec): 3 clusters Score: Raw -69034.398726 + Penalty 1503.124452 = -67531.274274 nChanged 6 SP:Iteration 15Q (690.264489 sec): 3 clusters Score: Raw -69038.266195 + Penalty 1503.124452 = -67535.141744 nChanged 6 SP:Iteration 16Q (690.278718 sec): 3 clusters Score: Raw -69041.427506 + Penalty 1503.124452 = -67538.303054 nChanged 4 SP:Iteration 17Q (690.292779 sec): 3 clusters Score: Raw -69044.017489 + Penalty 1503.124452 = -67540.893037 nChanged 2 SP:Iteration 18Q (690.306790 sec): 3 clusters Score: Raw -69045.377490 + Penalty 1503.124452 = -67542.253038 nChanged 2 SP:Iteration 19Q (690.320805 sec): 3 clusters Score: Raw -69047.113543 + Penalty 1503.124452 = -67543.989091 nChanged 4 SP:Iteration 20F (690.334865 sec): 3 clusters Score: Raw -69049.793991 + Penalty 1503.124452 = -67546.669539 nChanged 5 SP:Iteration 21Q (690.348939 sec): 3 clusters Score: Raw -69052.094567 + Penalty 1503.124452 = -67548.970115 nChanged 0 SP:Iteration 22F (690.464978 sec): 3 clusters Score: Raw -69052.094567 + Penalty 1503.124452 = -67548.970115 nChanged 0 Trying to split cluster 12 (1034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (690.523873 sec): 2 clusters Score: Raw -53050.478271 + Penalty 728.824956 = -52321.653315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (690.641354 sec): 3 clusters Score: Raw -52638.832651 + Penalty 1457.649912 = -51181.182740 nChanged 364 SP:Iteration 1F (690.754713 sec): 3 clusters Score: Raw -52970.704238 + Penalty 1457.649912 = -51513.054327 nChanged 128 SP:Iteration 2F (690.868796 sec): 3 clusters Score: Raw -53226.239435 + Penalty 1457.649912 = -51768.589523 nChanged 110 SP:Iteration 3F (690.980803 sec): 3 clusters Score: Raw -53525.243610 + Penalty 1457.649912 = -52067.593699 nChanged 90 SP:Iteration 4F (690.992932 sec): 3 clusters Score: Raw -53840.421533 + Penalty 1457.649912 = -52382.771621 nChanged 51 SP:Iteration 5Q (691.004605 sec): 3 clusters Score: Raw -54005.799116 + Penalty 1457.649912 = -52548.149205 nChanged 32 SP:Iteration 6Q (691.016231 sec): 3 clusters Score: Raw -54096.318443 + Penalty 1457.649912 = -52638.668531 nChanged 14 SP:Iteration 7Q (691.027806 sec): 3 clusters Score: Raw -54141.849333 + Penalty 1457.649912 = -52684.199422 nChanged 11 SP:Iteration 8Q (691.039567 sec): 3 clusters Score: Raw -54188.405707 + Penalty 1457.649912 = -52730.755795 nChanged 7 SP:Iteration 9Q (691.051083 sec): 3 clusters Score: Raw -54205.281103 + Penalty 1457.649912 = -52747.631191 nChanged 5 SP:Iteration 10Q (691.062557 sec): 3 clusters Score: Raw -54214.345470 + Penalty 1457.649912 = -52756.695559 nChanged 3 SP:Iteration 11Q (691.074019 sec): 3 clusters Score: Raw -54218.856072 + Penalty 1457.649912 = -52761.206160 nChanged 3 SP:Iteration 12Q (691.085524 sec): 3 clusters Score: Raw -54222.005210 + Penalty 1457.649912 = -52764.355299 nChanged 1 SP:Iteration 13Q (691.096999 sec): 3 clusters Score: Raw -54223.636877 + Penalty 1457.649912 = -52765.986966 nChanged 0 SP:Iteration 14F (691.108954 sec): 3 clusters Score: Raw -54223.636877 + Penalty 1457.649912 = -52765.986966 nChanged 0 Score: Raw -1015948.850162 + Penalty 16687.110060 = -999261.740103 Splitting cluster 12 changes total score from -997346.574670 to -999261.740103 So it's getting split into cluster 16. Trying to split cluster 13 (6762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (691.611607 sec): 2 clusters Score: Raw -384003.050536 + Penalty 926.002768 = -383077.047768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (691.664199 sec): 3 clusters Score: Raw -380234.145350 + Penalty 1852.005536 = -378382.139814 nChanged 2942 SP:Iteration 1F (691.725515 sec): 3 clusters Score: Raw -382442.192559 + Penalty 1852.005536 = -380590.187022 nChanged 587 SP:Iteration 2F (691.772733 sec): 3 clusters Score: Raw -383089.915361 + Penalty 1852.005536 = -381237.909825 nChanged 616 SP:Iteration 3F (691.820079 sec): 3 clusters Score: Raw -383634.599841 + Penalty 1852.005536 = -381782.594305 nChanged 519 SP:Iteration 4F (691.867155 sec): 3 clusters Score: Raw -384011.318437 + Penalty 1852.005536 = -382159.312900 nChanged 391 SP:Iteration 5F (691.917509 sec): 3 clusters Score: Raw -384283.634839 + Penalty 1852.005536 = -382431.629303 nChanged 310 SP:Iteration 6Q (691.971560 sec): 3 clusters Score: Raw -384462.517422 + Penalty 1852.005536 = -382610.511885 nChanged 235 SP:Iteration 7Q (692.022525 sec): 3 clusters Score: Raw -384598.972044 + Penalty 1852.005536 = -382746.966507 nChanged 191 SP:Iteration 8Q (692.074381 sec): 3 clusters Score: Raw -384705.366148 + Penalty 1852.005536 = -382853.360611 nChanged 143 SP:Iteration 9Q (692.122972 sec): 3 clusters Score: Raw -384785.064080 + Penalty 1852.005536 = -382933.058544 nChanged 126 SP:Iteration 10Q (692.171442 sec): 3 clusters Score: Raw -384868.336303 + Penalty 1852.005536 = -383016.330767 nChanged 116 SP:Iteration 11Q (692.302932 sec): 3 clusters Score: Raw -384954.807847 + Penalty 1852.005536 = -383102.802311 nChanged 109 SP:Iteration 12Q (692.468119 sec): 3 clusters Score: Raw -385032.198203 + Penalty 1852.005536 = -383180.192667 nChanged 102 SP:Iteration 13Q (692.547641 sec): 3 clusters Score: Raw -385120.862971 + Penalty 1852.005536 = -383268.857435 nChanged 90 SP:Iteration 14Q (692.674271 sec): 3 clusters Score: Raw -385197.995871 + Penalty 1852.005536 = -383345.990334 nChanged 65 SP:Iteration 15Q (692.721631 sec): 3 clusters Score: Raw -385244.586704 + Penalty 1852.005536 = -383392.581168 nChanged 59 SP:Iteration 16Q (692.768166 sec): 3 clusters Score: Raw -385290.582126 + Penalty 1852.005536 = -383438.576589 nChanged 69 SP:Iteration 17Q (692.814767 sec): 3 clusters Score: Raw -385365.216997 + Penalty 1852.005536 = -383513.211461 nChanged 66 SP:Iteration 18Q (692.861657 sec): 3 clusters Score: Raw -385437.999482 + Penalty 1852.005536 = -383585.993945 nChanged 59 SP:Iteration 19Q (692.910994 sec): 3 clusters Score: Raw -385504.914166 + Penalty 1852.005536 = -383652.908630 nChanged 47 SP:Iteration 20F (692.962192 sec): 3 clusters Score: Raw -385554.286828 + Penalty 1852.005536 = -383702.281291 nChanged 35 SP:Iteration 21Q (693.010884 sec): 3 clusters Score: Raw -385587.338430 + Penalty 1852.005536 = -383735.332893 nChanged 25 SP:Iteration 22Q (693.148109 sec): 3 clusters Score: Raw -385608.857395 + Penalty 1852.005536 = -383756.851858 nChanged 23 SP:Iteration 23Q (693.262260 sec): 3 clusters Score: Raw -385630.854116 + Penalty 1852.005536 = -383778.848579 nChanged 15 SP:Iteration 24Q (693.392227 sec): 3 clusters Score: Raw -385641.579611 + Penalty 1852.005536 = -383789.574075 nChanged 11 SP:Iteration 25Q (693.514470 sec): 3 clusters Score: Raw -385647.854158 + Penalty 1852.005536 = -383795.848622 nChanged 10 SP:Iteration 26Q (693.637697 sec): 3 clusters Score: Raw -385652.278737 + Penalty 1852.005536 = -383800.273201 nChanged 7 SP:Iteration 27Q (693.763364 sec): 3 clusters Score: Raw -385654.627901 + Penalty 1852.005536 = -383802.622364 nChanged 1 SP:Iteration 28Q (693.891604 sec): 3 clusters Score: Raw -385654.834160 + Penalty 1852.005536 = -383802.828624 nChanged 1 SP:Iteration 29Q (694.030081 sec): 3 clusters Score: Raw -385655.027743 + Penalty 1852.005536 = -383803.022206 nChanged 0 SP:Iteration 30F (694.077957 sec): 3 clusters Score: Raw -385655.027743 + Penalty 1852.005536 = -383803.022206 nChanged 0 Score: Raw -1017600.827369 + Penalty 17730.054438 = -999870.772931 Splitting cluster 13 changes total score from -997346.574670 to -999870.772931 So it's getting split into cluster 17. Iteration 59Q (696.498273 sec): 18 clusters Score: Raw -1018028.147583 + Penalty 17730.054438 = -1000298.093144 nChanged 455 Iteration 60F (697.139709 sec): 18 clusters Score: Raw -1018786.319508 + Penalty 17730.054438 = -1001056.265070 nChanged 382 Iteration 61Q (697.433312 sec): 18 clusters Score: Raw -1019157.226362 + Penalty 17730.054438 = -1001427.171924 nChanged 217 Iteration 62Q (697.722560 sec): 18 clusters Score: Raw -1019340.409471 + Penalty 17730.054438 = -1001610.355033 nChanged 156 Iteration 63Q (698.008683 sec): 18 clusters Score: Raw -1019460.315155 + Penalty 17730.054438 = -1001730.260717 nChanged 119 Iteration 64Q (698.291143 sec): 18 clusters Score: Raw -1019537.062126 + Penalty 17730.054438 = -1001807.007688 nChanged 78 Iteration 65Q (698.574259 sec): 18 clusters Score: Raw -1019571.677620 + Penalty 17730.054438 = -1001841.623182 nChanged 64 Iteration 66Q (698.861050 sec): 18 clusters Score: Raw -1019596.607148 + Penalty 17730.054438 = -1001866.552710 nChanged 45 Iteration 67Q (699.152861 sec): 18 clusters Score: Raw -1019608.700524 + Penalty 17730.054438 = -1001878.646085 nChanged 31 Iteration 68Q (699.449497 sec): 18 clusters Score: Raw -1019617.412979 + Penalty 17730.054438 = -1001887.358541 nChanged 30 Iteration 69Q (700.127789 sec): 18 clusters Score: Raw -1019625.911604 + Penalty 17730.054438 = -1001895.857165 nChanged 27 Iteration 70Q (700.427644 sec): 18 clusters Score: Raw -1019637.846575 + Penalty 17730.054438 = -1001907.792137 nChanged 42 Iteration 71Q (700.714427 sec): 18 clusters Score: Raw -1019661.811817 + Penalty 17730.054438 = -1001931.757379 nChanged 44 Iteration 72Q (701.000762 sec): 18 clusters Score: Raw -1019687.822523 + Penalty 17730.054438 = -1001957.768085 nChanged 58 Iteration 73Q (701.282720 sec): 18 clusters Score: Raw -1019715.692239 + Penalty 17730.054438 = -1001985.637801 nChanged 54 Iteration 74Q (701.562085 sec): 18 clusters Score: Raw -1019737.518370 + Penalty 17730.054438 = -1002007.463932 nChanged 55 Iteration 75Q (701.841281 sec): 18 clusters Score: Raw -1019764.896525 + Penalty 17730.054438 = -1002034.842086 nChanged 54 Iteration 76Q (702.129394 sec): 18 clusters Score: Raw -1019790.229930 + Penalty 17730.054438 = -1002060.175492 nChanged 53 Iteration 77Q (702.415985 sec): 18 clusters Score: Raw -1019815.002059 + Penalty 17730.054438 = -1002084.947621 nChanged 59 Iteration 78Q (702.700657 sec): 18 clusters Score: Raw -1019841.013084 + Penalty 17730.054438 = -1002110.958645 nChanged 50 Iteration 79Q (702.981999 sec): 18 clusters Score: Raw -1019864.839237 + Penalty 17730.054438 = -1002134.784799 nChanged 59 Iteration 80F (703.504964 sec): 18 clusters Score: Raw -1019902.203408 + Penalty 17730.054438 = -1002172.148970 nChanged 57 Iteration 81Q (703.773794 sec): 18 clusters Score: Raw -1019943.323243 + Penalty 17730.054438 = -1002213.268805 nChanged 61 Iteration 82Q (704.042129 sec): 18 clusters Score: Raw -1019993.828386 + Penalty 17730.054438 = -1002263.773948 nChanged 69 Iteration 83Q (704.344623 sec): 18 clusters Score: Raw -1020066.221823 + Penalty 17730.054438 = -1002336.167384 nChanged 67 Iteration 84Q (704.656601 sec): 18 clusters Score: Raw -1020129.437216 + Penalty 17730.054438 = -1002399.382778 nChanged 69 Iteration 85Q (704.966303 sec): 18 clusters Score: Raw -1020160.441975 + Penalty 17730.054438 = -1002430.387537 nChanged 43 Iteration 86Q (705.250784 sec): 18 clusters Score: Raw -1020176.843069 + Penalty 17730.054438 = -1002446.788631 nChanged 24 Iteration 87Q (705.619866 sec): 18 clusters Score: Raw -1020183.984614 + Penalty 17730.054438 = -1002453.930176 nChanged 17 Iteration 88Q (705.904276 sec): 18 clusters Score: Raw -1020189.397556 + Penalty 17730.054438 = -1002459.343117 nChanged 16 Iteration 89Q (706.181961 sec): 18 clusters Score: Raw -1020194.163249 + Penalty 17730.054438 = -1002464.108811 nChanged 13 Iteration 90Q (706.441702 sec): 18 clusters Score: Raw -1020196.875737 + Penalty 17730.054438 = -1002466.821299 nChanged 9 Iteration 91Q (706.695022 sec): 18 clusters Score: Raw -1020198.922180 + Penalty 17730.054438 = -1002468.867741 nChanged 11 Iteration 92Q (706.939881 sec): 18 clusters Score: Raw -1020201.256397 + Penalty 17730.054438 = -1002471.201959 nChanged 8 Iteration 93Q (707.188764 sec): 18 clusters Score: Raw -1020203.088111 + Penalty 17730.054438 = -1002473.033672 nChanged 8 Iteration 94Q (707.424338 sec): 18 clusters Score: Raw -1020204.862008 + Penalty 17730.054438 = -1002474.807570 nChanged 3 Iteration 95Q (707.671620 sec): 18 clusters Score: Raw -1020205.611559 + Penalty 17730.054438 = -1002475.557121 nChanged 4 Iteration 96Q (707.944624 sec): 18 clusters Score: Raw -1020206.896246 + Penalty 17730.054438 = -1002476.841808 nChanged 8 Iteration 97Q (708.172643 sec): 18 clusters Score: Raw -1020208.437373 + Penalty 17730.054438 = -1002478.382935 nChanged 6 Iteration 98Q (708.432846 sec): 18 clusters Score: Raw -1020209.105221 + Penalty 17730.054438 = -1002479.050783 nChanged 3 Writing temp clu file Because OldScore, -1002478.382935, is greater than current (better) Score,-1002479.050783 Compute initial score before splitting: Score: Raw -1020209.105221 + Penalty 17730.054438 = -1002479.050783 Trying to split cluster 1 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (708.512149 sec): 2 clusters Score: Raw -16547.825960 + Penalty 658.453785 = -15889.372174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (708.640983 sec): 3 clusters Score: Raw -16465.753528 + Penalty 1316.907571 = -15148.845957 nChanged 163 SP:Iteration 1F (708.736907 sec): 3 clusters Score: Raw -16717.966512 + Penalty 1316.907571 = -15401.058942 nChanged 41 SP:Iteration 2F (708.833089 sec): 3 clusters Score: Raw -16770.807167 + Penalty 1316.907571 = -15453.899596 nChanged 22 SP:Iteration 3Q (708.906792 sec): 3 clusters Score: Raw -16812.852254 + Penalty 1316.907571 = -15495.944683 nChanged 17 SP:Iteration 4Q (708.913475 sec): 3 clusters Score: Raw -16837.108476 + Penalty 1316.907571 = -15520.200905 nChanged 16 SP:Iteration 5Q (708.920186 sec): 3 clusters Score: Raw -16862.162689 + Penalty 1316.907571 = -15545.255119 nChanged 11 SP:Iteration 6Q (708.926538 sec): 3 clusters Score: Raw -16877.076729 + Penalty 1316.907571 = -15560.169159 nChanged 12 SP:Iteration 7Q (708.932892 sec): 3 clusters Score: Raw -16902.324759 + Penalty 1316.907571 = -15585.417189 nChanged 12 SP:Iteration 8Q (708.939218 sec): 3 clusters Score: Raw -16929.511351 + Penalty 1316.907571 = -15612.603780 nChanged 10 SP:Iteration 9Q (708.945658 sec): 3 clusters Score: Raw -16947.087705 + Penalty 1316.907571 = -15630.180135 nChanged 10 SP:Iteration 10Q (708.951989 sec): 3 clusters Score: Raw -16957.989108 + Penalty 1316.907571 = -15641.081537 nChanged 5 SP:Iteration 11Q (708.958284 sec): 3 clusters Score: Raw -16969.645017 + Penalty 1316.907571 = -15652.737446 nChanged 2 SP:Iteration 12Q (708.964560 sec): 3 clusters Score: Raw -16973.430595 + Penalty 1316.907571 = -15656.523024 nChanged 2 SP:Iteration 13Q (708.970872 sec): 3 clusters Score: Raw -16976.602239 + Penalty 1316.907571 = -15659.694669 nChanged 1 SP:Iteration 14Q (708.977161 sec): 3 clusters Score: Raw -16989.979364 + Penalty 1316.907571 = -15673.071793 nChanged 7 SP:Iteration 15Q (708.983439 sec): 3 clusters Score: Raw -16996.867005 + Penalty 1316.907571 = -15679.959434 nChanged 2 SP:Iteration 16Q (708.991440 sec): 3 clusters Score: Raw -17000.874129 + Penalty 1316.907571 = -15683.966559 nChanged 3 SP:Iteration 17Q (708.997735 sec): 3 clusters Score: Raw -17003.153014 + Penalty 1316.907571 = -15686.245444 nChanged 0 SP:Iteration 18F (709.004053 sec): 3 clusters Score: Raw -17003.153014 + Penalty 1316.907571 = -15686.245444 nChanged 0 Trying to split cluster 2 (1304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (709.035405 sec): 2 clusters Score: Raw -58321.498061 + Penalty 753.185133 = -57568.312928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (709.047673 sec): 3 clusters Score: Raw -57732.081429 + Penalty 1506.370266 = -56225.711163 nChanged 469 SP:Iteration 1F (709.059285 sec): 3 clusters Score: Raw -58079.196903 + Penalty 1506.370266 = -56572.826637 nChanged 125 SP:Iteration 2F (709.071203 sec): 3 clusters Score: Raw -58192.221524 + Penalty 1506.370266 = -56685.851258 nChanged 77 SP:Iteration 3F (709.082689 sec): 3 clusters Score: Raw -58269.093525 + Penalty 1506.370266 = -56762.723259 nChanged 54 SP:Iteration 4Q (709.094371 sec): 3 clusters Score: Raw -58323.798778 + Penalty 1506.370266 = -56817.428512 nChanged 44 SP:Iteration 5Q (709.106046 sec): 3 clusters Score: Raw -58364.417800 + Penalty 1506.370266 = -56858.047535 nChanged 41 SP:Iteration 6Q (709.117731 sec): 3 clusters Score: Raw -58405.600973 + Penalty 1506.370266 = -56899.230707 nChanged 33 SP:Iteration 7Q (709.129388 sec): 3 clusters Score: Raw -58441.664380 + Penalty 1506.370266 = -56935.294114 nChanged 40 SP:Iteration 8Q (709.141123 sec): 3 clusters Score: Raw -58480.501673 + Penalty 1506.370266 = -56974.131407 nChanged 39 SP:Iteration 9Q (709.152773 sec): 3 clusters Score: Raw -58525.370047 + Penalty 1506.370266 = -57018.999781 nChanged 46 SP:Iteration 10Q (709.250331 sec): 3 clusters Score: Raw -58582.896428 + Penalty 1506.370266 = -57076.526162 nChanged 39 SP:Iteration 11Q (709.342256 sec): 3 clusters Score: Raw -58629.598652 + Penalty 1506.370266 = -57123.228386 nChanged 30 SP:Iteration 12Q (709.422694 sec): 3 clusters Score: Raw -58654.471727 + Penalty 1506.370266 = -57148.101461 nChanged 22 SP:Iteration 13Q (709.514741 sec): 3 clusters Score: Raw -58678.606670 + Penalty 1506.370266 = -57172.236404 nChanged 21 SP:Iteration 14Q (709.603593 sec): 3 clusters Score: Raw -58693.442057 + Penalty 1506.370266 = -57187.071791 nChanged 10 SP:Iteration 15Q (709.616974 sec): 3 clusters Score: Raw -58702.474790 + Penalty 1506.370266 = -57196.104524 nChanged 11 SP:Iteration 16Q (709.630329 sec): 3 clusters Score: Raw -58709.446403 + Penalty 1506.370266 = -57203.076137 nChanged 14 SP:Iteration 17Q (709.643794 sec): 3 clusters Score: Raw -58719.663420 + Penalty 1506.370266 = -57213.293154 nChanged 13 SP:Iteration 18Q (709.657013 sec): 3 clusters Score: Raw -58728.491222 + Penalty 1506.370266 = -57222.120956 nChanged 8 SP:Iteration 19Q (709.670149 sec): 3 clusters Score: Raw -58734.977908 + Penalty 1506.370266 = -57228.607642 nChanged 7 SP:Iteration 20F (709.683268 sec): 3 clusters Score: Raw -58741.731464 + Penalty 1506.370266 = -57235.361198 nChanged 7 SP:Iteration 21Q (709.696430 sec): 3 clusters Score: Raw -58745.188393 + Penalty 1506.370266 = -57238.818127 nChanged 2 SP:Iteration 22Q (709.709545 sec): 3 clusters Score: Raw -58747.176175 + Penalty 1506.370266 = -57240.805909 nChanged 3 SP:Iteration 23Q (709.722737 sec): 3 clusters Score: Raw -58748.530279 + Penalty 1506.370266 = -57242.160013 nChanged 2 SP:Iteration 24Q (709.735889 sec): 3 clusters Score: Raw -58749.144379 + Penalty 1506.370266 = -57242.774114 nChanged 1 SP:Iteration 25Q (709.748834 sec): 3 clusters Score: Raw -58749.303530 + Penalty 1506.370266 = -57242.933264 nChanged 2 SP:Iteration 26Q (709.761942 sec): 3 clusters Score: Raw -58752.629090 + Penalty 1506.370266 = -57246.258825 nChanged 5 SP:Iteration 27Q (709.775072 sec): 3 clusters Score: Raw -58758.780609 + Penalty 1506.370266 = -57252.410343 nChanged 10 SP:Iteration 28Q (709.788261 sec): 3 clusters Score: Raw -58765.823790 + Penalty 1506.370266 = -57259.453524 nChanged 3 SP:Iteration 29Q (709.801376 sec): 3 clusters Score: Raw -58767.557168 + Penalty 1506.370266 = -57261.186903 nChanged 2 SP:Iteration 30Q (709.814476 sec): 3 clusters Score: Raw -58768.301290 + Penalty 1506.370266 = -57261.931024 nChanged 1 SP:Iteration 31Q (709.827552 sec): 3 clusters Score: Raw -58770.287562 + Penalty 1506.370266 = -57263.917296 nChanged 3 SP:Iteration 32Q (709.840630 sec): 3 clusters Score: Raw -58772.166234 + Penalty 1506.370266 = -57265.795968 nChanged 0 SP:Iteration 33F (709.853864 sec): 3 clusters Score: Raw -58772.166234 + Penalty 1506.370266 = -57265.795968 nChanged 0 Trying to split cluster 3 (1365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (709.884267 sec): 2 clusters Score: Raw -54617.772656 + Penalty 757.985519 = -53859.787137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (709.898765 sec): 3 clusters Score: Raw -54110.431889 + Penalty 1515.971039 = -52594.460851 nChanged 476 SP:Iteration 1F (709.912526 sec): 3 clusters Score: Raw -54567.443382 + Penalty 1515.971039 = -53051.472344 nChanged 129 SP:Iteration 2F (709.926280 sec): 3 clusters Score: Raw -54709.110361 + Penalty 1515.971039 = -53193.139323 nChanged 99 SP:Iteration 3F (709.940020 sec): 3 clusters Score: Raw -54825.491341 + Penalty 1515.971039 = -53309.520303 nChanged 74 SP:Iteration 4F (709.953713 sec): 3 clusters Score: Raw -54905.314769 + Penalty 1515.971039 = -53389.343730 nChanged 60 SP:Iteration 5Q (709.967616 sec): 3 clusters Score: Raw -54959.453156 + Penalty 1515.971039 = -53443.482117 nChanged 45 SP:Iteration 6Q (710.084929 sec): 3 clusters Score: Raw -55003.287122 + Penalty 1515.971039 = -53487.316083 nChanged 34 SP:Iteration 7Q (710.205289 sec): 3 clusters Score: Raw -55035.658210 + Penalty 1515.971039 = -53519.687171 nChanged 25 SP:Iteration 8Q (710.308326 sec): 3 clusters Score: Raw -55058.256932 + Penalty 1515.971039 = -53542.285894 nChanged 23 SP:Iteration 9Q (710.402135 sec): 3 clusters Score: Raw -55078.252002 + Penalty 1515.971039 = -53562.280964 nChanged 16 SP:Iteration 10Q (710.516689 sec): 3 clusters Score: Raw -55089.926393 + Penalty 1515.971039 = -53573.955355 nChanged 9 SP:Iteration 11Q (710.604687 sec): 3 clusters Score: Raw -55096.090196 + Penalty 1515.971039 = -53580.119157 nChanged 9 SP:Iteration 12Q (710.635327 sec): 3 clusters Score: Raw -55103.938450 + Penalty 1515.971039 = -53587.967412 nChanged 8 SP:Iteration 13Q (710.649465 sec): 3 clusters Score: Raw -55108.526269 + Penalty 1515.971039 = -53592.555230 nChanged 7 SP:Iteration 14Q (710.663612 sec): 3 clusters Score: Raw -55114.066687 + Penalty 1515.971039 = -53598.095648 nChanged 7 SP:Iteration 15Q (710.677674 sec): 3 clusters Score: Raw -55118.885962 + Penalty 1515.971039 = -53602.914923 nChanged 5 SP:Iteration 16Q (710.691686 sec): 3 clusters Score: Raw -55123.110924 + Penalty 1515.971039 = -53607.139886 nChanged 4 SP:Iteration 17Q (710.705923 sec): 3 clusters Score: Raw -55125.934536 + Penalty 1515.971039 = -53609.963497 nChanged 0 SP:Iteration 18F (710.719965 sec): 3 clusters Score: Raw -55125.934536 + Penalty 1515.971039 = -53609.963497 nChanged 0 Trying to split cluster 4 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (710.744070 sec): 2 clusters Score: Raw -9462.962390 + Penalty 568.690542 = -8894.271847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (710.749219 sec): 3 clusters Score: Raw -9482.690895 + Penalty 1137.381084 = -8345.309811 nChanged 48 SP:Iteration 1F (710.754131 sec): 3 clusters Score: Raw -9575.478720 + Penalty 1137.381084 = -8438.097636 nChanged 9 SP:Iteration 2Q (710.759060 sec): 3 clusters Score: Raw -9602.169805 + Penalty 1137.381084 = -8464.788721 nChanged 5 SP:Iteration 3Q (710.764165 sec): 3 clusters Score: Raw -9611.479807 + Penalty 1137.381084 = -8474.098722 nChanged 5 SP:Iteration 4Q (710.769018 sec): 3 clusters Score: Raw -9625.240197 + Penalty 1137.381084 = -8487.859113 nChanged 1 SP:Iteration 5Q (710.773763 sec): 3 clusters Score: Raw -9625.838305 + Penalty 1137.381084 = -8488.457220 nChanged 0 SP:Iteration 6F (710.778515 sec): 3 clusters Score: Raw -9625.838305 + Penalty 1137.381084 = -8488.457220 nChanged 0 Trying to split cluster 5 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (710.795312 sec): 2 clusters Score: Raw -30458.670463 + Penalty 661.196479 = -29797.473984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (710.802984 sec): 3 clusters Score: Raw -30307.891477 + Penalty 1322.392957 = -28985.498520 nChanged 156 SP:Iteration 1F (710.810277 sec): 3 clusters Score: Raw -30462.807237 + Penalty 1322.392957 = -29140.414280 nChanged 45 SP:Iteration 2F (710.817574 sec): 3 clusters Score: Raw -30509.194737 + Penalty 1322.392957 = -29186.801780 nChanged 12 SP:Iteration 3Q (710.824965 sec): 3 clusters Score: Raw -30525.526683 + Penalty 1322.392957 = -29203.133726 nChanged 12 SP:Iteration 4Q (710.832289 sec): 3 clusters Score: Raw -30537.928599 + Penalty 1322.392957 = -29215.535641 nChanged 9 SP:Iteration 5Q (710.839627 sec): 3 clusters Score: Raw -30557.744763 + Penalty 1322.392957 = -29235.351806 nChanged 9 SP:Iteration 6Q (710.846963 sec): 3 clusters Score: Raw -30571.280492 + Penalty 1322.392957 = -29248.887534 nChanged 8 SP:Iteration 7Q (710.854280 sec): 3 clusters Score: Raw -30580.076683 + Penalty 1322.392957 = -29257.683726 nChanged 4 SP:Iteration 8Q (710.861573 sec): 3 clusters Score: Raw -30588.420632 + Penalty 1322.392957 = -29266.027675 nChanged 3 SP:Iteration 9Q (710.974239 sec): 3 clusters Score: Raw -30591.929425 + Penalty 1322.392957 = -29269.536467 nChanged 2 SP:Iteration 10Q (711.081923 sec): 3 clusters Score: Raw -30593.968199 + Penalty 1322.392957 = -29271.575241 nChanged 2 SP:Iteration 11Q (711.193903 sec): 3 clusters Score: Raw -30596.170280 + Penalty 1322.392957 = -29273.777323 nChanged 1 SP:Iteration 12Q (711.305888 sec): 3 clusters Score: Raw -30596.850658 + Penalty 1322.392957 = -29274.457701 nChanged 1 SP:Iteration 13Q (711.431966 sec): 3 clusters Score: Raw -30597.753460 + Penalty 1322.392957 = -29275.360503 nChanged 0 SP:Iteration 14F (711.493196 sec): 3 clusters Score: Raw -30597.753460 + Penalty 1322.392957 = -29275.360503 nChanged 0 Trying to split cluster 6 (1697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (711.553953 sec): 2 clusters Score: Raw -80395.854433 + Penalty 780.844813 = -79615.009621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (711.570924 sec): 3 clusters Score: Raw -79614.829494 + Penalty 1561.689626 = -78053.139868 nChanged 632 SP:Iteration 1F (711.587308 sec): 3 clusters Score: Raw -80054.363140 + Penalty 1561.689626 = -78492.673515 nChanged 173 SP:Iteration 2F (711.603505 sec): 3 clusters Score: Raw -80234.913243 + Penalty 1561.689626 = -78673.223617 nChanged 121 SP:Iteration 3F (711.619902 sec): 3 clusters Score: Raw -80355.274733 + Penalty 1561.689626 = -78793.585107 nChanged 86 SP:Iteration 4F (711.636771 sec): 3 clusters Score: Raw -80426.682824 + Penalty 1561.689626 = -78864.993198 nChanged 67 SP:Iteration 5Q (711.653966 sec): 3 clusters Score: Raw -80479.932514 + Penalty 1561.689626 = -78918.242889 nChanged 52 SP:Iteration 6Q (711.674082 sec): 3 clusters Score: Raw -80516.727083 + Penalty 1561.689626 = -78955.037458 nChanged 37 SP:Iteration 7Q (711.691321 sec): 3 clusters Score: Raw -80546.453932 + Penalty 1561.689626 = -78984.764306 nChanged 33 SP:Iteration 8Q (711.708491 sec): 3 clusters Score: Raw -80568.638883 + Penalty 1561.689626 = -79006.949258 nChanged 28 SP:Iteration 9Q (711.725596 sec): 3 clusters Score: Raw -80592.388428 + Penalty 1561.689626 = -79030.698803 nChanged 24 SP:Iteration 10Q (711.742642 sec): 3 clusters Score: Raw -80611.052823 + Penalty 1561.689626 = -79049.363198 nChanged 14 SP:Iteration 11Q (711.759824 sec): 3 clusters Score: Raw -80620.561687 + Penalty 1561.689626 = -79058.872062 nChanged 17 SP:Iteration 12Q (711.776926 sec): 3 clusters Score: Raw -80631.750756 + Penalty 1561.689626 = -79070.061130 nChanged 18 SP:Iteration 13Q (711.793968 sec): 3 clusters Score: Raw -80639.576826 + Penalty 1561.689626 = -79077.887201 nChanged 7 SP:Iteration 14Q (711.811050 sec): 3 clusters Score: Raw -80641.481671 + Penalty 1561.689626 = -79079.792045 nChanged 2 SP:Iteration 15Q (711.828388 sec): 3 clusters Score: Raw -80641.842760 + Penalty 1561.689626 = -79080.153134 nChanged 1 SP:Iteration 16Q (711.844833 sec): 3 clusters Score: Raw -80642.317733 + Penalty 1561.689626 = -79080.628107 nChanged 1 SP:Iteration 17Q (711.861471 sec): 3 clusters Score: Raw -80643.069353 + Penalty 1561.689626 = -79081.379727 nChanged 1 SP:Iteration 18Q (711.879324 sec): 3 clusters Score: Raw -80643.360725 + Penalty 1561.689626 = -79081.671099 nChanged 0 SP:Iteration 19F (711.895742 sec): 3 clusters Score: Raw -80643.360725 + Penalty 1561.689626 = -79081.671099 nChanged 0 Trying to split cluster 7 (534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (711.918432 sec): 2 clusters Score: Raw -29077.928797 + Penalty 659.441563 = -28418.487234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (711.926107 sec): 3 clusters Score: Raw -28913.290314 + Penalty 1318.883126 = -27594.407188 nChanged 165 SP:Iteration 1F (711.933290 sec): 3 clusters Score: Raw -29091.621582 + Penalty 1318.883126 = -27772.738456 nChanged 52 SP:Iteration 2F (712.048491 sec): 3 clusters Score: Raw -29202.126414 + Penalty 1318.883126 = -27883.243288 nChanged 39 SP:Iteration 3F (712.138606 sec): 3 clusters Score: Raw -29314.424610 + Penalty 1318.883126 = -27995.541484 nChanged 30 SP:Iteration 4F (712.252537 sec): 3 clusters Score: Raw -29403.712561 + Penalty 1318.883126 = -28084.829435 nChanged 24 SP:Iteration 5Q (712.363162 sec): 3 clusters Score: Raw -29452.027260 + Penalty 1318.883126 = -28133.144133 nChanged 7 SP:Iteration 6Q (712.450281 sec): 3 clusters Score: Raw -29471.394130 + Penalty 1318.883126 = -28152.511004 nChanged 7 SP:Iteration 7Q (712.483632 sec): 3 clusters Score: Raw -29485.151058 + Penalty 1318.883126 = -28166.267932 nChanged 5 SP:Iteration 8Q (712.490952 sec): 3 clusters Score: Raw -29492.001911 + Penalty 1318.883126 = -28173.118785 nChanged 3 SP:Iteration 9Q (712.498178 sec): 3 clusters Score: Raw -29497.768751 + Penalty 1318.883126 = -28178.885625 nChanged 3 SP:Iteration 10Q (712.505425 sec): 3 clusters Score: Raw -29504.340319 + Penalty 1318.883126 = -28185.457193 nChanged 1 SP:Iteration 11Q (712.512679 sec): 3 clusters Score: Raw -29505.828968 + Penalty 1318.883126 = -28186.945841 nChanged 2 SP:Iteration 12Q (712.519884 sec): 3 clusters Score: Raw -29508.462394 + Penalty 1318.883126 = -28189.579268 nChanged 1 SP:Iteration 13Q (712.527063 sec): 3 clusters Score: Raw -29509.014619 + Penalty 1318.883126 = -28190.131492 nChanged 0 SP:Iteration 14F (712.534299 sec): 3 clusters Score: Raw -29509.014619 + Penalty 1318.883126 = -28190.131492 nChanged 0 Trying to split cluster 8 (1901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (712.567757 sec): 2 clusters Score: Raw -109280.380912 + Penalty 792.764211 = -108487.616701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (712.586838 sec): 3 clusters Score: Raw -108415.480224 + Penalty 1585.528422 = -106829.951802 nChanged 719 SP:Iteration 1F (712.604837 sec): 3 clusters Score: Raw -108887.042984 + Penalty 1585.528422 = -107301.514562 nChanged 148 SP:Iteration 2F (712.622588 sec): 3 clusters Score: Raw -109001.533762 + Penalty 1585.528422 = -107416.005341 nChanged 92 SP:Iteration 3Q (712.640642 sec): 3 clusters Score: Raw -109076.778339 + Penalty 1585.528422 = -107491.249917 nChanged 67 SP:Iteration 4Q (712.658836 sec): 3 clusters Score: Raw -109134.945039 + Penalty 1585.528422 = -107549.416617 nChanged 64 SP:Iteration 5Q (712.677053 sec): 3 clusters Score: Raw -109177.662952 + Penalty 1585.528422 = -107592.134530 nChanged 52 SP:Iteration 6Q (712.695255 sec): 3 clusters Score: Raw -109209.781632 + Penalty 1585.528422 = -107624.253210 nChanged 46 SP:Iteration 7Q (712.713275 sec): 3 clusters Score: Raw -109240.339828 + Penalty 1585.528422 = -107654.811406 nChanged 39 SP:Iteration 8Q (712.731484 sec): 3 clusters Score: Raw -109258.212459 + Penalty 1585.528422 = -107672.684037 nChanged 35 SP:Iteration 9Q (712.749548 sec): 3 clusters Score: Raw -109276.915884 + Penalty 1585.528422 = -107691.387462 nChanged 31 SP:Iteration 10Q (712.767638 sec): 3 clusters Score: Raw -109293.360346 + Penalty 1585.528422 = -107707.831924 nChanged 26 SP:Iteration 11Q (712.785760 sec): 3 clusters Score: Raw -109303.584538 + Penalty 1585.528422 = -107718.056116 nChanged 25 SP:Iteration 12Q (712.803907 sec): 3 clusters Score: Raw -109314.196430 + Penalty 1585.528422 = -107728.668008 nChanged 29 SP:Iteration 13Q (712.821932 sec): 3 clusters Score: Raw -109327.643549 + Penalty 1585.528422 = -107742.115127 nChanged 29 SP:Iteration 14Q (712.839975 sec): 3 clusters Score: Raw -109345.651916 + Penalty 1585.528422 = -107760.123494 nChanged 26 SP:Iteration 15Q (712.857920 sec): 3 clusters Score: Raw -109358.849526 + Penalty 1585.528422 = -107773.321104 nChanged 18 SP:Iteration 16Q (712.875774 sec): 3 clusters Score: Raw -109367.157531 + Penalty 1585.528422 = -107781.629109 nChanged 21 SP:Iteration 17Q (712.893568 sec): 3 clusters Score: Raw -109378.227902 + Penalty 1585.528422 = -107792.699480 nChanged 19 SP:Iteration 18Q (712.995766 sec): 3 clusters Score: Raw -109386.372516 + Penalty 1585.528422 = -107800.844095 nChanged 18 SP:Iteration 19Q (713.085784 sec): 3 clusters Score: Raw -109393.161065 + Penalty 1585.528422 = -107807.632643 nChanged 18 SP:Iteration 20F (713.181402 sec): 3 clusters Score: Raw -109404.285832 + Penalty 1585.528422 = -107818.757410 nChanged 23 SP:Iteration 21Q (713.253687 sec): 3 clusters Score: Raw -109421.628986 + Penalty 1585.528422 = -107836.100564 nChanged 26 SP:Iteration 22Q (713.349162 sec): 3 clusters Score: Raw -109436.790187 + Penalty 1585.528422 = -107851.261766 nChanged 25 SP:Iteration 23Q (713.430615 sec): 3 clusters Score: Raw -109447.856373 + Penalty 1585.528422 = -107862.327952 nChanged 23 SP:Iteration 24Q (713.520341 sec): 3 clusters Score: Raw -109459.127345 + Penalty 1585.528422 = -107873.598923 nChanged 16 SP:Iteration 25Q (713.609321 sec): 3 clusters Score: Raw -109468.874528 + Penalty 1585.528422 = -107883.346106 nChanged 15 SP:Iteration 26Q (713.682770 sec): 3 clusters Score: Raw -109476.647218 + Penalty 1585.528422 = -107891.118796 nChanged 17 SP:Iteration 27Q (713.697804 sec): 3 clusters Score: Raw -109484.317594 + Penalty 1585.528422 = -107898.789172 nChanged 9 SP:Iteration 28Q (713.712604 sec): 3 clusters Score: Raw -109487.734074 + Penalty 1585.528422 = -107902.205652 nChanged 5 SP:Iteration 29Q (713.727387 sec): 3 clusters Score: Raw -109490.197471 + Penalty 1585.528422 = -107904.669049 nChanged 7 SP:Iteration 30Q (713.742118 sec): 3 clusters Score: Raw -109493.033193 + Penalty 1585.528422 = -107907.504771 nChanged 6 SP:Iteration 31Q (713.756915 sec): 3 clusters Score: Raw -109495.500722 + Penalty 1585.528422 = -107909.972300 nChanged 5 SP:Iteration 32Q (713.771633 sec): 3 clusters Score: Raw -109497.538828 + Penalty 1585.528422 = -107912.010406 nChanged 5 SP:Iteration 33Q (713.786229 sec): 3 clusters Score: Raw -109499.081448 + Penalty 1585.528422 = -107913.553026 nChanged 3 SP:Iteration 34Q (713.800960 sec): 3 clusters Score: Raw -109499.581513 + Penalty 1585.528422 = -107914.053091 nChanged 1 SP:Iteration 35Q (713.815733 sec): 3 clusters Score: Raw -109499.808948 + Penalty 1585.528422 = -107914.280526 nChanged 2 SP:Iteration 36Q (713.830448 sec): 3 clusters Score: Raw -109500.276712 + Penalty 1585.528422 = -107914.748290 nChanged 1 SP:Iteration 37Q (713.845168 sec): 3 clusters Score: Raw -109500.524676 + Penalty 1585.528422 = -107914.996254 nChanged 0 SP:Iteration 38F (713.860063 sec): 3 clusters Score: Raw -109500.524676 + Penalty 1585.528422 = -107914.996254 nChanged 0 Trying to split cluster 9 (647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (713.889748 sec): 2 clusters Score: Raw -28089.018091 + Penalty 679.596361 = -27409.421730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (713.896893 sec): 3 clusters Score: Raw -27894.536528 + Penalty 1359.192722 = -26535.343806 nChanged 201 SP:Iteration 1F (713.903703 sec): 3 clusters Score: Raw -28131.125098 + Penalty 1359.192722 = -26771.932376 nChanged 60 SP:Iteration 2F (713.910449 sec): 3 clusters Score: Raw -28223.558036 + Penalty 1359.192722 = -26864.365314 nChanged 27 SP:Iteration 3Q (713.917306 sec): 3 clusters Score: Raw -28268.686465 + Penalty 1359.192722 = -26909.493743 nChanged 17 SP:Iteration 4Q (713.924124 sec): 3 clusters Score: Raw -28284.986488 + Penalty 1359.192722 = -26925.793766 nChanged 14 SP:Iteration 5Q (713.930916 sec): 3 clusters Score: Raw -28306.440708 + Penalty 1359.192722 = -26947.247986 nChanged 11 SP:Iteration 6Q (713.937787 sec): 3 clusters Score: Raw -28324.273647 + Penalty 1359.192722 = -26965.080925 nChanged 10 SP:Iteration 7Q (713.944592 sec): 3 clusters Score: Raw -28344.110516 + Penalty 1359.192722 = -26984.917794 nChanged 6 SP:Iteration 8Q (713.951377 sec): 3 clusters Score: Raw -28350.230153 + Penalty 1359.192722 = -26991.037431 nChanged 4 SP:Iteration 9Q (714.063676 sec): 3 clusters Score: Raw -28355.705982 + Penalty 1359.192722 = -26996.513261 nChanged 3 SP:Iteration 10Q (714.170951 sec): 3 clusters Score: Raw -28358.984189 + Penalty 1359.192722 = -26999.791467 nChanged 2 SP:Iteration 11Q (714.291338 sec): 3 clusters Score: Raw -28360.979070 + Penalty 1359.192722 = -27001.786348 nChanged 2 SP:Iteration 12Q (714.390276 sec): 3 clusters Score: Raw -28362.699660 + Penalty 1359.192722 = -27003.506939 nChanged 2 SP:Iteration 13Q (714.398699 sec): 3 clusters Score: Raw -28364.932492 + Penalty 1359.192722 = -27005.739770 nChanged 0 SP:Iteration 14F (714.464304 sec): 3 clusters Score: Raw -28364.932492 + Penalty 1359.192722 = -27005.739770 nChanged 0 Trying to split cluster 10 (1112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (714.521621 sec): 2 clusters Score: Raw -60939.835261 + Penalty 736.461125 = -60203.374136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (714.624546 sec): 3 clusters Score: Raw -60509.904638 + Penalty 1472.922250 = -59036.982388 nChanged 360 SP:Iteration 1F (714.717323 sec): 3 clusters Score: Raw -60794.781964 + Penalty 1472.922250 = -59321.859715 nChanged 93 SP:Iteration 2F (714.732269 sec): 3 clusters Score: Raw -60883.257124 + Penalty 1472.922250 = -59410.334874 nChanged 47 SP:Iteration 3Q (714.744137 sec): 3 clusters Score: Raw -60931.239798 + Penalty 1472.922250 = -59458.317549 nChanged 38 SP:Iteration 4Q (714.755929 sec): 3 clusters Score: Raw -60970.433133 + Penalty 1472.922250 = -59497.510884 nChanged 29 SP:Iteration 5Q (714.767686 sec): 3 clusters Score: Raw -60997.021257 + Penalty 1472.922250 = -59524.099008 nChanged 34 SP:Iteration 6Q (714.779865 sec): 3 clusters Score: Raw -61029.545909 + Penalty 1472.922250 = -59556.623659 nChanged 32 SP:Iteration 7Q (714.791907 sec): 3 clusters Score: Raw -61054.838546 + Penalty 1472.922250 = -59581.916296 nChanged 25 SP:Iteration 8Q (714.803803 sec): 3 clusters Score: Raw -61078.364823 + Penalty 1472.922250 = -59605.442574 nChanged 25 SP:Iteration 9Q (714.815563 sec): 3 clusters Score: Raw -61105.239761 + Penalty 1472.922250 = -59632.317511 nChanged 28 SP:Iteration 10Q (714.827293 sec): 3 clusters Score: Raw -61130.108492 + Penalty 1472.922250 = -59657.186242 nChanged 21 SP:Iteration 11Q (714.838999 sec): 3 clusters Score: Raw -61154.634577 + Penalty 1472.922250 = -59681.712327 nChanged 19 SP:Iteration 12Q (714.850689 sec): 3 clusters Score: Raw -61178.161602 + Penalty 1472.922250 = -59705.239352 nChanged 18 SP:Iteration 13Q (714.862321 sec): 3 clusters Score: Raw -61199.974482 + Penalty 1472.922250 = -59727.052233 nChanged 18 SP:Iteration 14Q (714.873995 sec): 3 clusters Score: Raw -61224.285568 + Penalty 1472.922250 = -59751.363318 nChanged 14 SP:Iteration 15Q (714.885638 sec): 3 clusters Score: Raw -61240.201922 + Penalty 1472.922250 = -59767.279672 nChanged 15 SP:Iteration 16Q (714.897268 sec): 3 clusters Score: Raw -61251.212737 + Penalty 1472.922250 = -59778.290488 nChanged 10 SP:Iteration 17Q (714.908914 sec): 3 clusters Score: Raw -61259.611030 + Penalty 1472.922250 = -59786.688780 nChanged 13 SP:Iteration 18Q (714.920518 sec): 3 clusters Score: Raw -61269.532009 + Penalty 1472.922250 = -59796.609759 nChanged 8 SP:Iteration 19Q (714.932155 sec): 3 clusters Score: Raw -61274.610785 + Penalty 1472.922250 = -59801.688535 nChanged 6 SP:Iteration 20F (714.944146 sec): 3 clusters Score: Raw -61280.604198 + Penalty 1472.922250 = -59807.681948 nChanged 8 SP:Iteration 21Q (714.955994 sec): 3 clusters Score: Raw -61286.861241 + Penalty 1472.922250 = -59813.938992 nChanged 4 SP:Iteration 22Q (714.967596 sec): 3 clusters Score: Raw -61290.173390 + Penalty 1472.922250 = -59817.251141 nChanged 7 SP:Iteration 23Q (714.979174 sec): 3 clusters Score: Raw -61294.833673 + Penalty 1472.922250 = -59821.911424 nChanged 6 SP:Iteration 24Q (715.079660 sec): 3 clusters Score: Raw -61298.448994 + Penalty 1472.922250 = -59825.526744 nChanged 4 SP:Iteration 25Q (715.186964 sec): 3 clusters Score: Raw -61301.194205 + Penalty 1472.922250 = -59828.271956 nChanged 2 SP:Iteration 26Q (715.321662 sec): 3 clusters Score: Raw -61302.201962 + Penalty 1472.922250 = -59829.279712 nChanged 2 SP:Iteration 27Q (715.422254 sec): 3 clusters Score: Raw -61303.249535 + Penalty 1472.922250 = -59830.327285 nChanged 2 SP:Iteration 28Q (715.517825 sec): 3 clusters Score: Raw -61303.903035 + Penalty 1472.922250 = -59830.980785 nChanged 2 SP:Iteration 29Q (715.611860 sec): 3 clusters Score: Raw -61304.594832 + Penalty 1472.922250 = -59831.672582 nChanged 1 SP:Iteration 30Q (715.624903 sec): 3 clusters Score: Raw -61304.798088 + Penalty 1472.922250 = -59831.875839 nChanged 2 SP:Iteration 31Q (715.638406 sec): 3 clusters Score: Raw -61305.212381 + Penalty 1472.922250 = -59832.290131 nChanged 0 SP:Iteration 32F (715.651898 sec): 3 clusters Score: Raw -61305.212381 + Penalty 1472.922250 = -59832.290131 nChanged 0 Trying to split cluster 11 (1510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (715.685878 sec): 2 clusters Score: Raw -82431.628671 + Penalty 768.585818 = -81663.042853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (715.704103 sec): 3 clusters Score: Raw -81742.003786 + Penalty 1537.171635 = -80204.832151 nChanged 558 SP:Iteration 1F (715.721247 sec): 3 clusters Score: Raw -82087.637288 + Penalty 1537.171635 = -80550.465653 nChanged 127 SP:Iteration 2F (715.738515 sec): 3 clusters Score: Raw -82209.171292 + Penalty 1537.171635 = -80671.999657 nChanged 107 SP:Iteration 3F (715.755643 sec): 3 clusters Score: Raw -82323.802488 + Penalty 1537.171635 = -80786.630853 nChanged 98 SP:Iteration 4F (715.812095 sec): 3 clusters Score: Raw -82466.116110 + Penalty 1537.171635 = -80928.944475 nChanged 93 SP:Iteration 5F (715.827185 sec): 3 clusters Score: Raw -82619.236865 + Penalty 1537.171635 = -81082.065230 nChanged 97 SP:Iteration 6F (715.842067 sec): 3 clusters Score: Raw -82775.070065 + Penalty 1537.171635 = -81237.898430 nChanged 85 SP:Iteration 7F (715.856890 sec): 3 clusters Score: Raw -82874.116750 + Penalty 1537.171635 = -81336.945115 nChanged 65 SP:Iteration 8Q (715.871841 sec): 3 clusters Score: Raw -82942.993582 + Penalty 1537.171635 = -81405.821947 nChanged 31 SP:Iteration 9Q (715.886735 sec): 3 clusters Score: Raw -82974.705450 + Penalty 1537.171635 = -81437.533815 nChanged 27 SP:Iteration 10Q (715.901641 sec): 3 clusters Score: Raw -82999.600082 + Penalty 1537.171635 = -81462.428447 nChanged 21 SP:Iteration 11Q (715.916452 sec): 3 clusters Score: Raw -83018.317313 + Penalty 1537.171635 = -81481.145677 nChanged 17 SP:Iteration 12Q (715.931241 sec): 3 clusters Score: Raw -83031.573428 + Penalty 1537.171635 = -81494.401792 nChanged 15 SP:Iteration 13Q (715.946518 sec): 3 clusters Score: Raw -83042.937399 + Penalty 1537.171635 = -81505.765763 nChanged 15 SP:Iteration 14Q (715.964329 sec): 3 clusters Score: Raw -83051.421397 + Penalty 1537.171635 = -81514.249762 nChanged 10 SP:Iteration 15Q (715.982064 sec): 3 clusters Score: Raw -83055.977540 + Penalty 1537.171635 = -81518.805905 nChanged 3 SP:Iteration 16Q (715.999141 sec): 3 clusters Score: Raw -83056.901605 + Penalty 1537.171635 = -81519.729970 nChanged 2 SP:Iteration 17Q (716.016976 sec): 3 clusters Score: Raw -83057.670590 + Penalty 1537.171635 = -81520.498954 nChanged 0 SP:Iteration 18F (716.034724 sec): 3 clusters Score: Raw -83057.670590 + Penalty 1537.171635 = -81520.498954 nChanged 0 Trying to split cluster 12 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (716.061761 sec): 2 clusters Score: Raw -24294.073591 + Penalty 641.470996 = -23652.602594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (716.070145 sec): 3 clusters Score: Raw -24190.647519 + Penalty 1282.941992 = -22907.705526 nChanged 109 SP:Iteration 1F (716.182590 sec): 3 clusters Score: Raw -24330.059960 + Penalty 1282.941992 = -23047.117968 nChanged 34 SP:Iteration 2F (716.272901 sec): 3 clusters Score: Raw -24390.803831 + Penalty 1282.941992 = -23107.861838 nChanged 24 SP:Iteration 3F (716.368173 sec): 3 clusters Score: Raw -24425.834298 + Penalty 1282.941992 = -23142.892306 nChanged 12 SP:Iteration 4Q (716.471552 sec): 3 clusters Score: Raw -24437.656268 + Penalty 1282.941992 = -23154.714276 nChanged 5 SP:Iteration 5Q (716.474578 sec): 3 clusters Score: Raw -24443.801933 + Penalty 1282.941992 = -23160.859941 nChanged 6 SP:Iteration 6Q (716.504156 sec): 3 clusters Score: Raw -24451.045468 + Penalty 1282.941992 = -23168.103476 nChanged 4 SP:Iteration 7Q (716.547269 sec): 3 clusters Score: Raw -24455.732920 + Penalty 1282.941992 = -23172.790928 nChanged 0 SP:Iteration 8F (716.553202 sec): 3 clusters Score: Raw -24455.732920 + Penalty 1282.941992 = -23172.790928 nChanged 0 Trying to split cluster 13 (5859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (716.611334 sec): 2 clusters Score: Raw -336379.801826 + Penalty 910.952093 = -335468.849733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (716.659168 sec): 3 clusters Score: Raw -333172.643999 + Penalty 1821.904186 = -331350.739813 nChanged 2495 SP:Iteration 1F (716.707236 sec): 3 clusters Score: Raw -334674.055116 + Penalty 1821.904186 = -332852.150930 nChanged 424 SP:Iteration 2F (716.755382 sec): 3 clusters Score: Raw -334974.681122 + Penalty 1821.904186 = -333152.776936 nChanged 423 SP:Iteration 3F (716.803055 sec): 3 clusters Score: Raw -335339.701441 + Penalty 1821.904186 = -333517.797255 nChanged 398 SP:Iteration 4F (716.845707 sec): 3 clusters Score: Raw -335701.710379 + Penalty 1821.904186 = -333879.806193 nChanged 399 SP:Iteration 5F (716.885524 sec): 3 clusters Score: Raw -336136.833669 + Penalty 1821.904186 = -334314.929483 nChanged 386 SP:Iteration 6F (716.925401 sec): 3 clusters Score: Raw -336728.408647 + Penalty 1821.904186 = -334906.504461 nChanged 391 SP:Iteration 7F (716.964905 sec): 3 clusters Score: Raw -337562.776641 + Penalty 1821.904186 = -335740.872455 nChanged 342 SP:Iteration 8F (717.004366 sec): 3 clusters Score: Raw -338384.116521 + Penalty 1821.904186 = -336562.212335 nChanged 175 SP:Iteration 9Q (717.042772 sec): 3 clusters Score: Raw -338723.065804 + Penalty 1821.904186 = -336901.161618 nChanged 64 SP:Iteration 10Q (717.080528 sec): 3 clusters Score: Raw -338773.096559 + Penalty 1821.904186 = -336951.192373 nChanged 18 SP:Iteration 11Q (717.117926 sec): 3 clusters Score: Raw -338781.201846 + Penalty 1821.904186 = -336959.297660 nChanged 8 SP:Iteration 12Q (717.155331 sec): 3 clusters Score: Raw -338784.118842 + Penalty 1821.904186 = -336962.214656 nChanged 6 SP:Iteration 13Q (717.192551 sec): 3 clusters Score: Raw -338785.698969 + Penalty 1821.904186 = -336963.794783 nChanged 1 SP:Iteration 14Q (717.229982 sec): 3 clusters Score: Raw -338785.779239 + Penalty 1821.904186 = -336963.875053 nChanged 0 SP:Iteration 15F (717.269345 sec): 3 clusters Score: Raw -338785.779239 + Penalty 1821.904186 = -336963.875053 nChanged 0 Score: Raw -1022615.392047 + Penalty 18772.998817 = -1003842.393230 Splitting cluster 13 changes total score from -1002479.050783 to -1003842.393230 So it's getting split into cluster 18. Trying to split cluster 14 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (717.714092 sec): 2 clusters Score: Raw -23427.672567 + Penalty 646.036933 = -22781.635634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (717.720079 sec): 3 clusters Score: Raw -23333.550543 + Penalty 1292.073866 = -22041.476677 nChanged 130 SP:Iteration 1F (717.725707 sec): 3 clusters Score: Raw -23494.131813 + Penalty 1292.073866 = -22202.057947 nChanged 37 SP:Iteration 2F (717.840988 sec): 3 clusters Score: Raw -23554.623919 + Penalty 1292.073866 = -22262.550053 nChanged 23 SP:Iteration 3Q (717.949991 sec): 3 clusters Score: Raw -23602.637474 + Penalty 1292.073866 = -22310.563609 nChanged 19 SP:Iteration 4Q (718.033726 sec): 3 clusters Score: Raw -23632.630755 + Penalty 1292.073866 = -22340.556889 nChanged 10 SP:Iteration 5Q (718.121773 sec): 3 clusters Score: Raw -23646.663925 + Penalty 1292.073866 = -22354.590059 nChanged 9 SP:Iteration 6Q (718.217588 sec): 3 clusters Score: Raw -23657.240872 + Penalty 1292.073866 = -22365.167006 nChanged 6 SP:Iteration 7Q (718.328092 sec): 3 clusters Score: Raw -23663.885594 + Penalty 1292.073866 = -22371.811728 nChanged 4 SP:Iteration 8Q (718.423223 sec): 3 clusters Score: Raw -23669.619310 + Penalty 1292.073866 = -22377.545444 nChanged 8 SP:Iteration 9Q (718.516505 sec): 3 clusters Score: Raw -23682.244368 + Penalty 1292.073866 = -22390.170502 nChanged 3 SP:Iteration 10Q (718.523257 sec): 3 clusters Score: Raw -23684.868591 + Penalty 1292.073866 = -22392.794725 nChanged 1 SP:Iteration 11Q (718.529945 sec): 3 clusters Score: Raw -23685.276280 + Penalty 1292.073866 = -22393.202414 nChanged 0 SP:Iteration 12F (718.536616 sec): 3 clusters Score: Raw -23685.276280 + Penalty 1292.073866 = -22393.202414 nChanged 0 Trying to split cluster 15 (927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (718.564787 sec): 2 clusters Score: Raw -51241.435008 + Penalty 717.355124 = -50524.079883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (718.583404 sec): 3 clusters Score: Raw -50890.679783 + Penalty 1434.710249 = -49455.969534 nChanged 292 SP:Iteration 1F (718.593966 sec): 3 clusters Score: Raw -51123.916461 + Penalty 1434.710249 = -49689.206213 nChanged 75 SP:Iteration 2F (718.604278 sec): 3 clusters Score: Raw -51187.872987 + Penalty 1434.710249 = -49753.162738 nChanged 41 SP:Iteration 3Q (718.614672 sec): 3 clusters Score: Raw -51218.124586 + Penalty 1434.710249 = -49783.414337 nChanged 27 SP:Iteration 4Q (718.625120 sec): 3 clusters Score: Raw -51240.047862 + Penalty 1434.710249 = -49805.337613 nChanged 25 SP:Iteration 5Q (718.637505 sec): 3 clusters Score: Raw -51258.041283 + Penalty 1434.710249 = -49823.331034 nChanged 14 SP:Iteration 6Q (718.647852 sec): 3 clusters Score: Raw -51269.901929 + Penalty 1434.710249 = -49835.191680 nChanged 16 SP:Iteration 7Q (718.658209 sec): 3 clusters Score: Raw -51283.203967 + Penalty 1434.710249 = -49848.493719 nChanged 11 SP:Iteration 8Q (718.668563 sec): 3 clusters Score: Raw -51292.905379 + Penalty 1434.710249 = -49858.195130 nChanged 10 SP:Iteration 9Q (718.678896 sec): 3 clusters Score: Raw -51299.057317 + Penalty 1434.710249 = -49864.347068 nChanged 7 SP:Iteration 10Q (718.689199 sec): 3 clusters Score: Raw -51301.831153 + Penalty 1434.710249 = -49867.120905 nChanged 6 SP:Iteration 11Q (718.699538 sec): 3 clusters Score: Raw -51306.703902 + Penalty 1434.710249 = -49871.993653 nChanged 4 SP:Iteration 12Q (718.709926 sec): 3 clusters Score: Raw -51310.003205 + Penalty 1434.710249 = -49875.292956 nChanged 4 SP:Iteration 13Q (718.720230 sec): 3 clusters Score: Raw -51314.666596 + Penalty 1434.710249 = -49879.956347 nChanged 5 SP:Iteration 14Q (718.730547 sec): 3 clusters Score: Raw -51317.670716 + Penalty 1434.710249 = -49882.960467 nChanged 6 SP:Iteration 15Q (718.740881 sec): 3 clusters Score: Raw -51321.381667 + Penalty 1434.710249 = -49886.671418 nChanged 7 SP:Iteration 16Q (718.751583 sec): 3 clusters Score: Raw -51326.210334 + Penalty 1434.710249 = -49891.500085 nChanged 3 SP:Iteration 17Q (718.762165 sec): 3 clusters Score: Raw -51327.639678 + Penalty 1434.710249 = -49892.929429 nChanged 3 SP:Iteration 18Q (718.772427 sec): 3 clusters Score: Raw -51330.296282 + Penalty 1434.710249 = -49895.586034 nChanged 3 SP:Iteration 19Q (718.782704 sec): 3 clusters Score: Raw -51331.129319 + Penalty 1434.710249 = -49896.419070 nChanged 3 SP:Iteration 20F (718.887986 sec): 3 clusters Score: Raw -51332.202319 + Penalty 1434.710249 = -49897.492070 nChanged 0 Trying to split cluster 16 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (718.941394 sec): 2 clusters Score: Raw -26966.416620 + Penalty 653.161968 = -26313.254652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (719.053188 sec): 3 clusters Score: Raw -26866.871036 + Penalty 1306.323936 = -25560.547100 nChanged 136 SP:Iteration 1F (719.158384 sec): 3 clusters Score: Raw -27022.693084 + Penalty 1306.323936 = -25716.369149 nChanged 30 SP:Iteration 2F (719.277380 sec): 3 clusters Score: Raw -27052.143986 + Penalty 1306.323936 = -25745.820050 nChanged 15 SP:Iteration 3Q (719.284858 sec): 3 clusters Score: Raw -27067.687495 + Penalty 1306.323936 = -25761.363559 nChanged 9 SP:Iteration 4Q (719.292209 sec): 3 clusters Score: Raw -27074.844958 + Penalty 1306.323936 = -25768.521023 nChanged 3 SP:Iteration 5Q (719.299522 sec): 3 clusters Score: Raw -27077.488266 + Penalty 1306.323936 = -25771.164331 nChanged 3 SP:Iteration 6Q (719.306778 sec): 3 clusters Score: Raw -27079.961662 + Penalty 1306.323936 = -25773.637726 nChanged 2 SP:Iteration 7Q (719.314127 sec): 3 clusters Score: Raw -27080.666207 + Penalty 1306.323936 = -25774.342271 nChanged 0 SP:Iteration 8F (719.321389 sec): 3 clusters Score: Raw -27080.666207 + Penalty 1306.323936 = -25774.342271 nChanged 0 Trying to split cluster 17 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (719.347591 sec): 2 clusters Score: Raw -49741.670066 + Penalty 709.721803 = -49031.948263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (719.358154 sec): 3 clusters Score: Raw -49417.112536 + Penalty 1419.443607 = -47997.668929 nChanged 285 SP:Iteration 1F (719.368156 sec): 3 clusters Score: Raw -49639.121617 + Penalty 1419.443607 = -48219.678010 nChanged 61 SP:Iteration 2F (719.378126 sec): 3 clusters Score: Raw -49680.586160 + Penalty 1419.443607 = -48261.142553 nChanged 35 SP:Iteration 3Q (719.388055 sec): 3 clusters Score: Raw -49707.266312 + Penalty 1419.443607 = -48287.822705 nChanged 27 SP:Iteration 4Q (719.398166 sec): 3 clusters Score: Raw -49733.834171 + Penalty 1419.443607 = -48314.390565 nChanged 18 SP:Iteration 5Q (719.408425 sec): 3 clusters Score: Raw -49746.697640 + Penalty 1419.443607 = -48327.254033 nChanged 9 SP:Iteration 6Q (719.418623 sec): 3 clusters Score: Raw -49750.284718 + Penalty 1419.443607 = -48330.841111 nChanged 3 SP:Iteration 7Q (719.428677 sec): 3 clusters Score: Raw -49752.688227 + Penalty 1419.443607 = -48333.244620 nChanged 4 SP:Iteration 8Q (719.438724 sec): 3 clusters Score: Raw -49754.735674 + Penalty 1419.443607 = -48335.292067 nChanged 5 SP:Iteration 9Q (719.448825 sec): 3 clusters Score: Raw -49757.069910 + Penalty 1419.443607 = -48337.626303 nChanged 3 SP:Iteration 10Q (719.458895 sec): 3 clusters Score: Raw -49759.012827 + Penalty 1419.443607 = -48339.569220 nChanged 5 SP:Iteration 11Q (719.469024 sec): 3 clusters Score: Raw -49764.021006 + Penalty 1419.443607 = -48344.577399 nChanged 5 SP:Iteration 12Q (719.479197 sec): 3 clusters Score: Raw -49766.573204 + Penalty 1419.443607 = -48347.129597 nChanged 5 SP:Iteration 13Q (719.489281 sec): 3 clusters Score: Raw -49768.752788 + Penalty 1419.443607 = -48349.309182 nChanged 4 SP:Iteration 14Q (719.499346 sec): 3 clusters Score: Raw -49772.644407 + Penalty 1419.443607 = -48353.200800 nChanged 6 SP:Iteration 15Q (719.509405 sec): 3 clusters Score: Raw -49775.607811 + Penalty 1419.443607 = -48356.164204 nChanged 1 SP:Iteration 16Q (719.519450 sec): 3 clusters Score: Raw -49776.052420 + Penalty 1419.443607 = -48356.608813 nChanged 0 SP:Iteration 17F (719.529369 sec): 3 clusters Score: Raw -49776.052420 + Penalty 1419.443607 = -48356.608813 nChanged 0 Iteration 99Q (720.182655 sec): 19 clusters Score: Raw -1022774.062501 + Penalty 18772.998817 = -1004001.063684 nChanged 197 Iteration 100F (720.626042 sec): 19 clusters Score: Raw -1022892.791357 + Penalty 18772.998817 = -1004119.792540 nChanged 144 Iteration 101Q (720.889214 sec): 19 clusters Score: Raw -1022931.351602 + Penalty 18772.998817 = -1004158.352785 nChanged 50 Iteration 102Q (721.149208 sec): 19 clusters Score: Raw -1022944.882299 + Penalty 18772.998817 = -1004171.883482 nChanged 30 Iteration 103Q (721.442069 sec): 19 clusters Score: Raw -1022951.254885 + Penalty 18772.998817 = -1004178.256068 nChanged 20 Iteration 104Q (721.723770 sec): 19 clusters Score: Raw -1022955.785912 + Penalty 18772.998817 = -1004182.787095 nChanged 5 Iteration 105Q (721.988780 sec): 19 clusters Score: Raw -1022956.573054 + Penalty 18772.998817 = -1004183.574237 nChanged 1 Iteration 106Q (722.265228 sec): 19 clusters Score: Raw -1022957.018146 + Penalty 18772.998817 = -1004184.019329 nChanged 2 Iteration 107Q (722.550856 sec): 19 clusters Score: Raw -1022957.854632 + Penalty 18772.998817 = -1004184.855815 nChanged 3 Iteration 108Q (722.839570 sec): 19 clusters Score: Raw -1022958.987660 + Penalty 18772.998817 = -1004185.988843 nChanged 3 Iteration 109Q (723.110441 sec): 19 clusters Score: Raw -1022959.387587 + Penalty 18772.998817 = -1004186.388770 nChanged 0 Iteration 110F (723.539826 sec): 19 clusters Score: Raw -1022959.387587 + Penalty 18772.998817 = -1004186.388770 nChanged 0 Compute initial score before splitting: Score: Raw -1022959.387587 + Penalty 18772.998817 = -1004186.388770 Trying to split cluster 1 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (723.562012 sec): 2 clusters Score: Raw -16546.531562 + Penalty 658.453785 = -15888.077776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (723.569625 sec): 3 clusters Score: Raw -16430.562872 + Penalty 1316.907571 = -15113.655302 nChanged 167 SP:Iteration 1F (723.576926 sec): 3 clusters Score: Raw -16657.362867 + Penalty 1316.907571 = -15340.455296 nChanged 42 SP:Iteration 2F (723.584135 sec): 3 clusters Score: Raw -16726.233779 + Penalty 1316.907571 = -15409.326209 nChanged 29 SP:Iteration 3F (723.594382 sec): 3 clusters Score: Raw -16789.659690 + Penalty 1316.907571 = -15472.752120 nChanged 29 SP:Iteration 4F (723.602609 sec): 3 clusters Score: Raw -16859.014760 + Penalty 1316.907571 = -15542.107189 nChanged 16 SP:Iteration 5Q (723.610844 sec): 3 clusters Score: Raw -16890.620261 + Penalty 1316.907571 = -15573.712690 nChanged 13 SP:Iteration 6Q (723.619045 sec): 3 clusters Score: Raw -16916.025452 + Penalty 1316.907571 = -15599.117882 nChanged 12 SP:Iteration 7Q (723.627247 sec): 3 clusters Score: Raw -16932.382446 + Penalty 1316.907571 = -15615.474875 nChanged 9 SP:Iteration 8Q (723.635426 sec): 3 clusters Score: Raw -16946.095027 + Penalty 1316.907571 = -15629.187457 nChanged 5 SP:Iteration 9Q (723.643583 sec): 3 clusters Score: Raw -16951.797680 + Penalty 1316.907571 = -15634.890110 nChanged 5 SP:Iteration 10Q (723.651750 sec): 3 clusters Score: Raw -16965.106718 + Penalty 1316.907571 = -15648.199147 nChanged 2 SP:Iteration 11Q (723.659945 sec): 3 clusters Score: Raw -16982.947585 + Penalty 1316.907571 = -15666.040014 nChanged 3 SP:Iteration 12Q (723.668105 sec): 3 clusters Score: Raw -16985.856532 + Penalty 1316.907571 = -15668.948961 nChanged 1 SP:Iteration 13Q (723.676232 sec): 3 clusters Score: Raw -16987.373331 + Penalty 1316.907571 = -15670.465761 nChanged 2 SP:Iteration 14Q (723.684363 sec): 3 clusters Score: Raw -16988.700735 + Penalty 1316.907571 = -15671.793164 nChanged 1 SP:Iteration 15Q (723.692465 sec): 3 clusters Score: Raw -16989.371489 + Penalty 1316.907571 = -15672.463918 nChanged 2 SP:Iteration 16Q (723.700516 sec): 3 clusters Score: Raw -16997.070174 + Penalty 1316.907571 = -15680.162603 nChanged 3 SP:Iteration 17Q (723.708646 sec): 3 clusters Score: Raw -16999.833829 + Penalty 1316.907571 = -15682.926259 nChanged 3 SP:Iteration 18Q (723.827429 sec): 3 clusters Score: Raw -17003.753804 + Penalty 1316.907571 = -15686.846233 nChanged 3 SP:Iteration 19Q (723.923323 sec): 3 clusters Score: Raw -17013.366949 + Penalty 1316.907571 = -15696.459378 nChanged 4 SP:Iteration 20F (723.998190 sec): 3 clusters Score: Raw -17019.159293 + Penalty 1316.907571 = -15702.251722 nChanged 5 SP:Iteration 21Q (724.113127 sec): 3 clusters Score: Raw -17024.210798 + Penalty 1316.907571 = -15707.303227 nChanged 5 SP:Iteration 22Q (724.223170 sec): 3 clusters Score: Raw -17028.914521 + Penalty 1316.907571 = -15712.006950 nChanged 2 SP:Iteration 23Q (724.313659 sec): 3 clusters Score: Raw -17033.206888 + Penalty 1316.907571 = -15716.299318 nChanged 5 SP:Iteration 24Q (724.418352 sec): 3 clusters Score: Raw -17046.395900 + Penalty 1316.907571 = -15729.488329 nChanged 5 SP:Iteration 25Q (724.425629 sec): 3 clusters Score: Raw -17057.802146 + Penalty 1316.907571 = -15740.894575 nChanged 6 SP:Iteration 26Q (724.432802 sec): 3 clusters Score: Raw -17064.413505 + Penalty 1316.907571 = -15747.505934 nChanged 3 SP:Iteration 27Q (724.439967 sec): 3 clusters Score: Raw -17066.899971 + Penalty 1316.907571 = -15749.992401 nChanged 4 SP:Iteration 28Q (724.447159 sec): 3 clusters Score: Raw -17071.434541 + Penalty 1316.907571 = -15754.526970 nChanged 0 SP:Iteration 29F (724.454318 sec): 3 clusters Score: Raw -17071.434541 + Penalty 1316.907571 = -15754.526970 nChanged 0 Trying to split cluster 2 (1306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (724.486123 sec): 2 clusters Score: Raw -58424.202195 + Penalty 753.346053 = -57670.856143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (724.500230 sec): 3 clusters Score: Raw -57879.425876 + Penalty 1506.692105 = -56372.733771 nChanged 467 SP:Iteration 1F (724.513505 sec): 3 clusters Score: Raw -58201.624049 + Penalty 1506.692105 = -56694.931944 nChanged 112 SP:Iteration 2F (724.526818 sec): 3 clusters Score: Raw -58274.783675 + Penalty 1506.692105 = -56768.091570 nChanged 61 SP:Iteration 3Q (724.540293 sec): 3 clusters Score: Raw -58311.316613 + Penalty 1506.692105 = -56804.624508 nChanged 33 SP:Iteration 4Q (724.553677 sec): 3 clusters Score: Raw -58342.118535 + Penalty 1506.692105 = -56835.426430 nChanged 36 SP:Iteration 5Q (724.567582 sec): 3 clusters Score: Raw -58372.490900 + Penalty 1506.692105 = -56865.798795 nChanged 45 SP:Iteration 6Q (724.580960 sec): 3 clusters Score: Raw -58412.977510 + Penalty 1506.692105 = -56906.285404 nChanged 36 SP:Iteration 7Q (724.594403 sec): 3 clusters Score: Raw -58440.246497 + Penalty 1506.692105 = -56933.554392 nChanged 27 SP:Iteration 8Q (724.607769 sec): 3 clusters Score: Raw -58458.321072 + Penalty 1506.692105 = -56951.628967 nChanged 23 SP:Iteration 9Q (724.621144 sec): 3 clusters Score: Raw -58476.415998 + Penalty 1506.692105 = -56969.723893 nChanged 28 SP:Iteration 10Q (724.634515 sec): 3 clusters Score: Raw -58499.459722 + Penalty 1506.692105 = -56992.767617 nChanged 30 SP:Iteration 11Q (724.647862 sec): 3 clusters Score: Raw -58527.224081 + Penalty 1506.692105 = -57020.531976 nChanged 36 SP:Iteration 12Q (724.661338 sec): 3 clusters Score: Raw -58560.292461 + Penalty 1506.692105 = -57053.600356 nChanged 32 SP:Iteration 13Q (724.674747 sec): 3 clusters Score: Raw -58589.439941 + Penalty 1506.692105 = -57082.747836 nChanged 34 SP:Iteration 14Q (724.688076 sec): 3 clusters Score: Raw -58612.311955 + Penalty 1506.692105 = -57105.619850 nChanged 19 SP:Iteration 15Q (724.701381 sec): 3 clusters Score: Raw -58626.868702 + Penalty 1506.692105 = -57120.176597 nChanged 18 SP:Iteration 16Q (724.714680 sec): 3 clusters Score: Raw -58645.083526 + Penalty 1506.692105 = -57138.391421 nChanged 23 SP:Iteration 17Q (724.728050 sec): 3 clusters Score: Raw -58672.976210 + Penalty 1506.692105 = -57166.284105 nChanged 31 SP:Iteration 18Q (724.834805 sec): 3 clusters Score: Raw -58717.224901 + Penalty 1506.692105 = -57210.532796 nChanged 30 SP:Iteration 19Q (724.970406 sec): 3 clusters Score: Raw -58757.886182 + Penalty 1506.692105 = -57251.194077 nChanged 26 SP:Iteration 20F (725.068789 sec): 3 clusters Score: Raw -58792.233218 + Penalty 1506.692105 = -57285.541113 nChanged 31 SP:Iteration 21Q (725.179760 sec): 3 clusters Score: Raw -58821.098224 + Penalty 1506.692105 = -57314.406119 nChanged 20 SP:Iteration 22Q (725.293240 sec): 3 clusters Score: Raw -58834.145803 + Penalty 1506.692105 = -57327.453698 nChanged 13 SP:Iteration 23Q (725.404140 sec): 3 clusters Score: Raw -58844.278592 + Penalty 1506.692105 = -57337.586487 nChanged 13 SP:Iteration 24Q (725.508697 sec): 3 clusters Score: Raw -58853.272742 + Penalty 1506.692105 = -57346.580637 nChanged 13 SP:Iteration 25Q (725.621788 sec): 3 clusters Score: Raw -58863.286135 + Penalty 1506.692105 = -57356.594030 nChanged 14 SP:Iteration 26Q (725.715906 sec): 3 clusters Score: Raw -58874.549541 + Penalty 1506.692105 = -57367.857436 nChanged 12 SP:Iteration 27Q (725.828447 sec): 3 clusters Score: Raw -58883.872718 + Penalty 1506.692105 = -57377.180613 nChanged 8 SP:Iteration 28Q (725.866264 sec): 3 clusters Score: Raw -58890.859901 + Penalty 1506.692105 = -57384.167796 nChanged 8 SP:Iteration 29Q (725.879909 sec): 3 clusters Score: Raw -58897.833658 + Penalty 1506.692105 = -57391.141553 nChanged 7 SP:Iteration 30Q (725.893214 sec): 3 clusters Score: Raw -58901.083994 + Penalty 1506.692105 = -57394.391889 nChanged 2 SP:Iteration 31Q (725.906510 sec): 3 clusters Score: Raw -58901.984038 + Penalty 1506.692105 = -57395.291933 nChanged 2 SP:Iteration 32Q (725.919789 sec): 3 clusters Score: Raw -58902.597557 + Penalty 1506.692105 = -57395.905452 nChanged 1 SP:Iteration 33Q (725.933137 sec): 3 clusters Score: Raw -58902.965690 + Penalty 1506.692105 = -57396.273585 nChanged 0 SP:Iteration 34F (725.947664 sec): 3 clusters Score: Raw -58902.965690 + Penalty 1506.692105 = -57396.273585 nChanged 0 Trying to split cluster 3 (1368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (725.979377 sec): 2 clusters Score: Raw -54741.605115 + Penalty 758.216035 = -53983.389080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (725.995633 sec): 3 clusters Score: Raw -54220.114001 + Penalty 1516.432071 = -52703.681930 nChanged 495 SP:Iteration 1F (726.010778 sec): 3 clusters Score: Raw -54802.609731 + Penalty 1516.432071 = -53286.177660 nChanged 136 SP:Iteration 2F (726.026076 sec): 3 clusters Score: Raw -54965.107341 + Penalty 1516.432071 = -53448.675271 nChanged 84 SP:Iteration 3F (726.043626 sec): 3 clusters Score: Raw -55044.875092 + Penalty 1516.432071 = -53528.443022 nChanged 47 SP:Iteration 4Q (726.059207 sec): 3 clusters Score: Raw -55089.488762 + Penalty 1516.432071 = -53573.056692 nChanged 45 SP:Iteration 5Q (726.073339 sec): 3 clusters Score: Raw -55134.248962 + Penalty 1516.432071 = -53617.816892 nChanged 38 SP:Iteration 6Q (726.087444 sec): 3 clusters Score: Raw -55169.469754 + Penalty 1516.432071 = -53653.037683 nChanged 23 SP:Iteration 7Q (726.101457 sec): 3 clusters Score: Raw -55183.017725 + Penalty 1516.432071 = -53666.585654 nChanged 14 SP:Iteration 8Q (726.115489 sec): 3 clusters Score: Raw -55191.633759 + Penalty 1516.432071 = -53675.201688 nChanged 10 SP:Iteration 9Q (726.129547 sec): 3 clusters Score: Raw -55196.331150 + Penalty 1516.432071 = -53679.899079 nChanged 13 SP:Iteration 10Q (726.143515 sec): 3 clusters Score: Raw -55204.419773 + Penalty 1516.432071 = -53687.987702 nChanged 13 SP:Iteration 11Q (726.157747 sec): 3 clusters Score: Raw -55224.764656 + Penalty 1516.432071 = -53708.332585 nChanged 19 SP:Iteration 12Q (726.171773 sec): 3 clusters Score: Raw -55244.780788 + Penalty 1516.432071 = -53728.348717 nChanged 18 SP:Iteration 13Q (726.185871 sec): 3 clusters Score: Raw -55257.710738 + Penalty 1516.432071 = -53741.278668 nChanged 12 SP:Iteration 14Q (726.304049 sec): 3 clusters Score: Raw -55267.638751 + Penalty 1516.432071 = -53751.206680 nChanged 9 SP:Iteration 15Q (726.423091 sec): 3 clusters Score: Raw -55271.333218 + Penalty 1516.432071 = -53754.901147 nChanged 7 SP:Iteration 16Q (726.537866 sec): 3 clusters Score: Raw -55274.768031 + Penalty 1516.432071 = -53758.335961 nChanged 2 SP:Iteration 17Q (726.655610 sec): 3 clusters Score: Raw -55275.581039 + Penalty 1516.432071 = -53759.148968 nChanged 0 SP:Iteration 18F (726.772701 sec): 3 clusters Score: Raw -55275.581039 + Penalty 1516.432071 = -53759.148968 nChanged 0 Trying to split cluster 4 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (726.799208 sec): 2 clusters Score: Raw -9371.444039 + Penalty 567.753036 = -8803.691003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (726.804582 sec): 3 clusters Score: Raw -9409.888791 + Penalty 1135.506072 = -8274.382719 nChanged 52 SP:Iteration 1F (726.809725 sec): 3 clusters Score: Raw -9543.700121 + Penalty 1135.506072 = -8408.194049 nChanged 19 SP:Iteration 2F (726.814881 sec): 3 clusters Score: Raw -9606.158816 + Penalty 1135.506072 = -8470.652744 nChanged 11 SP:Iteration 3Q (726.819992 sec): 3 clusters Score: Raw -9678.874238 + Penalty 1135.506072 = -8543.368166 nChanged 9 SP:Iteration 4Q (726.825064 sec): 3 clusters Score: Raw -9760.969957 + Penalty 1135.506072 = -8625.463885 nChanged 9 SP:Iteration 5Q (726.830187 sec): 3 clusters Score: Raw -9793.577781 + Penalty 1135.506072 = -8658.071709 nChanged 7 SP:Iteration 6Q (726.835244 sec): 3 clusters Score: Raw -9823.703409 + Penalty 1135.506072 = -8688.197337 nChanged 3 SP:Iteration 7Q (726.840275 sec): 3 clusters Score: Raw -9838.294483 + Penalty 1135.506072 = -8702.788410 nChanged 0 SP:Iteration 8F (726.845383 sec): 3 clusters Score: Raw -9838.294483 + Penalty 1135.506072 = -8702.788410 nChanged 0 Trying to split cluster 5 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (726.864372 sec): 2 clusters Score: Raw -30458.670463 + Penalty 661.196479 = -29797.473984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (726.872661 sec): 3 clusters Score: Raw -30305.171505 + Penalty 1322.392957 = -28982.778547 nChanged 141 SP:Iteration 1F (726.880567 sec): 3 clusters Score: Raw -30446.218817 + Penalty 1322.392957 = -29123.825860 nChanged 31 SP:Iteration 2F (726.888435 sec): 3 clusters Score: Raw -30484.865060 + Penalty 1322.392957 = -29162.472103 nChanged 22 SP:Iteration 3Q (726.896440 sec): 3 clusters Score: Raw -30507.659113 + Penalty 1322.392957 = -29185.266156 nChanged 13 SP:Iteration 4Q (726.904415 sec): 3 clusters Score: Raw -30520.791193 + Penalty 1322.392957 = -29198.398236 nChanged 9 SP:Iteration 5Q (726.912393 sec): 3 clusters Score: Raw -30530.146686 + Penalty 1322.392957 = -29207.753729 nChanged 2 SP:Iteration 6Q (726.920329 sec): 3 clusters Score: Raw -30532.425544 + Penalty 1322.392957 = -29210.032587 nChanged 3 SP:Iteration 7Q (726.928422 sec): 3 clusters Score: Raw -30534.512184 + Penalty 1322.392957 = -29212.119227 nChanged 4 SP:Iteration 8Q (726.936443 sec): 3 clusters Score: Raw -30537.027733 + Penalty 1322.392957 = -29214.634776 nChanged 2 SP:Iteration 9Q (726.944419 sec): 3 clusters Score: Raw -30538.127670 + Penalty 1322.392957 = -29215.734713 nChanged 3 SP:Iteration 10Q (726.952361 sec): 3 clusters Score: Raw -30539.601032 + Penalty 1322.392957 = -29217.208075 nChanged 3 SP:Iteration 11Q (726.960304 sec): 3 clusters Score: Raw -30540.807292 + Penalty 1322.392957 = -29218.414335 nChanged 1 SP:Iteration 12Q (726.968244 sec): 3 clusters Score: Raw -30540.986751 + Penalty 1322.392957 = -29218.593793 nChanged 0 SP:Iteration 13F (726.976349 sec): 3 clusters Score: Raw -30540.986751 + Penalty 1322.392957 = -29218.593793 nChanged 0 Trying to split cluster 6 (1721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (727.034615 sec): 2 clusters Score: Raw -81485.129896 + Penalty 782.319384 = -80702.810512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (727.151174 sec): 3 clusters Score: Raw -80700.662905 + Penalty 1564.638767 = -79136.024138 nChanged 635 SP:Iteration 1F (727.245003 sec): 3 clusters Score: Raw -81180.112088 + Penalty 1564.638767 = -79615.473321 nChanged 151 SP:Iteration 2F (727.354378 sec): 3 clusters Score: Raw -81327.502412 + Penalty 1564.638767 = -79762.863645 nChanged 98 SP:Iteration 3F (727.457086 sec): 3 clusters Score: Raw -81419.093724 + Penalty 1564.638767 = -79854.454957 nChanged 78 SP:Iteration 4Q (727.571850 sec): 3 clusters Score: Raw -81474.091061 + Penalty 1564.638767 = -79909.452293 nChanged 49 SP:Iteration 5Q (727.686019 sec): 3 clusters Score: Raw -81515.166857 + Penalty 1564.638767 = -79950.528090 nChanged 40 SP:Iteration 6Q (727.781043 sec): 3 clusters Score: Raw -81542.963918 + Penalty 1564.638767 = -79978.325150 nChanged 36 SP:Iteration 7Q (727.870439 sec): 3 clusters Score: Raw -81571.314672 + Penalty 1564.638767 = -80006.675905 nChanged 33 SP:Iteration 8Q (727.888409 sec): 3 clusters Score: Raw -81597.680887 + Penalty 1564.638767 = -80033.042120 nChanged 32 SP:Iteration 9Q (727.906223 sec): 3 clusters Score: Raw -81624.257262 + Penalty 1564.638767 = -80059.618495 nChanged 31 SP:Iteration 10Q (727.924065 sec): 3 clusters Score: Raw -81650.916272 + Penalty 1564.638767 = -80086.277505 nChanged 34 SP:Iteration 11Q (727.942220 sec): 3 clusters Score: Raw -81681.798954 + Penalty 1564.638767 = -80117.160187 nChanged 32 SP:Iteration 12Q (727.959962 sec): 3 clusters Score: Raw -81709.743020 + Penalty 1564.638767 = -80145.104253 nChanged 29 SP:Iteration 13Q (727.977635 sec): 3 clusters Score: Raw -81738.041815 + Penalty 1564.638767 = -80173.403048 nChanged 31 SP:Iteration 14Q (727.995216 sec): 3 clusters Score: Raw -81764.843433 + Penalty 1564.638767 = -80200.204665 nChanged 26 SP:Iteration 15Q (728.012874 sec): 3 clusters Score: Raw -81787.284157 + Penalty 1564.638767 = -80222.645390 nChanged 28 SP:Iteration 16Q (728.030401 sec): 3 clusters Score: Raw -81821.507082 + Penalty 1564.638767 = -80256.868314 nChanged 31 SP:Iteration 17Q (728.047887 sec): 3 clusters Score: Raw -81848.929660 + Penalty 1564.638767 = -80284.290892 nChanged 25 SP:Iteration 18Q (728.065380 sec): 3 clusters Score: Raw -81870.289199 + Penalty 1564.638767 = -80305.650432 nChanged 20 SP:Iteration 19Q (728.082734 sec): 3 clusters Score: Raw -81884.684476 + Penalty 1564.638767 = -80320.045708 nChanged 15 SP:Iteration 20F (728.100208 sec): 3 clusters Score: Raw -81895.999764 + Penalty 1564.638767 = -80331.360997 nChanged 9 SP:Iteration 21Q (728.117515 sec): 3 clusters Score: Raw -81904.254902 + Penalty 1564.638767 = -80339.616134 nChanged 12 SP:Iteration 22Q (728.135158 sec): 3 clusters Score: Raw -81912.726671 + Penalty 1564.638767 = -80348.087904 nChanged 11 SP:Iteration 23Q (728.152410 sec): 3 clusters Score: Raw -81920.211738 + Penalty 1564.638767 = -80355.572971 nChanged 8 SP:Iteration 24Q (728.169733 sec): 3 clusters Score: Raw -81925.194271 + Penalty 1564.638767 = -80360.555504 nChanged 7 SP:Iteration 25Q (728.186991 sec): 3 clusters Score: Raw -81930.067535 + Penalty 1564.638767 = -80365.428767 nChanged 4 SP:Iteration 26Q (728.204285 sec): 3 clusters Score: Raw -81933.618921 + Penalty 1564.638767 = -80368.980153 nChanged 5 SP:Iteration 27Q (728.221563 sec): 3 clusters Score: Raw -81936.347089 + Penalty 1564.638767 = -80371.708322 nChanged 4 SP:Iteration 28Q (728.238822 sec): 3 clusters Score: Raw -81940.153995 + Penalty 1564.638767 = -80375.515228 nChanged 6 SP:Iteration 29Q (728.256118 sec): 3 clusters Score: Raw -81945.224372 + Penalty 1564.638767 = -80380.585604 nChanged 1 SP:Iteration 30Q (728.273383 sec): 3 clusters Score: Raw -81945.543154 + Penalty 1564.638767 = -80380.904387 nChanged 1 SP:Iteration 31Q (728.381850 sec): 3 clusters Score: Raw -81946.548505 + Penalty 1564.638767 = -80381.909738 nChanged 0 SP:Iteration 32F (728.497265 sec): 3 clusters Score: Raw -81946.548505 + Penalty 1564.638767 = -80381.909738 nChanged 0 Trying to split cluster 7 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (728.582326 sec): 2 clusters Score: Raw -28971.319873 + Penalty 659.047566 = -28312.272306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (728.684107 sec): 3 clusters Score: Raw -28833.328530 + Penalty 1318.095133 = -27515.233397 nChanged 153 SP:Iteration 1F (728.772078 sec): 3 clusters Score: Raw -28998.578477 + Penalty 1318.095133 = -27680.483344 nChanged 55 SP:Iteration 2F (728.885498 sec): 3 clusters Score: Raw -29075.596634 + Penalty 1318.095133 = -27757.501501 nChanged 26 SP:Iteration 3Q (728.997173 sec): 3 clusters Score: Raw -29130.129406 + Penalty 1318.095133 = -27812.034274 nChanged 22 SP:Iteration 4Q (729.108103 sec): 3 clusters Score: Raw -29167.882291 + Penalty 1318.095133 = -27849.787158 nChanged 12 SP:Iteration 5Q (729.244969 sec): 3 clusters Score: Raw -29178.990114 + Penalty 1318.095133 = -27860.894981 nChanged 7 SP:Iteration 6Q (729.330537 sec): 3 clusters Score: Raw -29190.252558 + Penalty 1318.095133 = -27872.157425 nChanged 8 SP:Iteration 7Q (729.421045 sec): 3 clusters Score: Raw -29207.824093 + Penalty 1318.095133 = -27889.728960 nChanged 8 SP:Iteration 8Q (729.532146 sec): 3 clusters Score: Raw -29223.304190 + Penalty 1318.095133 = -27905.209057 nChanged 4 SP:Iteration 9Q (729.669762 sec): 3 clusters Score: Raw -29235.335698 + Penalty 1318.095133 = -27917.240565 nChanged 9 SP:Iteration 10Q (729.714639 sec): 3 clusters Score: Raw -29246.971246 + Penalty 1318.095133 = -27928.876113 nChanged 8 SP:Iteration 11Q (729.723821 sec): 3 clusters Score: Raw -29259.653347 + Penalty 1318.095133 = -27941.558215 nChanged 7 SP:Iteration 12Q (729.732774 sec): 3 clusters Score: Raw -29270.641415 + Penalty 1318.095133 = -27952.546282 nChanged 2 SP:Iteration 13Q (729.741741 sec): 3 clusters Score: Raw -29275.571703 + Penalty 1318.095133 = -27957.476570 nChanged 3 SP:Iteration 14Q (729.750722 sec): 3 clusters Score: Raw -29278.619498 + Penalty 1318.095133 = -27960.524366 nChanged 2 SP:Iteration 15Q (729.759702 sec): 3 clusters Score: Raw -29281.270964 + Penalty 1318.095133 = -27963.175831 nChanged 1 SP:Iteration 16Q (729.768636 sec): 3 clusters Score: Raw -29281.820924 + Penalty 1318.095133 = -27963.725791 nChanged 0 SP:Iteration 17F (729.777719 sec): 3 clusters Score: Raw -29281.820924 + Penalty 1318.095133 = -27963.725791 nChanged 0 Trying to split cluster 8 (1905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (729.834636 sec): 2 clusters Score: Raw -109496.906194 + Penalty 792.984915 = -108703.921279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (729.858654 sec): 3 clusters Score: Raw -108599.194368 + Penalty 1585.969830 = -107013.224537 nChanged 714 SP:Iteration 1F (729.881583 sec): 3 clusters Score: Raw -109028.850443 + Penalty 1585.969830 = -107442.880613 nChanged 190 SP:Iteration 2F (729.904562 sec): 3 clusters Score: Raw -109171.515264 + Penalty 1585.969830 = -107585.545433 nChanged 139 SP:Iteration 3F (729.924412 sec): 3 clusters Score: Raw -109303.428501 + Penalty 1585.969830 = -107717.458671 nChanged 109 SP:Iteration 4F (729.944138 sec): 3 clusters Score: Raw -109397.352356 + Penalty 1585.969830 = -107811.382525 nChanged 90 SP:Iteration 5Q (729.964498 sec): 3 clusters Score: Raw -109470.770971 + Penalty 1585.969830 = -107884.801141 nChanged 79 SP:Iteration 6Q (729.984984 sec): 3 clusters Score: Raw -109522.835525 + Penalty 1585.969830 = -107936.865694 nChanged 54 SP:Iteration 7Q (730.005458 sec): 3 clusters Score: Raw -109560.139943 + Penalty 1585.969830 = -107974.170113 nChanged 49 SP:Iteration 8Q (730.125391 sec): 3 clusters Score: Raw -109606.289042 + Penalty 1585.969830 = -108020.319211 nChanged 54 SP:Iteration 9Q (730.244675 sec): 3 clusters Score: Raw -109656.694101 + Penalty 1585.969830 = -108070.724271 nChanged 52 SP:Iteration 10Q (730.361235 sec): 3 clusters Score: Raw -109711.376842 + Penalty 1585.969830 = -108125.407012 nChanged 38 SP:Iteration 11Q (730.462863 sec): 3 clusters Score: Raw -109740.512378 + Penalty 1585.969830 = -108154.542547 nChanged 30 SP:Iteration 12Q (730.576913 sec): 3 clusters Score: Raw -109762.210879 + Penalty 1585.969830 = -108176.241049 nChanged 25 SP:Iteration 13Q (730.671097 sec): 3 clusters Score: Raw -109779.580294 + Penalty 1585.969830 = -108193.610464 nChanged 18 SP:Iteration 14Q (730.692545 sec): 3 clusters Score: Raw -109792.442096 + Penalty 1585.969830 = -108206.472266 nChanged 21 SP:Iteration 15Q (730.712448 sec): 3 clusters Score: Raw -109805.683552 + Penalty 1585.969830 = -108219.713721 nChanged 15 SP:Iteration 16Q (730.732059 sec): 3 clusters Score: Raw -109814.644103 + Penalty 1585.969830 = -108228.674273 nChanged 19 SP:Iteration 17Q (730.751725 sec): 3 clusters Score: Raw -109823.771905 + Penalty 1585.969830 = -108237.802075 nChanged 13 SP:Iteration 18Q (730.771257 sec): 3 clusters Score: Raw -109829.291389 + Penalty 1585.969830 = -108243.321558 nChanged 8 SP:Iteration 19Q (730.790783 sec): 3 clusters Score: Raw -109832.870462 + Penalty 1585.969830 = -108246.900632 nChanged 8 SP:Iteration 20F (730.810186 sec): 3 clusters Score: Raw -109835.683703 + Penalty 1585.969830 = -108249.713873 nChanged 7 SP:Iteration 21Q (730.829744 sec): 3 clusters Score: Raw -109839.277464 + Penalty 1585.969830 = -108253.307634 nChanged 8 SP:Iteration 22Q (730.850061 sec): 3 clusters Score: Raw -109842.586001 + Penalty 1585.969830 = -108256.616171 nChanged 6 SP:Iteration 23Q (730.869790 sec): 3 clusters Score: Raw -109845.334796 + Penalty 1585.969830 = -108259.364966 nChanged 7 SP:Iteration 24Q (730.889297 sec): 3 clusters Score: Raw -109849.839115 + Penalty 1585.969830 = -108263.869285 nChanged 3 SP:Iteration 25Q (730.908832 sec): 3 clusters Score: Raw -109852.009620 + Penalty 1585.969830 = -108266.039789 nChanged 5 SP:Iteration 26Q (730.928368 sec): 3 clusters Score: Raw -109854.166134 + Penalty 1585.969830 = -108268.196303 nChanged 3 SP:Iteration 27Q (730.947867 sec): 3 clusters Score: Raw -109855.967646 + Penalty 1585.969830 = -108269.997816 nChanged 1 SP:Iteration 28Q (730.968766 sec): 3 clusters Score: Raw -109856.185729 + Penalty 1585.969830 = -108270.215899 nChanged 0 SP:Iteration 29F (730.988144 sec): 3 clusters Score: Raw -109856.185729 + Penalty 1585.969830 = -108270.215899 nChanged 0 Trying to split cluster 9 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (731.018793 sec): 2 clusters Score: Raw -27576.273170 + Penalty 677.630625 = -26898.642546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (731.027947 sec): 3 clusters Score: Raw -27395.320536 + Penalty 1355.261250 = -26040.059286 nChanged 205 SP:Iteration 1F (731.036591 sec): 3 clusters Score: Raw -27596.946582 + Penalty 1355.261250 = -26241.685332 nChanged 47 SP:Iteration 2F (731.045199 sec): 3 clusters Score: Raw -27674.540398 + Penalty 1355.261250 = -26319.279148 nChanged 39 SP:Iteration 3F (731.053960 sec): 3 clusters Score: Raw -27729.798963 + Penalty 1355.261250 = -26374.537713 nChanged 24 SP:Iteration 4Q (731.062760 sec): 3 clusters Score: Raw -27758.863370 + Penalty 1355.261250 = -26403.602120 nChanged 11 SP:Iteration 5Q (731.071476 sec): 3 clusters Score: Raw -27773.946885 + Penalty 1355.261250 = -26418.685635 nChanged 11 SP:Iteration 6Q (731.080172 sec): 3 clusters Score: Raw -27784.955314 + Penalty 1355.261250 = -26429.694065 nChanged 6 SP:Iteration 7Q (731.088893 sec): 3 clusters Score: Raw -27789.437027 + Penalty 1355.261250 = -26434.175778 nChanged 4 SP:Iteration 8Q (731.202521 sec): 3 clusters Score: Raw -27793.439313 + Penalty 1355.261250 = -26438.178063 nChanged 3 SP:Iteration 9Q (731.316535 sec): 3 clusters Score: Raw -27796.435488 + Penalty 1355.261250 = -26441.174239 nChanged 1 SP:Iteration 10Q (731.429517 sec): 3 clusters Score: Raw -27797.786128 + Penalty 1355.261250 = -26442.524878 nChanged 1 SP:Iteration 11Q (731.516313 sec): 3 clusters Score: Raw -27798.331318 + Penalty 1355.261250 = -26443.070068 nChanged 1 SP:Iteration 12Q (731.630146 sec): 3 clusters Score: Raw -27798.716678 + Penalty 1355.261250 = -26443.455428 nChanged 0 SP:Iteration 13F (731.717507 sec): 3 clusters Score: Raw -27798.716678 + Penalty 1355.261250 = -26443.455428 nChanged 0 Trying to split cluster 10 (1068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (731.793483 sec): 2 clusters Score: Raw -58420.569635 + Penalty 732.222017 = -57688.347618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (731.872665 sec): 3 clusters Score: Raw -57969.769059 + Penalty 1464.444034 = -56505.325024 nChanged 392 SP:Iteration 1F (731.989665 sec): 3 clusters Score: Raw -58255.444741 + Penalty 1464.444034 = -56791.000707 nChanged 82 SP:Iteration 2F (732.105062 sec): 3 clusters Score: Raw -58322.595788 + Penalty 1464.444034 = -56858.151754 nChanged 48 SP:Iteration 3Q (732.217221 sec): 3 clusters Score: Raw -58373.489832 + Penalty 1464.444034 = -56909.045798 nChanged 40 SP:Iteration 4Q (732.330940 sec): 3 clusters Score: Raw -58415.960809 + Penalty 1464.444034 = -56951.516775 nChanged 33 SP:Iteration 5Q (732.443140 sec): 3 clusters Score: Raw -58451.208383 + Penalty 1464.444034 = -56986.764349 nChanged 25 SP:Iteration 6Q (732.554586 sec): 3 clusters Score: Raw -58481.893037 + Penalty 1464.444034 = -57017.449003 nChanged 34 SP:Iteration 7Q (732.667787 sec): 3 clusters Score: Raw -58521.643906 + Penalty 1464.444034 = -57057.199872 nChanged 36 SP:Iteration 8Q (732.762504 sec): 3 clusters Score: Raw -58568.466106 + Penalty 1464.444034 = -57104.022072 nChanged 31 SP:Iteration 9Q (732.846040 sec): 3 clusters Score: Raw -58621.724089 + Penalty 1464.444034 = -57157.280055 nChanged 44 SP:Iteration 10Q (732.858602 sec): 3 clusters Score: Raw -58692.148834 + Penalty 1464.444034 = -57227.704800 nChanged 48 SP:Iteration 11Q (732.871055 sec): 3 clusters Score: Raw -58767.444461 + Penalty 1464.444034 = -57303.000427 nChanged 28 SP:Iteration 12Q (732.883439 sec): 3 clusters Score: Raw -58799.538194 + Penalty 1464.444034 = -57335.094160 nChanged 22 SP:Iteration 13Q (732.895721 sec): 3 clusters Score: Raw -58816.189517 + Penalty 1464.444034 = -57351.745483 nChanged 13 SP:Iteration 14Q (732.908081 sec): 3 clusters Score: Raw -58822.892351 + Penalty 1464.444034 = -57358.448316 nChanged 4 SP:Iteration 15Q (732.920381 sec): 3 clusters Score: Raw -58824.472410 + Penalty 1464.444034 = -57360.028376 nChanged 1 SP:Iteration 16Q (732.932638 sec): 3 clusters Score: Raw -58824.747656 + Penalty 1464.444034 = -57360.303622 nChanged 1 SP:Iteration 17Q (732.950641 sec): 3 clusters Score: Raw -58825.932033 + Penalty 1464.444034 = -57361.487999 nChanged 1 SP:Iteration 18Q (733.030686 sec): 3 clusters Score: Raw -58827.144729 + Penalty 1464.444034 = -57362.700695 nChanged 1 SP:Iteration 19Q (733.043017 sec): 3 clusters Score: Raw -58830.128617 + Penalty 1464.444034 = -57365.684582 nChanged 3 SP:Iteration 20F (733.055282 sec): 3 clusters Score: Raw -58832.432151 + Penalty 1464.444034 = -57367.988117 nChanged 2 SP:Iteration 21Q (733.067512 sec): 3 clusters Score: Raw -58833.743186 + Penalty 1464.444034 = -57369.299152 nChanged 2 SP:Iteration 22Q (733.079741 sec): 3 clusters Score: Raw -58836.113879 + Penalty 1464.444034 = -57371.669845 nChanged 5 SP:Iteration 23Q (733.091978 sec): 3 clusters Score: Raw -58844.669167 + Penalty 1464.444034 = -57380.225133 nChanged 5 SP:Iteration 24Q (733.104197 sec): 3 clusters Score: Raw -58848.471053 + Penalty 1464.444034 = -57384.027019 nChanged 6 SP:Iteration 25Q (733.224301 sec): 3 clusters Score: Raw -58853.515768 + Penalty 1464.444034 = -57389.071734 nChanged 7 SP:Iteration 26Q (733.362415 sec): 3 clusters Score: Raw -58860.776876 + Penalty 1464.444034 = -57396.332841 nChanged 3 SP:Iteration 27Q (733.458473 sec): 3 clusters Score: Raw -58864.589907 + Penalty 1464.444034 = -57400.145873 nChanged 1 SP:Iteration 28Q (733.562737 sec): 3 clusters Score: Raw -58865.093882 + Penalty 1464.444034 = -57400.649848 nChanged 1 SP:Iteration 29Q (733.680063 sec): 3 clusters Score: Raw -58865.994219 + Penalty 1464.444034 = -57401.550184 nChanged 1 SP:Iteration 30Q (733.793078 sec): 3 clusters Score: Raw -58867.082229 + Penalty 1464.444034 = -57402.638195 nChanged 2 SP:Iteration 31Q (733.905248 sec): 3 clusters Score: Raw -58869.373357 + Penalty 1464.444034 = -57404.929323 nChanged 2 SP:Iteration 32Q (734.017223 sec): 3 clusters Score: Raw -58871.370238 + Penalty 1464.444034 = -57406.926204 nChanged 2 SP:Iteration 33Q (734.118093 sec): 3 clusters Score: Raw -58873.411245 + Penalty 1464.444034 = -57408.967211 nChanged 3 SP:Iteration 34Q (734.228915 sec): 3 clusters Score: Raw -58876.370466 + Penalty 1464.444034 = -57411.926432 nChanged 3 SP:Iteration 35Q (734.321815 sec): 3 clusters Score: Raw -58879.205882 + Penalty 1464.444034 = -57414.761848 nChanged 2 SP:Iteration 36Q (734.334140 sec): 3 clusters Score: Raw -58880.617200 + Penalty 1464.444034 = -57416.173166 nChanged 2 SP:Iteration 37Q (734.346324 sec): 3 clusters Score: Raw -58881.088896 + Penalty 1464.444034 = -57416.644862 nChanged 1 SP:Iteration 38Q (734.358545 sec): 3 clusters Score: Raw -58882.505385 + Penalty 1464.444034 = -57418.061351 nChanged 2 SP:Iteration 39Q (734.370757 sec): 3 clusters Score: Raw -58886.258520 + Penalty 1464.444034 = -57421.814486 nChanged 6 SP:Iteration 40F (734.383058 sec): 3 clusters Score: Raw -58894.304492 + Penalty 1464.444034 = -57429.860458 nChanged 5 SP:Iteration 41Q (734.395236 sec): 3 clusters Score: Raw -58901.618608 + Penalty 1464.444034 = -57437.174574 nChanged 8 SP:Iteration 42Q (734.407407 sec): 3 clusters Score: Raw -58907.408232 + Penalty 1464.444034 = -57442.964198 nChanged 5 SP:Iteration 43Q (734.419566 sec): 3 clusters Score: Raw -58910.092280 + Penalty 1464.444034 = -57445.648246 nChanged 3 SP:Iteration 44Q (734.431742 sec): 3 clusters Score: Raw -58911.873014 + Penalty 1464.444034 = -57447.428980 nChanged 1 SP:Iteration 45Q (734.443874 sec): 3 clusters Score: Raw -58912.419928 + Penalty 1464.444034 = -57447.975894 nChanged 1 SP:Iteration 46Q (734.455955 sec): 3 clusters Score: Raw -58913.362115 + Penalty 1464.444034 = -57448.918081 nChanged 0 SP:Iteration 47F (734.468171 sec): 3 clusters Score: Raw -58913.362115 + Penalty 1464.444034 = -57448.918081 nChanged 0 Trying to split cluster 11 (1435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (734.500238 sec): 2 clusters Score: Raw -78235.032232 + Penalty 763.236613 = -77471.795618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (734.516375 sec): 3 clusters Score: Raw -77618.061028 + Penalty 1526.473227 = -76091.587801 nChanged 513 SP:Iteration 1F (734.531672 sec): 3 clusters Score: Raw -78035.738964 + Penalty 1526.473227 = -76509.265737 nChanged 131 SP:Iteration 2F (734.546988 sec): 3 clusters Score: Raw -78169.234751 + Penalty 1526.473227 = -76642.761524 nChanged 100 SP:Iteration 3F (734.562169 sec): 3 clusters Score: Raw -78276.244465 + Penalty 1526.473227 = -76749.771238 nChanged 86 SP:Iteration 4F (734.577436 sec): 3 clusters Score: Raw -78361.681803 + Penalty 1526.473227 = -76835.208576 nChanged 65 SP:Iteration 5Q (734.592977 sec): 3 clusters Score: Raw -78439.289778 + Penalty 1526.473227 = -76912.816551 nChanged 65 SP:Iteration 6Q (734.608627 sec): 3 clusters Score: Raw -78529.419475 + Penalty 1526.473227 = -77002.946248 nChanged 52 SP:Iteration 7Q (734.724356 sec): 3 clusters Score: Raw -78597.951041 + Penalty 1526.473227 = -77071.477814 nChanged 48 SP:Iteration 8Q (734.847659 sec): 3 clusters Score: Raw -78642.579129 + Penalty 1526.473227 = -77116.105902 nChanged 35 SP:Iteration 9Q (734.977554 sec): 3 clusters Score: Raw -78678.822105 + Penalty 1526.473227 = -77152.348878 nChanged 25 SP:Iteration 10Q (735.085796 sec): 3 clusters Score: Raw -78705.191969 + Penalty 1526.473227 = -77178.718742 nChanged 25 SP:Iteration 11Q (735.180605 sec): 3 clusters Score: Raw -78728.984331 + Penalty 1526.473227 = -77202.511104 nChanged 21 SP:Iteration 12Q (735.294415 sec): 3 clusters Score: Raw -78742.554177 + Penalty 1526.473227 = -77216.080950 nChanged 11 SP:Iteration 13Q (735.408714 sec): 3 clusters Score: Raw -78748.697148 + Penalty 1526.473227 = -77222.223921 nChanged 8 SP:Iteration 14Q (735.503083 sec): 3 clusters Score: Raw -78754.697071 + Penalty 1526.473227 = -77228.223845 nChanged 6 SP:Iteration 15Q (735.616641 sec): 3 clusters Score: Raw -78758.493342 + Penalty 1526.473227 = -77232.020115 nChanged 6 SP:Iteration 16Q (735.711929 sec): 3 clusters Score: Raw -78762.113854 + Penalty 1526.473227 = -77235.640627 nChanged 4 SP:Iteration 17Q (735.824733 sec): 3 clusters Score: Raw -78763.872980 + Penalty 1526.473227 = -77237.399753 nChanged 0 SP:Iteration 18F (735.856611 sec): 3 clusters Score: Raw -78763.872980 + Penalty 1526.473227 = -77237.399753 nChanged 0 Trying to split cluster 12 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (735.885783 sec): 2 clusters Score: Raw -24294.073591 + Penalty 641.470996 = -23652.602594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (735.893246 sec): 3 clusters Score: Raw -24198.153096 + Penalty 1282.941992 = -22915.211103 nChanged 109 SP:Iteration 1F (735.900337 sec): 3 clusters Score: Raw -24332.176219 + Penalty 1282.941992 = -23049.234227 nChanged 26 SP:Iteration 2F (735.907487 sec): 3 clusters Score: Raw -24371.558889 + Penalty 1282.941992 = -23088.616897 nChanged 12 SP:Iteration 3Q (735.914686 sec): 3 clusters Score: Raw -24384.210109 + Penalty 1282.941992 = -23101.268117 nChanged 7 SP:Iteration 4Q (735.922011 sec): 3 clusters Score: Raw -24391.762978 + Penalty 1282.941992 = -23108.820985 nChanged 7 SP:Iteration 5Q (735.929241 sec): 3 clusters Score: Raw -24403.173394 + Penalty 1282.941992 = -23120.231402 nChanged 7 SP:Iteration 6Q (735.936387 sec): 3 clusters Score: Raw -24412.050648 + Penalty 1282.941992 = -23129.108655 nChanged 4 SP:Iteration 7Q (735.943560 sec): 3 clusters Score: Raw -24418.886897 + Penalty 1282.941992 = -23135.944904 nChanged 5 SP:Iteration 8Q (735.950699 sec): 3 clusters Score: Raw -24424.074610 + Penalty 1282.941992 = -23141.132618 nChanged 4 SP:Iteration 9Q (735.957851 sec): 3 clusters Score: Raw -24428.876913 + Penalty 1282.941992 = -23145.934921 nChanged 3 SP:Iteration 10Q (735.964964 sec): 3 clusters Score: Raw -24433.537146 + Penalty 1282.941992 = -23150.595153 nChanged 2 SP:Iteration 11Q (735.972116 sec): 3 clusters Score: Raw -24436.144849 + Penalty 1282.941992 = -23153.202857 nChanged 3 SP:Iteration 12Q (735.981075 sec): 3 clusters Score: Raw -24441.149713 + Penalty 1282.941992 = -23158.207720 nChanged 0 SP:Iteration 13F (735.988275 sec): 3 clusters Score: Raw -24441.149713 + Penalty 1282.941992 = -23158.207720 nChanged 0 Trying to split cluster 13 (2436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (736.023745 sec): 2 clusters Score: Raw -142423.348433 + Penalty 818.801826 = -141604.546607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.049010 sec): 3 clusters Score: Raw -141218.365701 + Penalty 1637.603652 = -139580.762049 nChanged 940 SP:Iteration 1F (736.072838 sec): 3 clusters Score: Raw -141737.983440 + Penalty 1637.603652 = -140100.379788 nChanged 176 SP:Iteration 2F (736.096738 sec): 3 clusters Score: Raw -141840.961458 + Penalty 1637.603652 = -140203.357806 nChanged 135 SP:Iteration 3F (736.256004 sec): 3 clusters Score: Raw -141915.624864 + Penalty 1637.603652 = -140278.021212 nChanged 94 SP:Iteration 4Q (736.369344 sec): 3 clusters Score: Raw -141966.420631 + Penalty 1637.603652 = -140328.816979 nChanged 90 SP:Iteration 5Q (736.488657 sec): 3 clusters Score: Raw -142003.618591 + Penalty 1637.603652 = -140366.014938 nChanged 73 SP:Iteration 6Q (736.608069 sec): 3 clusters Score: Raw -142040.760235 + Penalty 1637.603652 = -140403.156583 nChanged 60 SP:Iteration 7Q (736.672562 sec): 3 clusters Score: Raw -142070.685817 + Penalty 1637.603652 = -140433.082165 nChanged 62 SP:Iteration 8Q (736.697039 sec): 3 clusters Score: Raw -142101.660501 + Penalty 1637.603652 = -140464.056849 nChanged 63 SP:Iteration 9Q (736.721468 sec): 3 clusters Score: Raw -142128.452311 + Penalty 1637.603652 = -140490.848659 nChanged 56 SP:Iteration 10Q (736.745969 sec): 3 clusters Score: Raw -142156.073562 + Penalty 1637.603652 = -140518.469909 nChanged 56 SP:Iteration 11Q (736.770349 sec): 3 clusters Score: Raw -142181.292918 + Penalty 1637.603652 = -140543.689266 nChanged 50 SP:Iteration 12Q (736.794724 sec): 3 clusters Score: Raw -142203.866208 + Penalty 1637.603652 = -140566.262556 nChanged 44 SP:Iteration 13Q (736.819089 sec): 3 clusters Score: Raw -142221.669859 + Penalty 1637.603652 = -140584.066207 nChanged 44 SP:Iteration 14Q (736.843357 sec): 3 clusters Score: Raw -142239.816408 + Penalty 1637.603652 = -140602.212755 nChanged 36 SP:Iteration 15Q (736.867755 sec): 3 clusters Score: Raw -142255.501150 + Penalty 1637.603652 = -140617.897498 nChanged 29 SP:Iteration 16Q (736.891951 sec): 3 clusters Score: Raw -142265.882248 + Penalty 1637.603652 = -140628.278596 nChanged 23 SP:Iteration 17Q (736.916019 sec): 3 clusters Score: Raw -142277.475680 + Penalty 1637.603652 = -140639.872028 nChanged 31 SP:Iteration 18Q (736.940467 sec): 3 clusters Score: Raw -142291.575913 + Penalty 1637.603652 = -140653.972261 nChanged 24 SP:Iteration 19Q (736.964758 sec): 3 clusters Score: Raw -142303.634430 + Penalty 1637.603652 = -140666.030778 nChanged 27 SP:Iteration 20F (736.988559 sec): 3 clusters Score: Raw -142317.029250 + Penalty 1637.603652 = -140679.425598 nChanged 22 SP:Iteration 21Q (737.012884 sec): 3 clusters Score: Raw -142330.052837 + Penalty 1637.603652 = -140692.449185 nChanged 24 SP:Iteration 22Q (737.037111 sec): 3 clusters Score: Raw -142342.445615 + Penalty 1637.603652 = -140704.841963 nChanged 21 SP:Iteration 23Q (737.061293 sec): 3 clusters Score: Raw -142354.255672 + Penalty 1637.603652 = -140716.652020 nChanged 11 SP:Iteration 24Q (737.085467 sec): 3 clusters Score: Raw -142358.869070 + Penalty 1637.603652 = -140721.265418 nChanged 9 SP:Iteration 25Q (737.109851 sec): 3 clusters Score: Raw -142363.159834 + Penalty 1637.603652 = -140725.556182 nChanged 12 SP:Iteration 26Q (737.134296 sec): 3 clusters Score: Raw -142368.048878 + Penalty 1637.603652 = -140730.445225 nChanged 8 SP:Iteration 27Q (737.158518 sec): 3 clusters Score: Raw -142371.882867 + Penalty 1637.603652 = -140734.279215 nChanged 11 SP:Iteration 28Q (737.186530 sec): 3 clusters Score: Raw -142374.900045 + Penalty 1637.603652 = -140737.296393 nChanged 7 SP:Iteration 29Q (737.210111 sec): 3 clusters Score: Raw -142379.066696 + Penalty 1637.603652 = -140741.463044 nChanged 4 SP:Iteration 30Q (737.234319 sec): 3 clusters Score: Raw -142380.820740 + Penalty 1637.603652 = -140743.217088 nChanged 2 SP:Iteration 31Q (737.258585 sec): 3 clusters Score: Raw -142381.402837 + Penalty 1637.603652 = -140743.799185 nChanged 1 SP:Iteration 32Q (737.282903 sec): 3 clusters Score: Raw -142381.694341 + Penalty 1637.603652 = -140744.090689 nChanged 1 SP:Iteration 33Q (737.307037 sec): 3 clusters Score: Raw -142382.555859 + Penalty 1637.603652 = -140744.952207 nChanged 3 SP:Iteration 34Q (737.331249 sec): 3 clusters Score: Raw -142384.302166 + Penalty 1637.603652 = -140746.698514 nChanged 2 SP:Iteration 35Q (737.437660 sec): 3 clusters Score: Raw -142384.907492 + Penalty 1637.603652 = -140747.303840 nChanged 2 SP:Iteration 36Q (737.549334 sec): 3 clusters Score: Raw -142385.313297 + Penalty 1637.603652 = -140747.709645 nChanged 0 SP:Iteration 37F (737.667032 sec): 3 clusters Score: Raw -142385.313297 + Penalty 1637.603652 = -140747.709645 nChanged 0 Trying to split cluster 14 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (737.743169 sec): 2 clusters Score: Raw -23382.186062 + Penalty 645.813291 = -22736.372771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (737.829400 sec): 3 clusters Score: Raw -23266.333867 + Penalty 1291.626581 = -21974.707286 nChanged 142 SP:Iteration 1F (737.917723 sec): 3 clusters Score: Raw -23412.877133 + Penalty 1291.626581 = -22121.250552 nChanged 29 SP:Iteration 2F (737.973581 sec): 3 clusters Score: Raw -23442.425953 + Penalty 1291.626581 = -22150.799372 nChanged 16 SP:Iteration 3Q (737.981032 sec): 3 clusters Score: Raw -23466.083559 + Penalty 1291.626581 = -22174.456978 nChanged 11 SP:Iteration 4Q (737.988419 sec): 3 clusters Score: Raw -23480.651765 + Penalty 1291.626581 = -22189.025183 nChanged 12 SP:Iteration 5Q (737.995725 sec): 3 clusters Score: Raw -23492.359140 + Penalty 1291.626581 = -22200.732559 nChanged 6 SP:Iteration 6Q (738.003058 sec): 3 clusters Score: Raw -23497.786370 + Penalty 1291.626581 = -22206.159789 nChanged 2 SP:Iteration 7Q (738.010431 sec): 3 clusters Score: Raw -23502.343573 + Penalty 1291.626581 = -22210.716991 nChanged 3 SP:Iteration 8Q (738.017799 sec): 3 clusters Score: Raw -23505.736563 + Penalty 1291.626581 = -22214.109982 nChanged 4 SP:Iteration 9Q (738.025074 sec): 3 clusters Score: Raw -23507.791882 + Penalty 1291.626581 = -22216.165301 nChanged 2 SP:Iteration 10Q (738.032361 sec): 3 clusters Score: Raw -23509.600290 + Penalty 1291.626581 = -22217.973708 nChanged 2 SP:Iteration 11Q (738.039647 sec): 3 clusters Score: Raw -23513.157766 + Penalty 1291.626581 = -22221.531185 nChanged 1 SP:Iteration 12Q (738.046999 sec): 3 clusters Score: Raw -23513.377002 + Penalty 1291.626581 = -22221.750421 nChanged 1 SP:Iteration 13Q (738.054280 sec): 3 clusters Score: Raw -23514.039541 + Penalty 1291.626581 = -22222.412960 nChanged 0 SP:Iteration 14F (738.061492 sec): 3 clusters Score: Raw -23514.039541 + Penalty 1291.626581 = -22222.412960 nChanged 0 Trying to split cluster 15 (934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (738.092020 sec): 2 clusters Score: Raw -51611.665023 + Penalty 718.145026 = -50893.519997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (738.103779 sec): 3 clusters Score: Raw -51261.006258 + Penalty 1436.290052 = -49824.716206 nChanged 316 SP:Iteration 1F (738.114998 sec): 3 clusters Score: Raw -51495.899011 + Penalty 1436.290052 = -50059.608959 nChanged 79 SP:Iteration 2F (738.126177 sec): 3 clusters Score: Raw -51584.003307 + Penalty 1436.290052 = -50147.713255 nChanged 59 SP:Iteration 3F (738.137385 sec): 3 clusters Score: Raw -51648.354516 + Penalty 1436.290052 = -50212.064464 nChanged 34 SP:Iteration 4Q (738.148755 sec): 3 clusters Score: Raw -51683.485308 + Penalty 1436.290052 = -50247.195256 nChanged 26 SP:Iteration 5Q (738.160129 sec): 3 clusters Score: Raw -51717.171987 + Penalty 1436.290052 = -50280.881935 nChanged 27 SP:Iteration 6Q (738.171299 sec): 3 clusters Score: Raw -51759.881114 + Penalty 1436.290052 = -50323.591062 nChanged 24 SP:Iteration 7Q (738.182592 sec): 3 clusters Score: Raw -51787.881202 + Penalty 1436.290052 = -50351.591150 nChanged 17 SP:Iteration 8Q (738.193831 sec): 3 clusters Score: Raw -51812.316709 + Penalty 1436.290052 = -50376.026657 nChanged 12 SP:Iteration 9Q (738.205104 sec): 3 clusters Score: Raw -51823.620243 + Penalty 1436.290052 = -50387.330191 nChanged 5 SP:Iteration 10Q (738.317416 sec): 3 clusters Score: Raw -51830.456429 + Penalty 1436.290052 = -50394.166377 nChanged 6 SP:Iteration 11Q (738.432612 sec): 3 clusters Score: Raw -51840.461457 + Penalty 1436.290052 = -50404.171405 nChanged 6 SP:Iteration 12Q (738.545782 sec): 3 clusters Score: Raw -51847.538227 + Penalty 1436.290052 = -50411.248175 nChanged 1 SP:Iteration 13Q (738.659224 sec): 3 clusters Score: Raw -51849.009279 + Penalty 1436.290052 = -50412.719227 nChanged 2 SP:Iteration 14Q (738.773223 sec): 3 clusters Score: Raw -51850.956664 + Penalty 1436.290052 = -50414.666612 nChanged 3 SP:Iteration 15Q (738.881024 sec): 3 clusters Score: Raw -51853.600121 + Penalty 1436.290052 = -50417.310069 nChanged 0 SP:Iteration 16F (738.892367 sec): 3 clusters Score: Raw -51853.600121 + Penalty 1436.290052 = -50417.310069 nChanged 0 Trying to split cluster 16 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (738.914452 sec): 2 clusters Score: Raw -26915.430454 + Penalty 652.953013 = -26262.477441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (738.922393 sec): 3 clusters Score: Raw -26808.032758 + Penalty 1305.906025 = -25502.126733 nChanged 126 SP:Iteration 1F (738.929939 sec): 3 clusters Score: Raw -26953.743497 + Penalty 1305.906025 = -25647.837472 nChanged 43 SP:Iteration 2F (738.937533 sec): 3 clusters Score: Raw -27003.091384 + Penalty 1305.906025 = -25697.185359 nChanged 17 SP:Iteration 3Q (738.945208 sec): 3 clusters Score: Raw -27031.571016 + Penalty 1305.906025 = -25725.664991 nChanged 18 SP:Iteration 4Q (738.953122 sec): 3 clusters Score: Raw -27054.064704 + Penalty 1305.906025 = -25748.158679 nChanged 12 SP:Iteration 5Q (738.960870 sec): 3 clusters Score: Raw -27072.904762 + Penalty 1305.906025 = -25766.998737 nChanged 11 SP:Iteration 6Q (738.968623 sec): 3 clusters Score: Raw -27090.819967 + Penalty 1305.906025 = -25784.913942 nChanged 5 SP:Iteration 7Q (738.976341 sec): 3 clusters Score: Raw -27094.237584 + Penalty 1305.906025 = -25788.331559 nChanged 1 SP:Iteration 8Q (738.984081 sec): 3 clusters Score: Raw -27094.960772 + Penalty 1305.906025 = -25789.054747 nChanged 1 SP:Iteration 9Q (738.991804 sec): 3 clusters Score: Raw -27095.424163 + Penalty 1305.906025 = -25789.518138 nChanged 1 SP:Iteration 10Q (738.999540 sec): 3 clusters Score: Raw -27096.328133 + Penalty 1305.906025 = -25790.422108 nChanged 0 SP:Iteration 11F (739.007183 sec): 3 clusters Score: Raw -27096.328133 + Penalty 1305.906025 = -25790.422108 nChanged 0 Trying to split cluster 17 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (739.030877 sec): 2 clusters Score: Raw -49728.531100 + Penalty 709.721803 = -49018.809296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (739.042228 sec): 3 clusters Score: Raw -49412.879053 + Penalty 1419.443607 = -47993.435446 nChanged 264 SP:Iteration 1F (739.052959 sec): 3 clusters Score: Raw -49617.904875 + Penalty 1419.443607 = -48198.461268 nChanged 56 SP:Iteration 2F (739.063746 sec): 3 clusters Score: Raw -49676.954086 + Penalty 1419.443607 = -48257.510480 nChanged 43 SP:Iteration 3Q (739.074781 sec): 3 clusters Score: Raw -49713.988949 + Penalty 1419.443607 = -48294.545342 nChanged 29 SP:Iteration 4Q (739.085739 sec): 3 clusters Score: Raw -49734.599919 + Penalty 1419.443607 = -48315.156312 nChanged 23 SP:Iteration 5Q (739.096648 sec): 3 clusters Score: Raw -49750.155349 + Penalty 1419.443607 = -48330.711742 nChanged 20 SP:Iteration 6Q (739.107617 sec): 3 clusters Score: Raw -49762.213719 + Penalty 1419.443607 = -48342.770112 nChanged 9 SP:Iteration 7Q (739.118523 sec): 3 clusters Score: Raw -49770.350939 + Penalty 1419.443607 = -48350.907332 nChanged 12 SP:Iteration 8Q (739.129356 sec): 3 clusters Score: Raw -49779.302112 + Penalty 1419.443607 = -48359.858505 nChanged 10 SP:Iteration 9Q (739.140494 sec): 3 clusters Score: Raw -49788.320841 + Penalty 1419.443607 = -48368.877234 nChanged 6 SP:Iteration 10Q (739.283119 sec): 3 clusters Score: Raw -49792.160670 + Penalty 1419.443607 = -48372.717063 nChanged 4 SP:Iteration 11Q (739.402882 sec): 3 clusters Score: Raw -49795.707534 + Penalty 1419.443607 = -48376.263927 nChanged 4 SP:Iteration 12Q (739.475295 sec): 3 clusters Score: Raw -49798.985637 + Penalty 1419.443607 = -48379.542030 nChanged 3 SP:Iteration 13Q (739.593015 sec): 3 clusters Score: Raw -49801.994113 + Penalty 1419.443607 = -48382.550506 nChanged 2 SP:Iteration 14Q (739.698740 sec): 3 clusters Score: Raw -49803.229484 + Penalty 1419.443607 = -48383.785877 nChanged 1 SP:Iteration 15Q (739.802762 sec): 3 clusters Score: Raw -49804.299146 + Penalty 1419.443607 = -48384.855540 nChanged 1 SP:Iteration 16Q (739.908455 sec): 3 clusters Score: Raw -49805.984027 + Penalty 1419.443607 = -48386.540421 nChanged 2 SP:Iteration 17Q (740.014076 sec): 3 clusters Score: Raw -49806.927399 + Penalty 1419.443607 = -48387.483792 nChanged 0 SP:Iteration 18F (740.120294 sec): 3 clusters Score: Raw -49806.927399 + Penalty 1419.443607 = -48387.483792 nChanged 0 Trying to split cluster 18 (3520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (740.182548 sec): 2 clusters Score: Raw -206202.765819 + Penalty 857.452708 = -205345.313111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (740.217266 sec): 3 clusters Score: Raw -204325.778580 + Penalty 1714.905416 = -202610.873163 nChanged 1463 SP:Iteration 1F (740.251528 sec): 3 clusters Score: Raw -205182.400212 + Penalty 1714.905416 = -203467.494796 nChanged 294 SP:Iteration 2F (740.285925 sec): 3 clusters Score: Raw -205364.007089 + Penalty 1714.905416 = -203649.101673 nChanged 241 SP:Iteration 3F (740.320099 sec): 3 clusters Score: Raw -205522.418776 + Penalty 1714.905416 = -203807.513360 nChanged 216 SP:Iteration 4F (740.354171 sec): 3 clusters Score: Raw -205649.314237 + Penalty 1714.905416 = -203934.408820 nChanged 145 SP:Iteration 5Q (740.388991 sec): 3 clusters Score: Raw -205737.553966 + Penalty 1714.905416 = -204022.648550 nChanged 144 SP:Iteration 6Q (740.423329 sec): 3 clusters Score: Raw -205829.126265 + Penalty 1714.905416 = -204114.220848 nChanged 135 SP:Iteration 7Q (740.456520 sec): 3 clusters Score: Raw -205914.746009 + Penalty 1714.905416 = -204199.840593 nChanged 116 SP:Iteration 8Q (740.489699 sec): 3 clusters Score: Raw -205981.352931 + Penalty 1714.905416 = -204266.447515 nChanged 89 SP:Iteration 9Q (740.522745 sec): 3 clusters Score: Raw -206030.633616 + Penalty 1714.905416 = -204315.728200 nChanged 81 SP:Iteration 10Q (740.555866 sec): 3 clusters Score: Raw -206078.825419 + Penalty 1714.905416 = -204363.920003 nChanged 81 SP:Iteration 11Q (740.588916 sec): 3 clusters Score: Raw -206124.520366 + Penalty 1714.905416 = -204409.614949 nChanged 58 SP:Iteration 12Q (740.622072 sec): 3 clusters Score: Raw -206157.457818 + Penalty 1714.905416 = -204442.552402 nChanged 58 SP:Iteration 13Q (740.655172 sec): 3 clusters Score: Raw -206191.810005 + Penalty 1714.905416 = -204476.904589 nChanged 39 SP:Iteration 14Q (740.688197 sec): 3 clusters Score: Raw -206211.821903 + Penalty 1714.905416 = -204496.916486 nChanged 27 SP:Iteration 15Q (740.721122 sec): 3 clusters Score: Raw -206225.386567 + Penalty 1714.905416 = -204510.481150 nChanged 20 SP:Iteration 16Q (740.753979 sec): 3 clusters Score: Raw -206231.822406 + Penalty 1714.905416 = -204516.916990 nChanged 14 SP:Iteration 17Q (740.786798 sec): 3 clusters Score: Raw -206236.988010 + Penalty 1714.905416 = -204522.082594 nChanged 17 SP:Iteration 18Q (740.819933 sec): 3 clusters Score: Raw -206243.093552 + Penalty 1714.905416 = -204528.188135 nChanged 12 SP:Iteration 19Q (740.862316 sec): 3 clusters Score: Raw -206247.992754 + Penalty 1714.905416 = -204533.087337 nChanged 10 SP:Iteration 20F (740.894517 sec): 3 clusters Score: Raw -206252.956316 + Penalty 1714.905416 = -204538.050900 nChanged 8 SP:Iteration 21Q (741.000929 sec): 3 clusters Score: Raw -206256.433028 + Penalty 1714.905416 = -204541.527612 nChanged 14 SP:Iteration 22Q (741.121945 sec): 3 clusters Score: Raw -206260.554313 + Penalty 1714.905416 = -204545.648897 nChanged 6 SP:Iteration 23Q (741.236381 sec): 3 clusters Score: Raw -206262.086494 + Penalty 1714.905416 = -204547.181077 nChanged 7 SP:Iteration 24Q (741.356479 sec): 3 clusters Score: Raw -206263.412035 + Penalty 1714.905416 = -204548.506619 nChanged 7 SP:Iteration 25Q (741.466314 sec): 3 clusters Score: Raw -206265.074169 + Penalty 1714.905416 = -204550.168753 nChanged 5 SP:Iteration 26Q (741.531010 sec): 3 clusters Score: Raw -206266.666591 + Penalty 1714.905416 = -204551.761175 nChanged 6 SP:Iteration 27Q (741.568648 sec): 3 clusters Score: Raw -206268.801636 + Penalty 1714.905416 = -204553.896219 nChanged 5 SP:Iteration 28Q (741.606298 sec): 3 clusters Score: Raw -206270.965453 + Penalty 1714.905416 = -204556.060036 nChanged 5 SP:Iteration 29Q (741.643771 sec): 3 clusters Score: Raw -206272.401111 + Penalty 1714.905416 = -204557.495695 nChanged 5 SP:Iteration 30Q (741.679368 sec): 3 clusters Score: Raw -206275.600596 + Penalty 1714.905416 = -204560.695180 nChanged 7 SP:Iteration 31Q (741.712131 sec): 3 clusters Score: Raw -206279.239415 + Penalty 1714.905416 = -204564.333998 nChanged 7 SP:Iteration 32Q (741.744970 sec): 3 clusters Score: Raw -206281.558160 + Penalty 1714.905416 = -204566.652744 nChanged 7 SP:Iteration 33Q (741.777760 sec): 3 clusters Score: Raw -206286.381623 + Penalty 1714.905416 = -204571.476206 nChanged 9 SP:Iteration 34Q (741.810622 sec): 3 clusters Score: Raw -206294.422284 + Penalty 1714.905416 = -204579.516867 nChanged 9 SP:Iteration 35Q (741.843284 sec): 3 clusters Score: Raw -206300.303898 + Penalty 1714.905416 = -204585.398482 nChanged 16 SP:Iteration 36Q (741.957869 sec): 3 clusters Score: Raw -206307.199499 + Penalty 1714.905416 = -204592.294083 nChanged 10 SP:Iteration 37Q (742.075496 sec): 3 clusters Score: Raw -206312.687491 + Penalty 1714.905416 = -204597.782074 nChanged 6 SP:Iteration 38Q (742.108920 sec): 3 clusters Score: Raw -206315.317647 + Penalty 1714.905416 = -204600.412231 nChanged 9 SP:Iteration 39Q (742.142395 sec): 3 clusters Score: Raw -206320.573945 + Penalty 1714.905416 = -204605.668529 nChanged 6 SP:Iteration 40F (742.175354 sec): 3 clusters Score: Raw -206323.809913 + Penalty 1714.905416 = -204608.904497 nChanged 6 SP:Iteration 41Q (742.208881 sec): 3 clusters Score: Raw -206325.242616 + Penalty 1714.905416 = -204610.337200 nChanged 2 SP:Iteration 42Q (742.241348 sec): 3 clusters Score: Raw -206325.693720 + Penalty 1714.905416 = -204610.788304 nChanged 1 SP:Iteration 43Q (742.273983 sec): 3 clusters Score: Raw -206325.786784 + Penalty 1714.905416 = -204610.881368 nChanged 0 SP:Iteration 44F (742.306061 sec): 3 clusters Score: Raw -206325.786784 + Penalty 1714.905416 = -204610.881368 nChanged 0 Time taken for this iteration:85.307593 seconds. 9->19 Clusters: Score -1004186.388770, best is -1009977.175533 Starting from 10 clusters... ------ Clustering full data set of 20595 points ------ SP: Assigned 10 initial classes randomly. Deleting Class 2 (199 points): Lose 105.288704 but Gain 1042.944379 Iteration 0F (742.586462 sec): 9 clusters Score: Raw -873402.978301 + Penalty 8343.555030 = -865059.423271 nChanged 18060 Iteration 1F (742.831320 sec): 9 clusters Score: Raw -964429.684150 + Penalty 8343.555030 = -956086.129121 nChanged 5111 Iteration 2F (743.074301 sec): 9 clusters Score: Raw -976276.022223 + Penalty 8343.555030 = -967932.467193 nChanged 2499 Iteration 3F (743.333267 sec): 9 clusters Score: Raw -982236.224865 + Penalty 8343.555030 = -973892.669835 nChanged 1661 Iteration 4F (743.606059 sec): 9 clusters Score: Raw -985129.562350 + Penalty 8343.555030 = -976786.007320 nChanged 1278 Iteration 5F (744.240006 sec): 9 clusters Score: Raw -987293.650012 + Penalty 8343.555030 = -978950.094982 nChanged 1152 Iteration 6F (744.480078 sec): 9 clusters Score: Raw -989525.896794 + Penalty 8343.555030 = -981182.341764 nChanged 1165 Iteration 7F (744.730461 sec): 9 clusters Score: Raw -991954.321767 + Penalty 8343.555030 = -983610.766737 nChanged 1133 Iteration 8F (744.979278 sec): 9 clusters Score: Raw -993882.389762 + Penalty 8343.555030 = -985538.834732 nChanged 999 Iteration 9Q (745.159215 sec): 9 clusters Score: Raw -995492.445042 + Penalty 8343.555030 = -987148.890012 nChanged 878 Iteration 10Q (745.357969 sec): 9 clusters Score: Raw -997044.255288 + Penalty 8343.555030 = -988700.700258 nChanged 852 Iteration 11Q (745.554730 sec): 9 clusters Score: Raw -998566.831221 + Penalty 8343.555030 = -990223.276191 nChanged 856 Iteration 12Q (745.741528 sec): 9 clusters Score: Raw -1000002.136156 + Penalty 8343.555030 = -991658.581126 nChanged 761 Iteration 13Q (745.911084 sec): 9 clusters Score: Raw -1001175.527392 + Penalty 8343.555030 = -992831.972363 nChanged 598 Iteration 14Q (746.104760 sec): 9 clusters Score: Raw -1001884.695698 + Penalty 8343.555030 = -993541.140668 nChanged 483 Iteration 15Q (746.286042 sec): 9 clusters Score: Raw -1002237.721099 + Penalty 8343.555030 = -993894.166069 nChanged 358 Iteration 16Q (746.468885 sec): 9 clusters Score: Raw -1002486.582220 + Penalty 8343.555030 = -994143.027190 nChanged 284 Iteration 17Q (746.629985 sec): 9 clusters Score: Raw -1002705.534693 + Penalty 8343.555030 = -994361.979664 nChanged 254 Iteration 18Q (746.819208 sec): 9 clusters Score: Raw -1002903.345306 + Penalty 8343.555030 = -994559.790276 nChanged 225 Iteration 19Q (747.004352 sec): 9 clusters Score: Raw -1003043.946900 + Penalty 8343.555030 = -994700.391870 nChanged 179 Writing temp clu file Because OldScore, -994559.790276, is greater than current (better) Score,-994700.391870 Compute initial score before splitting: Score: Raw -1003043.946900 + Penalty 8343.555030 = -994700.391870 Trying to split cluster 1 (1377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (747.055408 sec): 2 clusters Score: Raw -52922.683214 + Penalty 758.904562 = -52163.778651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (747.072031 sec): 3 clusters Score: Raw -52324.476154 + Penalty 1517.809125 = -50806.667029 nChanged 528 SP:Iteration 1F (747.089007 sec): 3 clusters Score: Raw -52844.086715 + Penalty 1517.809125 = -51326.277590 nChanged 161 SP:Iteration 2F (747.106575 sec): 3 clusters Score: Raw -53164.107515 + Penalty 1517.809125 = -51646.298390 nChanged 137 SP:Iteration 3F (747.123986 sec): 3 clusters Score: Raw -53369.791535 + Penalty 1517.809125 = -51851.982410 nChanged 87 SP:Iteration 4F (747.141557 sec): 3 clusters Score: Raw -53473.507584 + Penalty 1517.809125 = -51955.698460 nChanged 56 SP:Iteration 5Q (747.159155 sec): 3 clusters Score: Raw -53544.096170 + Penalty 1517.809125 = -52026.287046 nChanged 36 SP:Iteration 6Q (747.176274 sec): 3 clusters Score: Raw -53567.728084 + Penalty 1517.809125 = -52049.918960 nChanged 23 SP:Iteration 7Q (747.193418 sec): 3 clusters Score: Raw -53577.815466 + Penalty 1517.809125 = -52060.006341 nChanged 14 SP:Iteration 8Q (747.210409 sec): 3 clusters Score: Raw -53587.205913 + Penalty 1517.809125 = -52069.396788 nChanged 8 SP:Iteration 9Q (747.225576 sec): 3 clusters Score: Raw -53592.123295 + Penalty 1517.809125 = -52074.314171 nChanged 6 SP:Iteration 10Q (747.240789 sec): 3 clusters Score: Raw -53595.413660 + Penalty 1517.809125 = -52077.604535 nChanged 7 SP:Iteration 11Q (747.255724 sec): 3 clusters Score: Raw -53601.885508 + Penalty 1517.809125 = -52084.076383 nChanged 9 SP:Iteration 12Q (747.270793 sec): 3 clusters Score: Raw -53607.715989 + Penalty 1517.809125 = -52089.906864 nChanged 5 SP:Iteration 13Q (747.286030 sec): 3 clusters Score: Raw -53608.941595 + Penalty 1517.809125 = -52091.132471 nChanged 2 SP:Iteration 14Q (747.399508 sec): 3 clusters Score: Raw -53609.982928 + Penalty 1517.809125 = -52092.173803 nChanged 0 SP:Iteration 15F (747.517447 sec): 3 clusters Score: Raw -53609.982928 + Penalty 1517.809125 = -52092.173803 nChanged 0 Trying to split cluster 3 (2125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (747.583225 sec): 2 clusters Score: Raw -105775.045375 + Penalty 804.460344 = -104970.585031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (747.699404 sec): 3 clusters Score: Raw -104742.069808 + Penalty 1608.920687 = -103133.149121 nChanged 857 SP:Iteration 1F (747.815539 sec): 3 clusters Score: Raw -105497.590518 + Penalty 1608.920687 = -103888.669831 nChanged 237 SP:Iteration 2F (747.933857 sec): 3 clusters Score: Raw -105766.554569 + Penalty 1608.920687 = -104157.633882 nChanged 166 SP:Iteration 3F (748.049100 sec): 3 clusters Score: Raw -105909.732640 + Penalty 1608.920687 = -104300.811953 nChanged 105 SP:Iteration 4Q (748.071195 sec): 3 clusters Score: Raw -106042.445024 + Penalty 1608.920687 = -104433.524337 nChanged 95 SP:Iteration 5Q (748.092829 sec): 3 clusters Score: Raw -106204.718041 + Penalty 1608.920687 = -104595.797354 nChanged 93 SP:Iteration 6Q (748.114399 sec): 3 clusters Score: Raw -106386.927679 + Penalty 1608.920687 = -104778.006992 nChanged 102 SP:Iteration 7Q (748.135891 sec): 3 clusters Score: Raw -106581.748953 + Penalty 1608.920687 = -104972.828266 nChanged 102 SP:Iteration 8Q (748.157236 sec): 3 clusters Score: Raw -106741.214926 + Penalty 1608.920687 = -105132.294239 nChanged 90 SP:Iteration 9Q (748.178487 sec): 3 clusters Score: Raw -106915.953036 + Penalty 1608.920687 = -105307.032349 nChanged 105 SP:Iteration 10Q (748.199635 sec): 3 clusters Score: Raw -107199.665368 + Penalty 1608.920687 = -105590.744681 nChanged 81 SP:Iteration 11Q (748.220618 sec): 3 clusters Score: Raw -107362.857017 + Penalty 1608.920687 = -105753.936330 nChanged 41 SP:Iteration 12Q (748.241444 sec): 3 clusters Score: Raw -107423.224768 + Penalty 1608.920687 = -105814.304081 nChanged 35 SP:Iteration 13Q (748.262267 sec): 3 clusters Score: Raw -107467.637252 + Penalty 1608.920687 = -105858.716565 nChanged 23 SP:Iteration 14Q (748.282975 sec): 3 clusters Score: Raw -107506.530836 + Penalty 1608.920687 = -105897.610149 nChanged 22 SP:Iteration 15Q (748.303638 sec): 3 clusters Score: Raw -107533.299879 + Penalty 1608.920687 = -105924.379192 nChanged 12 SP:Iteration 16Q (748.324341 sec): 3 clusters Score: Raw -107543.732534 + Penalty 1608.920687 = -105934.811847 nChanged 12 SP:Iteration 17Q (748.344962 sec): 3 clusters Score: Raw -107566.662710 + Penalty 1608.920687 = -105957.742023 nChanged 19 SP:Iteration 18Q (748.365501 sec): 3 clusters Score: Raw -107601.307764 + Penalty 1608.920687 = -105992.387077 nChanged 16 SP:Iteration 19Q (748.386101 sec): 3 clusters Score: Raw -107633.616024 + Penalty 1608.920687 = -106024.695336 nChanged 19 SP:Iteration 20F (748.407232 sec): 3 clusters Score: Raw -107661.954776 + Penalty 1608.920687 = -106053.034089 nChanged 15 SP:Iteration 21Q (748.427702 sec): 3 clusters Score: Raw -107679.128415 + Penalty 1608.920687 = -106070.207728 nChanged 8 SP:Iteration 22Q (748.448410 sec): 3 clusters Score: Raw -107685.856948 + Penalty 1608.920687 = -106076.936261 nChanged 5 SP:Iteration 23Q (748.468633 sec): 3 clusters Score: Raw -107688.230315 + Penalty 1608.920687 = -106079.309628 nChanged 4 SP:Iteration 24Q (748.489034 sec): 3 clusters Score: Raw -107692.012969 + Penalty 1608.920687 = -106083.092282 nChanged 2 SP:Iteration 25Q (748.509496 sec): 3 clusters Score: Raw -107694.691853 + Penalty 1608.920687 = -106085.771166 nChanged 3 SP:Iteration 26Q (748.529814 sec): 3 clusters Score: Raw -107698.734291 + Penalty 1608.920687 = -106089.813604 nChanged 2 SP:Iteration 27Q (748.550103 sec): 3 clusters Score: Raw -107699.806299 + Penalty 1608.920687 = -106090.885612 nChanged 2 SP:Iteration 28Q (748.694982 sec): 3 clusters Score: Raw -107700.922453 + Penalty 1608.920687 = -106092.001766 nChanged 3 SP:Iteration 29Q (748.784855 sec): 3 clusters Score: Raw -107702.669494 + Penalty 1608.920687 = -106093.748806 nChanged 4 SP:Iteration 30Q (748.902578 sec): 3 clusters Score: Raw -107704.867786 + Penalty 1608.920687 = -106095.947099 nChanged 2 SP:Iteration 31Q (749.020085 sec): 3 clusters Score: Raw -107706.076829 + Penalty 1608.920687 = -106097.156142 nChanged 3 SP:Iteration 32Q (749.139853 sec): 3 clusters Score: Raw -107707.784064 + Penalty 1608.920687 = -106098.863377 nChanged 1 SP:Iteration 33Q (749.178602 sec): 3 clusters Score: Raw -107708.972457 + Penalty 1608.920687 = -106100.051769 nChanged 1 SP:Iteration 34Q (749.198904 sec): 3 clusters Score: Raw -107709.434325 + Penalty 1608.920687 = -106100.513638 nChanged 1 SP:Iteration 35Q (749.219205 sec): 3 clusters Score: Raw -107710.301671 + Penalty 1608.920687 = -106101.380984 nChanged 0 SP:Iteration 36F (749.240316 sec): 3 clusters Score: Raw -107710.301671 + Penalty 1608.920687 = -106101.380984 nChanged 0 Score: Raw -1005044.109517 + Penalty 9386.499408 = -995657.610108 Splitting cluster 3 changes total score from -994700.391870 to -995657.610108 So it's getting split into cluster 2. Trying to split cluster 4 (2048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (749.530337 sec): 2 clusters Score: Raw -87678.579796 + Penalty 800.584994 = -86877.994802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (749.552165 sec): 3 clusters Score: Raw -86769.743304 + Penalty 1601.169987 = -85168.573317 nChanged 793 SP:Iteration 1F (749.572629 sec): 3 clusters Score: Raw -87520.348256 + Penalty 1601.169987 = -85919.178269 nChanged 243 SP:Iteration 2F (749.593018 sec): 3 clusters Score: Raw -87855.755070 + Penalty 1601.169987 = -86254.585083 nChanged 169 SP:Iteration 3F (749.613449 sec): 3 clusters Score: Raw -88048.753679 + Penalty 1601.169987 = -86447.583692 nChanged 88 SP:Iteration 4Q (749.636165 sec): 3 clusters Score: Raw -88135.352384 + Penalty 1601.169987 = -86534.182397 nChanged 77 SP:Iteration 5Q (749.657085 sec): 3 clusters Score: Raw -88187.786522 + Penalty 1601.169987 = -86586.616535 nChanged 44 SP:Iteration 6Q (749.677988 sec): 3 clusters Score: Raw -88220.606255 + Penalty 1601.169987 = -86619.436268 nChanged 34 SP:Iteration 7Q (749.698781 sec): 3 clusters Score: Raw -88247.986129 + Penalty 1601.169987 = -86646.816142 nChanged 32 SP:Iteration 8Q (749.719600 sec): 3 clusters Score: Raw -88280.342744 + Penalty 1601.169987 = -86679.172757 nChanged 31 SP:Iteration 9Q (749.740387 sec): 3 clusters Score: Raw -88299.227024 + Penalty 1601.169987 = -86698.057037 nChanged 33 SP:Iteration 10Q (749.761281 sec): 3 clusters Score: Raw -88323.146569 + Penalty 1601.169987 = -86721.976582 nChanged 22 SP:Iteration 11Q (749.782050 sec): 3 clusters Score: Raw -88334.234479 + Penalty 1601.169987 = -86733.064492 nChanged 14 SP:Iteration 12Q (749.802794 sec): 3 clusters Score: Raw -88343.967270 + Penalty 1601.169987 = -86742.797282 nChanged 11 SP:Iteration 13Q (749.823410 sec): 3 clusters Score: Raw -88350.941562 + Penalty 1601.169987 = -86749.771575 nChanged 10 SP:Iteration 14Q (749.844127 sec): 3 clusters Score: Raw -88355.941469 + Penalty 1601.169987 = -86754.771482 nChanged 7 SP:Iteration 15Q (749.864680 sec): 3 clusters Score: Raw -88357.514757 + Penalty 1601.169987 = -86756.344769 nChanged 2 SP:Iteration 16Q (749.885306 sec): 3 clusters Score: Raw -88359.475637 + Penalty 1601.169987 = -86758.305650 nChanged 4 SP:Iteration 17Q (749.905795 sec): 3 clusters Score: Raw -88361.811032 + Penalty 1601.169987 = -86760.641045 nChanged 5 SP:Iteration 18Q (749.926389 sec): 3 clusters Score: Raw -88366.507241 + Penalty 1601.169987 = -86765.337254 nChanged 11 SP:Iteration 19Q (749.947096 sec): 3 clusters Score: Raw -88381.506008 + Penalty 1601.169987 = -86780.336021 nChanged 11 SP:Iteration 20F (750.058205 sec): 3 clusters Score: Raw -88389.139108 + Penalty 1601.169987 = -86787.969121 nChanged 9 SP:Iteration 21Q (750.178006 sec): 3 clusters Score: Raw -88392.895077 + Penalty 1601.169987 = -86791.725090 nChanged 6 SP:Iteration 22Q (750.293154 sec): 3 clusters Score: Raw -88394.290034 + Penalty 1601.169987 = -86793.120046 nChanged 4 SP:Iteration 23Q (750.409057 sec): 3 clusters Score: Raw -88395.749580 + Penalty 1601.169987 = -86794.579593 nChanged 3 SP:Iteration 24Q (750.526044 sec): 3 clusters Score: Raw -88397.345106 + Penalty 1601.169987 = -86796.175118 nChanged 3 SP:Iteration 25Q (750.641236 sec): 3 clusters Score: Raw -88397.687077 + Penalty 1601.169987 = -86796.517089 nChanged 0 SP:Iteration 26F (750.697228 sec): 3 clusters Score: Raw -88397.687077 + Penalty 1601.169987 = -86796.517089 nChanged 0 Trying to split cluster 5 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (750.727517 sec): 2 clusters Score: Raw -9108.340702 + Penalty 603.686264 = -8504.654439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (750.733931 sec): 3 clusters Score: Raw -9203.693142 + Penalty 1207.372527 = -7996.320615 nChanged 91 SP:Iteration 1F (750.739921 sec): 3 clusters Score: Raw -9520.309319 + Penalty 1207.372527 = -8312.936791 nChanged 28 SP:Iteration 2F (750.745955 sec): 3 clusters Score: Raw -9609.502346 + Penalty 1207.372527 = -8402.129819 nChanged 10 SP:Iteration 3Q (750.751913 sec): 3 clusters Score: Raw -9637.457867 + Penalty 1207.372527 = -8430.085340 nChanged 5 SP:Iteration 4Q (750.757810 sec): 3 clusters Score: Raw -9651.488714 + Penalty 1207.372527 = -8444.116187 nChanged 0 SP:Iteration 5F (750.763717 sec): 3 clusters Score: Raw -9651.488714 + Penalty 1207.372527 = -8444.116187 nChanged 0 Trying to split cluster 6 (1225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (750.795640 sec): 2 clusters Score: Raw -53210.976951 + Penalty 746.623093 = -52464.353858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (750.809996 sec): 3 clusters Score: Raw -52707.460290 + Penalty 1493.246186 = -51214.214105 nChanged 445 SP:Iteration 1F (750.823598 sec): 3 clusters Score: Raw -53161.748033 + Penalty 1493.246186 = -51668.501848 nChanged 129 SP:Iteration 2F (750.837239 sec): 3 clusters Score: Raw -53339.895971 + Penalty 1493.246186 = -51846.649786 nChanged 80 SP:Iteration 3F (750.850765 sec): 3 clusters Score: Raw -53416.181744 + Penalty 1493.246186 = -51922.935558 nChanged 38 SP:Iteration 4Q (750.867052 sec): 3 clusters Score: Raw -53451.862969 + Penalty 1493.246186 = -51958.616783 nChanged 22 SP:Iteration 5Q (750.880855 sec): 3 clusters Score: Raw -53488.815219 + Penalty 1493.246186 = -51995.569033 nChanged 25 SP:Iteration 6Q (750.894555 sec): 3 clusters Score: Raw -53531.652926 + Penalty 1493.246186 = -52038.406740 nChanged 27 SP:Iteration 7Q (750.908263 sec): 3 clusters Score: Raw -53570.369933 + Penalty 1493.246186 = -52077.123747 nChanged 16 SP:Iteration 8Q (750.921997 sec): 3 clusters Score: Raw -53587.795817 + Penalty 1493.246186 = -52094.549632 nChanged 17 SP:Iteration 9Q (750.935703 sec): 3 clusters Score: Raw -53605.472297 + Penalty 1493.246186 = -52112.226111 nChanged 19 SP:Iteration 10Q (750.949327 sec): 3 clusters Score: Raw -53619.430967 + Penalty 1493.246186 = -52126.184781 nChanged 20 SP:Iteration 11Q (750.962916 sec): 3 clusters Score: Raw -53632.600543 + Penalty 1493.246186 = -52139.354357 nChanged 11 SP:Iteration 12Q (750.976547 sec): 3 clusters Score: Raw -53640.642485 + Penalty 1493.246186 = -52147.396299 nChanged 12 SP:Iteration 13Q (750.990202 sec): 3 clusters Score: Raw -53658.617198 + Penalty 1493.246186 = -52165.371012 nChanged 16 SP:Iteration 14Q (751.003831 sec): 3 clusters Score: Raw -53674.041183 + Penalty 1493.246186 = -52180.794998 nChanged 16 SP:Iteration 15Q (751.017448 sec): 3 clusters Score: Raw -53691.829522 + Penalty 1493.246186 = -52198.583336 nChanged 12 SP:Iteration 16Q (751.133387 sec): 3 clusters Score: Raw -53701.607466 + Penalty 1493.246186 = -52208.361280 nChanged 5 SP:Iteration 17Q (751.245311 sec): 3 clusters Score: Raw -53704.331247 + Penalty 1493.246186 = -52211.085061 nChanged 6 SP:Iteration 18Q (751.360979 sec): 3 clusters Score: Raw -53710.767902 + Penalty 1493.246186 = -52217.521716 nChanged 8 SP:Iteration 19Q (751.475663 sec): 3 clusters Score: Raw -53719.354485 + Penalty 1493.246186 = -52226.108300 nChanged 8 SP:Iteration 20F (751.575212 sec): 3 clusters Score: Raw -53726.807030 + Penalty 1493.246186 = -52233.560844 nChanged 9 SP:Iteration 21Q (751.689036 sec): 3 clusters Score: Raw -53735.961181 + Penalty 1493.246186 = -52242.714995 nChanged 6 SP:Iteration 22Q (751.784587 sec): 3 clusters Score: Raw -53738.790450 + Penalty 1493.246186 = -52245.544264 nChanged 1 SP:Iteration 23Q (751.798633 sec): 3 clusters Score: Raw -53740.720888 + Penalty 1493.246186 = -52247.474703 nChanged 2 SP:Iteration 24Q (751.812185 sec): 3 clusters Score: Raw -53742.590725 + Penalty 1493.246186 = -52249.344539 nChanged 4 SP:Iteration 25Q (751.825689 sec): 3 clusters Score: Raw -53746.755268 + Penalty 1493.246186 = -52253.509083 nChanged 5 SP:Iteration 26Q (751.839167 sec): 3 clusters Score: Raw -53748.517502 + Penalty 1493.246186 = -52255.271316 nChanged 3 SP:Iteration 27Q (751.852781 sec): 3 clusters Score: Raw -53749.428416 + Penalty 1493.246186 = -52256.182230 nChanged 2 SP:Iteration 28Q (751.866762 sec): 3 clusters Score: Raw -53750.091209 + Penalty 1493.246186 = -52256.845023 nChanged 1 SP:Iteration 29Q (751.880630 sec): 3 clusters Score: Raw -53750.195195 + Penalty 1493.246186 = -52256.949009 nChanged 0 SP:Iteration 30F (751.894507 sec): 3 clusters Score: Raw -53750.195195 + Penalty 1493.246186 = -52256.949009 nChanged 0 Trying to split cluster 7 (8126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (751.948655 sec): 2 clusters Score: Raw -452735.515097 + Penalty 945.296528 = -451790.218569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (752.018067 sec): 3 clusters Score: Raw -448016.812175 + Penalty 1890.593056 = -446126.219119 nChanged 3628 SP:Iteration 1F (752.093377 sec): 3 clusters Score: Raw -450728.375905 + Penalty 1890.593056 = -448837.782849 nChanged 861 SP:Iteration 2F (752.147311 sec): 3 clusters Score: Raw -451722.679171 + Penalty 1890.593056 = -449832.086115 nChanged 820 SP:Iteration 3F (752.198632 sec): 3 clusters Score: Raw -452605.184509 + Penalty 1890.593056 = -450714.591453 nChanged 559 SP:Iteration 4F (752.250623 sec): 3 clusters Score: Raw -453108.702245 + Penalty 1890.593056 = -451218.109189 nChanged 360 SP:Iteration 5Q (752.309523 sec): 3 clusters Score: Raw -453383.149445 + Penalty 1890.593056 = -451492.556389 nChanged 237 SP:Iteration 6Q (752.368390 sec): 3 clusters Score: Raw -453544.010364 + Penalty 1890.593056 = -451653.417308 nChanged 176 SP:Iteration 7Q (752.427053 sec): 3 clusters Score: Raw -453656.374686 + Penalty 1890.593056 = -451765.781630 nChanged 130 SP:Iteration 8Q (752.481538 sec): 3 clusters Score: Raw -453746.641617 + Penalty 1890.593056 = -451856.048560 nChanged 116 SP:Iteration 9Q (752.536172 sec): 3 clusters Score: Raw -453823.164583 + Penalty 1890.593056 = -451932.571527 nChanged 104 SP:Iteration 10Q (752.591777 sec): 3 clusters Score: Raw -453910.678201 + Penalty 1890.593056 = -452020.085145 nChanged 122 SP:Iteration 11Q (752.649636 sec): 3 clusters Score: Raw -454040.603467 + Penalty 1890.593056 = -452150.010411 nChanged 135 SP:Iteration 12Q (752.706887 sec): 3 clusters Score: Raw -454169.514450 + Penalty 1890.593056 = -452278.921394 nChanged 125 SP:Iteration 13Q (752.764206 sec): 3 clusters Score: Raw -454263.535760 + Penalty 1890.593056 = -452372.942704 nChanged 102 SP:Iteration 14Q (752.818973 sec): 3 clusters Score: Raw -454333.204501 + Penalty 1890.593056 = -452442.611445 nChanged 99 SP:Iteration 15Q (752.962549 sec): 3 clusters Score: Raw -454382.478516 + Penalty 1890.593056 = -452491.885460 nChanged 70 SP:Iteration 16Q (753.116016 sec): 3 clusters Score: Raw -454412.509171 + Penalty 1890.593056 = -452521.916115 nChanged 54 SP:Iteration 17Q (753.250481 sec): 3 clusters Score: Raw -454424.544615 + Penalty 1890.593056 = -452533.951559 nChanged 26 SP:Iteration 18Q (753.345373 sec): 3 clusters Score: Raw -454427.892895 + Penalty 1890.593056 = -452537.299839 nChanged 14 SP:Iteration 19Q (753.403952 sec): 3 clusters Score: Raw -454430.188748 + Penalty 1890.593056 = -452539.595692 nChanged 10 SP:Iteration 20F (753.462834 sec): 3 clusters Score: Raw -454432.199283 + Penalty 1890.593056 = -452541.606227 nChanged 9 SP:Iteration 21Q (753.515082 sec): 3 clusters Score: Raw -454433.397920 + Penalty 1890.593056 = -452542.804863 nChanged 7 SP:Iteration 22Q (753.566430 sec): 3 clusters Score: Raw -454434.128718 + Penalty 1890.593056 = -452543.535661 nChanged 3 SP:Iteration 23Q (753.618110 sec): 3 clusters Score: Raw -454434.433767 + Penalty 1890.593056 = -452543.840711 nChanged 0 SP:Iteration 24F (753.771195 sec): 3 clusters Score: Raw -454434.433767 + Penalty 1890.593056 = -452543.840711 nChanged 0 Score: Raw -1006743.028187 + Penalty 10429.443787 = -996313.584400 Splitting cluster 7 changes total score from -994700.391870 to -996313.584400 So it's getting split into cluster 10. Trying to split cluster 8 (3361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (754.103939 sec): 2 clusters Score: Raw -181821.233708 + Penalty 852.599352 = -180968.634356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (754.138097 sec): 3 clusters Score: Raw -180124.579279 + Penalty 1705.198704 = -178419.380576 nChanged 1389 SP:Iteration 1F (754.170538 sec): 3 clusters Score: Raw -181549.086795 + Penalty 1705.198704 = -179843.888091 nChanged 382 SP:Iteration 2F (754.202970 sec): 3 clusters Score: Raw -182162.275988 + Penalty 1705.198704 = -180457.077284 nChanged 352 SP:Iteration 3F (754.234252 sec): 3 clusters Score: Raw -182791.924261 + Penalty 1705.198704 = -181086.725558 nChanged 296 SP:Iteration 4F (754.265232 sec): 3 clusters Score: Raw -183337.528451 + Penalty 1705.198704 = -181632.329747 nChanged 257 SP:Iteration 5F (754.296364 sec): 3 clusters Score: Raw -183937.429874 + Penalty 1705.198704 = -182232.231170 nChanged 210 SP:Iteration 6F (754.327420 sec): 3 clusters Score: Raw -184631.530231 + Penalty 1705.198704 = -182926.331527 nChanged 116 SP:Iteration 7Q (754.358130 sec): 3 clusters Score: Raw -185061.510384 + Penalty 1705.198704 = -183356.311680 nChanged 51 SP:Iteration 8Q (754.388234 sec): 3 clusters Score: Raw -185112.577534 + Penalty 1705.198704 = -183407.378830 nChanged 16 SP:Iteration 9Q (754.418575 sec): 3 clusters Score: Raw -185121.990370 + Penalty 1705.198704 = -183416.791666 nChanged 7 SP:Iteration 10Q (754.448362 sec): 3 clusters Score: Raw -185124.865025 + Penalty 1705.198704 = -183419.666321 nChanged 3 SP:Iteration 11Q (754.478164 sec): 3 clusters Score: Raw -185125.350976 + Penalty 1705.198704 = -183420.152272 nChanged 1 SP:Iteration 12Q (754.507902 sec): 3 clusters Score: Raw -185125.699487 + Penalty 1705.198704 = -183420.500783 nChanged 1 SP:Iteration 13Q (754.560866 sec): 3 clusters Score: Raw -185126.060731 + Penalty 1705.198704 = -183420.862027 nChanged 1 SP:Iteration 14Q (754.590665 sec): 3 clusters Score: Raw -185126.170079 + Penalty 1705.198704 = -183420.971376 nChanged 0 SP:Iteration 15F (754.621930 sec): 3 clusters Score: Raw -185126.170079 + Penalty 1705.198704 = -183420.971376 nChanged 0 Score: Raw -1010047.964558 + Penalty 11472.388166 = -998575.576392 Splitting cluster 8 changes total score from -994700.391870 to -998575.576392 So it's getting split into cluster 11. Trying to split cluster 9 (1879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (755.120748 sec): 2 clusters Score: Raw -96745.297618 + Penalty 791.541975 = -95953.755643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (755.237751 sec): 3 clusters Score: Raw -95882.035628 + Penalty 1583.083950 = -94298.951678 nChanged 694 SP:Iteration 1F (755.261464 sec): 3 clusters Score: Raw -96538.159845 + Penalty 1583.083950 = -94955.075895 nChanged 234 SP:Iteration 2F (755.284306 sec): 3 clusters Score: Raw -96848.670294 + Penalty 1583.083950 = -95265.586344 nChanged 168 SP:Iteration 3F (755.305208 sec): 3 clusters Score: Raw -97066.761613 + Penalty 1583.083950 = -95483.677663 nChanged 116 SP:Iteration 4F (755.327650 sec): 3 clusters Score: Raw -97208.751988 + Penalty 1583.083950 = -95625.668038 nChanged 76 SP:Iteration 5Q (755.350342 sec): 3 clusters Score: Raw -97279.853676 + Penalty 1583.083950 = -95696.769726 nChanged 38 SP:Iteration 6Q (755.373046 sec): 3 clusters Score: Raw -97309.621380 + Penalty 1583.083950 = -95726.537430 nChanged 32 SP:Iteration 7Q (755.395653 sec): 3 clusters Score: Raw -97333.832203 + Penalty 1583.083950 = -95750.748253 nChanged 25 SP:Iteration 8Q (755.418867 sec): 3 clusters Score: Raw -97350.248956 + Penalty 1583.083950 = -95767.165006 nChanged 15 SP:Iteration 9Q (755.441919 sec): 3 clusters Score: Raw -97358.701769 + Penalty 1583.083950 = -95775.617819 nChanged 9 SP:Iteration 10Q (755.464412 sec): 3 clusters Score: Raw -97364.497173 + Penalty 1583.083950 = -95781.413224 nChanged 7 SP:Iteration 11Q (755.486981 sec): 3 clusters Score: Raw -97367.218361 + Penalty 1583.083950 = -95784.134411 nChanged 4 SP:Iteration 12Q (755.507037 sec): 3 clusters Score: Raw -97368.952711 + Penalty 1583.083950 = -95785.868761 nChanged 3 SP:Iteration 13Q (755.526314 sec): 3 clusters Score: Raw -97369.848652 + Penalty 1583.083950 = -95786.764702 nChanged 4 SP:Iteration 14Q (755.545477 sec): 3 clusters Score: Raw -97371.311967 + Penalty 1583.083950 = -95788.228017 nChanged 0 SP:Iteration 15F (755.566231 sec): 3 clusters Score: Raw -97371.311967 + Penalty 1583.083950 = -95788.228017 nChanged 0 Iteration 20F (755.910036 sec): 12 clusters Score: Raw -1011771.547116 + Penalty 11472.388166 = -1000299.158951 nChanged 796 Iteration 21Q (756.139786 sec): 12 clusters Score: Raw -1013583.551935 + Penalty 11472.388166 = -1002111.163769 nChanged 413 Iteration 22Q (756.350635 sec): 12 clusters Score: Raw -1013948.549807 + Penalty 11472.388166 = -1002476.161641 nChanged 327 Iteration 23Q (756.596537 sec): 12 clusters Score: Raw -1014212.400091 + Penalty 11472.388166 = -1002740.011925 nChanged 302 Iteration 24Q (756.869309 sec): 12 clusters Score: Raw -1014427.794623 + Penalty 11472.388166 = -1002955.406457 nChanged 260 Iteration 25Q (757.095013 sec): 12 clusters Score: Raw -1014600.672179 + Penalty 11472.388166 = -1003128.284013 nChanged 243 Iteration 26Q (757.305289 sec): 12 clusters Score: Raw -1014741.004184 + Penalty 11472.388166 = -1003268.616018 nChanged 206 Iteration 27Q (757.523698 sec): 12 clusters Score: Raw -1014849.006923 + Penalty 11472.388166 = -1003376.618757 nChanged 166 Iteration 28Q (757.728109 sec): 12 clusters Score: Raw -1014928.779595 + Penalty 11472.388166 = -1003456.391429 nChanged 146 Iteration 29Q (757.949101 sec): 12 clusters Score: Raw -1015011.710379 + Penalty 11472.388166 = -1003539.322213 nChanged 144 Iteration 30Q (758.169022 sec): 12 clusters Score: Raw -1015097.455473 + Penalty 11472.388166 = -1003625.067307 nChanged 130 Iteration 31Q (758.396135 sec): 12 clusters Score: Raw -1015175.109202 + Penalty 11472.388166 = -1003702.721036 nChanged 104 Iteration 32Q (758.597168 sec): 12 clusters Score: Raw -1015228.963584 + Penalty 11472.388166 = -1003756.575418 nChanged 78 Iteration 33Q (758.824991 sec): 12 clusters Score: Raw -1015270.990628 + Penalty 11472.388166 = -1003798.602462 nChanged 80 Iteration 34Q (759.033040 sec): 12 clusters Score: Raw -1015308.239601 + Penalty 11472.388166 = -1003835.851435 nChanged 63 Iteration 35Q (759.646037 sec): 12 clusters Score: Raw -1015338.800508 + Penalty 11472.388166 = -1003866.412342 nChanged 65 Iteration 36Q (759.857420 sec): 12 clusters Score: Raw -1015369.508994 + Penalty 11472.388166 = -1003897.120828 nChanged 62 Iteration 37Q (760.082717 sec): 12 clusters Score: Raw -1015405.776350 + Penalty 11472.388166 = -1003933.388184 nChanged 50 Iteration 38Q (760.279142 sec): 12 clusters Score: Raw -1015433.630842 + Penalty 11472.388166 = -1003961.242676 nChanged 54 Iteration 39Q (760.503592 sec): 12 clusters Score: Raw -1015462.373675 + Penalty 11472.388166 = -1003989.985509 nChanged 45 Iteration 40F (760.825501 sec): 12 clusters Score: Raw -1015802.119499 + Penalty 11472.388166 = -1004329.731333 nChanged 64 Iteration 41Q (761.034426 sec): 12 clusters Score: Raw -1015896.029693 + Penalty 11472.388166 = -1004423.641527 nChanged 55 Iteration 42Q (761.241970 sec): 12 clusters Score: Raw -1015929.170513 + Penalty 11472.388166 = -1004456.782347 nChanged 57 Iteration 43Q (761.459685 sec): 12 clusters Score: Raw -1015970.540715 + Penalty 11472.388166 = -1004498.152549 nChanged 64 Iteration 44Q (761.659337 sec): 12 clusters Score: Raw -1016009.346095 + Penalty 11472.388166 = -1004536.957929 nChanged 54 Iteration 45Q (761.885117 sec): 12 clusters Score: Raw -1016033.586981 + Penalty 11472.388166 = -1004561.198815 nChanged 51 Iteration 46Q (762.083612 sec): 12 clusters Score: Raw -1016055.563805 + Penalty 11472.388166 = -1004583.175639 nChanged 50 Iteration 47Q (762.307561 sec): 12 clusters Score: Raw -1016072.761065 + Penalty 11472.388166 = -1004600.372899 nChanged 46 Iteration 48Q (762.518492 sec): 12 clusters Score: Raw -1016092.639648 + Penalty 11472.388166 = -1004620.251482 nChanged 47 Iteration 49Q (762.719658 sec): 12 clusters Score: Raw -1016108.297924 + Penalty 11472.388166 = -1004635.909758 nChanged 29 Iteration 50Q (762.943896 sec): 12 clusters Score: Raw -1016117.628336 + Penalty 11472.388166 = -1004645.240171 nChanged 21 Iteration 51Q (763.144139 sec): 12 clusters Score: Raw -1016124.041048 + Penalty 11472.388166 = -1004651.652882 nChanged 22 Iteration 52Q (763.366577 sec): 12 clusters Score: Raw -1016130.163425 + Penalty 11472.388166 = -1004657.775259 nChanged 18 Iteration 53Q (763.572818 sec): 12 clusters Score: Raw -1016134.855692 + Penalty 11472.388166 = -1004662.467526 nChanged 15 Iteration 54Q (763.776336 sec): 12 clusters Score: Raw -1016138.248273 + Penalty 11472.388166 = -1004665.860107 nChanged 15 Iteration 55Q (763.994977 sec): 12 clusters Score: Raw -1016143.046690 + Penalty 11472.388166 = -1004670.658524 nChanged 21 Iteration 56Q (764.191923 sec): 12 clusters Score: Raw -1016151.741257 + Penalty 11472.388166 = -1004679.353091 nChanged 19 Iteration 57Q (764.414006 sec): 12 clusters Score: Raw -1016158.247983 + Penalty 11472.388166 = -1004685.859817 nChanged 17 Iteration 58Q (764.619470 sec): 12 clusters Score: Raw -1016162.875712 + Penalty 11472.388166 = -1004690.487546 nChanged 17 Writing temp clu file Because OldScore, -1004685.859817, is greater than current (better) Score,-1004690.487546 Compute initial score before splitting: Score: Raw -1016162.875712 + Penalty 11472.388166 = -1004690.487546 Trying to split cluster 1 (1717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (764.656417 sec): 2 clusters Score: Raw -63993.338726 + Penalty 782.075055 = -63211.263671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (764.677176 sec): 3 clusters Score: Raw -63209.055779 + Penalty 1564.150111 = -61644.905668 nChanged 668 SP:Iteration 1F (764.699413 sec): 3 clusters Score: Raw -63736.654329 + Penalty 1564.150111 = -62172.504218 nChanged 179 SP:Iteration 2F (764.721411 sec): 3 clusters Score: Raw -63918.354203 + Penalty 1564.150111 = -62354.204093 nChanged 129 SP:Iteration 3F (764.759181 sec): 3 clusters Score: Raw -64068.149473 + Penalty 1564.150111 = -62503.999362 nChanged 93 SP:Iteration 4F (764.876444 sec): 3 clusters Score: Raw -64163.749179 + Penalty 1564.150111 = -62599.599068 nChanged 64 SP:Iteration 5Q (764.997975 sec): 3 clusters Score: Raw -64227.483582 + Penalty 1564.150111 = -62663.333471 nChanged 49 SP:Iteration 6Q (765.118513 sec): 3 clusters Score: Raw -64273.517445 + Penalty 1564.150111 = -62709.367334 nChanged 35 SP:Iteration 7Q (765.234941 sec): 3 clusters Score: Raw -64305.895808 + Penalty 1564.150111 = -62741.745697 nChanged 29 SP:Iteration 8Q (765.340339 sec): 3 clusters Score: Raw -64329.683086 + Penalty 1564.150111 = -62765.532975 nChanged 26 SP:Iteration 9Q (765.433866 sec): 3 clusters Score: Raw -64370.494330 + Penalty 1564.150111 = -62806.344219 nChanged 30 SP:Iteration 10Q (765.547283 sec): 3 clusters Score: Raw -64402.022322 + Penalty 1564.150111 = -62837.872212 nChanged 23 SP:Iteration 11Q (765.639574 sec): 3 clusters Score: Raw -64439.705944 + Penalty 1564.150111 = -62875.555833 nChanged 36 SP:Iteration 12Q (765.672394 sec): 3 clusters Score: Raw -64511.344374 + Penalty 1564.150111 = -62947.194263 nChanged 42 SP:Iteration 13Q (765.690403 sec): 3 clusters Score: Raw -64596.525505 + Penalty 1564.150111 = -63032.375394 nChanged 42 SP:Iteration 14Q (765.708182 sec): 3 clusters Score: Raw -64683.111621 + Penalty 1564.150111 = -63118.961511 nChanged 35 SP:Iteration 15Q (765.725978 sec): 3 clusters Score: Raw -64733.671594 + Penalty 1564.150111 = -63169.521483 nChanged 31 SP:Iteration 16Q (765.743944 sec): 3 clusters Score: Raw -64756.322721 + Penalty 1564.150111 = -63192.172610 nChanged 21 SP:Iteration 17Q (765.761679 sec): 3 clusters Score: Raw -64768.231115 + Penalty 1564.150111 = -63204.081004 nChanged 18 SP:Iteration 18Q (765.779443 sec): 3 clusters Score: Raw -64776.552549 + Penalty 1564.150111 = -63212.402438 nChanged 9 SP:Iteration 19Q (765.798750 sec): 3 clusters Score: Raw -64779.991736 + Penalty 1564.150111 = -63215.841625 nChanged 6 SP:Iteration 20F (765.816325 sec): 3 clusters Score: Raw -64782.275064 + Penalty 1564.150111 = -63218.124953 nChanged 3 SP:Iteration 21Q (765.833982 sec): 3 clusters Score: Raw -64783.116498 + Penalty 1564.150111 = -63218.966388 nChanged 2 SP:Iteration 22Q (765.851632 sec): 3 clusters Score: Raw -64784.118517 + Penalty 1564.150111 = -63219.968407 nChanged 3 SP:Iteration 23Q (765.869768 sec): 3 clusters Score: Raw -64786.528512 + Penalty 1564.150111 = -63222.378401 nChanged 4 SP:Iteration 24Q (765.887445 sec): 3 clusters Score: Raw -64787.948665 + Penalty 1564.150111 = -63223.798554 nChanged 2 SP:Iteration 25Q (765.905032 sec): 3 clusters Score: Raw -64788.654179 + Penalty 1564.150111 = -63224.504069 nChanged 2 SP:Iteration 26Q (765.922629 sec): 3 clusters Score: Raw -64789.107221 + Penalty 1564.150111 = -63224.957110 nChanged 1 SP:Iteration 27Q (765.940312 sec): 3 clusters Score: Raw -64789.243070 + Penalty 1564.150111 = -63225.092959 nChanged 0 SP:Iteration 28F (765.957913 sec): 3 clusters Score: Raw -64789.243070 + Penalty 1564.150111 = -63225.092959 nChanged 0 Score: Raw -1016962.803734 + Penalty 12515.332545 = -1004447.471190 Splitting cluster 1 changes total score from -1004690.487546 to -1004447.471190 So it's not getting split. Trying to split cluster 2 (957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.333515 sec): 2 clusters Score: Raw -48094.307563 + Penalty 720.699356 = -47373.608207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.506430 sec): 3 clusters Score: Raw -47713.933047 + Penalty 1441.398712 = -46272.534334 nChanged 341 SP:Iteration 1F (766.624069 sec): 3 clusters Score: Raw -48001.441508 + Penalty 1441.398712 = -46560.042796 nChanged 85 SP:Iteration 2F (766.714343 sec): 3 clusters Score: Raw -48084.542770 + Penalty 1441.398712 = -46643.144057 nChanged 51 SP:Iteration 3F (766.746076 sec): 3 clusters Score: Raw -48120.585827 + Penalty 1441.398712 = -46679.187115 nChanged 32 SP:Iteration 4Q (766.861430 sec): 3 clusters Score: Raw -48165.102791 + Penalty 1441.398712 = -46723.704078 nChanged 29 SP:Iteration 5Q (766.991664 sec): 3 clusters Score: Raw -48197.888345 + Penalty 1441.398712 = -46756.489632 nChanged 25 SP:Iteration 6Q (767.108892 sec): 3 clusters Score: Raw -48227.363132 + Penalty 1441.398712 = -46785.964420 nChanged 25 SP:Iteration 7Q (767.212706 sec): 3 clusters Score: Raw -48253.836311 + Penalty 1441.398712 = -46812.437599 nChanged 31 SP:Iteration 8Q (767.325426 sec): 3 clusters Score: Raw -48294.016919 + Penalty 1441.398712 = -46852.618207 nChanged 36 SP:Iteration 9Q (767.432997 sec): 3 clusters Score: Raw -48345.228605 + Penalty 1441.398712 = -46903.829892 nChanged 30 SP:Iteration 10Q (767.444755 sec): 3 clusters Score: Raw -48387.247121 + Penalty 1441.398712 = -46945.848409 nChanged 32 SP:Iteration 11Q (767.456313 sec): 3 clusters Score: Raw -48427.158781 + Penalty 1441.398712 = -46985.760069 nChanged 32 SP:Iteration 12Q (767.467885 sec): 3 clusters Score: Raw -48483.724563 + Penalty 1441.398712 = -47042.325850 nChanged 34 SP:Iteration 13Q (767.479374 sec): 3 clusters Score: Raw -48555.630675 + Penalty 1441.398712 = -47114.231963 nChanged 30 SP:Iteration 14Q (767.490948 sec): 3 clusters Score: Raw -48606.212983 + Penalty 1441.398712 = -47164.814271 nChanged 24 SP:Iteration 15Q (767.502396 sec): 3 clusters Score: Raw -48643.569402 + Penalty 1441.398712 = -47202.170690 nChanged 17 SP:Iteration 16Q (767.513809 sec): 3 clusters Score: Raw -48667.091580 + Penalty 1441.398712 = -47225.692868 nChanged 18 SP:Iteration 17Q (767.525175 sec): 3 clusters Score: Raw -48691.320598 + Penalty 1441.398712 = -47249.921886 nChanged 23 SP:Iteration 18Q (767.536583 sec): 3 clusters Score: Raw -48717.165350 + Penalty 1441.398712 = -47275.766638 nChanged 18 SP:Iteration 19Q (767.547915 sec): 3 clusters Score: Raw -48747.001973 + Penalty 1441.398712 = -47305.603260 nChanged 18 SP:Iteration 20F (767.559412 sec): 3 clusters Score: Raw -48770.404258 + Penalty 1441.398712 = -47329.005545 nChanged 16 SP:Iteration 21Q (767.570754 sec): 3 clusters Score: Raw -48800.878763 + Penalty 1441.398712 = -47359.480051 nChanged 11 SP:Iteration 22Q (767.581988 sec): 3 clusters Score: Raw -48816.261048 + Penalty 1441.398712 = -47374.862335 nChanged 10 SP:Iteration 23Q (767.593215 sec): 3 clusters Score: Raw -48825.439093 + Penalty 1441.398712 = -47384.040381 nChanged 6 SP:Iteration 24Q (767.604319 sec): 3 clusters Score: Raw -48834.278990 + Penalty 1441.398712 = -47392.880278 nChanged 6 SP:Iteration 25Q (767.615647 sec): 3 clusters Score: Raw -48838.488909 + Penalty 1441.398712 = -47397.090197 nChanged 8 SP:Iteration 26Q (767.626861 sec): 3 clusters Score: Raw -48847.772703 + Penalty 1441.398712 = -47406.373990 nChanged 9 SP:Iteration 27Q (767.638004 sec): 3 clusters Score: Raw -48861.049704 + Penalty 1441.398712 = -47419.650992 nChanged 13 SP:Iteration 28Q (767.649137 sec): 3 clusters Score: Raw -48881.969686 + Penalty 1441.398712 = -47440.570974 nChanged 15 SP:Iteration 29Q (767.660344 sec): 3 clusters Score: Raw -48907.710987 + Penalty 1441.398712 = -47466.312275 nChanged 18 SP:Iteration 30Q (767.671426 sec): 3 clusters Score: Raw -48955.268540 + Penalty 1441.398712 = -47513.869828 nChanged 21 SP:Iteration 31Q (767.682552 sec): 3 clusters Score: Raw -49021.158772 + Penalty 1441.398712 = -47579.760060 nChanged 22 SP:Iteration 32Q (767.693614 sec): 3 clusters Score: Raw -49094.640007 + Penalty 1441.398712 = -47653.241295 nChanged 11 SP:Iteration 33Q (767.704603 sec): 3 clusters Score: Raw -49112.049625 + Penalty 1441.398712 = -47670.650913 nChanged 4 SP:Iteration 34Q (767.715514 sec): 3 clusters Score: Raw -49115.502123 + Penalty 1441.398712 = -47674.103411 nChanged 2 SP:Iteration 35Q (767.732155 sec): 3 clusters Score: Raw -49118.045703 + Penalty 1441.398712 = -47676.646990 nChanged 0 SP:Iteration 36F (767.743795 sec): 3 clusters Score: Raw -49118.045703 + Penalty 1441.398712 = -47676.646990 nChanged 0 Score: Raw -1017190.637529 + Penalty 12515.332545 = -1004675.304984 Splitting cluster 2 changes total score from -1004690.487546 to -1004675.304984 So it's not getting split. Trying to split cluster 3 (1836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (768.524238 sec): 2 clusters Score: Raw -98414.780640 + Penalty 789.111180 = -97625.669460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (768.544258 sec): 3 clusters Score: Raw -97591.047484 + Penalty 1578.222360 = -96012.825124 nChanged 688 SP:Iteration 1F (768.562973 sec): 3 clusters Score: Raw -98074.977494 + Penalty 1578.222360 = -96496.755134 nChanged 166 SP:Iteration 2F (768.581621 sec): 3 clusters Score: Raw -98215.796657 + Penalty 1578.222360 = -96637.574297 nChanged 122 SP:Iteration 3F (768.600294 sec): 3 clusters Score: Raw -98337.541482 + Penalty 1578.222360 = -96759.319122 nChanged 110 SP:Iteration 4F (768.618984 sec): 3 clusters Score: Raw -98474.348714 + Penalty 1578.222360 = -96896.126354 nChanged 110 SP:Iteration 5F (768.637586 sec): 3 clusters Score: Raw -98592.771943 + Penalty 1578.222360 = -97014.549583 nChanged 90 SP:Iteration 6Q (768.656528 sec): 3 clusters Score: Raw -98694.868337 + Penalty 1578.222360 = -97116.645977 nChanged 95 SP:Iteration 7F (768.675344 sec): 3 clusters Score: Raw -98820.315975 + Penalty 1578.222360 = -97242.093615 nChanged 86 SP:Iteration 8Q (768.694451 sec): 3 clusters Score: Raw -98892.986372 + Penalty 1578.222360 = -97314.764012 nChanged 43 SP:Iteration 9Q (768.713328 sec): 3 clusters Score: Raw -98927.063761 + Penalty 1578.222360 = -97348.841401 nChanged 37 SP:Iteration 10Q (768.732500 sec): 3 clusters Score: Raw -98960.115949 + Penalty 1578.222360 = -97381.893589 nChanged 25 SP:Iteration 11Q (768.751345 sec): 3 clusters Score: Raw -98978.044480 + Penalty 1578.222360 = -97399.822120 nChanged 20 SP:Iteration 12Q (768.770195 sec): 3 clusters Score: Raw -98992.050763 + Penalty 1578.222360 = -97413.828403 nChanged 15 SP:Iteration 13Q (768.789021 sec): 3 clusters Score: Raw -99000.794024 + Penalty 1578.222360 = -97422.571664 nChanged 8 SP:Iteration 14Q (768.807782 sec): 3 clusters Score: Raw -99006.082300 + Penalty 1578.222360 = -97427.859940 nChanged 6 SP:Iteration 15Q (768.826587 sec): 3 clusters Score: Raw -99010.700532 + Penalty 1578.222360 = -97432.478173 nChanged 4 SP:Iteration 16Q (768.845262 sec): 3 clusters Score: Raw -99014.253002 + Penalty 1578.222360 = -97436.030642 nChanged 3 SP:Iteration 17Q (768.864193 sec): 3 clusters Score: Raw -99015.561976 + Penalty 1578.222360 = -97437.339616 nChanged 4 SP:Iteration 18Q (768.882720 sec): 3 clusters Score: Raw -99017.289703 + Penalty 1578.222360 = -97439.067343 nChanged 1 SP:Iteration 19Q (768.901328 sec): 3 clusters Score: Raw -99017.677968 + Penalty 1578.222360 = -97439.455608 nChanged 0 SP:Iteration 20F (768.919813 sec): 3 clusters Score: Raw -99017.677968 + Penalty 1578.222360 = -97439.455608 nChanged 0 Trying to split cluster 4 (1882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (768.952298 sec): 2 clusters Score: Raw -83644.365504 + Penalty 791.709484 = -82852.656020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (768.972044 sec): 3 clusters Score: Raw -82832.674971 + Penalty 1583.418967 = -81249.256004 nChanged 712 SP:Iteration 1F (768.991223 sec): 3 clusters Score: Raw -83453.119957 + Penalty 1583.418967 = -81869.700990 nChanged 185 SP:Iteration 2F (769.010227 sec): 3 clusters Score: Raw -83600.854880 + Penalty 1583.418967 = -82017.435913 nChanged 96 SP:Iteration 3F (769.029126 sec): 3 clusters Score: Raw -83668.387212 + Penalty 1583.418967 = -82084.968245 nChanged 82 SP:Iteration 4Q (769.048613 sec): 3 clusters Score: Raw -83722.843527 + Penalty 1583.418967 = -82139.424560 nChanged 52 SP:Iteration 5Q (769.068141 sec): 3 clusters Score: Raw -83762.047896 + Penalty 1583.418967 = -82178.628929 nChanged 51 SP:Iteration 6Q (769.185730 sec): 3 clusters Score: Raw -83792.069974 + Penalty 1583.418967 = -82208.651007 nChanged 37 SP:Iteration 7Q (769.297751 sec): 3 clusters Score: Raw -83809.818645 + Penalty 1583.418967 = -82226.399678 nChanged 20 SP:Iteration 8Q (769.410456 sec): 3 clusters Score: Raw -83825.256274 + Penalty 1583.418967 = -82241.837307 nChanged 28 SP:Iteration 9Q (769.525417 sec): 3 clusters Score: Raw -83850.685125 + Penalty 1583.418967 = -82267.266158 nChanged 30 SP:Iteration 10Q (769.640854 sec): 3 clusters Score: Raw -83878.062738 + Penalty 1583.418967 = -82294.643770 nChanged 31 SP:Iteration 11Q (769.739398 sec): 3 clusters Score: Raw -83905.966761 + Penalty 1583.418967 = -82322.547794 nChanged 36 SP:Iteration 12Q (769.758808 sec): 3 clusters Score: Raw -83937.230453 + Penalty 1583.418967 = -82353.811486 nChanged 38 SP:Iteration 13Q (769.778050 sec): 3 clusters Score: Raw -83966.249041 + Penalty 1583.418967 = -82382.830074 nChanged 32 SP:Iteration 14Q (769.797355 sec): 3 clusters Score: Raw -83996.122424 + Penalty 1583.418967 = -82412.703457 nChanged 32 SP:Iteration 15Q (769.816898 sec): 3 clusters Score: Raw -84018.946681 + Penalty 1583.418967 = -82435.527713 nChanged 25 SP:Iteration 16Q (769.836106 sec): 3 clusters Score: Raw -84033.161841 + Penalty 1583.418967 = -82449.742873 nChanged 27 SP:Iteration 17Q (769.855312 sec): 3 clusters Score: Raw -84045.899361 + Penalty 1583.418967 = -82462.480394 nChanged 17 SP:Iteration 18Q (769.874457 sec): 3 clusters Score: Raw -84057.950782 + Penalty 1583.418967 = -82474.531815 nChanged 17 SP:Iteration 19Q (769.893536 sec): 3 clusters Score: Raw -84064.898084 + Penalty 1583.418967 = -82481.479117 nChanged 10 SP:Iteration 20F (769.912441 sec): 3 clusters Score: Raw -84068.806277 + Penalty 1583.418967 = -82485.387310 nChanged 12 SP:Iteration 21Q (769.931604 sec): 3 clusters Score: Raw -84077.673037 + Penalty 1583.418967 = -82494.254069 nChanged 14 SP:Iteration 22Q (769.950681 sec): 3 clusters Score: Raw -84088.674171 + Penalty 1583.418967 = -82505.255204 nChanged 20 SP:Iteration 23Q (769.970065 sec): 3 clusters Score: Raw -84100.364708 + Penalty 1583.418967 = -82516.945741 nChanged 17 SP:Iteration 24Q (769.989379 sec): 3 clusters Score: Raw -84106.308037 + Penalty 1583.418967 = -82522.889070 nChanged 12 SP:Iteration 25Q (770.008520 sec): 3 clusters Score: Raw -84111.870550 + Penalty 1583.418967 = -82528.451583 nChanged 11 SP:Iteration 26Q (770.027562 sec): 3 clusters Score: Raw -84116.462945 + Penalty 1583.418967 = -82533.043978 nChanged 8 SP:Iteration 27Q (770.046559 sec): 3 clusters Score: Raw -84119.277208 + Penalty 1583.418967 = -82535.858241 nChanged 9 SP:Iteration 28Q (770.065622 sec): 3 clusters Score: Raw -84122.405120 + Penalty 1583.418967 = -82538.986152 nChanged 5 SP:Iteration 29Q (770.084700 sec): 3 clusters Score: Raw -84124.270652 + Penalty 1583.418967 = -82540.851684 nChanged 2 SP:Iteration 30Q (770.103738 sec): 3 clusters Score: Raw -84124.883312 + Penalty 1583.418967 = -82541.464345 nChanged 2 SP:Iteration 31Q (770.122847 sec): 3 clusters Score: Raw -84125.581367 + Penalty 1583.418967 = -82542.162400 nChanged 1 SP:Iteration 32Q (770.142390 sec): 3 clusters Score: Raw -84125.852216 + Penalty 1583.418967 = -82542.433249 nChanged 1 SP:Iteration 33Q (770.161735 sec): 3 clusters Score: Raw -84126.097215 + Penalty 1583.418967 = -82542.678248 nChanged 1 SP:Iteration 34Q (770.180779 sec): 3 clusters Score: Raw -84126.217662 + Penalty 1583.418967 = -82542.798695 nChanged 0 SP:Iteration 35F (770.199704 sec): 3 clusters Score: Raw -84126.217662 + Penalty 1583.418967 = -82542.798695 nChanged 0 Trying to split cluster 5 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (770.229555 sec): 2 clusters Score: Raw -9610.646756 + Penalty 602.340091 = -9008.306665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (770.373429 sec): 3 clusters Score: Raw -9863.685175 + Penalty 1204.680182 = -8659.004992 nChanged 107 SP:Iteration 1F (770.461438 sec): 3 clusters Score: Raw -10590.579640 + Penalty 1204.680182 = -9385.899458 nChanged 25 SP:Iteration 2F (770.557895 sec): 3 clusters Score: Raw -10981.165737 + Penalty 1204.680182 = -9776.485555 nChanged 10 SP:Iteration 3Q (770.671316 sec): 3 clusters Score: Raw -11138.307700 + Penalty 1204.680182 = -9933.627517 nChanged 2 SP:Iteration 4Q (770.782537 sec): 3 clusters Score: Raw -11165.679260 + Penalty 1204.680182 = -9960.999077 nChanged 3 SP:Iteration 5Q (770.894233 sec): 3 clusters Score: Raw -11243.340048 + Penalty 1204.680182 = -10038.659865 nChanged 1 SP:Iteration 6Q (770.948859 sec): 3 clusters Score: Raw -11244.694797 + Penalty 1204.680182 = -10040.014614 nChanged 0 SP:Iteration 7F (770.954920 sec): 3 clusters Score: Raw -11249.374385 + Penalty 1204.680182 = -10044.694203 nChanged 1 SP:Iteration 8Q (770.960688 sec): 3 clusters Score: Raw -11286.383170 + Penalty 1204.680182 = -10081.702987 nChanged 2 SP:Iteration 9Q (770.966477 sec): 3 clusters Score: Raw -11314.630303 + Penalty 1204.680182 = -10109.950121 nChanged 4 SP:Iteration 10Q (770.972242 sec): 3 clusters Score: Raw -11373.493148 + Penalty 1204.680182 = -10168.812966 nChanged 1 SP:Iteration 11Q (770.978008 sec): 3 clusters Score: Raw -11380.646451 + Penalty 1204.680182 = -10175.966268 nChanged 0 SP:Iteration 12F (770.983901 sec): 3 clusters Score: Raw -11380.646451 + Penalty 1204.680182 = -10175.966268 nChanged 0 Score: Raw -1017936.899085 + Penalty 12515.332545 = -1005421.566540 Splitting cluster 5 changes total score from -1004690.487546 to -1005421.566540 So it's getting split into cluster 12. Trying to split cluster 6 (1263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (771.360647 sec): 2 clusters Score: Raw -55721.555312 + Penalty 749.830738 = -54971.724574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (771.375411 sec): 3 clusters Score: Raw -55180.733907 + Penalty 1499.661476 = -53681.072432 nChanged 453 SP:Iteration 1F (771.389377 sec): 3 clusters Score: Raw -55561.114982 + Penalty 1499.661476 = -54061.453506 nChanged 130 SP:Iteration 2F (771.403352 sec): 3 clusters Score: Raw -55742.618151 + Penalty 1499.661476 = -54242.956675 nChanged 106 SP:Iteration 3F (771.419088 sec): 3 clusters Score: Raw -55896.907480 + Penalty 1499.661476 = -54397.246005 nChanged 83 SP:Iteration 4F (771.433130 sec): 3 clusters Score: Raw -56036.016684 + Penalty 1499.661476 = -54536.355208 nChanged 69 SP:Iteration 5F (771.446987 sec): 3 clusters Score: Raw -56141.120323 + Penalty 1499.661476 = -54641.458847 nChanged 50 SP:Iteration 6Q (771.465449 sec): 3 clusters Score: Raw -56210.729454 + Penalty 1499.661476 = -54711.067978 nChanged 26 SP:Iteration 7Q (771.479413 sec): 3 clusters Score: Raw -56252.794211 + Penalty 1499.661476 = -54753.132735 nChanged 16 SP:Iteration 8Q (771.493263 sec): 3 clusters Score: Raw -56276.042786 + Penalty 1499.661476 = -54776.381311 nChanged 12 SP:Iteration 9Q (771.507180 sec): 3 clusters Score: Raw -56282.343782 + Penalty 1499.661476 = -54782.682306 nChanged 6 SP:Iteration 10Q (771.520987 sec): 3 clusters Score: Raw -56288.017346 + Penalty 1499.661476 = -54788.355870 nChanged 6 SP:Iteration 11Q (771.534924 sec): 3 clusters Score: Raw -56295.331340 + Penalty 1499.661476 = -54795.669864 nChanged 7 SP:Iteration 12Q (771.548725 sec): 3 clusters Score: Raw -56304.017803 + Penalty 1499.661476 = -54804.356327 nChanged 5 SP:Iteration 13Q (771.562492 sec): 3 clusters Score: Raw -56306.223086 + Penalty 1499.661476 = -54806.561610 nChanged 2 SP:Iteration 14Q (771.576293 sec): 3 clusters Score: Raw -56307.278929 + Penalty 1499.661476 = -54807.617453 nChanged 2 SP:Iteration 15Q (771.590070 sec): 3 clusters Score: Raw -56308.900541 + Penalty 1499.661476 = -54809.239065 nChanged 4 SP:Iteration 16Q (771.705215 sec): 3 clusters Score: Raw -56311.977600 + Penalty 1499.661476 = -54812.316124 nChanged 1 SP:Iteration 17Q (771.823623 sec): 3 clusters Score: Raw -56312.672467 + Penalty 1499.661476 = -54813.010992 nChanged 1 SP:Iteration 18Q (771.938701 sec): 3 clusters Score: Raw -56313.386296 + Penalty 1499.661476 = -54813.724820 nChanged 3 SP:Iteration 19Q (772.052914 sec): 3 clusters Score: Raw -56315.344540 + Penalty 1499.661476 = -54815.683065 nChanged 4 SP:Iteration 20F (772.166919 sec): 3 clusters Score: Raw -56320.562362 + Penalty 1499.661476 = -54820.900886 nChanged 1 SP:Iteration 21Q (772.224294 sec): 3 clusters Score: Raw -56321.018701 + Penalty 1499.661476 = -54821.357225 nChanged 1 SP:Iteration 22Q (772.238128 sec): 3 clusters Score: Raw -56321.318705 + Penalty 1499.661476 = -54821.657229 nChanged 0 SP:Iteration 23F (772.251930 sec): 3 clusters Score: Raw -56321.318705 + Penalty 1499.661476 = -54821.657229 nChanged 0 Trying to split cluster 7 (6308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (772.300100 sec): 2 clusters Score: Raw -359670.974053 + Penalty 918.705265 = -358752.268788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (772.364756 sec): 3 clusters Score: Raw -356130.820680 + Penalty 1837.410529 = -354293.410151 nChanged 2685 SP:Iteration 1F (772.426768 sec): 3 clusters Score: Raw -357673.755594 + Penalty 1837.410529 = -355836.345065 nChanged 445 SP:Iteration 2F (772.479389 sec): 3 clusters Score: Raw -357908.693868 + Penalty 1837.410529 = -356071.283339 nChanged 372 SP:Iteration 3F (772.524823 sec): 3 clusters Score: Raw -358120.869262 + Penalty 1837.410529 = -356283.458733 nChanged 350 SP:Iteration 4F (772.569973 sec): 3 clusters Score: Raw -358316.139510 + Penalty 1837.410529 = -356478.728981 nChanged 308 SP:Iteration 5Q (772.616682 sec): 3 clusters Score: Raw -358514.681886 + Penalty 1837.410529 = -356677.271357 nChanged 330 SP:Iteration 6F (772.665766 sec): 3 clusters Score: Raw -358730.227920 + Penalty 1837.410529 = -356892.817391 nChanged 318 SP:Iteration 7F (772.715171 sec): 3 clusters Score: Raw -358950.936736 + Penalty 1837.410529 = -357113.526207 nChanged 292 SP:Iteration 8Q (772.765229 sec): 3 clusters Score: Raw -359118.163774 + Penalty 1837.410529 = -357280.753245 nChanged 231 SP:Iteration 9Q (772.814905 sec): 3 clusters Score: Raw -359237.137222 + Penalty 1837.410529 = -357399.726693 nChanged 185 SP:Iteration 10Q (772.862139 sec): 3 clusters Score: Raw -359324.830520 + Penalty 1837.410529 = -357487.419990 nChanged 179 SP:Iteration 11Q (772.909334 sec): 3 clusters Score: Raw -359411.467190 + Penalty 1837.410529 = -357574.056661 nChanged 153 SP:Iteration 12Q (772.956718 sec): 3 clusters Score: Raw -359475.681450 + Penalty 1837.410529 = -357638.270921 nChanged 128 SP:Iteration 13Q (773.006204 sec): 3 clusters Score: Raw -359531.373556 + Penalty 1837.410529 = -357693.963027 nChanged 121 SP:Iteration 14Q (773.056302 sec): 3 clusters Score: Raw -359584.445946 + Penalty 1837.410529 = -357747.035417 nChanged 115 SP:Iteration 15Q (773.106335 sec): 3 clusters Score: Raw -359632.804258 + Penalty 1837.410529 = -357795.393728 nChanged 106 SP:Iteration 16Q (773.156166 sec): 3 clusters Score: Raw -359670.139606 + Penalty 1837.410529 = -357832.729077 nChanged 99 SP:Iteration 17Q (773.202786 sec): 3 clusters Score: Raw -359711.376040 + Penalty 1837.410529 = -357873.965510 nChanged 101 SP:Iteration 18Q (773.249452 sec): 3 clusters Score: Raw -359754.218592 + Penalty 1837.410529 = -357916.808063 nChanged 105 SP:Iteration 19Q (773.296023 sec): 3 clusters Score: Raw -359806.937094 + Penalty 1837.410529 = -357969.526565 nChanged 123 SP:Iteration 20F (773.344225 sec): 3 clusters Score: Raw -359863.093522 + Penalty 1837.410529 = -358025.682993 nChanged 85 SP:Iteration 21Q (773.392982 sec): 3 clusters Score: Raw -359897.944001 + Penalty 1837.410529 = -358060.533472 nChanged 81 SP:Iteration 22Q (773.550981 sec): 3 clusters Score: Raw -359929.928327 + Penalty 1837.410529 = -358092.517797 nChanged 73 SP:Iteration 23Q (773.652497 sec): 3 clusters Score: Raw -359956.015458 + Penalty 1837.410529 = -358118.604929 nChanged 62 SP:Iteration 24Q (773.783696 sec): 3 clusters Score: Raw -359983.259715 + Penalty 1837.410529 = -358145.849185 nChanged 62 SP:Iteration 25Q (773.910717 sec): 3 clusters Score: Raw -360015.485435 + Penalty 1837.410529 = -358178.074906 nChanged 63 SP:Iteration 26Q (774.024510 sec): 3 clusters Score: Raw -360053.012636 + Penalty 1837.410529 = -358215.602107 nChanged 46 SP:Iteration 27Q (774.089661 sec): 3 clusters Score: Raw -360074.942555 + Penalty 1837.410529 = -358237.532026 nChanged 43 SP:Iteration 28Q (774.135144 sec): 3 clusters Score: Raw -360099.267607 + Penalty 1837.410529 = -358261.857078 nChanged 39 SP:Iteration 29Q (774.181220 sec): 3 clusters Score: Raw -360124.476140 + Penalty 1837.410529 = -358287.065611 nChanged 35 SP:Iteration 30Q (774.227047 sec): 3 clusters Score: Raw -360149.401713 + Penalty 1837.410529 = -358311.991184 nChanged 36 SP:Iteration 31Q (774.272993 sec): 3 clusters Score: Raw -360172.594813 + Penalty 1837.410529 = -358335.184284 nChanged 35 SP:Iteration 32Q (774.318868 sec): 3 clusters Score: Raw -360202.747868 + Penalty 1837.410529 = -358365.337339 nChanged 34 SP:Iteration 33Q (774.364019 sec): 3 clusters Score: Raw -360239.826627 + Penalty 1837.410529 = -358402.416098 nChanged 39 SP:Iteration 34Q (774.411598 sec): 3 clusters Score: Raw -360267.326102 + Penalty 1837.410529 = -358429.915573 nChanged 36 SP:Iteration 35Q (774.459383 sec): 3 clusters Score: Raw -360288.128549 + Penalty 1837.410529 = -358450.718020 nChanged 28 SP:Iteration 36Q (774.506575 sec): 3 clusters Score: Raw -360301.841157 + Penalty 1837.410529 = -358464.430628 nChanged 19 SP:Iteration 37Q (774.551809 sec): 3 clusters Score: Raw -360314.556697 + Penalty 1837.410529 = -358477.146168 nChanged 22 SP:Iteration 38Q (774.597330 sec): 3 clusters Score: Raw -360331.051513 + Penalty 1837.410529 = -358493.640984 nChanged 37 SP:Iteration 39Q (774.642786 sec): 3 clusters Score: Raw -360353.853030 + Penalty 1837.410529 = -358516.442501 nChanged 39 SP:Iteration 40F (774.691916 sec): 3 clusters Score: Raw -360380.083268 + Penalty 1837.410529 = -358542.672739 nChanged 44 SP:Iteration 41Q (774.740279 sec): 3 clusters Score: Raw -360404.867176 + Penalty 1837.410529 = -358567.456647 nChanged 44 SP:Iteration 42Q (774.795160 sec): 3 clusters Score: Raw -360422.652224 + Penalty 1837.410529 = -358585.241695 nChanged 41 SP:Iteration 43Q (774.842967 sec): 3 clusters Score: Raw -360438.288284 + Penalty 1837.410529 = -358600.877755 nChanged 32 SP:Iteration 44Q (774.888942 sec): 3 clusters Score: Raw -360449.058532 + Penalty 1837.410529 = -358611.648003 nChanged 30 SP:Iteration 45Q (774.934047 sec): 3 clusters Score: Raw -360459.783292 + Penalty 1837.410529 = -358622.372763 nChanged 42 SP:Iteration 46Q (774.979777 sec): 3 clusters Score: Raw -360475.086226 + Penalty 1837.410529 = -358637.675696 nChanged 38 SP:Iteration 47Q (775.026215 sec): 3 clusters Score: Raw -360489.930038 + Penalty 1837.410529 = -358652.519509 nChanged 29 SP:Iteration 48Q (775.074062 sec): 3 clusters Score: Raw -360498.829218 + Penalty 1837.410529 = -358661.418689 nChanged 21 SP:Iteration 49Q (775.121960 sec): 3 clusters Score: Raw -360506.292434 + Penalty 1837.410529 = -358668.881905 nChanged 22 SP:Iteration 50Q (775.169733 sec): 3 clusters Score: Raw -360511.895431 + Penalty 1837.410529 = -358674.484902 nChanged 20 SP:Iteration 51Q (775.216990 sec): 3 clusters Score: Raw -360516.813283 + Penalty 1837.410529 = -358679.402754 nChanged 10 SP:Iteration 52Q (775.264492 sec): 3 clusters Score: Raw -360519.535586 + Penalty 1837.410529 = -358682.125056 nChanged 10 SP:Iteration 53Q (775.311488 sec): 3 clusters Score: Raw -360521.333028 + Penalty 1837.410529 = -358683.922499 nChanged 11 SP:Iteration 54Q (775.459120 sec): 3 clusters Score: Raw -360524.311792 + Penalty 1837.410529 = -358686.901263 nChanged 21 SP:Iteration 55Q (775.598458 sec): 3 clusters Score: Raw -360530.604675 + Penalty 1837.410529 = -358693.194145 nChanged 22 SP:Iteration 56Q (775.695731 sec): 3 clusters Score: Raw -360537.019374 + Penalty 1837.410529 = -358699.608845 nChanged 26 SP:Iteration 57Q (775.833716 sec): 3 clusters Score: Raw -360543.961345 + Penalty 1837.410529 = -358706.550816 nChanged 30 SP:Iteration 58Q (775.903089 sec): 3 clusters Score: Raw -360551.227235 + Penalty 1837.410529 = -358713.816706 nChanged 26 SP:Iteration 59Q (775.948554 sec): 3 clusters Score: Raw -360558.049029 + Penalty 1837.410529 = -358720.638499 nChanged 32 SP:Iteration 60F (775.997281 sec): 3 clusters Score: Raw -360567.744058 + Penalty 1837.410529 = -358730.333529 nChanged 36 SP:Iteration 61Q (776.044833 sec): 3 clusters Score: Raw -360577.227832 + Penalty 1837.410529 = -358739.817303 nChanged 37 SP:Iteration 62Q (776.093233 sec): 3 clusters Score: Raw -360587.237880 + Penalty 1837.410529 = -358749.827351 nChanged 42 SP:Iteration 63Q (776.140798 sec): 3 clusters Score: Raw -360600.341550 + Penalty 1837.410529 = -358762.931021 nChanged 46 SP:Iteration 64Q (776.187230 sec): 3 clusters Score: Raw -360613.704741 + Penalty 1837.410529 = -358776.294212 nChanged 31 SP:Iteration 65Q (776.233483 sec): 3 clusters Score: Raw -360620.152966 + Penalty 1837.410529 = -358782.742437 nChanged 27 SP:Iteration 66Q (776.279526 sec): 3 clusters Score: Raw -360625.925006 + Penalty 1837.410529 = -358788.514477 nChanged 28 SP:Iteration 67Q (776.328376 sec): 3 clusters Score: Raw -360632.633449 + Penalty 1837.410529 = -358795.222920 nChanged 25 SP:Iteration 68Q (776.377291 sec): 3 clusters Score: Raw -360638.161690 + Penalty 1837.410529 = -358800.751161 nChanged 23 SP:Iteration 69Q (776.426421 sec): 3 clusters Score: Raw -360643.607474 + Penalty 1837.410529 = -358806.196945 nChanged 26 SP:Iteration 70Q (776.474822 sec): 3 clusters Score: Raw -360649.428778 + Penalty 1837.410529 = -358812.018248 nChanged 26 SP:Iteration 71Q (776.520287 sec): 3 clusters Score: Raw -360655.659026 + Penalty 1837.410529 = -358818.248497 nChanged 30 SP:Iteration 72Q (776.565463 sec): 3 clusters Score: Raw -360663.684485 + Penalty 1837.410529 = -358826.273955 nChanged 33 SP:Iteration 73Q (776.610993 sec): 3 clusters Score: Raw -360674.742887 + Penalty 1837.410529 = -358837.332358 nChanged 44 SP:Iteration 74Q (776.657869 sec): 3 clusters Score: Raw -360689.258564 + Penalty 1837.410529 = -358851.848035 nChanged 47 SP:Iteration 75Q (776.706541 sec): 3 clusters Score: Raw -360703.430829 + Penalty 1837.410529 = -358866.020299 nChanged 46 SP:Iteration 76Q (776.755353 sec): 3 clusters Score: Raw -360714.528222 + Penalty 1837.410529 = -358877.117693 nChanged 47 SP:Iteration 77Q (776.804082 sec): 3 clusters Score: Raw -360728.013841 + Penalty 1837.410529 = -358890.603312 nChanged 53 SP:Iteration 78Q (776.850722 sec): 3 clusters Score: Raw -360744.753354 + Penalty 1837.410529 = -358907.342825 nChanged 68 SP:Iteration 79Q (776.897456 sec): 3 clusters Score: Raw -360772.111761 + Penalty 1837.410529 = -358934.701232 nChanged 86 SP:Iteration 80F (776.945230 sec): 3 clusters Score: Raw -360807.058650 + Penalty 1837.410529 = -358969.648121 nChanged 94 SP:Iteration 81Q (776.991766 sec): 3 clusters Score: Raw -360850.476240 + Penalty 1837.410529 = -359013.065711 nChanged 105 SP:Iteration 82Q (777.037734 sec): 3 clusters Score: Raw -360904.729184 + Penalty 1837.410529 = -359067.318655 nChanged 117 SP:Iteration 83Q (777.085733 sec): 3 clusters Score: Raw -360970.289856 + Penalty 1837.410529 = -359132.879327 nChanged 125 SP:Iteration 84Q (777.133629 sec): 3 clusters Score: Raw -361052.779324 + Penalty 1837.410529 = -359215.368795 nChanged 137 SP:Iteration 85Q (777.266240 sec): 3 clusters Score: Raw -361155.084968 + Penalty 1837.410529 = -359317.674439 nChanged 152 SP:Iteration 86Q (777.396868 sec): 3 clusters Score: Raw -361282.888534 + Penalty 1837.410529 = -359445.478005 nChanged 161 SP:Iteration 87Q (777.536941 sec): 3 clusters Score: Raw -361453.457099 + Penalty 1837.410529 = -359616.046570 nChanged 178 SP:Iteration 88Q (777.657913 sec): 3 clusters Score: Raw -361692.773941 + Penalty 1837.410529 = -359855.363412 nChanged 159 SP:Iteration 89Q (777.714529 sec): 3 clusters Score: Raw -361949.516763 + Penalty 1837.410529 = -360112.106234 nChanged 130 SP:Iteration 90Q (777.760107 sec): 3 clusters Score: Raw -362176.141410 + Penalty 1837.410529 = -360338.730880 nChanged 89 SP:Iteration 91Q (777.805125 sec): 3 clusters Score: Raw -362270.398580 + Penalty 1837.410529 = -360432.988051 nChanged 28 SP:Iteration 92Q (777.849531 sec): 3 clusters Score: Raw -362291.611308 + Penalty 1837.410529 = -360454.200779 nChanged 12 SP:Iteration 93Q (777.893675 sec): 3 clusters Score: Raw -362294.432758 + Penalty 1837.410529 = -360457.022229 nChanged 2 SP:Iteration 94Q (777.938307 sec): 3 clusters Score: Raw -362294.841635 + Penalty 1837.410529 = -360457.431106 nChanged 1 SP:Iteration 95Q (777.986143 sec): 3 clusters Score: Raw -362295.019939 + Penalty 1837.410529 = -360457.609410 nChanged 0 SP:Iteration 96F (778.036564 sec): 3 clusters Score: Raw -362317.907426 + Penalty 1837.410529 = -360480.496896 nChanged 15 SP:Iteration 97Q (778.084558 sec): 3 clusters Score: Raw -362328.369888 + Penalty 1837.410529 = -360490.959359 nChanged 9 SP:Iteration 98Q (778.132185 sec): 3 clusters Score: Raw -362332.330000 + Penalty 1837.410529 = -360494.919471 nChanged 8 SP:Iteration 99Q (778.176641 sec): 3 clusters Score: Raw -362334.127788 + Penalty 1837.410529 = -360496.717259 nChanged 1 SP:Iteration 100F (778.223312 sec): 3 clusters Score: Raw -362334.368862 + Penalty 1837.410529 = -360496.958333 nChanged 1 SP:Iteration 101Q (778.267388 sec): 3 clusters Score: Raw -362334.608014 + Penalty 1837.410529 = -360497.197485 nChanged 1 SP:Iteration 102Q (778.313857 sec): 3 clusters Score: Raw -362334.772628 + Penalty 1837.410529 = -360497.362099 nChanged 0 SP:Iteration 103F (778.364268 sec): 3 clusters Score: Raw -362334.772628 + Penalty 1837.410529 = -360497.362099 nChanged 0 Score: Raw -1020600.697660 + Penalty 13558.276923 = -1007042.420736 Splitting cluster 7 changes total score from -1004690.487546 to -1007042.420736 So it's getting split into cluster 13. Trying to split cluster 8 (1355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (778.769234 sec): 2 clusters Score: Raw -72619.155497 + Penalty 757.213457 = -71861.942040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (778.784808 sec): 3 clusters Score: Raw -72029.690130 + Penalty 1514.426914 = -70515.263216 nChanged 480 SP:Iteration 1F (778.799910 sec): 3 clusters Score: Raw -72337.546535 + Penalty 1514.426914 = -70823.119621 nChanged 107 SP:Iteration 2F (778.830864 sec): 3 clusters Score: Raw -72432.511709 + Penalty 1514.426914 = -70918.084795 nChanged 83 SP:Iteration 3F (778.846177 sec): 3 clusters Score: Raw -72515.002941 + Penalty 1514.426914 = -71000.576027 nChanged 72 SP:Iteration 4F (778.861469 sec): 3 clusters Score: Raw -72572.381504 + Penalty 1514.426914 = -71057.954590 nChanged 42 SP:Iteration 5Q (778.876805 sec): 3 clusters Score: Raw -72596.394346 + Penalty 1514.426914 = -71081.967432 nChanged 38 SP:Iteration 6Q (778.892132 sec): 3 clusters Score: Raw -72616.944456 + Penalty 1514.426914 = -71102.517542 nChanged 31 SP:Iteration 7Q (778.907343 sec): 3 clusters Score: Raw -72640.161712 + Penalty 1514.426914 = -71125.734798 nChanged 30 SP:Iteration 8Q (778.922490 sec): 3 clusters Score: Raw -72658.073107 + Penalty 1514.426914 = -71143.646193 nChanged 27 SP:Iteration 9Q (778.937493 sec): 3 clusters Score: Raw -72679.653756 + Penalty 1514.426914 = -71165.226842 nChanged 31 SP:Iteration 10Q (779.052254 sec): 3 clusters Score: Raw -72707.483510 + Penalty 1514.426914 = -71193.056596 nChanged 35 SP:Iteration 11Q (779.172459 sec): 3 clusters Score: Raw -72737.792703 + Penalty 1514.426914 = -71223.365789 nChanged 31 SP:Iteration 12Q (779.285689 sec): 3 clusters Score: Raw -72768.757070 + Penalty 1514.426914 = -71254.330156 nChanged 29 SP:Iteration 13Q (779.399937 sec): 3 clusters Score: Raw -72799.910275 + Penalty 1514.426914 = -71285.483361 nChanged 24 SP:Iteration 14Q (779.541785 sec): 3 clusters Score: Raw -72819.478155 + Penalty 1514.426914 = -71305.051241 nChanged 19 SP:Iteration 15Q (779.629886 sec): 3 clusters Score: Raw -72835.647022 + Penalty 1514.426914 = -71321.220108 nChanged 18 SP:Iteration 16Q (779.723504 sec): 3 clusters Score: Raw -72847.029496 + Penalty 1514.426914 = -71332.602582 nChanged 12 SP:Iteration 17Q (779.778452 sec): 3 clusters Score: Raw -72856.211739 + Penalty 1514.426914 = -71341.784825 nChanged 6 SP:Iteration 18Q (779.968088 sec): 3 clusters Score: Raw -72858.758639 + Penalty 1514.426914 = -71344.331725 nChanged 7 SP:Iteration 19Q (780.084892 sec): 3 clusters Score: Raw -72862.731470 + Penalty 1514.426914 = -71348.304556 nChanged 6 SP:Iteration 20F (780.175233 sec): 3 clusters Score: Raw -72866.237947 + Penalty 1514.426914 = -71351.811033 nChanged 4 SP:Iteration 21Q (780.206910 sec): 3 clusters Score: Raw -72870.016079 + Penalty 1514.426914 = -71355.589165 nChanged 4 SP:Iteration 22Q (780.222571 sec): 3 clusters Score: Raw -72872.437867 + Penalty 1514.426914 = -71358.010953 nChanged 2 SP:Iteration 23Q (780.238290 sec): 3 clusters Score: Raw -72873.109571 + Penalty 1514.426914 = -71358.682657 nChanged 1 SP:Iteration 24Q (780.253953 sec): 3 clusters Score: Raw -72873.897469 + Penalty 1514.426914 = -71359.470555 nChanged 3 SP:Iteration 25Q (780.301547 sec): 3 clusters Score: Raw -72875.460278 + Penalty 1514.426914 = -71361.033364 nChanged 4 SP:Iteration 26Q (780.317308 sec): 3 clusters Score: Raw -72879.032583 + Penalty 1514.426914 = -71364.605669 nChanged 3 SP:Iteration 27Q (780.332944 sec): 3 clusters Score: Raw -72880.278450 + Penalty 1514.426914 = -71365.851536 nChanged 3 SP:Iteration 28Q (780.348433 sec): 3 clusters Score: Raw -72881.637555 + Penalty 1514.426914 = -71367.210641 nChanged 3 SP:Iteration 29Q (780.363821 sec): 3 clusters Score: Raw -72883.516935 + Penalty 1514.426914 = -71369.090021 nChanged 5 SP:Iteration 30Q (780.379108 sec): 3 clusters Score: Raw -72886.517767 + Penalty 1514.426914 = -71372.090853 nChanged 5 SP:Iteration 31Q (780.394543 sec): 3 clusters Score: Raw -72888.720563 + Penalty 1514.426914 = -71374.293649 nChanged 4 SP:Iteration 32Q (780.409927 sec): 3 clusters Score: Raw -72890.769966 + Penalty 1514.426914 = -71376.343052 nChanged 3 SP:Iteration 33Q (780.425280 sec): 3 clusters Score: Raw -72893.070881 + Penalty 1514.426914 = -71378.643967 nChanged 2 SP:Iteration 34Q (780.440582 sec): 3 clusters Score: Raw -72893.734212 + Penalty 1514.426914 = -71379.307298 nChanged 1 SP:Iteration 35Q (780.455874 sec): 3 clusters Score: Raw -72894.545834 + Penalty 1514.426914 = -71380.118920 nChanged 2 SP:Iteration 36Q (780.471250 sec): 3 clusters Score: Raw -72895.346486 + Penalty 1514.426914 = -71380.919572 nChanged 3 SP:Iteration 37Q (780.486515 sec): 3 clusters Score: Raw -72898.298002 + Penalty 1514.426914 = -71383.871088 nChanged 5 SP:Iteration 38Q (780.501548 sec): 3 clusters Score: Raw -72903.004530 + Penalty 1514.426914 = -71388.577616 nChanged 5 SP:Iteration 39Q (780.516652 sec): 3 clusters Score: Raw -72904.455360 + Penalty 1514.426914 = -71390.028446 nChanged 3 SP:Iteration 40F (780.531664 sec): 3 clusters Score: Raw -72905.576123 + Penalty 1514.426914 = -71391.149209 nChanged 3 SP:Iteration 41Q (780.546717 sec): 3 clusters Score: Raw -72907.743417 + Penalty 1514.426914 = -71393.316503 nChanged 4 SP:Iteration 42Q (780.662267 sec): 3 clusters Score: Raw -72909.183087 + Penalty 1514.426914 = -71394.756173 nChanged 2 SP:Iteration 43Q (780.779143 sec): 3 clusters Score: Raw -72909.998328 + Penalty 1514.426914 = -71395.571414 nChanged 1 SP:Iteration 44Q (780.897294 sec): 3 clusters Score: Raw -72910.089558 + Penalty 1514.426914 = -71395.662644 nChanged 1 SP:Iteration 45Q (781.011521 sec): 3 clusters Score: Raw -72910.184712 + Penalty 1514.426914 = -71395.757798 nChanged 0 SP:Iteration 46F (781.125745 sec): 3 clusters Score: Raw -72910.184712 + Penalty 1514.426914 = -71395.757798 nChanged 0 Trying to split cluster 9 (1770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (781.212066 sec): 2 clusters Score: Raw -91082.199635 + Penalty 785.267157 = -90296.932478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (781.268736 sec): 3 clusters Score: Raw -90304.760412 + Penalty 1570.534313 = -88734.226099 nChanged 699 SP:Iteration 1F (781.287319 sec): 3 clusters Score: Raw -91177.380303 + Penalty 1570.534313 = -89606.845990 nChanged 228 SP:Iteration 2F (781.387483 sec): 3 clusters Score: Raw -91624.737059 + Penalty 1570.534313 = -90054.202746 nChanged 150 SP:Iteration 3F (781.503027 sec): 3 clusters Score: Raw -91969.227527 + Penalty 1570.534313 = -90398.693214 nChanged 97 SP:Iteration 4F (781.613838 sec): 3 clusters Score: Raw -92141.241528 + Penalty 1570.534313 = -90570.707214 nChanged 54 SP:Iteration 5Q (781.713675 sec): 3 clusters Score: Raw -92179.378512 + Penalty 1570.534313 = -90608.844199 nChanged 23 SP:Iteration 6Q (781.821100 sec): 3 clusters Score: Raw -92190.889776 + Penalty 1570.534313 = -90620.355463 nChanged 10 SP:Iteration 7Q (781.934946 sec): 3 clusters Score: Raw -92194.649013 + Penalty 1570.534313 = -90624.114700 nChanged 5 SP:Iteration 8Q (781.973718 sec): 3 clusters Score: Raw -92196.454908 + Penalty 1570.534313 = -90625.920595 nChanged 4 SP:Iteration 9Q (781.991495 sec): 3 clusters Score: Raw -92197.126238 + Penalty 1570.534313 = -90626.591925 nChanged 3 SP:Iteration 10Q (782.009248 sec): 3 clusters Score: Raw -92197.970669 + Penalty 1570.534313 = -90627.436356 nChanged 2 SP:Iteration 11Q (782.026966 sec): 3 clusters Score: Raw -92198.439086 + Penalty 1570.534313 = -90627.904773 nChanged 0 SP:Iteration 12F (782.045102 sec): 3 clusters Score: Raw -92198.439086 + Penalty 1570.534313 = -90627.904773 nChanged 0 Score: Raw -1021716.937111 + Penalty 14601.221302 = -1007115.715809 Splitting cluster 9 changes total score from -1004690.487546 to -1007115.715809 So it's getting split into cluster 14. Trying to split cluster 10 (1115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (782.541262 sec): 2 clusters Score: Raw -62655.209303 + Penalty 736.744017 = -61918.465286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (782.554779 sec): 3 clusters Score: Raw -62185.204047 + Penalty 1473.488034 = -60711.716013 nChanged 395 SP:Iteration 1F (782.567500 sec): 3 clusters Score: Raw -62519.452409 + Penalty 1473.488034 = -61045.964375 nChanged 110 SP:Iteration 2F (782.580245 sec): 3 clusters Score: Raw -62621.860175 + Penalty 1473.488034 = -61148.372141 nChanged 69 SP:Iteration 3F (782.592924 sec): 3 clusters Score: Raw -62676.347536 + Penalty 1473.488034 = -61202.859502 nChanged 37 SP:Iteration 4Q (782.605929 sec): 3 clusters Score: Raw -62711.708865 + Penalty 1473.488034 = -61238.220831 nChanged 43 SP:Iteration 5Q (782.618874 sec): 3 clusters Score: Raw -62744.197074 + Penalty 1473.488034 = -61270.709041 nChanged 25 SP:Iteration 6Q (782.631734 sec): 3 clusters Score: Raw -62761.023532 + Penalty 1473.488034 = -61287.535499 nChanged 16 SP:Iteration 7Q (782.646961 sec): 3 clusters Score: Raw -62773.604185 + Penalty 1473.488034 = -61300.116151 nChanged 14 SP:Iteration 8Q (782.659902 sec): 3 clusters Score: Raw -62787.954564 + Penalty 1473.488034 = -61314.466531 nChanged 15 SP:Iteration 9Q (782.741233 sec): 3 clusters Score: Raw -62794.934494 + Penalty 1473.488034 = -61321.446461 nChanged 11 SP:Iteration 10Q (782.865994 sec): 3 clusters Score: Raw -62804.036927 + Penalty 1473.488034 = -61330.548893 nChanged 10 SP:Iteration 11Q (782.976372 sec): 3 clusters Score: Raw -62811.643855 + Penalty 1473.488034 = -61338.155821 nChanged 11 SP:Iteration 12Q (783.090101 sec): 3 clusters Score: Raw -62816.610104 + Penalty 1473.488034 = -61343.122071 nChanged 7 SP:Iteration 13Q (783.186754 sec): 3 clusters Score: Raw -62821.485580 + Penalty 1473.488034 = -61347.997546 nChanged 6 SP:Iteration 14Q (783.301487 sec): 3 clusters Score: Raw -62826.051431 + Penalty 1473.488034 = -61352.563398 nChanged 6 SP:Iteration 15Q (783.411645 sec): 3 clusters Score: Raw -62832.089529 + Penalty 1473.488034 = -61358.601495 nChanged 7 SP:Iteration 16Q (783.525476 sec): 3 clusters Score: Raw -62835.697091 + Penalty 1473.488034 = -61362.209057 nChanged 5 SP:Iteration 17Q (783.621744 sec): 3 clusters Score: Raw -62838.337651 + Penalty 1473.488034 = -61364.849618 nChanged 2 SP:Iteration 18Q (783.716324 sec): 3 clusters Score: Raw -62838.737074 + Penalty 1473.488034 = -61365.249041 nChanged 0 SP:Iteration 19F (783.828727 sec): 3 clusters Score: Raw -62838.737074 + Penalty 1473.488034 = -61365.249041 nChanged 0 Trying to split cluster 11 (2022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (783.916266 sec): 2 clusters Score: Raw -115410.009688 + Penalty 799.243452 = -114610.766236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (783.981146 sec): 3 clusters Score: Raw -114453.319826 + Penalty 1598.486904 = -112854.832922 nChanged 792 SP:Iteration 1F (784.097550 sec): 3 clusters Score: Raw -114949.774884 + Penalty 1598.486904 = -113351.287980 nChanged 185 SP:Iteration 2F (784.213412 sec): 3 clusters Score: Raw -115120.052479 + Penalty 1598.486904 = -113521.565575 nChanged 151 SP:Iteration 3F (784.304536 sec): 3 clusters Score: Raw -115256.897331 + Penalty 1598.486904 = -113658.410427 nChanged 107 SP:Iteration 4F (784.420186 sec): 3 clusters Score: Raw -115353.077261 + Penalty 1598.486904 = -113754.590357 nChanged 92 SP:Iteration 5Q (784.530972 sec): 3 clusters Score: Raw -115440.089949 + Penalty 1598.486904 = -113841.603045 nChanged 85 SP:Iteration 6Q (784.648324 sec): 3 clusters Score: Raw -115521.858643 + Penalty 1598.486904 = -113923.371739 nChanged 83 SP:Iteration 7Q (784.792287 sec): 3 clusters Score: Raw -115595.190981 + Penalty 1598.486904 = -113996.704077 nChanged 76 SP:Iteration 8Q (784.873716 sec): 3 clusters Score: Raw -115651.360775 + Penalty 1598.486904 = -114052.873871 nChanged 62 SP:Iteration 9Q (784.989465 sec): 3 clusters Score: Raw -115708.820501 + Penalty 1598.486904 = -114110.333597 nChanged 62 SP:Iteration 10Q (785.010611 sec): 3 clusters Score: Raw -115755.108195 + Penalty 1598.486904 = -114156.621291 nChanged 54 SP:Iteration 11Q (785.031408 sec): 3 clusters Score: Raw -115796.281180 + Penalty 1598.486904 = -114197.794276 nChanged 54 SP:Iteration 12Q (785.052319 sec): 3 clusters Score: Raw -115832.636405 + Penalty 1598.486904 = -114234.149501 nChanged 39 SP:Iteration 13Q (785.073108 sec): 3 clusters Score: Raw -115852.458843 + Penalty 1598.486904 = -114253.971939 nChanged 35 SP:Iteration 14Q (785.093985 sec): 3 clusters Score: Raw -115867.285069 + Penalty 1598.486904 = -114268.798165 nChanged 29 SP:Iteration 15Q (785.114818 sec): 3 clusters Score: Raw -115878.928889 + Penalty 1598.486904 = -114280.441985 nChanged 16 SP:Iteration 16Q (785.135670 sec): 3 clusters Score: Raw -115886.252797 + Penalty 1598.486904 = -114287.765893 nChanged 9 SP:Iteration 17Q (785.156452 sec): 3 clusters Score: Raw -115889.877826 + Penalty 1598.486904 = -114291.390922 nChanged 9 SP:Iteration 18Q (785.177495 sec): 3 clusters Score: Raw -115893.455012 + Penalty 1598.486904 = -114294.968108 nChanged 9 SP:Iteration 19Q (785.289404 sec): 3 clusters Score: Raw -115896.304728 + Penalty 1598.486904 = -114297.817824 nChanged 6 SP:Iteration 20F (785.412834 sec): 3 clusters Score: Raw -115898.407248 + Penalty 1598.486904 = -114299.920345 nChanged 3 SP:Iteration 21Q (785.549678 sec): 3 clusters Score: Raw -115899.677876 + Penalty 1598.486904 = -114301.190972 nChanged 4 SP:Iteration 22Q (785.665174 sec): 3 clusters Score: Raw -115901.089814 + Penalty 1598.486904 = -114302.602911 nChanged 3 SP:Iteration 23Q (785.769283 sec): 3 clusters Score: Raw -115902.121760 + Penalty 1598.486904 = -114303.634856 nChanged 2 SP:Iteration 24Q (785.877188 sec): 3 clusters Score: Raw -115902.742861 + Penalty 1598.486904 = -114304.255957 nChanged 1 SP:Iteration 25Q (785.992554 sec): 3 clusters Score: Raw -115903.058766 + Penalty 1598.486904 = -114304.571863 nChanged 0 SP:Iteration 26F (786.107650 sec): 3 clusters Score: Raw -115903.058766 + Penalty 1598.486904 = -114304.571863 nChanged 0 Iteration 59Q (786.438274 sec): 15 clusters Score: Raw -1022003.227131 + Penalty 14601.221302 = -1007402.005829 nChanged 290 Iteration 60F (786.852241 sec): 15 clusters Score: Raw -1022237.336168 + Penalty 14601.221302 = -1007636.114866 nChanged 166 Iteration 61Q (787.117707 sec): 15 clusters Score: Raw -1022335.716481 + Penalty 14601.221302 = -1007734.495179 nChanged 85 Iteration 62Q (787.359889 sec): 15 clusters Score: Raw -1022407.512585 + Penalty 14601.221302 = -1007806.291283 nChanged 63 Iteration 63Q (787.610982 sec): 15 clusters Score: Raw -1022605.462662 + Penalty 14601.221302 = -1008004.241360 nChanged 41 Iteration 64Q (787.847326 sec): 15 clusters Score: Raw -1022795.816481 + Penalty 14601.221302 = -1008194.595179 nChanged 24 Iteration 65Q (788.096452 sec): 15 clusters Score: Raw -1022805.173911 + Penalty 14601.221302 = -1008203.952609 nChanged 19 Iteration 66Q (788.351212 sec): 15 clusters Score: Raw -1022810.697194 + Penalty 14601.221302 = -1008209.475892 nChanged 21 Iteration 67Q (788.586039 sec): 15 clusters Score: Raw -1022818.696459 + Penalty 14601.221302 = -1008217.475157 nChanged 22 Iteration 68Q (788.848744 sec): 15 clusters Score: Raw -1022827.264307 + Penalty 14601.221302 = -1008226.043005 nChanged 22 Iteration 69Q (789.086014 sec): 15 clusters Score: Raw -1022834.853761 + Penalty 14601.221302 = -1008233.632459 nChanged 15 Iteration 70Q (789.332491 sec): 15 clusters Score: Raw -1022840.695728 + Penalty 14601.221302 = -1008239.474426 nChanged 19 Iteration 71Q (789.578464 sec): 15 clusters Score: Raw -1022848.395179 + Penalty 14601.221302 = -1008247.173877 nChanged 19 Iteration 72Q (789.816903 sec): 15 clusters Score: Raw -1022854.513015 + Penalty 14601.221302 = -1008253.291712 nChanged 17 Iteration 73Q (790.076481 sec): 15 clusters Score: Raw -1022859.656790 + Penalty 14601.221302 = -1008258.435487 nChanged 16 Iteration 74Q (790.377140 sec): 15 clusters Score: Raw -1022864.556341 + Penalty 14601.221302 = -1008263.335038 nChanged 10 Iteration 75Q (790.653538 sec): 15 clusters Score: Raw -1022867.895657 + Penalty 14601.221302 = -1008266.674355 nChanged 6 Iteration 76Q (790.901439 sec): 15 clusters Score: Raw -1022870.259914 + Penalty 14601.221302 = -1008269.038611 nChanged 8 Iteration 77Q (791.152155 sec): 15 clusters Score: Raw -1022872.494772 + Penalty 14601.221302 = -1008271.273470 nChanged 10 Iteration 78Q (791.389873 sec): 15 clusters Score: Raw -1022874.197138 + Penalty 14601.221302 = -1008272.975836 nChanged 3 Iteration 79Q (791.634472 sec): 15 clusters Score: Raw -1022875.255914 + Penalty 14601.221302 = -1008274.034612 nChanged 5 Iteration 80F (792.034472 sec): 15 clusters Score: Raw -1022890.304853 + Penalty 14601.221302 = -1008289.083551 nChanged 8 Iteration 81Q (792.268584 sec): 15 clusters Score: Raw -1022915.345680 + Penalty 14601.221302 = -1008314.124378 nChanged 5 Iteration 82Q (792.514128 sec): 15 clusters Score: Raw -1022922.531379 + Penalty 14601.221302 = -1008321.310077 nChanged 5 Iteration 83Q (793.337637 sec): 15 clusters Score: Raw -1022931.336373 + Penalty 14601.221302 = -1008330.115071 nChanged 5 Iteration 84Q (794.184819 sec): 15 clusters Score: Raw -1022933.123882 + Penalty 14601.221302 = -1008331.902579 nChanged 4 Iteration 85Q (794.421129 sec): 15 clusters Score: Raw -1022934.267653 + Penalty 14601.221302 = -1008333.046350 nChanged 3 Iteration 86Q (794.694477 sec): 15 clusters Score: Raw -1022934.917392 + Penalty 14601.221302 = -1008333.696090 nChanged 5 Iteration 87Q (794.936948 sec): 15 clusters Score: Raw -1022935.826558 + Penalty 14601.221302 = -1008334.605256 nChanged 6 Iteration 88Q (795.342399 sec): 15 clusters Score: Raw -1022937.373989 + Penalty 14601.221302 = -1008336.152687 nChanged 4 Iteration 89Q (795.592303 sec): 15 clusters Score: Raw -1022938.323607 + Penalty 14601.221302 = -1008337.102305 nChanged 5 Iteration 90Q (795.839125 sec): 15 clusters Score: Raw -1022940.952892 + Penalty 14601.221302 = -1008339.731590 nChanged 8 Iteration 91Q (796.109107 sec): 15 clusters Score: Raw -1022944.067675 + Penalty 14601.221302 = -1008342.846373 nChanged 6 Iteration 92Q (796.351771 sec): 15 clusters Score: Raw -1022946.141502 + Penalty 14601.221302 = -1008344.920200 nChanged 2 Iteration 93Q (796.592703 sec): 15 clusters Score: Raw -1022946.848819 + Penalty 14601.221302 = -1008345.627517 nChanged 1 Iteration 94Q (796.843943 sec): 15 clusters Score: Raw -1022947.217685 + Penalty 14601.221302 = -1008345.996383 nChanged 0 Iteration 95F (797.246675 sec): 15 clusters Score: Raw -1022947.217685 + Penalty 14601.221302 = -1008345.996383 nChanged 0 Compute initial score before splitting: Score: Raw -1022947.217685 + Penalty 14601.221302 = -1008345.996383 Trying to split cluster 1 (1674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (797.273476 sec): 2 clusters Score: Raw -62102.980757 + Penalty 779.411981 = -61323.568776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (797.293327 sec): 3 clusters Score: Raw -61363.755612 + Penalty 1558.823963 = -59804.931650 nChanged 650 SP:Iteration 1F (797.312734 sec): 3 clusters Score: Raw -62004.752777 + Penalty 1558.823963 = -60445.928814 nChanged 196 SP:Iteration 2F (797.332590 sec): 3 clusters Score: Raw -62271.789692 + Penalty 1558.823963 = -60712.965730 nChanged 129 SP:Iteration 3F (797.354099 sec): 3 clusters Score: Raw -62433.943949 + Penalty 1558.823963 = -60875.119987 nChanged 94 SP:Iteration 4F (797.373945 sec): 3 clusters Score: Raw -62539.302053 + Penalty 1558.823963 = -60980.478091 nChanged 75 SP:Iteration 5Q (797.394072 sec): 3 clusters Score: Raw -62623.085646 + Penalty 1558.823963 = -61064.261683 nChanged 53 SP:Iteration 6Q (797.411455 sec): 3 clusters Score: Raw -62666.390180 + Penalty 1558.823963 = -61107.566217 nChanged 30 SP:Iteration 7Q (797.426479 sec): 3 clusters Score: Raw -62686.535372 + Penalty 1558.823963 = -61127.711409 nChanged 21 SP:Iteration 8Q (797.441518 sec): 3 clusters Score: Raw -62696.874734 + Penalty 1558.823963 = -61138.050772 nChanged 19 SP:Iteration 9Q (797.456443 sec): 3 clusters Score: Raw -62712.759624 + Penalty 1558.823963 = -61153.935661 nChanged 20 SP:Iteration 10Q (797.471397 sec): 3 clusters Score: Raw -62734.276452 + Penalty 1558.823963 = -61175.452490 nChanged 21 SP:Iteration 11Q (797.486600 sec): 3 clusters Score: Raw -62748.478774 + Penalty 1558.823963 = -61189.654811 nChanged 17 SP:Iteration 12Q (797.501586 sec): 3 clusters Score: Raw -62758.286607 + Penalty 1558.823963 = -61199.462645 nChanged 14 SP:Iteration 13Q (797.516559 sec): 3 clusters Score: Raw -62765.957367 + Penalty 1558.823963 = -61207.133404 nChanged 10 SP:Iteration 14Q (797.531583 sec): 3 clusters Score: Raw -62770.131515 + Penalty 1558.823963 = -61211.307552 nChanged 7 SP:Iteration 15Q (797.546359 sec): 3 clusters Score: Raw -62774.090652 + Penalty 1558.823963 = -61215.266689 nChanged 6 SP:Iteration 16Q (797.561039 sec): 3 clusters Score: Raw -62777.668666 + Penalty 1558.823963 = -61218.844704 nChanged 7 SP:Iteration 17Q (797.669437 sec): 3 clusters Score: Raw -62780.772254 + Penalty 1558.823963 = -61221.948292 nChanged 5 SP:Iteration 18Q (797.757522 sec): 3 clusters Score: Raw -62783.386358 + Penalty 1558.823963 = -61224.562395 nChanged 5 SP:Iteration 19Q (797.850294 sec): 3 clusters Score: Raw -62784.801963 + Penalty 1558.823963 = -61225.978000 nChanged 3 SP:Iteration 20F (797.937471 sec): 3 clusters Score: Raw -62785.569108 + Penalty 1558.823963 = -61226.745145 nChanged 0 Trying to split cluster 2 (961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (797.994932 sec): 2 clusters Score: Raw -48254.420842 + Penalty 721.137313 = -47533.283529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (798.106633 sec): 3 clusters Score: Raw -47913.658849 + Penalty 1442.274626 = -46471.384223 nChanged 324 SP:Iteration 1F (798.171152 sec): 3 clusters Score: Raw -48227.734025 + Penalty 1442.274626 = -46785.459399 nChanged 86 SP:Iteration 2F (798.182006 sec): 3 clusters Score: Raw -48345.637129 + Penalty 1442.274626 = -46903.362503 nChanged 56 SP:Iteration 3F (798.192707 sec): 3 clusters Score: Raw -48413.355800 + Penalty 1442.274626 = -46971.081174 nChanged 42 SP:Iteration 4Q (798.203560 sec): 3 clusters Score: Raw -48466.514078 + Penalty 1442.274626 = -47024.239452 nChanged 37 SP:Iteration 5Q (798.214396 sec): 3 clusters Score: Raw -48528.459118 + Penalty 1442.274626 = -47086.184492 nChanged 45 SP:Iteration 6Q (798.225167 sec): 3 clusters Score: Raw -48604.268954 + Penalty 1442.274626 = -47161.994328 nChanged 36 SP:Iteration 7Q (798.236009 sec): 3 clusters Score: Raw -48663.690151 + Penalty 1442.274626 = -47221.415525 nChanged 47 SP:Iteration 8Q (798.246820 sec): 3 clusters Score: Raw -48760.158540 + Penalty 1442.274626 = -47317.883914 nChanged 44 SP:Iteration 9Q (798.257553 sec): 3 clusters Score: Raw -48853.073464 + Penalty 1442.274626 = -47410.798838 nChanged 42 SP:Iteration 10Q (798.268257 sec): 3 clusters Score: Raw -48972.558001 + Penalty 1442.274626 = -47530.283376 nChanged 41 SP:Iteration 11Q (798.279150 sec): 3 clusters Score: Raw -49106.231530 + Penalty 1442.274626 = -47663.956904 nChanged 33 SP:Iteration 12Q (798.289615 sec): 3 clusters Score: Raw -49222.642574 + Penalty 1442.274626 = -47780.367948 nChanged 16 SP:Iteration 13Q (798.300236 sec): 3 clusters Score: Raw -49253.702257 + Penalty 1442.274626 = -47811.427631 nChanged 8 SP:Iteration 14Q (798.310650 sec): 3 clusters Score: Raw -49265.348713 + Penalty 1442.274626 = -47823.074087 nChanged 5 SP:Iteration 15Q (798.321004 sec): 3 clusters Score: Raw -49273.699100 + Penalty 1442.274626 = -47831.424475 nChanged 3 SP:Iteration 16Q (798.331311 sec): 3 clusters Score: Raw -49279.660211 + Penalty 1442.274626 = -47837.385585 nChanged 3 SP:Iteration 17Q (798.341656 sec): 3 clusters Score: Raw -49285.248838 + Penalty 1442.274626 = -47842.974212 nChanged 2 SP:Iteration 18Q (798.353466 sec): 3 clusters Score: Raw -49286.419770 + Penalty 1442.274626 = -47844.145144 nChanged 1 SP:Iteration 19Q (798.363868 sec): 3 clusters Score: Raw -49287.054947 + Penalty 1442.274626 = -47844.780322 nChanged 1 SP:Iteration 20F (798.374423 sec): 3 clusters Score: Raw -49287.716729 + Penalty 1442.274626 = -47845.442103 nChanged 0 Score: Raw -1023980.513572 + Penalty 15644.165681 = -1008336.347891 Splitting cluster 2 changes total score from -1008345.996383 to -1008336.347891 So it's not getting split. Trying to split cluster 3 (1722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (798.780223 sec): 2 clusters Score: Raw -92299.528889 + Penalty 782.380377 = -91517.148512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (798.797716 sec): 3 clusters Score: Raw -91552.847807 + Penalty 1564.760754 = -89988.087053 nChanged 651 SP:Iteration 1F (798.817162 sec): 3 clusters Score: Raw -92099.552815 + Penalty 1564.760754 = -90534.792061 nChanged 169 SP:Iteration 2F (798.920797 sec): 3 clusters Score: Raw -92257.171766 + Penalty 1564.760754 = -90692.411012 nChanged 98 SP:Iteration 3F (799.021789 sec): 3 clusters Score: Raw -92339.108843 + Penalty 1564.760754 = -90774.348089 nChanged 71 SP:Iteration 4Q (799.136869 sec): 3 clusters Score: Raw -92393.676009 + Penalty 1564.760754 = -90828.915255 nChanged 56 SP:Iteration 5Q (799.249536 sec): 3 clusters Score: Raw -92446.574893 + Penalty 1564.760754 = -90881.814139 nChanged 47 SP:Iteration 6Q (799.382703 sec): 3 clusters Score: Raw -92505.191626 + Penalty 1564.760754 = -90940.430873 nChanged 52 SP:Iteration 7Q (799.490898 sec): 3 clusters Score: Raw -92579.887306 + Penalty 1564.760754 = -91015.126552 nChanged 61 SP:Iteration 8Q (799.518240 sec): 3 clusters Score: Raw -92633.401815 + Penalty 1564.760754 = -91068.641061 nChanged 41 SP:Iteration 9Q (799.534993 sec): 3 clusters Score: Raw -92669.007030 + Penalty 1564.760754 = -91104.246277 nChanged 33 SP:Iteration 10Q (799.551833 sec): 3 clusters Score: Raw -92703.019541 + Penalty 1564.760754 = -91138.258787 nChanged 32 SP:Iteration 11Q (799.568644 sec): 3 clusters Score: Raw -92742.088107 + Penalty 1564.760754 = -91177.327353 nChanged 32 SP:Iteration 12Q (799.585540 sec): 3 clusters Score: Raw -92766.751380 + Penalty 1564.760754 = -91201.990626 nChanged 23 SP:Iteration 13Q (799.602314 sec): 3 clusters Score: Raw -92788.802172 + Penalty 1564.760754 = -91224.041418 nChanged 21 SP:Iteration 14Q (799.619049 sec): 3 clusters Score: Raw -92805.180237 + Penalty 1564.760754 = -91240.419483 nChanged 17 SP:Iteration 15Q (799.635758 sec): 3 clusters Score: Raw -92815.864385 + Penalty 1564.760754 = -91251.103631 nChanged 13 SP:Iteration 16Q (799.652631 sec): 3 clusters Score: Raw -92828.796743 + Penalty 1564.760754 = -91264.035989 nChanged 14 SP:Iteration 17Q (799.669229 sec): 3 clusters Score: Raw -92838.719420 + Penalty 1564.760754 = -91273.958666 nChanged 7 SP:Iteration 18Q (799.685811 sec): 3 clusters Score: Raw -92843.199521 + Penalty 1564.760754 = -91278.438767 nChanged 6 SP:Iteration 19Q (799.702410 sec): 3 clusters Score: Raw -92845.551950 + Penalty 1564.760754 = -91280.791197 nChanged 5 SP:Iteration 20F (799.718934 sec): 3 clusters Score: Raw -92847.496226 + Penalty 1564.760754 = -91282.735472 nChanged 3 SP:Iteration 21Q (799.735487 sec): 3 clusters Score: Raw -92848.281935 + Penalty 1564.760754 = -91283.521181 nChanged 0 SP:Iteration 22F (799.751923 sec): 3 clusters Score: Raw -92848.281935 + Penalty 1564.760754 = -91283.521181 nChanged 0 Trying to split cluster 4 (1831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (799.783810 sec): 2 clusters Score: Raw -81942.936742 + Penalty 788.824842 = -81154.111900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (799.802228 sec): 3 clusters Score: Raw -81091.778791 + Penalty 1577.649684 = -79514.129107 nChanged 678 SP:Iteration 1F (799.819564 sec): 3 clusters Score: Raw -81542.806461 + Penalty 1577.649684 = -79965.156777 nChanged 167 SP:Iteration 2F (799.837200 sec): 3 clusters Score: Raw -81713.853098 + Penalty 1577.649684 = -80136.203414 nChanged 148 SP:Iteration 3F (799.854690 sec): 3 clusters Score: Raw -81921.321759 + Penalty 1577.649684 = -80343.672075 nChanged 137 SP:Iteration 4F (799.872176 sec): 3 clusters Score: Raw -82108.370673 + Penalty 1577.649684 = -80530.720989 nChanged 101 SP:Iteration 5F (799.889559 sec): 3 clusters Score: Raw -82214.315607 + Penalty 1577.649684 = -80636.665922 nChanged 81 SP:Iteration 6Q (799.907173 sec): 3 clusters Score: Raw -82292.795731 + Penalty 1577.649684 = -80715.146047 nChanged 47 SP:Iteration 7Q (799.924740 sec): 3 clusters Score: Raw -82331.534424 + Penalty 1577.649684 = -80753.884740 nChanged 27 SP:Iteration 8Q (799.942258 sec): 3 clusters Score: Raw -82345.895331 + Penalty 1577.649684 = -80768.245647 nChanged 19 SP:Iteration 9Q (800.082063 sec): 3 clusters Score: Raw -82358.461334 + Penalty 1577.649684 = -80780.811650 nChanged 20 SP:Iteration 10Q (800.171498 sec): 3 clusters Score: Raw -82372.450200 + Penalty 1577.649684 = -80794.800515 nChanged 20 SP:Iteration 11Q (800.271659 sec): 3 clusters Score: Raw -82385.440095 + Penalty 1577.649684 = -80807.790410 nChanged 13 SP:Iteration 12Q (800.364134 sec): 3 clusters Score: Raw -82392.093895 + Penalty 1577.649684 = -80814.444210 nChanged 7 SP:Iteration 13Q (800.479217 sec): 3 clusters Score: Raw -82394.016124 + Penalty 1577.649684 = -80816.366440 nChanged 1 SP:Iteration 14Q (800.592441 sec): 3 clusters Score: Raw -82394.135027 + Penalty 1577.649684 = -80816.485343 nChanged 1 SP:Iteration 15Q (800.682422 sec): 3 clusters Score: Raw -82394.856079 + Penalty 1577.649684 = -80817.206395 nChanged 3 SP:Iteration 16Q (800.759056 sec): 3 clusters Score: Raw -82397.004373 + Penalty 1577.649684 = -80819.354689 nChanged 9 SP:Iteration 17Q (800.776534 sec): 3 clusters Score: Raw -82403.075837 + Penalty 1577.649684 = -80825.426153 nChanged 7 SP:Iteration 18Q (800.793948 sec): 3 clusters Score: Raw -82407.283954 + Penalty 1577.649684 = -80829.634270 nChanged 8 SP:Iteration 19Q (800.811366 sec): 3 clusters Score: Raw -82409.799438 + Penalty 1577.649684 = -80832.149754 nChanged 2 SP:Iteration 20F (800.828827 sec): 3 clusters Score: Raw -82410.402713 + Penalty 1577.649684 = -80832.753029 nChanged 2 SP:Iteration 21Q (800.846293 sec): 3 clusters Score: Raw -82411.382154 + Penalty 1577.649684 = -80833.732470 nChanged 2 SP:Iteration 22Q (800.863805 sec): 3 clusters Score: Raw -82411.753605 + Penalty 1577.649684 = -80834.103921 nChanged 0 SP:Iteration 23F (800.881213 sec): 3 clusters Score: Raw -82411.753605 + Penalty 1577.649684 = -80834.103921 nChanged 0 Trying to split cluster 5 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (800.910096 sec): 2 clusters Score: Raw -8650.413581 + Penalty 549.266405 = -8101.147176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (800.914841 sec): 3 clusters Score: Raw -8737.817319 + Penalty 1098.532810 = -7639.284510 nChanged 48 SP:Iteration 1F (800.919330 sec): 3 clusters Score: Raw -8946.808484 + Penalty 1098.532810 = -7848.275674 nChanged 10 SP:Iteration 2F (800.923785 sec): 3 clusters Score: Raw -9045.731743 + Penalty 1098.532810 = -7947.198934 nChanged 6 SP:Iteration 3Q (800.928218 sec): 3 clusters Score: Raw -9200.099511 + Penalty 1098.532810 = -8101.566701 nChanged 8 SP:Iteration 4Q (800.932604 sec): 3 clusters Score: Raw -9283.135972 + Penalty 1098.532810 = -8184.603162 nChanged 7 SP:Iteration 5Q (800.936974 sec): 3 clusters Score: Raw -9334.691022 + Penalty 1098.532810 = -8236.158213 nChanged 3 SP:Iteration 6Q (800.941342 sec): 3 clusters Score: Raw -9356.274946 + Penalty 1098.532810 = -8257.742136 nChanged 0 SP:Iteration 7F (800.945765 sec): 3 clusters Score: Raw -9356.274946 + Penalty 1098.532810 = -8257.742136 nChanged 0 Score: Raw -1023653.079050 + Penalty 15644.165681 = -1008008.913369 Splitting cluster 5 changes total score from -1008345.996383 to -1008008.913369 So it's not getting split. Trying to split cluster 6 (1262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (801.335793 sec): 2 clusters Score: Raw -55799.497787 + Penalty 749.747570 = -55049.750218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (801.350366 sec): 3 clusters Score: Raw -55288.676476 + Penalty 1499.495139 = -53789.181337 nChanged 445 SP:Iteration 1F (801.363365 sec): 3 clusters Score: Raw -55647.197611 + Penalty 1499.495139 = -54147.702472 nChanged 103 SP:Iteration 2F (801.376231 sec): 3 clusters Score: Raw -55754.387165 + Penalty 1499.495139 = -54254.892026 nChanged 55 SP:Iteration 3Q (801.389319 sec): 3 clusters Score: Raw -55838.203155 + Penalty 1499.495139 = -54338.708016 nChanged 78 SP:Iteration 4F (801.402198 sec): 3 clusters Score: Raw -55967.299033 + Penalty 1499.495139 = -54467.803894 nChanged 69 SP:Iteration 5F (801.517082 sec): 3 clusters Score: Raw -56073.539360 + Penalty 1499.495139 = -54574.044221 nChanged 48 SP:Iteration 6Q (801.634005 sec): 3 clusters Score: Raw -56141.163413 + Penalty 1499.495139 = -54641.668274 nChanged 59 SP:Iteration 7Q (801.733486 sec): 3 clusters Score: Raw -56231.198136 + Penalty 1499.495139 = -54731.702997 nChanged 51 SP:Iteration 8Q (801.822136 sec): 3 clusters Score: Raw -56331.280313 + Penalty 1499.495139 = -54831.785174 nChanged 40 SP:Iteration 9Q (801.910551 sec): 3 clusters Score: Raw -56389.821541 + Penalty 1499.495139 = -54890.326402 nChanged 22 SP:Iteration 10Q (801.999076 sec): 3 clusters Score: Raw -56432.942614 + Penalty 1499.495139 = -54933.447475 nChanged 24 SP:Iteration 11Q (802.087296 sec): 3 clusters Score: Raw -56471.623839 + Penalty 1499.495139 = -54972.128700 nChanged 26 SP:Iteration 12Q (802.176584 sec): 3 clusters Score: Raw -56504.302316 + Penalty 1499.495139 = -55004.807177 nChanged 12 SP:Iteration 13Q (802.258577 sec): 3 clusters Score: Raw -56517.443227 + Penalty 1499.495139 = -55017.948088 nChanged 5 SP:Iteration 14Q (802.347690 sec): 3 clusters Score: Raw -56523.023597 + Penalty 1499.495139 = -55023.528458 nChanged 9 SP:Iteration 15Q (802.436137 sec): 3 clusters Score: Raw -56529.753661 + Penalty 1499.495139 = -55030.258522 nChanged 8 SP:Iteration 16Q (802.524766 sec): 3 clusters Score: Raw -56536.928134 + Penalty 1499.495139 = -55037.432995 nChanged 10 SP:Iteration 17Q (802.612332 sec): 3 clusters Score: Raw -56544.345774 + Penalty 1499.495139 = -55044.850635 nChanged 10 SP:Iteration 18Q (802.700868 sec): 3 clusters Score: Raw -56556.983426 + Penalty 1499.495139 = -55057.488287 nChanged 10 SP:Iteration 19Q (802.789361 sec): 3 clusters Score: Raw -56579.680862 + Penalty 1499.495139 = -55080.185723 nChanged 15 SP:Iteration 20F (802.878099 sec): 3 clusters Score: Raw -56613.290470 + Penalty 1499.495139 = -55113.795331 nChanged 14 SP:Iteration 21Q (802.966567 sec): 3 clusters Score: Raw -56638.400807 + Penalty 1499.495139 = -55138.905668 nChanged 16 SP:Iteration 22Q (803.054552 sec): 3 clusters Score: Raw -56659.146079 + Penalty 1499.495139 = -55159.650940 nChanged 8 SP:Iteration 23Q (803.099996 sec): 3 clusters Score: Raw -56669.557362 + Penalty 1499.495139 = -55170.062223 nChanged 4 SP:Iteration 24Q (803.112742 sec): 3 clusters Score: Raw -56671.514137 + Penalty 1499.495139 = -55172.018998 nChanged 4 SP:Iteration 25Q (803.125426 sec): 3 clusters Score: Raw -56673.609986 + Penalty 1499.495139 = -55174.114847 nChanged 2 SP:Iteration 26Q (803.138081 sec): 3 clusters Score: Raw -56674.286024 + Penalty 1499.495139 = -55174.790885 nChanged 2 SP:Iteration 27Q (803.150720 sec): 3 clusters Score: Raw -56675.312036 + Penalty 1499.495139 = -55175.816897 nChanged 0 SP:Iteration 28F (803.163571 sec): 3 clusters Score: Raw -56675.312036 + Penalty 1499.495139 = -55175.816897 nChanged 0 Score: Raw -1023823.031934 + Penalty 15644.165681 = -1008178.866253 Splitting cluster 6 changes total score from -1008345.996383 to -1008178.866253 So it's not getting split. Trying to split cluster 7 (2753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (803.556228 sec): 2 clusters Score: Raw -159230.521506 + Penalty 831.646883 = -158398.874623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (803.582526 sec): 3 clusters Score: Raw -157875.096741 + Penalty 1663.293766 = -156211.802975 nChanged 1099 SP:Iteration 1F (803.607102 sec): 3 clusters Score: Raw -158558.958973 + Penalty 1663.293766 = -156895.665207 nChanged 254 SP:Iteration 2F (803.631386 sec): 3 clusters Score: Raw -158743.529815 + Penalty 1663.293766 = -157080.236049 nChanged 176 SP:Iteration 3F (803.656567 sec): 3 clusters Score: Raw -158870.104163 + Penalty 1663.293766 = -157206.810397 nChanged 154 SP:Iteration 4F (803.681958 sec): 3 clusters Score: Raw -158972.987215 + Penalty 1663.293766 = -157309.693448 nChanged 116 SP:Iteration 5Q (803.837884 sec): 3 clusters Score: Raw -159039.291440 + Penalty 1663.293766 = -157375.997674 nChanged 81 SP:Iteration 6Q (803.926222 sec): 3 clusters Score: Raw -159086.400856 + Penalty 1663.293766 = -157423.107090 nChanged 71 SP:Iteration 7Q (804.045568 sec): 3 clusters Score: Raw -159132.602053 + Penalty 1663.293766 = -157469.308287 nChanged 63 SP:Iteration 8Q (804.190656 sec): 3 clusters Score: Raw -159170.059468 + Penalty 1663.293766 = -157506.765702 nChanged 44 SP:Iteration 9Q (804.263015 sec): 3 clusters Score: Raw -159191.097794 + Penalty 1663.293766 = -157527.804028 nChanged 33 SP:Iteration 10Q (804.349717 sec): 3 clusters Score: Raw -159207.509806 + Penalty 1663.293766 = -157544.216040 nChanged 37 SP:Iteration 11Q (804.381919 sec): 3 clusters Score: Raw -159227.673444 + Penalty 1663.293766 = -157564.379678 nChanged 27 SP:Iteration 12Q (804.406944 sec): 3 clusters Score: Raw -159240.595947 + Penalty 1663.293766 = -157577.302181 nChanged 32 SP:Iteration 13Q (804.431990 sec): 3 clusters Score: Raw -159258.985413 + Penalty 1663.293766 = -157595.691647 nChanged 34 SP:Iteration 14Q (804.457126 sec): 3 clusters Score: Raw -159281.079240 + Penalty 1663.293766 = -157617.785474 nChanged 33 SP:Iteration 15Q (804.482126 sec): 3 clusters Score: Raw -159300.135834 + Penalty 1663.293766 = -157636.842068 nChanged 25 SP:Iteration 16Q (804.507130 sec): 3 clusters Score: Raw -159314.496385 + Penalty 1663.293766 = -157651.202619 nChanged 21 SP:Iteration 17Q (804.531620 sec): 3 clusters Score: Raw -159326.015946 + Penalty 1663.293766 = -157662.722180 nChanged 14 SP:Iteration 18Q (804.556039 sec): 3 clusters Score: Raw -159336.216506 + Penalty 1663.293766 = -157672.922740 nChanged 19 SP:Iteration 19Q (804.581017 sec): 3 clusters Score: Raw -159352.138368 + Penalty 1663.293766 = -157688.844602 nChanged 13 SP:Iteration 20F (804.605246 sec): 3 clusters Score: Raw -159359.795509 + Penalty 1663.293766 = -157696.501743 nChanged 12 SP:Iteration 21Q (804.629626 sec): 3 clusters Score: Raw -159371.288418 + Penalty 1663.293766 = -157707.994651 nChanged 16 SP:Iteration 22Q (804.653979 sec): 3 clusters Score: Raw -159381.975089 + Penalty 1663.293766 = -157718.681323 nChanged 11 SP:Iteration 23Q (804.678224 sec): 3 clusters Score: Raw -159388.890836 + Penalty 1663.293766 = -157725.597070 nChanged 10 SP:Iteration 24Q (804.702541 sec): 3 clusters Score: Raw -159395.338797 + Penalty 1663.293766 = -157732.045031 nChanged 10 SP:Iteration 25Q (804.726763 sec): 3 clusters Score: Raw -159403.830428 + Penalty 1663.293766 = -157740.536662 nChanged 7 SP:Iteration 26Q (804.750941 sec): 3 clusters Score: Raw -159408.294575 + Penalty 1663.293766 = -157745.000809 nChanged 9 SP:Iteration 27Q (804.775099 sec): 3 clusters Score: Raw -159412.699408 + Penalty 1663.293766 = -157749.405642 nChanged 10 SP:Iteration 28Q (804.799265 sec): 3 clusters Score: Raw -159419.034250 + Penalty 1663.293766 = -157755.740484 nChanged 11 SP:Iteration 29Q (804.823376 sec): 3 clusters Score: Raw -159430.355030 + Penalty 1663.293766 = -157767.061264 nChanged 7 SP:Iteration 30Q (804.847431 sec): 3 clusters Score: Raw -159436.231074 + Penalty 1663.293766 = -157772.937308 nChanged 6 SP:Iteration 31Q (804.871435 sec): 3 clusters Score: Raw -159443.042761 + Penalty 1663.293766 = -157779.748995 nChanged 9 SP:Iteration 32Q (804.895596 sec): 3 clusters Score: Raw -159448.389986 + Penalty 1663.293766 = -157785.096220 nChanged 8 SP:Iteration 33Q (804.919601 sec): 3 clusters Score: Raw -159454.349047 + Penalty 1663.293766 = -157791.055281 nChanged 9 SP:Iteration 34Q (804.943549 sec): 3 clusters Score: Raw -159461.392056 + Penalty 1663.293766 = -157798.098290 nChanged 12 SP:Iteration 35Q (804.967745 sec): 3 clusters Score: Raw -159465.991363 + Penalty 1663.293766 = -157802.697597 nChanged 5 SP:Iteration 36Q (805.072172 sec): 3 clusters Score: Raw -159468.362717 + Penalty 1663.293766 = -157805.068951 nChanged 4 SP:Iteration 37Q (805.201114 sec): 3 clusters Score: Raw -159469.541229 + Penalty 1663.293766 = -157806.247463 nChanged 1 SP:Iteration 38Q (805.320056 sec): 3 clusters Score: Raw -159469.704666 + Penalty 1663.293766 = -157806.410900 nChanged 0 SP:Iteration 39F (805.435264 sec): 3 clusters Score: Raw -159469.704666 + Penalty 1663.293766 = -157806.410900 nChanged 0 Trying to split cluster 8 (1349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (805.496183 sec): 2 clusters Score: Raw -72374.646640 + Penalty 756.747480 = -71617.899160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (805.592385 sec): 3 clusters Score: Raw -71824.528698 + Penalty 1513.494960 = -70311.033738 nChanged 498 SP:Iteration 1F (805.608074 sec): 3 clusters Score: Raw -72338.339133 + Penalty 1513.494960 = -70824.844173 nChanged 127 SP:Iteration 2F (805.623250 sec): 3 clusters Score: Raw -72483.986522 + Penalty 1513.494960 = -70970.491563 nChanged 85 SP:Iteration 3F (805.638069 sec): 3 clusters Score: Raw -72567.502318 + Penalty 1513.494960 = -71054.007358 nChanged 60 SP:Iteration 4Q (805.653018 sec): 3 clusters Score: Raw -72615.624396 + Penalty 1513.494960 = -71102.129436 nChanged 31 SP:Iteration 5Q (805.668101 sec): 3 clusters Score: Raw -72639.461989 + Penalty 1513.494960 = -71125.967029 nChanged 19 SP:Iteration 6Q (805.683005 sec): 3 clusters Score: Raw -72655.016013 + Penalty 1513.494960 = -71141.521054 nChanged 20 SP:Iteration 7Q (805.697922 sec): 3 clusters Score: Raw -72670.787742 + Penalty 1513.494960 = -71157.292782 nChanged 14 SP:Iteration 8Q (805.712816 sec): 3 clusters Score: Raw -72680.150819 + Penalty 1513.494960 = -71166.655860 nChanged 6 SP:Iteration 9Q (805.727748 sec): 3 clusters Score: Raw -72685.264617 + Penalty 1513.494960 = -71171.769657 nChanged 11 SP:Iteration 10Q (805.741465 sec): 3 clusters Score: Raw -72694.678071 + Penalty 1513.494960 = -71181.183112 nChanged 9 SP:Iteration 11Q (805.755115 sec): 3 clusters Score: Raw -72701.674465 + Penalty 1513.494960 = -71188.179505 nChanged 10 SP:Iteration 12Q (805.768802 sec): 3 clusters Score: Raw -72714.275609 + Penalty 1513.494960 = -71200.780649 nChanged 13 SP:Iteration 13Q (805.782689 sec): 3 clusters Score: Raw -72727.942344 + Penalty 1513.494960 = -71214.447384 nChanged 8 SP:Iteration 14Q (805.796621 sec): 3 clusters Score: Raw -72736.945290 + Penalty 1513.494960 = -71223.450330 nChanged 12 SP:Iteration 15Q (805.810230 sec): 3 clusters Score: Raw -72751.141505 + Penalty 1513.494960 = -71237.646545 nChanged 13 SP:Iteration 16Q (805.823857 sec): 3 clusters Score: Raw -72765.816494 + Penalty 1513.494960 = -71252.321534 nChanged 12 SP:Iteration 17Q (805.837422 sec): 3 clusters Score: Raw -72775.995410 + Penalty 1513.494960 = -71262.500450 nChanged 14 SP:Iteration 18Q (805.851065 sec): 3 clusters Score: Raw -72790.844701 + Penalty 1513.494960 = -71277.349742 nChanged 15 SP:Iteration 19Q (805.864637 sec): 3 clusters Score: Raw -72805.842185 + Penalty 1513.494960 = -71292.347225 nChanged 14 SP:Iteration 20F (805.878238 sec): 3 clusters Score: Raw -72814.711971 + Penalty 1513.494960 = -71301.217011 nChanged 6 SP:Iteration 21Q (805.891771 sec): 3 clusters Score: Raw -72819.916002 + Penalty 1513.494960 = -71306.421042 nChanged 4 SP:Iteration 22Q (805.905279 sec): 3 clusters Score: Raw -72824.986557 + Penalty 1513.494960 = -71311.491597 nChanged 4 SP:Iteration 23Q (805.918928 sec): 3 clusters Score: Raw -72829.551120 + Penalty 1513.494960 = -71316.056160 nChanged 8 SP:Iteration 24Q (805.932426 sec): 3 clusters Score: Raw -72836.253643 + Penalty 1513.494960 = -71322.758683 nChanged 8 SP:Iteration 25Q (805.946026 sec): 3 clusters Score: Raw -72843.246730 + Penalty 1513.494960 = -71329.751770 nChanged 6 SP:Iteration 26Q (805.959709 sec): 3 clusters Score: Raw -72848.139812 + Penalty 1513.494960 = -71334.644852 nChanged 4 SP:Iteration 27Q (806.053064 sec): 3 clusters Score: Raw -72850.900050 + Penalty 1513.494960 = -71337.405090 nChanged 2 SP:Iteration 28Q (806.138417 sec): 3 clusters Score: Raw -72851.839230 + Penalty 1513.494960 = -71338.344271 nChanged 0 SP:Iteration 29F (806.226931 sec): 3 clusters Score: Raw -72851.839230 + Penalty 1513.494960 = -71338.344271 nChanged 0 Trying to split cluster 9 (921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (806.277858 sec): 2 clusters Score: Raw -46303.409953 + Penalty 716.673304 = -45586.736649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (806.370704 sec): 3 clusters Score: Raw -45973.764203 + Penalty 1433.346608 = -44540.417596 nChanged 288 SP:Iteration 1F (806.458625 sec): 3 clusters Score: Raw -46247.635130 + Penalty 1433.346608 = -44814.288523 nChanged 81 SP:Iteration 2F (806.546933 sec): 3 clusters Score: Raw -46351.788250 + Penalty 1433.346608 = -44918.441642 nChanged 56 SP:Iteration 3F (806.639602 sec): 3 clusters Score: Raw -46425.596709 + Penalty 1433.346608 = -44992.250102 nChanged 36 SP:Iteration 4Q (806.680891 sec): 3 clusters Score: Raw -46499.718111 + Penalty 1433.346608 = -45066.371503 nChanged 34 SP:Iteration 5Q (806.689588 sec): 3 clusters Score: Raw -46552.921239 + Penalty 1433.346608 = -45119.574631 nChanged 36 SP:Iteration 6Q (806.698240 sec): 3 clusters Score: Raw -46601.990861 + Penalty 1433.346608 = -45168.644253 nChanged 28 SP:Iteration 7Q (806.706888 sec): 3 clusters Score: Raw -46655.236499 + Penalty 1433.346608 = -45221.889892 nChanged 37 SP:Iteration 8Q (806.715492 sec): 3 clusters Score: Raw -46719.516860 + Penalty 1433.346608 = -45286.170252 nChanged 28 SP:Iteration 9Q (806.724121 sec): 3 clusters Score: Raw -46762.936514 + Penalty 1433.346608 = -45329.589907 nChanged 28 SP:Iteration 10Q (806.732692 sec): 3 clusters Score: Raw -46797.186698 + Penalty 1433.346608 = -45363.840090 nChanged 15 SP:Iteration 11Q (806.741271 sec): 3 clusters Score: Raw -46827.557914 + Penalty 1433.346608 = -45394.211306 nChanged 21 SP:Iteration 12Q (806.749891 sec): 3 clusters Score: Raw -46873.418775 + Penalty 1433.346608 = -45440.072168 nChanged 21 SP:Iteration 13Q (806.758436 sec): 3 clusters Score: Raw -46947.539660 + Penalty 1433.346608 = -45514.193053 nChanged 22 SP:Iteration 14Q (806.766932 sec): 3 clusters Score: Raw -46994.425534 + Penalty 1433.346608 = -45561.078926 nChanged 13 SP:Iteration 15Q (806.775447 sec): 3 clusters Score: Raw -47029.661573 + Penalty 1433.346608 = -45596.314965 nChanged 6 SP:Iteration 16Q (806.783961 sec): 3 clusters Score: Raw -47039.069965 + Penalty 1433.346608 = -45605.723358 nChanged 3 SP:Iteration 17Q (806.792316 sec): 3 clusters Score: Raw -47043.142510 + Penalty 1433.346608 = -45609.795902 nChanged 3 SP:Iteration 18Q (806.800789 sec): 3 clusters Score: Raw -47045.745289 + Penalty 1433.346608 = -45612.398682 nChanged 4 SP:Iteration 19Q (806.809362 sec): 3 clusters Score: Raw -47050.137364 + Penalty 1433.346608 = -45616.790756 nChanged 0 SP:Iteration 20F (806.817899 sec): 3 clusters Score: Raw -47050.137364 + Penalty 1433.346608 = -45616.790756 nChanged 0 Score: Raw -1023693.945096 + Penalty 15644.165681 = -1008049.779415 Splitting cluster 9 changes total score from -1008345.996383 to -1008049.779415 So it's not getting split. Trying to split cluster 10 (1103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (807.199758 sec): 2 clusters Score: Raw -62110.598985 + Penalty 735.607847 = -61374.991138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (807.321580 sec): 3 clusters Score: Raw -61671.341935 + Penalty 1471.215694 = -60200.126241 nChanged 388 SP:Iteration 1F (807.417106 sec): 3 clusters Score: Raw -62032.008936 + Penalty 1471.215694 = -60560.793242 nChanged 109 SP:Iteration 2F (807.473035 sec): 3 clusters Score: Raw -62171.571905 + Penalty 1471.215694 = -60700.356211 nChanged 74 SP:Iteration 3F (807.589710 sec): 3 clusters Score: Raw -62246.312193 + Penalty 1471.215694 = -60775.096498 nChanged 52 SP:Iteration 4Q (807.707213 sec): 3 clusters Score: Raw -62303.241425 + Penalty 1471.215694 = -60832.025731 nChanged 35 SP:Iteration 5Q (807.801035 sec): 3 clusters Score: Raw -62332.094151 + Penalty 1471.215694 = -60860.878457 nChanged 27 SP:Iteration 6Q (807.907099 sec): 3 clusters Score: Raw -62354.678704 + Penalty 1471.215694 = -60883.463010 nChanged 21 SP:Iteration 7Q (808.020770 sec): 3 clusters Score: Raw -62371.194154 + Penalty 1471.215694 = -60899.978460 nChanged 14 SP:Iteration 8Q (808.162505 sec): 3 clusters Score: Raw -62382.635716 + Penalty 1471.215694 = -60911.420022 nChanged 12 SP:Iteration 9Q (808.189975 sec): 3 clusters Score: Raw -62394.960884 + Penalty 1471.215694 = -60923.745190 nChanged 12 SP:Iteration 10Q (808.201707 sec): 3 clusters Score: Raw -62408.458335 + Penalty 1471.215694 = -60937.242641 nChanged 12 SP:Iteration 11Q (808.213342 sec): 3 clusters Score: Raw -62418.653903 + Penalty 1471.215694 = -60947.438209 nChanged 14 SP:Iteration 12Q (808.224953 sec): 3 clusters Score: Raw -62430.164433 + Penalty 1471.215694 = -60958.948739 nChanged 13 SP:Iteration 13Q (808.236530 sec): 3 clusters Score: Raw -62443.567946 + Penalty 1471.215694 = -60972.352252 nChanged 9 SP:Iteration 14Q (808.248106 sec): 3 clusters Score: Raw -62450.300722 + Penalty 1471.215694 = -60979.085028 nChanged 6 SP:Iteration 15Q (808.260028 sec): 3 clusters Score: Raw -62455.268424 + Penalty 1471.215694 = -60984.052730 nChanged 2 SP:Iteration 16Q (808.271692 sec): 3 clusters Score: Raw -62457.296063 + Penalty 1471.215694 = -60986.080369 nChanged 1 SP:Iteration 17Q (808.283314 sec): 3 clusters Score: Raw -62457.783681 + Penalty 1471.215694 = -60986.567987 nChanged 0 SP:Iteration 18F (808.294943 sec): 3 clusters Score: Raw -62457.783681 + Penalty 1471.215694 = -60986.567987 nChanged 0 Trying to split cluster 11 (2033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (808.384500 sec): 2 clusters Score: Raw -115995.954186 + Penalty 799.813120 = -115196.141065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (808.415743 sec): 3 clusters Score: Raw -115009.753036 + Penalty 1599.626241 = -113410.126795 nChanged 787 SP:Iteration 1F (808.434833 sec): 3 clusters Score: Raw -115522.591800 + Penalty 1599.626241 = -113922.965559 nChanged 194 SP:Iteration 2F (808.453846 sec): 3 clusters Score: Raw -115676.693822 + Penalty 1599.626241 = -114077.067581 nChanged 123 SP:Iteration 3F (808.472819 sec): 3 clusters Score: Raw -115787.392475 + Penalty 1599.626241 = -114187.766234 nChanged 104 SP:Iteration 4F (808.491790 sec): 3 clusters Score: Raw -115868.520370 + Penalty 1599.626241 = -114268.894129 nChanged 95 SP:Iteration 5Q (808.510934 sec): 3 clusters Score: Raw -115964.042111 + Penalty 1599.626241 = -114364.415870 nChanged 89 SP:Iteration 6Q (808.530219 sec): 3 clusters Score: Raw -116063.325742 + Penalty 1599.626241 = -114463.699501 nChanged 101 SP:Iteration 7Q (808.549457 sec): 3 clusters Score: Raw -116165.527865 + Penalty 1599.626241 = -114565.901625 nChanged 95 SP:Iteration 8Q (808.568802 sec): 3 clusters Score: Raw -116260.940628 + Penalty 1599.626241 = -114661.314387 nChanged 69 SP:Iteration 9Q (808.587745 sec): 3 clusters Score: Raw -116331.908771 + Penalty 1599.626241 = -114732.282530 nChanged 58 SP:Iteration 10Q (808.606658 sec): 3 clusters Score: Raw -116379.392062 + Penalty 1599.626241 = -114779.765821 nChanged 38 SP:Iteration 11Q (808.625540 sec): 3 clusters Score: Raw -116411.684321 + Penalty 1599.626241 = -114812.058080 nChanged 31 SP:Iteration 12Q (808.644481 sec): 3 clusters Score: Raw -116445.019016 + Penalty 1599.626241 = -114845.392775 nChanged 32 SP:Iteration 13Q (808.663284 sec): 3 clusters Score: Raw -116486.264707 + Penalty 1599.626241 = -114886.638467 nChanged 38 SP:Iteration 14Q (808.783440 sec): 3 clusters Score: Raw -116547.896712 + Penalty 1599.626241 = -114948.270471 nChanged 45 SP:Iteration 15Q (808.887215 sec): 3 clusters Score: Raw -116613.787446 + Penalty 1599.626241 = -115014.161205 nChanged 40 SP:Iteration 16Q (808.998846 sec): 3 clusters Score: Raw -116650.607744 + Penalty 1599.626241 = -115050.981503 nChanged 24 SP:Iteration 17Q (809.088377 sec): 3 clusters Score: Raw -116673.107283 + Penalty 1599.626241 = -115073.481042 nChanged 22 SP:Iteration 18Q (809.202963 sec): 3 clusters Score: Raw -116690.575325 + Penalty 1599.626241 = -115090.949084 nChanged 14 SP:Iteration 19Q (809.301566 sec): 3 clusters Score: Raw -116702.007092 + Penalty 1599.626241 = -115102.380851 nChanged 15 SP:Iteration 20F (809.327614 sec): 3 clusters Score: Raw -116718.540137 + Penalty 1599.626241 = -115118.913896 nChanged 14 SP:Iteration 21Q (809.345983 sec): 3 clusters Score: Raw -116736.230736 + Penalty 1599.626241 = -115136.604495 nChanged 15 SP:Iteration 22Q (809.364222 sec): 3 clusters Score: Raw -116749.655994 + Penalty 1599.626241 = -115150.029753 nChanged 11 SP:Iteration 23Q (809.382475 sec): 3 clusters Score: Raw -116761.388839 + Penalty 1599.626241 = -115161.762599 nChanged 9 SP:Iteration 24Q (809.400745 sec): 3 clusters Score: Raw -116779.612012 + Penalty 1599.626241 = -115179.985771 nChanged 18 SP:Iteration 25Q (809.418955 sec): 3 clusters Score: Raw -116824.906095 + Penalty 1599.626241 = -115225.279854 nChanged 20 SP:Iteration 26Q (809.436913 sec): 3 clusters Score: Raw -116898.504624 + Penalty 1599.626241 = -115298.878383 nChanged 16 SP:Iteration 27Q (809.454694 sec): 3 clusters Score: Raw -116946.818820 + Penalty 1599.626241 = -115347.192580 nChanged 4 SP:Iteration 28Q (809.472416 sec): 3 clusters Score: Raw -116950.654965 + Penalty 1599.626241 = -115351.028724 nChanged 1 SP:Iteration 29Q (809.490029 sec): 3 clusters Score: Raw -116950.930614 + Penalty 1599.626241 = -115351.304374 nChanged 0 SP:Iteration 30F (809.508654 sec): 3 clusters Score: Raw -116950.930614 + Penalty 1599.626241 = -115351.304374 nChanged 0 Score: Raw -1023902.194114 + Penalty 15644.165681 = -1008258.028433 Splitting cluster 11 changes total score from -1008345.996383 to -1008258.028433 So it's not getting split. Trying to split cluster 12 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (809.882064 sec): 2 clusters Score: Raw -4585.085801 + Penalty 532.234941 = -4052.850860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (809.886583 sec): 3 clusters Score: Raw -4674.831035 + Penalty 1064.469882 = -3610.361152 nChanged 29 SP:Iteration 1F (809.891118 sec): 3 clusters Score: Raw -4781.566662 + Penalty 1064.469882 = -3717.096779 nChanged 9 SP:Iteration 2F (809.895427 sec): 3 clusters Score: Raw -4809.704213 + Penalty 1064.469882 = -3745.234331 nChanged 1 SP:Iteration 3Q (809.899744 sec): 3 clusters Score: Raw -4816.067565 + Penalty 1064.469882 = -3751.597682 nChanged 0 SP:Iteration 4F (809.904019 sec): 3 clusters Score: Raw -4816.067565 + Penalty 1064.469882 = -3751.597682 nChanged 0 Trying to split cluster 13 (3638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (809.943105 sec): 2 clusters Score: Raw -212399.822359 + Penalty 860.914883 = -211538.907476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (809.977309 sec): 3 clusters Score: Raw -210459.142437 + Penalty 1721.829765 = -208737.312672 nChanged 1492 SP:Iteration 1F (810.009167 sec): 3 clusters Score: Raw -211298.139947 + Penalty 1721.829765 = -209576.310181 nChanged 260 SP:Iteration 2F (810.042994 sec): 3 clusters Score: Raw -211423.896150 + Penalty 1721.829765 = -209702.066384 nChanged 197 SP:Iteration 3F (810.077016 sec): 3 clusters Score: Raw -211528.622400 + Penalty 1721.829765 = -209806.792635 nChanged 170 SP:Iteration 4Q (810.111805 sec): 3 clusters Score: Raw -211607.391011 + Penalty 1721.829765 = -209885.561245 nChanged 138 SP:Iteration 5Q (810.281478 sec): 3 clusters Score: Raw -211670.764526 + Penalty 1721.829765 = -209948.934761 nChanged 119 SP:Iteration 6Q (810.406708 sec): 3 clusters Score: Raw -211724.161542 + Penalty 1721.829765 = -210002.331777 nChanged 90 SP:Iteration 7Q (810.501374 sec): 3 clusters Score: Raw -211766.716588 + Penalty 1721.829765 = -210044.886823 nChanged 105 SP:Iteration 8Q (810.620286 sec): 3 clusters Score: Raw -211826.404524 + Penalty 1721.829765 = -210104.574759 nChanged 115 SP:Iteration 9Q (810.739710 sec): 3 clusters Score: Raw -211892.573103 + Penalty 1721.829765 = -210170.743338 nChanged 110 SP:Iteration 10Q (810.831370 sec): 3 clusters Score: Raw -211933.438037 + Penalty 1721.829765 = -210211.608271 nChanged 85 SP:Iteration 11Q (810.865809 sec): 3 clusters Score: Raw -211972.809003 + Penalty 1721.829765 = -210250.979238 nChanged 88 SP:Iteration 12Q (810.902115 sec): 3 clusters Score: Raw -212011.752600 + Penalty 1721.829765 = -210289.922835 nChanged 88 SP:Iteration 13Q (810.936751 sec): 3 clusters Score: Raw -212053.185613 + Penalty 1721.829765 = -210331.355847 nChanged 83 SP:Iteration 14Q (810.971242 sec): 3 clusters Score: Raw -212092.088241 + Penalty 1721.829765 = -210370.258476 nChanged 91 SP:Iteration 15Q (811.005749 sec): 3 clusters Score: Raw -212132.655439 + Penalty 1721.829765 = -210410.825674 nChanged 90 SP:Iteration 16Q (811.040420 sec): 3 clusters Score: Raw -212175.848603 + Penalty 1721.829765 = -210454.018837 nChanged 70 SP:Iteration 17Q (811.074950 sec): 3 clusters Score: Raw -212199.844300 + Penalty 1721.829765 = -210478.014535 nChanged 61 SP:Iteration 18Q (811.109851 sec): 3 clusters Score: Raw -212229.995631 + Penalty 1721.829765 = -210508.165866 nChanged 66 SP:Iteration 19Q (811.144468 sec): 3 clusters Score: Raw -212266.166583 + Penalty 1721.829765 = -210544.336818 nChanged 63 SP:Iteration 20F (811.178024 sec): 3 clusters Score: Raw -212297.890858 + Penalty 1721.829765 = -210576.061093 nChanged 61 SP:Iteration 21Q (811.212526 sec): 3 clusters Score: Raw -212335.243794 + Penalty 1721.829765 = -210613.414028 nChanged 60 SP:Iteration 22Q (811.246668 sec): 3 clusters Score: Raw -212365.680787 + Penalty 1721.829765 = -210643.851022 nChanged 48 SP:Iteration 23Q (811.281222 sec): 3 clusters Score: Raw -212389.557581 + Penalty 1721.829765 = -210667.727815 nChanged 40 SP:Iteration 24Q (811.315592 sec): 3 clusters Score: Raw -212410.694876 + Penalty 1721.829765 = -210688.865110 nChanged 35 SP:Iteration 25Q (811.362212 sec): 3 clusters Score: Raw -212428.182860 + Penalty 1721.829765 = -210706.353095 nChanged 37 SP:Iteration 26Q (811.396641 sec): 3 clusters Score: Raw -212443.548220 + Penalty 1721.829765 = -210721.718455 nChanged 23 SP:Iteration 27Q (811.430981 sec): 3 clusters Score: Raw -212455.369810 + Penalty 1721.829765 = -210733.540044 nChanged 28 SP:Iteration 28Q (811.465471 sec): 3 clusters Score: Raw -212473.244386 + Penalty 1721.829765 = -210751.414621 nChanged 31 SP:Iteration 29Q (811.499852 sec): 3 clusters Score: Raw -212493.749837 + Penalty 1721.829765 = -210771.920071 nChanged 29 SP:Iteration 30Q (811.534193 sec): 3 clusters Score: Raw -212512.018029 + Penalty 1721.829765 = -210790.188264 nChanged 29 SP:Iteration 31Q (811.568517 sec): 3 clusters Score: Raw -212530.478461 + Penalty 1721.829765 = -210808.648695 nChanged 29 SP:Iteration 32Q (811.602809 sec): 3 clusters Score: Raw -212546.650461 + Penalty 1721.829765 = -210824.820695 nChanged 27 SP:Iteration 33Q (811.637144 sec): 3 clusters Score: Raw -212561.815504 + Penalty 1721.829765 = -210839.985739 nChanged 19 SP:Iteration 34Q (811.671345 sec): 3 clusters Score: Raw -212567.870565 + Penalty 1721.829765 = -210846.040799 nChanged 11 SP:Iteration 35Q (811.705347 sec): 3 clusters Score: Raw -212575.417826 + Penalty 1721.829765 = -210853.588061 nChanged 23 SP:Iteration 36Q (811.739529 sec): 3 clusters Score: Raw -212593.651958 + Penalty 1721.829765 = -210871.822193 nChanged 24 SP:Iteration 37Q (811.848769 sec): 3 clusters Score: Raw -212611.057198 + Penalty 1721.829765 = -210889.227433 nChanged 21 SP:Iteration 38Q (811.973827 sec): 3 clusters Score: Raw -212621.996633 + Penalty 1721.829765 = -210900.166867 nChanged 17 SP:Iteration 39Q (812.095318 sec): 3 clusters Score: Raw -212630.034982 + Penalty 1721.829765 = -210908.205217 nChanged 11 SP:Iteration 40F (812.251191 sec): 3 clusters Score: Raw -212633.736845 + Penalty 1721.829765 = -210911.907080 nChanged 9 SP:Iteration 41Q (812.347313 sec): 3 clusters Score: Raw -212636.488258 + Penalty 1721.829765 = -210914.658493 nChanged 8 SP:Iteration 42Q (812.380158 sec): 3 clusters Score: Raw -212639.992811 + Penalty 1721.829765 = -210918.163045 nChanged 6 SP:Iteration 43Q (812.413955 sec): 3 clusters Score: Raw -212642.253905 + Penalty 1721.829765 = -210920.424139 nChanged 6 SP:Iteration 44Q (812.447872 sec): 3 clusters Score: Raw -212644.525889 + Penalty 1721.829765 = -210922.696123 nChanged 5 SP:Iteration 45Q (812.481653 sec): 3 clusters Score: Raw -212646.305211 + Penalty 1721.829765 = -210924.475446 nChanged 6 SP:Iteration 46Q (812.515513 sec): 3 clusters Score: Raw -212650.752573 + Penalty 1721.829765 = -210928.922808 nChanged 7 SP:Iteration 47Q (812.549082 sec): 3 clusters Score: Raw -212654.136217 + Penalty 1721.829765 = -210932.306452 nChanged 7 SP:Iteration 48Q (812.582730 sec): 3 clusters Score: Raw -212656.768684 + Penalty 1721.829765 = -210934.938918 nChanged 3 SP:Iteration 49Q (812.616384 sec): 3 clusters Score: Raw -212657.270693 + Penalty 1721.829765 = -210935.440927 nChanged 1 SP:Iteration 50Q (812.649824 sec): 3 clusters Score: Raw -212657.999526 + Penalty 1721.829765 = -210936.169761 nChanged 2 SP:Iteration 51Q (812.683529 sec): 3 clusters Score: Raw -212658.556417 + Penalty 1721.829765 = -210936.726651 nChanged 3 SP:Iteration 52Q (812.717118 sec): 3 clusters Score: Raw -212660.496039 + Penalty 1721.829765 = -210938.666274 nChanged 5 SP:Iteration 53Q (812.750516 sec): 3 clusters Score: Raw -212663.416218 + Penalty 1721.829765 = -210941.586453 nChanged 3 SP:Iteration 54Q (812.784122 sec): 3 clusters Score: Raw -212664.275116 + Penalty 1721.829765 = -210942.445351 nChanged 4 SP:Iteration 55Q (812.817649 sec): 3 clusters Score: Raw -212665.640803 + Penalty 1721.829765 = -210943.811038 nChanged 3 SP:Iteration 56Q (812.851210 sec): 3 clusters Score: Raw -212667.255701 + Penalty 1721.829765 = -210945.425936 nChanged 3 SP:Iteration 57Q (812.884758 sec): 3 clusters Score: Raw -212668.115290 + Penalty 1721.829765 = -210946.285525 nChanged 4 SP:Iteration 58Q (812.918105 sec): 3 clusters Score: Raw -212669.408002 + Penalty 1721.829765 = -210947.578237 nChanged 2 SP:Iteration 59Q (812.951700 sec): 3 clusters Score: Raw -212669.816808 + Penalty 1721.829765 = -210947.987042 nChanged 1 SP:Iteration 60F (812.985463 sec): 3 clusters Score: Raw -212669.951000 + Penalty 1721.829765 = -210948.121234 nChanged 0 Trying to split cluster 14 (950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (813.017909 sec): 2 clusters Score: Raw -51466.579971 + Penalty 719.928508 = -50746.651462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (813.029928 sec): 3 clusters Score: Raw -51145.744024 + Penalty 1439.857017 = -49705.887007 nChanged 333 SP:Iteration 1F (813.041274 sec): 3 clusters Score: Raw -51446.630039 + Penalty 1439.857017 = -50006.773022 nChanged 95 SP:Iteration 2F (813.052919 sec): 3 clusters Score: Raw -51564.427549 + Penalty 1439.857017 = -50124.570532 nChanged 55 SP:Iteration 3F (813.064463 sec): 3 clusters Score: Raw -51655.757920 + Penalty 1439.857017 = -50215.900903 nChanged 56 SP:Iteration 4F (813.075928 sec): 3 clusters Score: Raw -51752.384314 + Penalty 1439.857017 = -50312.527297 nChanged 51 SP:Iteration 5F (813.087334 sec): 3 clusters Score: Raw -51844.655366 + Penalty 1439.857017 = -50404.798349 nChanged 37 SP:Iteration 6Q (813.222797 sec): 3 clusters Score: Raw -51919.297453 + Penalty 1439.857017 = -50479.440436 nChanged 35 SP:Iteration 7Q (813.337614 sec): 3 clusters Score: Raw -52013.298487 + Penalty 1439.857017 = -50573.441470 nChanged 35 SP:Iteration 8Q (813.428353 sec): 3 clusters Score: Raw -52147.066978 + Penalty 1439.857017 = -50707.209961 nChanged 32 SP:Iteration 9Q (813.533052 sec): 3 clusters Score: Raw -52228.458195 + Penalty 1439.857017 = -50788.601178 nChanged 22 SP:Iteration 10Q (813.638925 sec): 3 clusters Score: Raw -52274.997049 + Penalty 1439.857017 = -50835.140032 nChanged 21 SP:Iteration 11Q (813.740118 sec): 3 clusters Score: Raw -52321.946304 + Penalty 1439.857017 = -50882.089287 nChanged 26 SP:Iteration 12Q (813.853142 sec): 3 clusters Score: Raw -52391.514573 + Penalty 1439.857017 = -50951.657556 nChanged 16 SP:Iteration 13Q (813.945562 sec): 3 clusters Score: Raw -52435.754535 + Penalty 1439.857017 = -50995.897518 nChanged 12 SP:Iteration 14Q (813.977484 sec): 3 clusters Score: Raw -52460.732000 + Penalty 1439.857017 = -51020.874983 nChanged 5 SP:Iteration 15Q (813.989410 sec): 3 clusters Score: Raw -52469.410952 + Penalty 1439.857017 = -51029.553936 nChanged 4 SP:Iteration 16Q (814.000432 sec): 3 clusters Score: Raw -52476.236767 + Penalty 1439.857017 = -51036.379751 nChanged 3 SP:Iteration 17Q (814.016304 sec): 3 clusters Score: Raw -52481.535864 + Penalty 1439.857017 = -51041.678847 nChanged 3 SP:Iteration 18Q (814.027327 sec): 3 clusters Score: Raw -52484.341865 + Penalty 1439.857017 = -51044.484848 nChanged 0 SP:Iteration 19F (814.038538 sec): 3 clusters Score: Raw -52485.548818 + Penalty 1439.857017 = -51045.691801 nChanged 1 SP:Iteration 20F (814.050391 sec): 3 clusters Score: Raw -52486.958722 + Penalty 1439.857017 = -51047.101705 nChanged 0 Score: Raw -1023967.596437 + Penalty 15644.165681 = -1008323.430756 Splitting cluster 14 changes total score from -1008345.996383 to -1008323.430756 So it's not getting split. Time taken for this iteration:72.140865 seconds. 10->15 Clusters: Score -1008345.996383, best is -1009977.175533 Starting from 11 clusters... ------ Clustering full data set of 20595 points ------ SP: Assigned 11 initial classes randomly. Deleting Class 8 (516 points): Lose 180.129136 but Gain 1042.944379 Iteration 0F (814.770196 sec): 10 clusters Score: Raw -870024.862083 + Penalty 9386.499408 = -860638.362674 nChanged 18363 Iteration 1F (815.047962 sec): 10 clusters Score: Raw -963398.536791 + Penalty 9386.499408 = -954012.037382 nChanged 5329 Iteration 2F (815.320163 sec): 10 clusters Score: Raw -980251.131915 + Penalty 9386.499408 = -970864.632506 nChanged 2348 Iteration 3F (815.598584 sec): 10 clusters Score: Raw -988431.323255 + Penalty 9386.499408 = -979044.823847 nChanged 1566 Iteration 4F (815.875488 sec): 10 clusters Score: Raw -992462.935888 + Penalty 9386.499408 = -983076.436479 nChanged 1138 Iteration 5F (816.146015 sec): 10 clusters Score: Raw -994658.153639 + Penalty 9386.499408 = -985271.654231 nChanged 874 Iteration 6Q (816.349943 sec): 10 clusters Score: Raw -996257.878028 + Penalty 9386.499408 = -986871.378619 nChanged 708 Iteration 7Q (816.539247 sec): 10 clusters Score: Raw -997174.071744 + Penalty 9386.499408 = -987787.572335 nChanged 541 Iteration 8Q (816.746397 sec): 10 clusters Score: Raw -997771.026625 + Penalty 9386.499408 = -988384.527217 nChanged 458 Iteration 9Q (816.940304 sec): 10 clusters Score: Raw -998244.791324 + Penalty 9386.499408 = -988858.291915 nChanged 426 Iteration 10Q (817.119182 sec): 10 clusters Score: Raw -998652.715940 + Penalty 9386.499408 = -989266.216532 nChanged 403 Iteration 11Q (817.384990 sec): 10 clusters Score: Raw -999038.088210 + Penalty 9386.499408 = -989651.588802 nChanged 396 Iteration 12Q (817.563932 sec): 10 clusters Score: Raw -999423.575269 + Penalty 9386.499408 = -990037.075861 nChanged 362 Iteration 13Q (818.213867 sec): 10 clusters Score: Raw -999743.200972 + Penalty 9386.499408 = -990356.701564 nChanged 339 Iteration 14Q (818.504161 sec): 10 clusters Score: Raw -1000056.494609 + Penalty 9386.499408 = -990669.995201 nChanged 351 Iteration 15Q (818.835151 sec): 10 clusters Score: Raw -1000415.518116 + Penalty 9386.499408 = -991029.018707 nChanged 345 Iteration 16Q (819.003348 sec): 10 clusters Score: Raw -1000753.853587 + Penalty 9386.499408 = -991367.354178 nChanged 341 Iteration 17Q (819.209110 sec): 10 clusters Score: Raw -1000996.453206 + Penalty 9386.499408 = -991609.953798 nChanged 303 Iteration 18Q (819.406645 sec): 10 clusters Score: Raw -1001166.807474 + Penalty 9386.499408 = -991780.308065 nChanged 274 Iteration 19Q (819.646272 sec): 10 clusters Score: Raw -1001313.414826 + Penalty 9386.499408 = -991926.915418 nChanged 214 Writing temp clu file Because OldScore, -991780.308065, is greater than current (better) Score,-991926.915418 Compute initial score before splitting: Score: Raw -1001313.414826 + Penalty 9386.499408 = -991926.915418 Trying to split cluster 1 (1504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (819.738803 sec): 2 clusters Score: Raw -69400.701477 + Penalty 768.167768 = -68632.533709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (819.849778 sec): 3 clusters Score: Raw -68793.398373 + Penalty 1536.335536 = -67257.062837 nChanged 574 SP:Iteration 1F (819.969935 sec): 3 clusters Score: Raw -69287.266317 + Penalty 1536.335536 = -67750.930781 nChanged 147 SP:Iteration 2F (820.028744 sec): 3 clusters Score: Raw -69456.384110 + Penalty 1536.335536 = -67920.048575 nChanged 98 SP:Iteration 3F (820.047438 sec): 3 clusters Score: Raw -69578.776991 + Penalty 1536.335536 = -68042.441455 nChanged 85 SP:Iteration 4F (820.065251 sec): 3 clusters Score: Raw -69702.410649 + Penalty 1536.335536 = -68166.075113 nChanged 75 SP:Iteration 5Q (820.086838 sec): 3 clusters Score: Raw -69813.372443 + Penalty 1536.335536 = -68277.036907 nChanged 69 SP:Iteration 6Q (820.104663 sec): 3 clusters Score: Raw -69891.842824 + Penalty 1536.335536 = -68355.507288 nChanged 44 SP:Iteration 7Q (820.122273 sec): 3 clusters Score: Raw -69937.542091 + Penalty 1536.335536 = -68401.206555 nChanged 35 SP:Iteration 8Q (820.140935 sec): 3 clusters Score: Raw -69977.510602 + Penalty 1536.335536 = -68441.175066 nChanged 20 SP:Iteration 9Q (820.158543 sec): 3 clusters Score: Raw -69994.296041 + Penalty 1536.335536 = -68457.960505 nChanged 16 SP:Iteration 10Q (820.175925 sec): 3 clusters Score: Raw -70008.469247 + Penalty 1536.335536 = -68472.133711 nChanged 15 SP:Iteration 11Q (820.193281 sec): 3 clusters Score: Raw -70023.828144 + Penalty 1536.335536 = -68487.492608 nChanged 15 SP:Iteration 12Q (820.210741 sec): 3 clusters Score: Raw -70031.618746 + Penalty 1536.335536 = -68495.283210 nChanged 9 SP:Iteration 13Q (820.228315 sec): 3 clusters Score: Raw -70042.471130 + Penalty 1536.335536 = -68506.135594 nChanged 19 SP:Iteration 14Q (820.245689 sec): 3 clusters Score: Raw -70062.344568 + Penalty 1536.335536 = -68526.009032 nChanged 17 SP:Iteration 15Q (820.262665 sec): 3 clusters Score: Raw -70089.601939 + Penalty 1536.335536 = -68553.266403 nChanged 30 SP:Iteration 16Q (820.279551 sec): 3 clusters Score: Raw -70149.247758 + Penalty 1536.335536 = -68612.912222 nChanged 41 SP:Iteration 17Q (820.296489 sec): 3 clusters Score: Raw -70214.366888 + Penalty 1536.335536 = -68678.031352 nChanged 38 SP:Iteration 18Q (820.313220 sec): 3 clusters Score: Raw -70278.530101 + Penalty 1536.335536 = -68742.194565 nChanged 42 SP:Iteration 19Q (820.329747 sec): 3 clusters Score: Raw -70353.871450 + Penalty 1536.335536 = -68817.535914 nChanged 35 SP:Iteration 20F (820.346699 sec): 3 clusters Score: Raw -70416.254480 + Penalty 1536.335536 = -68879.918944 nChanged 21 SP:Iteration 21Q (820.363203 sec): 3 clusters Score: Raw -70449.593121 + Penalty 1536.335536 = -68913.257585 nChanged 24 SP:Iteration 22Q (820.474292 sec): 3 clusters Score: Raw -70504.483812 + Penalty 1536.335536 = -68968.148276 nChanged 25 SP:Iteration 23Q (820.592756 sec): 3 clusters Score: Raw -70559.976472 + Penalty 1536.335536 = -69023.640936 nChanged 19 SP:Iteration 24Q (820.708175 sec): 3 clusters Score: Raw -70603.995679 + Penalty 1536.335536 = -69067.660143 nChanged 11 SP:Iteration 25Q (820.822454 sec): 3 clusters Score: Raw -70623.518521 + Penalty 1536.335536 = -69087.182985 nChanged 7 SP:Iteration 26Q (820.963029 sec): 3 clusters Score: Raw -70628.842036 + Penalty 1536.335536 = -69092.506500 nChanged 5 SP:Iteration 27Q (821.047942 sec): 3 clusters Score: Raw -70633.517417 + Penalty 1536.335536 = -69097.181881 nChanged 4 SP:Iteration 28Q (821.132519 sec): 3 clusters Score: Raw -70637.799877 + Penalty 1536.335536 = -69101.464341 nChanged 0 SP:Iteration 29F (821.249195 sec): 3 clusters Score: Raw -70637.799877 + Penalty 1536.335536 = -69101.464341 nChanged 0 Score: Raw -1002621.833405 + Penalty 10429.443787 = -992192.389618 Splitting cluster 1 changes total score from -991926.915418 to -992192.389618 So it's getting split into cluster 8. Trying to split cluster 2 (1018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (821.581068 sec): 2 clusters Score: Raw -41309.770056 + Penalty 727.187496 = -40582.582560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (821.593624 sec): 3 clusters Score: Raw -40971.428751 + Penalty 1454.374991 = -39517.053760 nChanged 358 SP:Iteration 1F (821.605552 sec): 3 clusters Score: Raw -41320.750891 + Penalty 1454.374991 = -39866.375899 nChanged 87 SP:Iteration 2F (821.617406 sec): 3 clusters Score: Raw -41433.940274 + Penalty 1454.374991 = -39979.565283 nChanged 64 SP:Iteration 3F (821.629261 sec): 3 clusters Score: Raw -41537.874395 + Penalty 1454.374991 = -40083.499403 nChanged 51 SP:Iteration 4F (821.641197 sec): 3 clusters Score: Raw -41598.773699 + Penalty 1454.374991 = -40144.398708 nChanged 31 SP:Iteration 5Q (821.653213 sec): 3 clusters Score: Raw -41621.306413 + Penalty 1454.374991 = -40166.931422 nChanged 17 SP:Iteration 6Q (821.665156 sec): 3 clusters Score: Raw -41633.890468 + Penalty 1454.374991 = -40179.515476 nChanged 14 SP:Iteration 7Q (821.677106 sec): 3 clusters Score: Raw -41646.559329 + Penalty 1454.374991 = -40192.184337 nChanged 13 SP:Iteration 8Q (821.689030 sec): 3 clusters Score: Raw -41662.556736 + Penalty 1454.374991 = -40208.181745 nChanged 17 SP:Iteration 9Q (821.700972 sec): 3 clusters Score: Raw -41676.382959 + Penalty 1454.374991 = -40222.007968 nChanged 20 SP:Iteration 10Q (821.712858 sec): 3 clusters Score: Raw -41694.766984 + Penalty 1454.374991 = -40240.391993 nChanged 17 SP:Iteration 11Q (821.724904 sec): 3 clusters Score: Raw -41716.058613 + Penalty 1454.374991 = -40261.683621 nChanged 21 SP:Iteration 12Q (821.736701 sec): 3 clusters Score: Raw -41731.989466 + Penalty 1454.374991 = -40277.614475 nChanged 12 SP:Iteration 13Q (821.748635 sec): 3 clusters Score: Raw -41741.312829 + Penalty 1454.374991 = -40286.937838 nChanged 12 SP:Iteration 14Q (821.760580 sec): 3 clusters Score: Raw -41752.081461 + Penalty 1454.374991 = -40297.706470 nChanged 11 SP:Iteration 15Q (821.772565 sec): 3 clusters Score: Raw -41762.144196 + Penalty 1454.374991 = -40307.769205 nChanged 7 SP:Iteration 16Q (821.784494 sec): 3 clusters Score: Raw -41768.780220 + Penalty 1454.374991 = -40314.405229 nChanged 6 SP:Iteration 17Q (821.796370 sec): 3 clusters Score: Raw -41775.717562 + Penalty 1454.374991 = -40321.342570 nChanged 6 SP:Iteration 18Q (821.808267 sec): 3 clusters Score: Raw -41779.292541 + Penalty 1454.374991 = -40324.917549 nChanged 6 SP:Iteration 19Q (821.820147 sec): 3 clusters Score: Raw -41786.949070 + Penalty 1454.374991 = -40332.574079 nChanged 10 SP:Iteration 20F (821.832042 sec): 3 clusters Score: Raw -41810.627892 + Penalty 1454.374991 = -40356.252901 nChanged 13 SP:Iteration 21Q (821.944942 sec): 3 clusters Score: Raw -41827.526340 + Penalty 1454.374991 = -40373.151348 nChanged 8 SP:Iteration 22Q (822.072675 sec): 3 clusters Score: Raw -41833.139842 + Penalty 1454.374991 = -40378.764850 nChanged 9 SP:Iteration 23Q (822.184495 sec): 3 clusters Score: Raw -41840.622791 + Penalty 1454.374991 = -40386.247800 nChanged 2 SP:Iteration 24Q (822.279370 sec): 3 clusters Score: Raw -41842.596372 + Penalty 1454.374991 = -40388.221380 nChanged 3 SP:Iteration 25Q (822.370167 sec): 3 clusters Score: Raw -41845.200646 + Penalty 1454.374991 = -40390.825655 nChanged 4 SP:Iteration 26Q (822.467045 sec): 3 clusters Score: Raw -41849.244446 + Penalty 1454.374991 = -40394.869454 nChanged 5 SP:Iteration 27Q (822.562818 sec): 3 clusters Score: Raw -41853.944661 + Penalty 1454.374991 = -40399.569669 nChanged 5 SP:Iteration 28Q (822.664842 sec): 3 clusters Score: Raw -41857.524448 + Penalty 1454.374991 = -40403.149457 nChanged 7 SP:Iteration 29Q (822.762077 sec): 3 clusters Score: Raw -41862.202514 + Penalty 1454.374991 = -40407.827522 nChanged 2 SP:Iteration 30Q (822.875434 sec): 3 clusters Score: Raw -41863.429087 + Penalty 1454.374991 = -40409.054095 nChanged 2 SP:Iteration 31Q (822.969992 sec): 3 clusters Score: Raw -41864.579065 + Penalty 1454.374991 = -40410.204073 nChanged 3 SP:Iteration 32Q (823.083404 sec): 3 clusters Score: Raw -41866.369027 + Penalty 1454.374991 = -40411.994035 nChanged 3 SP:Iteration 33Q (823.173159 sec): 3 clusters Score: Raw -41868.237316 + Penalty 1454.374991 = -40413.862325 nChanged 1 SP:Iteration 34Q (823.186258 sec): 3 clusters Score: Raw -41868.819099 + Penalty 1454.374991 = -40414.444107 nChanged 1 SP:Iteration 35Q (823.199085 sec): 3 clusters Score: Raw -41869.255788 + Penalty 1454.374991 = -40414.880797 nChanged 1 SP:Iteration 36Q (823.211937 sec): 3 clusters Score: Raw -41869.468563 + Penalty 1454.374991 = -40415.093572 nChanged 0 SP:Iteration 37F (823.224561 sec): 3 clusters Score: Raw -41869.468563 + Penalty 1454.374991 = -40415.093572 nChanged 0 Trying to split cluster 3 (1089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (823.256206 sec): 2 clusters Score: Raw -57031.474376 + Penalty 734.266588 = -56297.207788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (823.270389 sec): 3 clusters Score: Raw -56599.786984 + Penalty 1468.533176 = -55131.253808 nChanged 360 SP:Iteration 1F (823.283762 sec): 3 clusters Score: Raw -56948.888095 + Penalty 1468.533176 = -55480.354919 nChanged 119 SP:Iteration 2F (823.297029 sec): 3 clusters Score: Raw -57114.256880 + Penalty 1468.533176 = -55645.723704 nChanged 76 SP:Iteration 3F (823.310408 sec): 3 clusters Score: Raw -57220.664945 + Penalty 1468.533176 = -55752.131770 nChanged 46 SP:Iteration 4Q (823.323899 sec): 3 clusters Score: Raw -57260.240615 + Penalty 1468.533176 = -55791.707440 nChanged 26 SP:Iteration 5Q (823.337386 sec): 3 clusters Score: Raw -57283.096597 + Penalty 1468.533176 = -55814.563421 nChanged 23 SP:Iteration 6Q (823.350864 sec): 3 clusters Score: Raw -57309.432001 + Penalty 1468.533176 = -55840.898825 nChanged 21 SP:Iteration 7Q (823.364340 sec): 3 clusters Score: Raw -57327.312595 + Penalty 1468.533176 = -55858.779419 nChanged 13 SP:Iteration 8Q (823.377728 sec): 3 clusters Score: Raw -57337.225768 + Penalty 1468.533176 = -55868.692592 nChanged 12 SP:Iteration 9Q (823.391149 sec): 3 clusters Score: Raw -57348.826103 + Penalty 1468.533176 = -55880.292927 nChanged 6 SP:Iteration 10Q (823.405087 sec): 3 clusters Score: Raw -57353.510499 + Penalty 1468.533176 = -55884.977323 nChanged 5 SP:Iteration 11Q (823.418759 sec): 3 clusters Score: Raw -57356.415843 + Penalty 1468.533176 = -55887.882667 nChanged 4 SP:Iteration 12Q (823.432402 sec): 3 clusters Score: Raw -57361.268500 + Penalty 1468.533176 = -55892.735324 nChanged 2 SP:Iteration 13Q (823.547330 sec): 3 clusters Score: Raw -57362.341758 + Penalty 1468.533176 = -55893.808582 nChanged 3 SP:Iteration 14Q (823.670925 sec): 3 clusters Score: Raw -57364.822102 + Penalty 1468.533176 = -55896.288926 nChanged 2 SP:Iteration 15Q (823.800715 sec): 3 clusters Score: Raw -57366.880434 + Penalty 1468.533176 = -55898.347258 nChanged 2 SP:Iteration 16Q (823.915032 sec): 3 clusters Score: Raw -57368.615243 + Penalty 1468.533176 = -55900.082068 nChanged 2 SP:Iteration 17Q (824.012890 sec): 3 clusters Score: Raw -57370.099952 + Penalty 1468.533176 = -55901.566777 nChanged 2 SP:Iteration 18Q (824.111254 sec): 3 clusters Score: Raw -57370.626676 + Penalty 1468.533176 = -55902.093501 nChanged 0 SP:Iteration 19F (824.123815 sec): 3 clusters Score: Raw -57370.626676 + Penalty 1468.533176 = -55902.093501 nChanged 0 Trying to split cluster 4 (9312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (824.181815 sec): 2 clusters Score: Raw -514324.670571 + Penalty 959.601213 = -513365.069358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (824.264622 sec): 3 clusters Score: Raw -508922.986704 + Penalty 1919.202426 = -507003.784279 nChanged 4083 SP:Iteration 1F (824.317417 sec): 3 clusters Score: Raw -511726.103862 + Penalty 1919.202426 = -509806.901436 nChanged 978 SP:Iteration 2F (824.369954 sec): 3 clusters Score: Raw -512721.984098 + Penalty 1919.202426 = -510802.781672 nChanged 929 SP:Iteration 3F (824.422825 sec): 3 clusters Score: Raw -513700.884898 + Penalty 1919.202426 = -511781.682473 nChanged 777 SP:Iteration 4F (824.475903 sec): 3 clusters Score: Raw -514425.266093 + Penalty 1919.202426 = -512506.063667 nChanged 537 SP:Iteration 5F (824.528805 sec): 3 clusters Score: Raw -514813.737718 + Penalty 1919.202426 = -512894.535292 nChanged 387 SP:Iteration 6Q (824.584598 sec): 3 clusters Score: Raw -515075.375937 + Penalty 1919.202426 = -513156.173511 nChanged 297 SP:Iteration 7Q (824.646893 sec): 3 clusters Score: Raw -515310.541479 + Penalty 1919.202426 = -513391.339054 nChanged 303 SP:Iteration 8Q (824.708970 sec): 3 clusters Score: Raw -515686.288237 + Penalty 1919.202426 = -513767.085812 nChanged 388 SP:Iteration 9Q (824.770388 sec): 3 clusters Score: Raw -516546.624752 + Penalty 1919.202426 = -514627.422326 nChanged 474 SP:Iteration 10F (824.830868 sec): 3 clusters Score: Raw -517956.124169 + Penalty 1919.202426 = -516036.921743 nChanged 348 SP:Iteration 11Q (824.890739 sec): 3 clusters Score: Raw -518484.437785 + Penalty 1919.202426 = -516565.235359 nChanged 184 SP:Iteration 12Q (824.949189 sec): 3 clusters Score: Raw -518610.557209 + Penalty 1919.202426 = -516691.354783 nChanged 87 SP:Iteration 13Q (825.007788 sec): 3 clusters Score: Raw -518665.649852 + Penalty 1919.202426 = -516746.447426 nChanged 61 SP:Iteration 14Q (825.065572 sec): 3 clusters Score: Raw -518702.302031 + Penalty 1919.202426 = -516783.099606 nChanged 49 SP:Iteration 15Q (825.121231 sec): 3 clusters Score: Raw -518735.518742 + Penalty 1919.202426 = -516816.316316 nChanged 38 SP:Iteration 16Q (825.176847 sec): 3 clusters Score: Raw -518752.903699 + Penalty 1919.202426 = -516833.701273 nChanged 29 SP:Iteration 17Q (825.234117 sec): 3 clusters Score: Raw -518761.089736 + Penalty 1919.202426 = -516841.887310 nChanged 7 SP:Iteration 18Q (825.294293 sec): 3 clusters Score: Raw -518762.388039 + Penalty 1919.202426 = -516843.185613 nChanged 7 SP:Iteration 19Q (825.354398 sec): 3 clusters Score: Raw -518763.474566 + Penalty 1919.202426 = -516844.272140 nChanged 7 SP:Iteration 20F (825.414228 sec): 3 clusters Score: Raw -518764.307043 + Penalty 1919.202426 = -516845.104617 nChanged 7 SP:Iteration 21Q (825.472218 sec): 3 clusters Score: Raw -518765.837945 + Penalty 1919.202426 = -516846.635520 nChanged 7 SP:Iteration 22Q (825.530192 sec): 3 clusters Score: Raw -518767.151349 + Penalty 1919.202426 = -516847.948924 nChanged 4 SP:Iteration 23Q (825.645363 sec): 3 clusters Score: Raw -518767.610355 + Penalty 1919.202426 = -516848.407930 nChanged 2 SP:Iteration 24Q (825.777755 sec): 3 clusters Score: Raw -518767.855490 + Penalty 1919.202426 = -516848.653064 nChanged 1 SP:Iteration 25Q (825.948540 sec): 3 clusters Score: Raw -518768.035580 + Penalty 1919.202426 = -516848.833154 nChanged 0 SP:Iteration 26F (826.048229 sec): 3 clusters Score: Raw -518768.035580 + Penalty 1919.202426 = -516848.833154 nChanged 0 Score: Raw -1007065.198414 + Penalty 11472.388166 = -995592.810248 Splitting cluster 4 changes total score from -991926.915418 to -995592.810248 So it's getting split into cluster 11. Trying to split cluster 5 (2297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (826.431322 sec): 2 clusters Score: Raw -93520.412835 + Penalty 812.632716 = -92707.780119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (826.455150 sec): 3 clusters Score: Raw -92426.327784 + Penalty 1625.265433 = -90801.062352 nChanged 918 SP:Iteration 1F (826.478103 sec): 3 clusters Score: Raw -93087.598609 + Penalty 1625.265433 = -91462.333176 nChanged 239 SP:Iteration 2F (826.501720 sec): 3 clusters Score: Raw -93373.916345 + Penalty 1625.265433 = -91748.650912 nChanged 202 SP:Iteration 3F (826.525202 sec): 3 clusters Score: Raw -93625.258006 + Penalty 1625.265433 = -91999.992574 nChanged 144 SP:Iteration 4F (826.547780 sec): 3 clusters Score: Raw -93759.028774 + Penalty 1625.265433 = -92133.763341 nChanged 95 SP:Iteration 5Q (826.570720 sec): 3 clusters Score: Raw -93840.749855 + Penalty 1625.265433 = -92215.484423 nChanged 68 SP:Iteration 6Q (826.593575 sec): 3 clusters Score: Raw -93886.705705 + Penalty 1625.265433 = -92261.440272 nChanged 47 SP:Iteration 7Q (826.616621 sec): 3 clusters Score: Raw -93919.263211 + Penalty 1625.265433 = -92293.997779 nChanged 52 SP:Iteration 8Q (826.639660 sec): 3 clusters Score: Raw -93956.261962 + Penalty 1625.265433 = -92330.996529 nChanged 49 SP:Iteration 9Q (826.662611 sec): 3 clusters Score: Raw -93996.900970 + Penalty 1625.265433 = -92371.635537 nChanged 51 SP:Iteration 10Q (826.685326 sec): 3 clusters Score: Raw -94035.614574 + Penalty 1625.265433 = -92410.349141 nChanged 47 SP:Iteration 11Q (826.708181 sec): 3 clusters Score: Raw -94081.824174 + Penalty 1625.265433 = -92456.558742 nChanged 51 SP:Iteration 12Q (826.731018 sec): 3 clusters Score: Raw -94145.857168 + Penalty 1625.265433 = -92520.591735 nChanged 63 SP:Iteration 13Q (826.766520 sec): 3 clusters Score: Raw -94210.598384 + Penalty 1625.265433 = -92585.332951 nChanged 52 SP:Iteration 14Q (826.789249 sec): 3 clusters Score: Raw -94275.053663 + Penalty 1625.265433 = -92649.788230 nChanged 70 SP:Iteration 15Q (826.812080 sec): 3 clusters Score: Raw -94372.843919 + Penalty 1625.265433 = -92747.578487 nChanged 85 SP:Iteration 16Q (826.834633 sec): 3 clusters Score: Raw -94478.308416 + Penalty 1625.265433 = -92853.042984 nChanged 67 SP:Iteration 17Q (826.857186 sec): 3 clusters Score: Raw -94555.191295 + Penalty 1625.265433 = -92929.925862 nChanged 53 SP:Iteration 18Q (826.879595 sec): 3 clusters Score: Raw -94603.366335 + Penalty 1625.265433 = -92978.100902 nChanged 46 SP:Iteration 19Q (826.902009 sec): 3 clusters Score: Raw -94641.893970 + Penalty 1625.265433 = -93016.628538 nChanged 23 SP:Iteration 20F (826.924495 sec): 3 clusters Score: Raw -94663.714223 + Penalty 1625.265433 = -93038.448791 nChanged 25 SP:Iteration 21Q (826.946717 sec): 3 clusters Score: Raw -94680.993418 + Penalty 1625.265433 = -93055.727985 nChanged 9 SP:Iteration 22Q (826.968999 sec): 3 clusters Score: Raw -94686.353163 + Penalty 1625.265433 = -93061.087730 nChanged 7 SP:Iteration 23Q (826.991351 sec): 3 clusters Score: Raw -94689.713762 + Penalty 1625.265433 = -93064.448329 nChanged 5 SP:Iteration 24Q (827.013690 sec): 3 clusters Score: Raw -94691.848035 + Penalty 1625.265433 = -93066.582602 nChanged 2 SP:Iteration 25Q (827.117544 sec): 3 clusters Score: Raw -94692.192815 + Penalty 1625.265433 = -93066.927383 nChanged 0 SP:Iteration 26F (827.237099 sec): 3 clusters Score: Raw -94692.192815 + Penalty 1625.265433 = -93066.927383 nChanged 0 Score: Raw -1008236.978394 + Penalty 12515.332545 = -995721.645849 Splitting cluster 5 changes total score from -991926.915418 to -995721.645849 So it's getting split into cluster 12. Trying to split cluster 6 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (827.892930 sec): 2 clusters Score: Raw -13424.781059 + Penalty 637.184687 = -12787.596372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (827.900309 sec): 3 clusters Score: Raw -13415.801125 + Penalty 1274.369374 = -12141.431751 nChanged 131 SP:Iteration 1F (827.907250 sec): 3 clusters Score: Raw -13843.918076 + Penalty 1274.369374 = -12569.548702 nChanged 46 SP:Iteration 2F (827.914175 sec): 3 clusters Score: Raw -13951.262628 + Penalty 1274.369374 = -12676.893255 nChanged 13 SP:Iteration 3Q (827.921139 sec): 3 clusters Score: Raw -13978.205750 + Penalty 1274.369374 = -12703.836377 nChanged 6 SP:Iteration 4Q (827.928025 sec): 3 clusters Score: Raw -13985.880549 + Penalty 1274.369374 = -12711.511175 nChanged 4 SP:Iteration 5Q (827.934969 sec): 3 clusters Score: Raw -13989.993870 + Penalty 1274.369374 = -12715.624496 nChanged 3 SP:Iteration 6Q (827.942521 sec): 3 clusters Score: Raw -13991.854509 + Penalty 1274.369374 = -12717.485136 nChanged 1 SP:Iteration 7Q (827.949413 sec): 3 clusters Score: Raw -13992.198482 + Penalty 1274.369374 = -12717.829109 nChanged 0 SP:Iteration 8F (827.956418 sec): 3 clusters Score: Raw -13992.198482 + Penalty 1274.369374 = -12717.829109 nChanged 0 Trying to split cluster 7 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (827.980695 sec): 2 clusters Score: Raw -39843.826285 + Penalty 697.324128 = -39146.502157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (827.990996 sec): 3 clusters Score: Raw -39612.181254 + Penalty 1394.648256 = -38217.532998 nChanged 243 SP:Iteration 1F (828.000812 sec): 3 clusters Score: Raw -39871.111902 + Penalty 1394.648256 = -38476.463646 nChanged 83 SP:Iteration 2F (828.010840 sec): 3 clusters Score: Raw -40002.012022 + Penalty 1394.648256 = -38607.363767 nChanged 57 SP:Iteration 3F (828.020750 sec): 3 clusters Score: Raw -40062.610326 + Penalty 1394.648256 = -38667.962070 nChanged 31 SP:Iteration 4Q (828.030680 sec): 3 clusters Score: Raw -40094.237314 + Penalty 1394.648256 = -38699.589058 nChanged 20 SP:Iteration 5Q (828.040591 sec): 3 clusters Score: Raw -40117.952744 + Penalty 1394.648256 = -38723.304489 nChanged 17 SP:Iteration 6Q (828.050432 sec): 3 clusters Score: Raw -40137.619145 + Penalty 1394.648256 = -38742.970889 nChanged 19 SP:Iteration 7Q (828.060281 sec): 3 clusters Score: Raw -40162.801953 + Penalty 1394.648256 = -38768.153698 nChanged 13 SP:Iteration 8Q (828.071184 sec): 3 clusters Score: Raw -40186.761603 + Penalty 1394.648256 = -38792.113347 nChanged 21 SP:Iteration 9Q (828.081032 sec): 3 clusters Score: Raw -40227.357389 + Penalty 1394.648256 = -38832.709133 nChanged 21 SP:Iteration 10Q (828.090964 sec): 3 clusters Score: Raw -40258.083731 + Penalty 1394.648256 = -38863.435475 nChanged 18 SP:Iteration 11Q (828.101856 sec): 3 clusters Score: Raw -40291.600975 + Penalty 1394.648256 = -38896.952720 nChanged 12 SP:Iteration 12Q (828.111632 sec): 3 clusters Score: Raw -40311.625469 + Penalty 1394.648256 = -38916.977213 nChanged 7 SP:Iteration 13Q (828.121376 sec): 3 clusters Score: Raw -40319.714181 + Penalty 1394.648256 = -38925.065925 nChanged 5 SP:Iteration 14Q (828.131129 sec): 3 clusters Score: Raw -40325.858257 + Penalty 1394.648256 = -38931.210002 nChanged 3 SP:Iteration 15Q (828.140898 sec): 3 clusters Score: Raw -40330.790212 + Penalty 1394.648256 = -38936.141956 nChanged 4 SP:Iteration 16Q (828.255382 sec): 3 clusters Score: Raw -40335.972936 + Penalty 1394.648256 = -38941.324681 nChanged 2 SP:Iteration 17Q (828.384192 sec): 3 clusters Score: Raw -40337.797194 + Penalty 1394.648256 = -38943.148938 nChanged 3 SP:Iteration 18Q (828.501357 sec): 3 clusters Score: Raw -40341.854146 + Penalty 1394.648256 = -38947.205891 nChanged 4 SP:Iteration 19Q (828.585855 sec): 3 clusters Score: Raw -40348.855132 + Penalty 1394.648256 = -38954.206876 nChanged 5 SP:Iteration 20F (828.690881 sec): 3 clusters Score: Raw -40357.033118 + Penalty 1394.648256 = -38962.384862 nChanged 8 SP:Iteration 21Q (828.794598 sec): 3 clusters Score: Raw -40369.843293 + Penalty 1394.648256 = -38975.195037 nChanged 2 SP:Iteration 22Q (828.907389 sec): 3 clusters Score: Raw -40375.189210 + Penalty 1394.648256 = -38980.540954 nChanged 1 SP:Iteration 23Q (828.972682 sec): 3 clusters Score: Raw -40376.561531 + Penalty 1394.648256 = -38981.913276 nChanged 0 SP:Iteration 24F (829.085180 sec): 3 clusters Score: Raw -40376.561531 + Penalty 1394.648256 = -38981.913276 nChanged 0 Trying to split cluster 9 (1122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (829.143008 sec): 2 clusters Score: Raw -58520.776755 + Penalty 737.401149 = -57783.375606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (829.257014 sec): 3 clusters Score: Raw -58083.572240 + Penalty 1474.802298 = -56608.769941 nChanged 403 SP:Iteration 1F (829.352109 sec): 3 clusters Score: Raw -58440.684594 + Penalty 1474.802298 = -56965.882296 nChanged 104 SP:Iteration 2F (829.464269 sec): 3 clusters Score: Raw -58558.828379 + Penalty 1474.802298 = -57084.026081 nChanged 85 SP:Iteration 3F (829.577094 sec): 3 clusters Score: Raw -58652.834218 + Penalty 1474.802298 = -57178.031920 nChanged 67 SP:Iteration 4F (829.689457 sec): 3 clusters Score: Raw -58731.340857 + Penalty 1474.802298 = -57256.538559 nChanged 52 SP:Iteration 5Q (829.742183 sec): 3 clusters Score: Raw -58790.569907 + Penalty 1474.802298 = -57315.767609 nChanged 49 SP:Iteration 6Q (829.755487 sec): 3 clusters Score: Raw -58861.678610 + Penalty 1474.802298 = -57386.876312 nChanged 35 SP:Iteration 7Q (829.768564 sec): 3 clusters Score: Raw -58912.044496 + Penalty 1474.802298 = -57437.242198 nChanged 31 SP:Iteration 8Q (829.781496 sec): 3 clusters Score: Raw -58953.507708 + Penalty 1474.802298 = -57478.705410 nChanged 24 SP:Iteration 9Q (829.794465 sec): 3 clusters Score: Raw -58986.434714 + Penalty 1474.802298 = -57511.632416 nChanged 23 SP:Iteration 10Q (829.807663 sec): 3 clusters Score: Raw -59020.794747 + Penalty 1474.802298 = -57545.992449 nChanged 20 SP:Iteration 11Q (829.820914 sec): 3 clusters Score: Raw -59052.370934 + Penalty 1474.802298 = -57577.568636 nChanged 22 SP:Iteration 12Q (829.834044 sec): 3 clusters Score: Raw -59077.148955 + Penalty 1474.802298 = -57602.346657 nChanged 24 SP:Iteration 13Q (829.847136 sec): 3 clusters Score: Raw -59102.725386 + Penalty 1474.802298 = -57627.923088 nChanged 20 SP:Iteration 14Q (829.860166 sec): 3 clusters Score: Raw -59124.100169 + Penalty 1474.802298 = -57649.297870 nChanged 25 SP:Iteration 15Q (829.873267 sec): 3 clusters Score: Raw -59156.270198 + Penalty 1474.802298 = -57681.467899 nChanged 35 SP:Iteration 16Q (829.886297 sec): 3 clusters Score: Raw -59208.622546 + Penalty 1474.802298 = -57733.820248 nChanged 34 SP:Iteration 17Q (829.899192 sec): 3 clusters Score: Raw -59291.427165 + Penalty 1474.802298 = -57816.624867 nChanged 52 SP:Iteration 18Q (829.912071 sec): 3 clusters Score: Raw -59497.333695 + Penalty 1474.802298 = -58022.531397 nChanged 28 SP:Iteration 19Q (829.924867 sec): 3 clusters Score: Raw -59615.329306 + Penalty 1474.802298 = -58140.527008 nChanged 12 SP:Iteration 20F (829.938002 sec): 3 clusters Score: Raw -59656.846197 + Penalty 1474.802298 = -58182.043899 nChanged 5 SP:Iteration 21Q (829.950652 sec): 3 clusters Score: Raw -59662.576053 + Penalty 1474.802298 = -58187.773755 nChanged 0 SP:Iteration 22F (830.075573 sec): 3 clusters Score: Raw -59662.576053 + Penalty 1474.802298 = -58187.773755 nChanged 0 Score: Raw -1009378.777692 + Penalty 13558.276923 = -995820.500768 Splitting cluster 9 changes total score from -991926.915418 to -995820.500768 So it's getting split into cluster 13. Trying to split cluster 10 (2905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (830.875371 sec): 2 clusters Score: Raw -150511.477106 + Penalty 837.289810 = -149674.187296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (830.908757 sec): 3 clusters Score: Raw -149081.061592 + Penalty 1674.579621 = -147406.481972 nChanged 1175 SP:Iteration 1F (830.937625 sec): 3 clusters Score: Raw -150101.807449 + Penalty 1674.579621 = -148427.227828 nChanged 313 SP:Iteration 2F (830.966631 sec): 3 clusters Score: Raw -150527.991392 + Penalty 1674.579621 = -148853.411771 nChanged 257 SP:Iteration 3F (830.995831 sec): 3 clusters Score: Raw -150883.857134 + Penalty 1674.579621 = -149209.277514 nChanged 229 SP:Iteration 4F (831.024698 sec): 3 clusters Score: Raw -151177.641063 + Penalty 1674.579621 = -149503.061442 nChanged 184 SP:Iteration 5F (831.053385 sec): 3 clusters Score: Raw -151465.368201 + Penalty 1674.579621 = -149790.788581 nChanged 155 SP:Iteration 6F (831.082058 sec): 3 clusters Score: Raw -151735.460247 + Penalty 1674.579621 = -150060.880626 nChanged 98 SP:Iteration 7Q (831.109462 sec): 3 clusters Score: Raw -151897.925060 + Penalty 1674.579621 = -150223.345440 nChanged 76 SP:Iteration 8Q (831.136526 sec): 3 clusters Score: Raw -152032.235650 + Penalty 1674.579621 = -150357.656030 nChanged 58 SP:Iteration 9Q (831.163619 sec): 3 clusters Score: Raw -152139.206621 + Penalty 1674.579621 = -150464.627001 nChanged 46 SP:Iteration 10Q (831.190421 sec): 3 clusters Score: Raw -152201.890914 + Penalty 1674.579621 = -150527.311294 nChanged 30 SP:Iteration 11Q (831.217156 sec): 3 clusters Score: Raw -152232.839995 + Penalty 1674.579621 = -150558.260375 nChanged 23 SP:Iteration 12Q (831.243902 sec): 3 clusters Score: Raw -152271.058731 + Penalty 1674.579621 = -150596.479110 nChanged 17 SP:Iteration 13Q (831.270322 sec): 3 clusters Score: Raw -152292.106417 + Penalty 1674.579621 = -150617.526796 nChanged 10 SP:Iteration 14Q (831.296981 sec): 3 clusters Score: Raw -152299.460676 + Penalty 1674.579621 = -150624.881055 nChanged 6 SP:Iteration 15Q (831.324481 sec): 3 clusters Score: Raw -152301.841862 + Penalty 1674.579621 = -150627.262242 nChanged 1 SP:Iteration 16Q (831.351087 sec): 3 clusters Score: Raw -152302.009484 + Penalty 1674.579621 = -150627.429864 nChanged 1 SP:Iteration 17Q (831.377451 sec): 3 clusters Score: Raw -152302.177823 + Penalty 1674.579621 = -150627.598202 nChanged 0 SP:Iteration 18F (831.404841 sec): 3 clusters Score: Raw -152302.177823 + Penalty 1674.579621 = -150627.598202 nChanged 0 Score: Raw -1011169.478408 + Penalty 14601.221302 = -996568.257106 Splitting cluster 10 changes total score from -991926.915418 to -996568.257106 So it's getting split into cluster 14. Iteration 20F (832.200548 sec): 15 clusters Score: Raw -1013381.777778 + Penalty 14601.221302 = -998780.556476 nChanged 1223 Iteration 21F (832.660047 sec): 15 clusters Score: Raw -1015900.374506 + Penalty 14601.221302 = -1001299.153204 nChanged 615 Iteration 22Q (832.933950 sec): 15 clusters Score: Raw -1016662.143585 + Penalty 14601.221302 = -1002060.922283 nChanged 385 Iteration 23Q (833.182343 sec): 15 clusters Score: Raw -1016985.159105 + Penalty 14601.221302 = -1002383.937803 nChanged 290 Iteration 24Q (833.436056 sec): 15 clusters Score: Raw -1017181.920983 + Penalty 14601.221302 = -1002580.699681 nChanged 249 Iteration 25Q (833.709228 sec): 15 clusters Score: Raw -1017314.614991 + Penalty 14601.221302 = -1002713.393689 nChanged 211 Iteration 26Q (833.970032 sec): 15 clusters Score: Raw -1017437.110662 + Penalty 14601.221302 = -1002835.889360 nChanged 202 Iteration 27Q (834.760072 sec): 15 clusters Score: Raw -1017549.301945 + Penalty 14601.221302 = -1002948.080643 nChanged 201 Iteration 28Q (834.992565 sec): 15 clusters Score: Raw -1017688.653776 + Penalty 14601.221302 = -1003087.432474 nChanged 182 Iteration 29Q (835.234305 sec): 15 clusters Score: Raw -1017811.610188 + Penalty 14601.221302 = -1003210.388886 nChanged 198 Iteration 30Q (835.497880 sec): 15 clusters Score: Raw -1017951.874951 + Penalty 14601.221302 = -1003350.653648 nChanged 180 Iteration 31Q (835.742999 sec): 15 clusters Score: Raw -1018075.840868 + Penalty 14601.221302 = -1003474.619566 nChanged 148 Iteration 32Q (835.996393 sec): 15 clusters Score: Raw -1018184.607978 + Penalty 14601.221302 = -1003583.386676 nChanged 137 Iteration 33Q (836.255586 sec): 15 clusters Score: Raw -1018276.245467 + Penalty 14601.221302 = -1003675.024165 nChanged 96 Iteration 34Q (836.499663 sec): 15 clusters Score: Raw -1018339.985253 + Penalty 14601.221302 = -1003738.763951 nChanged 98 Iteration 35Q (836.778620 sec): 15 clusters Score: Raw -1018401.518193 + Penalty 14601.221302 = -1003800.296891 nChanged 88 Iteration 36Q (837.041004 sec): 15 clusters Score: Raw -1018465.270026 + Penalty 14601.221302 = -1003864.048724 nChanged 81 Iteration 37Q (837.285468 sec): 15 clusters Score: Raw -1018529.784361 + Penalty 14601.221302 = -1003928.563059 nChanged 76 Iteration 38Q (837.537879 sec): 15 clusters Score: Raw -1018579.172065 + Penalty 14601.221302 = -1003977.950763 nChanged 61 Iteration 39Q (837.801837 sec): 15 clusters Score: Raw -1018612.828974 + Penalty 14601.221302 = -1004011.607672 nChanged 53 Iteration 40F (838.210474 sec): 15 clusters Score: Raw -1018644.014477 + Penalty 14601.221302 = -1004042.793175 nChanged 47 Iteration 41Q (838.471114 sec): 15 clusters Score: Raw -1018669.353006 + Penalty 14601.221302 = -1004068.131704 nChanged 48 Iteration 42Q (838.731065 sec): 15 clusters Score: Raw -1018695.423257 + Penalty 14601.221302 = -1004094.201954 nChanged 38 Iteration 43Q (838.977012 sec): 15 clusters Score: Raw -1018712.284570 + Penalty 14601.221302 = -1004111.063268 nChanged 34 Iteration 44Q (839.249185 sec): 15 clusters Score: Raw -1018726.722072 + Penalty 14601.221302 = -1004125.500770 nChanged 31 Iteration 45Q (839.512368 sec): 15 clusters Score: Raw -1018747.961134 + Penalty 14601.221302 = -1004146.739832 nChanged 37 Iteration 46Q (839.760271 sec): 15 clusters Score: Raw -1018768.983796 + Penalty 14601.221302 = -1004167.762494 nChanged 39 Iteration 47Q (840.010875 sec): 15 clusters Score: Raw -1018789.767486 + Penalty 14601.221302 = -1004188.546184 nChanged 30 Iteration 48Q (840.236940 sec): 15 clusters Score: Raw -1018800.084719 + Penalty 14601.221302 = -1004198.863417 nChanged 14 Iteration 49Q (840.471530 sec): 15 clusters Score: Raw -1018804.817317 + Penalty 14601.221302 = -1004203.596015 nChanged 11 Iteration 50Q (840.688873 sec): 15 clusters Score: Raw -1018808.096169 + Penalty 14601.221302 = -1004206.874867 nChanged 8 Iteration 51Q (840.925943 sec): 15 clusters Score: Raw -1018810.002656 + Penalty 14601.221302 = -1004208.781354 nChanged 5 Iteration 52Q (841.126750 sec): 15 clusters Score: Raw -1018811.799000 + Penalty 14601.221302 = -1004210.577698 nChanged 3 Iteration 53Q (841.358294 sec): 15 clusters Score: Raw -1018812.136842 + Penalty 14601.221302 = -1004210.915540 nChanged 0 Iteration 54F (841.712244 sec): 15 clusters Score: Raw -1018812.136842 + Penalty 14601.221302 = -1004210.915540 nChanged 0 Compute initial score before splitting: Score: Raw -1018812.136842 + Penalty 14601.221302 = -1004210.915540 Trying to split cluster 1 (522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (841.735807 sec): 2 clusters Score: Raw -25674.300492 + Penalty 657.055097 = -25017.245396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (841.742212 sec): 3 clusters Score: Raw -25546.755757 + Penalty 1314.110193 = -24232.645563 nChanged 156 SP:Iteration 1F (841.856513 sec): 3 clusters Score: Raw -25759.794321 + Penalty 1314.110193 = -24445.684128 nChanged 47 SP:Iteration 2F (841.939351 sec): 3 clusters Score: Raw -25833.351655 + Penalty 1314.110193 = -24519.241462 nChanged 23 SP:Iteration 3Q (842.030658 sec): 3 clusters Score: Raw -25878.029912 + Penalty 1314.110193 = -24563.919718 nChanged 13 SP:Iteration 4Q (842.119041 sec): 3 clusters Score: Raw -25903.752676 + Penalty 1314.110193 = -24589.642482 nChanged 5 SP:Iteration 5Q (842.210233 sec): 3 clusters Score: Raw -25911.841371 + Penalty 1314.110193 = -24597.731177 nChanged 4 SP:Iteration 6Q (842.290286 sec): 3 clusters Score: Raw -25916.663307 + Penalty 1314.110193 = -24602.553113 nChanged 2 SP:Iteration 7Q (842.297544 sec): 3 clusters Score: Raw -25919.079519 + Penalty 1314.110193 = -24604.969325 nChanged 0 SP:Iteration 8F (842.304636 sec): 3 clusters Score: Raw -25919.079519 + Penalty 1314.110193 = -24604.969325 nChanged 0 Trying to split cluster 2 (1017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (842.334507 sec): 2 clusters Score: Raw -40756.825340 + Penalty 727.084302 = -40029.741038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (842.346118 sec): 3 clusters Score: Raw -40378.461963 + Penalty 1454.168603 = -38924.293360 nChanged 354 SP:Iteration 1F (842.357187 sec): 3 clusters Score: Raw -40714.765728 + Penalty 1454.168603 = -39260.597125 nChanged 99 SP:Iteration 2F (842.368130 sec): 3 clusters Score: Raw -40834.658955 + Penalty 1454.168603 = -39380.490352 nChanged 68 SP:Iteration 3F (842.378952 sec): 3 clusters Score: Raw -40907.932194 + Penalty 1454.168603 = -39453.763590 nChanged 40 SP:Iteration 4Q (842.389973 sec): 3 clusters Score: Raw -40959.773291 + Penalty 1454.168603 = -39505.604688 nChanged 39 SP:Iteration 5Q (842.400989 sec): 3 clusters Score: Raw -41015.810464 + Penalty 1454.168603 = -39561.641861 nChanged 34 SP:Iteration 6Q (842.411975 sec): 3 clusters Score: Raw -41061.978022 + Penalty 1454.168603 = -39607.809418 nChanged 22 SP:Iteration 7Q (842.423060 sec): 3 clusters Score: Raw -41093.680412 + Penalty 1454.168603 = -39639.511808 nChanged 18 SP:Iteration 8Q (842.434019 sec): 3 clusters Score: Raw -41109.488055 + Penalty 1454.168603 = -39655.319451 nChanged 14 SP:Iteration 9Q (842.445000 sec): 3 clusters Score: Raw -41117.459032 + Penalty 1454.168603 = -39663.290428 nChanged 10 SP:Iteration 10Q (842.455937 sec): 3 clusters Score: Raw -41121.847773 + Penalty 1454.168603 = -39667.679170 nChanged 8 SP:Iteration 11Q (842.466852 sec): 3 clusters Score: Raw -41124.755445 + Penalty 1454.168603 = -39670.586842 nChanged 2 SP:Iteration 12Q (842.477789 sec): 3 clusters Score: Raw -41128.586497 + Penalty 1454.168603 = -39674.417893 nChanged 6 SP:Iteration 13Q (842.488795 sec): 3 clusters Score: Raw -41134.966570 + Penalty 1454.168603 = -39680.797967 nChanged 6 SP:Iteration 14Q (842.499775 sec): 3 clusters Score: Raw -41142.484060 + Penalty 1454.168603 = -39688.315457 nChanged 9 SP:Iteration 15Q (842.510688 sec): 3 clusters Score: Raw -41148.626995 + Penalty 1454.168603 = -39694.458392 nChanged 6 SP:Iteration 16Q (842.521626 sec): 3 clusters Score: Raw -41152.382048 + Penalty 1454.168603 = -39698.213445 nChanged 5 SP:Iteration 17Q (842.532546 sec): 3 clusters Score: Raw -41158.342807 + Penalty 1454.168603 = -39704.174204 nChanged 3 SP:Iteration 18Q (842.543513 sec): 3 clusters Score: Raw -41159.407486 + Penalty 1454.168603 = -39705.238882 nChanged 4 SP:Iteration 19Q (842.554500 sec): 3 clusters Score: Raw -41161.182163 + Penalty 1454.168603 = -39707.013560 nChanged 4 SP:Iteration 20F (842.565359 sec): 3 clusters Score: Raw -41162.805283 + Penalty 1454.168603 = -39708.636680 nChanged 4 SP:Iteration 21Q (842.576275 sec): 3 clusters Score: Raw -41166.033262 + Penalty 1454.168603 = -39711.864659 nChanged 6 SP:Iteration 22Q (842.674504 sec): 3 clusters Score: Raw -41169.904925 + Penalty 1454.168603 = -39715.736322 nChanged 6 SP:Iteration 23Q (842.786873 sec): 3 clusters Score: Raw -41179.581650 + Penalty 1454.168603 = -39725.413047 nChanged 7 SP:Iteration 24Q (842.876402 sec): 3 clusters Score: Raw -41185.012293 + Penalty 1454.168603 = -39730.843689 nChanged 8 SP:Iteration 25Q (842.963936 sec): 3 clusters Score: Raw -41191.003818 + Penalty 1454.168603 = -39736.835215 nChanged 6 SP:Iteration 26Q (843.052075 sec): 3 clusters Score: Raw -41195.426897 + Penalty 1454.168603 = -39741.258294 nChanged 4 SP:Iteration 27Q (843.137109 sec): 3 clusters Score: Raw -41197.281612 + Penalty 1454.168603 = -39743.113009 nChanged 2 SP:Iteration 28Q (843.224744 sec): 3 clusters Score: Raw -41197.726288 + Penalty 1454.168603 = -39743.557685 nChanged 3 SP:Iteration 29Q (843.310512 sec): 3 clusters Score: Raw -41199.101281 + Penalty 1454.168603 = -39744.932678 nChanged 1 SP:Iteration 30Q (843.377443 sec): 3 clusters Score: Raw -41200.459705 + Penalty 1454.168603 = -39746.291101 nChanged 1 SP:Iteration 31Q (843.388303 sec): 3 clusters Score: Raw -41201.063679 + Penalty 1454.168603 = -39746.895076 nChanged 0 SP:Iteration 32F (843.399178 sec): 3 clusters Score: Raw -41201.063679 + Penalty 1454.168603 = -39746.895076 nChanged 0 Trying to split cluster 3 (956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (843.424727 sec): 2 clusters Score: Raw -50757.911056 + Penalty 720.589581 = -50037.321475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (843.435805 sec): 3 clusters Score: Raw -50392.931510 + Penalty 1441.179162 = -48951.752348 nChanged 329 SP:Iteration 1F (843.446358 sec): 3 clusters Score: Raw -50744.177822 + Penalty 1441.179162 = -49302.998660 nChanged 93 SP:Iteration 2F (843.456864 sec): 3 clusters Score: Raw -50862.694728 + Penalty 1441.179162 = -49421.515567 nChanged 56 SP:Iteration 3F (843.467320 sec): 3 clusters Score: Raw -50940.366380 + Penalty 1441.179162 = -49499.187218 nChanged 41 SP:Iteration 4Q (843.477955 sec): 3 clusters Score: Raw -50995.180693 + Penalty 1441.179162 = -49554.001531 nChanged 40 SP:Iteration 5Q (843.488541 sec): 3 clusters Score: Raw -51043.808422 + Penalty 1441.179162 = -49602.629260 nChanged 27 SP:Iteration 6Q (843.499113 sec): 3 clusters Score: Raw -51073.492119 + Penalty 1441.179162 = -49632.312957 nChanged 20 SP:Iteration 7Q (843.509749 sec): 3 clusters Score: Raw -51092.869301 + Penalty 1441.179162 = -49651.690139 nChanged 9 SP:Iteration 8Q (843.520280 sec): 3 clusters Score: Raw -51103.217205 + Penalty 1441.179162 = -49662.038043 nChanged 10 SP:Iteration 9Q (843.530795 sec): 3 clusters Score: Raw -51112.251318 + Penalty 1441.179162 = -49671.072156 nChanged 8 SP:Iteration 10Q (843.541242 sec): 3 clusters Score: Raw -51118.758353 + Penalty 1441.179162 = -49677.579191 nChanged 4 SP:Iteration 11Q (843.551737 sec): 3 clusters Score: Raw -51121.593571 + Penalty 1441.179162 = -49680.414409 nChanged 5 SP:Iteration 12Q (843.562244 sec): 3 clusters Score: Raw -51125.436585 + Penalty 1441.179162 = -49684.257423 nChanged 4 SP:Iteration 13Q (843.572769 sec): 3 clusters Score: Raw -51128.557069 + Penalty 1441.179162 = -49687.377908 nChanged 2 SP:Iteration 14Q (843.583257 sec): 3 clusters Score: Raw -51130.469159 + Penalty 1441.179162 = -49689.289997 nChanged 1 SP:Iteration 15Q (843.593716 sec): 3 clusters Score: Raw -51131.014721 + Penalty 1441.179162 = -49689.835559 nChanged 0 SP:Iteration 16F (843.604110 sec): 3 clusters Score: Raw -51131.014721 + Penalty 1441.179162 = -49689.835559 nChanged 0 Trying to split cluster 4 (1353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (843.634045 sec): 2 clusters Score: Raw -75574.382291 + Penalty 757.058361 = -74817.323930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (843.648399 sec): 3 clusters Score: Raw -75001.464899 + Penalty 1514.116722 = -73487.348177 nChanged 479 SP:Iteration 1F (843.742215 sec): 3 clusters Score: Raw -75304.274094 + Penalty 1514.116722 = -73790.157372 nChanged 109 SP:Iteration 2F (843.856144 sec): 3 clusters Score: Raw -75387.379995 + Penalty 1514.116722 = -73873.263273 nChanged 71 SP:Iteration 3F (843.967881 sec): 3 clusters Score: Raw -75441.483923 + Penalty 1514.116722 = -73927.367201 nChanged 55 SP:Iteration 4Q (844.079596 sec): 3 clusters Score: Raw -75493.772072 + Penalty 1514.116722 = -73979.655350 nChanged 53 SP:Iteration 5Q (844.193909 sec): 3 clusters Score: Raw -75532.058774 + Penalty 1514.116722 = -74017.942052 nChanged 38 SP:Iteration 6Q (844.300705 sec): 3 clusters Score: Raw -75563.749100 + Penalty 1514.116722 = -74049.632378 nChanged 38 SP:Iteration 7Q (844.405283 sec): 3 clusters Score: Raw -75593.848532 + Penalty 1514.116722 = -74079.731810 nChanged 37 SP:Iteration 8Q (844.419517 sec): 3 clusters Score: Raw -75624.311527 + Penalty 1514.116722 = -74110.194805 nChanged 33 SP:Iteration 9Q (844.433432 sec): 3 clusters Score: Raw -75658.513132 + Penalty 1514.116722 = -74144.396410 nChanged 39 SP:Iteration 10Q (844.447290 sec): 3 clusters Score: Raw -75720.323959 + Penalty 1514.116722 = -74206.207237 nChanged 60 SP:Iteration 11Q (844.461270 sec): 3 clusters Score: Raw -75833.487719 + Penalty 1514.116722 = -74319.370997 nChanged 72 SP:Iteration 12F (844.475084 sec): 3 clusters Score: Raw -76027.463477 + Penalty 1514.116722 = -74513.346755 nChanged 77 SP:Iteration 13F (844.488760 sec): 3 clusters Score: Raw -76231.928452 + Penalty 1514.116722 = -74717.811730 nChanged 70 SP:Iteration 14F (844.502473 sec): 3 clusters Score: Raw -76351.913510 + Penalty 1514.116722 = -74837.796788 nChanged 45 SP:Iteration 15Q (844.516032 sec): 3 clusters Score: Raw -76428.055429 + Penalty 1514.116722 = -74913.938707 nChanged 29 SP:Iteration 16Q (844.529662 sec): 3 clusters Score: Raw -76482.319575 + Penalty 1514.116722 = -74968.202853 nChanged 18 SP:Iteration 17Q (844.543097 sec): 3 clusters Score: Raw -76515.843647 + Penalty 1514.116722 = -75001.726925 nChanged 11 SP:Iteration 18Q (844.556431 sec): 3 clusters Score: Raw -76535.583477 + Penalty 1514.116722 = -75021.466755 nChanged 8 SP:Iteration 19Q (844.569761 sec): 3 clusters Score: Raw -76542.068520 + Penalty 1514.116722 = -75027.951798 nChanged 3 SP:Iteration 20F (844.583354 sec): 3 clusters Score: Raw -76544.996024 + Penalty 1514.116722 = -75030.879302 nChanged 2 SP:Iteration 21Q (844.596595 sec): 3 clusters Score: Raw -76547.284698 + Penalty 1514.116722 = -75033.167976 nChanged 1 SP:Iteration 22Q (844.609791 sec): 3 clusters Score: Raw -76548.934386 + Penalty 1514.116722 = -75034.817664 nChanged 0 SP:Iteration 23F (844.623949 sec): 3 clusters Score: Raw -76548.934386 + Penalty 1514.116722 = -75034.817664 nChanged 0 Score: Raw -1019786.688937 + Penalty 15644.165681 = -1004142.523256 Splitting cluster 4 changes total score from -1004210.915540 to -1004142.523256 So it's not getting split. Trying to split cluster 5 (1091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (845.020371 sec): 2 clusters Score: Raw -50070.832688 + Penalty 734.459249 = -49336.373440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (845.032690 sec): 3 clusters Score: Raw -49627.306004 + Penalty 1468.918497 = -48158.387507 nChanged 369 SP:Iteration 1F (845.044352 sec): 3 clusters Score: Raw -49952.896623 + Penalty 1468.918497 = -48483.978126 nChanged 100 SP:Iteration 2F (845.055915 sec): 3 clusters Score: Raw -50054.535536 + Penalty 1468.918497 = -48585.617039 nChanged 71 SP:Iteration 3F (845.067478 sec): 3 clusters Score: Raw -50130.880042 + Penalty 1468.918497 = -48661.961545 nChanged 50 SP:Iteration 4Q (845.078971 sec): 3 clusters Score: Raw -50175.919255 + Penalty 1468.918497 = -48707.000758 nChanged 32 SP:Iteration 5Q (845.108966 sec): 3 clusters Score: Raw -50219.092394 + Penalty 1468.918497 = -48750.173897 nChanged 38 SP:Iteration 6Q (845.242236 sec): 3 clusters Score: Raw -50257.202262 + Penalty 1468.918497 = -48788.283765 nChanged 25 SP:Iteration 7Q (845.336258 sec): 3 clusters Score: Raw -50275.077306 + Penalty 1468.918497 = -48806.158809 nChanged 19 SP:Iteration 8Q (845.448449 sec): 3 clusters Score: Raw -50290.198138 + Penalty 1468.918497 = -48821.279641 nChanged 12 SP:Iteration 9Q (845.548934 sec): 3 clusters Score: Raw -50298.999442 + Penalty 1468.918497 = -48830.080945 nChanged 13 SP:Iteration 10Q (845.644449 sec): 3 clusters Score: Raw -50310.040668 + Penalty 1468.918497 = -48841.122171 nChanged 13 SP:Iteration 11Q (845.730592 sec): 3 clusters Score: Raw -50322.100103 + Penalty 1468.918497 = -48853.181606 nChanged 11 SP:Iteration 12Q (845.840524 sec): 3 clusters Score: Raw -50334.224112 + Penalty 1468.918497 = -48865.305615 nChanged 7 SP:Iteration 13Q (845.932616 sec): 3 clusters Score: Raw -50339.826715 + Penalty 1468.918497 = -48870.908218 nChanged 6 SP:Iteration 14Q (846.043843 sec): 3 clusters Score: Raw -50342.459964 + Penalty 1468.918497 = -48873.541467 nChanged 3 SP:Iteration 15Q (846.132132 sec): 3 clusters Score: Raw -50343.088454 + Penalty 1468.918497 = -48874.169957 nChanged 0 SP:Iteration 16F (846.212334 sec): 3 clusters Score: Raw -50343.088454 + Penalty 1468.918497 = -48874.169957 nChanged 0 Trying to split cluster 6 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (846.266813 sec): 2 clusters Score: Raw -9677.227536 + Penalty 600.976436 = -9076.251100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (846.357332 sec): 3 clusters Score: Raw -9830.949693 + Penalty 1201.952871 = -8628.996822 nChanged 90 SP:Iteration 1F (846.459850 sec): 3 clusters Score: Raw -10188.380719 + Penalty 1201.952871 = -8986.427847 nChanged 30 SP:Iteration 2F (846.564961 sec): 3 clusters Score: Raw -10359.268843 + Penalty 1201.952871 = -9157.315972 nChanged 13 SP:Iteration 3Q (846.667132 sec): 3 clusters Score: Raw -10501.612254 + Penalty 1201.952871 = -9299.659383 nChanged 12 SP:Iteration 4Q (846.767950 sec): 3 clusters Score: Raw -10652.712664 + Penalty 1201.952871 = -9450.759793 nChanged 15 SP:Iteration 5Q (846.893597 sec): 3 clusters Score: Raw -10827.258976 + Penalty 1201.952871 = -9625.306104 nChanged 7 SP:Iteration 6Q (846.971473 sec): 3 clusters Score: Raw -10896.115843 + Penalty 1201.952871 = -9694.162972 nChanged 3 SP:Iteration 7Q (847.095824 sec): 3 clusters Score: Raw -10969.038997 + Penalty 1201.952871 = -9767.086126 nChanged 8 SP:Iteration 8Q (847.172631 sec): 3 clusters Score: Raw -11091.212568 + Penalty 1201.952871 = -9889.259697 nChanged 2 SP:Iteration 9Q (847.275230 sec): 3 clusters Score: Raw -11136.217319 + Penalty 1201.952871 = -9934.264448 nChanged 4 SP:Iteration 10Q (847.359603 sec): 3 clusters Score: Raw -11234.538380 + Penalty 1201.952871 = -10032.585509 nChanged 1 SP:Iteration 11Q (847.460933 sec): 3 clusters Score: Raw -11333.057526 + Penalty 1201.952871 = -10131.104655 nChanged 1 SP:Iteration 12Q (847.589384 sec): 3 clusters Score: Raw -11369.621266 + Penalty 1201.952871 = -10167.668395 nChanged 0 SP:Iteration 13F (847.667053 sec): 3 clusters Score: Raw -11385.662556 + Penalty 1201.952871 = -10183.709685 nChanged 3 SP:Iteration 14Q (847.767187 sec): 3 clusters Score: Raw -11559.796417 + Penalty 1201.952871 = -10357.843545 nChanged 3 SP:Iteration 15Q (847.869365 sec): 3 clusters Score: Raw -11904.423760 + Penalty 1201.952871 = -10702.470888 nChanged 0 SP:Iteration 16F (847.971356 sec): 3 clusters Score: Raw -11904.423760 + Penalty 1201.952871 = -10702.470888 nChanged 0 Score: Raw -1021039.333066 + Penalty 15644.165681 = -1005395.167385 Splitting cluster 6 changes total score from -1004210.915540 to -1005395.167385 So it's getting split into cluster 15. Trying to split cluster 7 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (848.491106 sec): 2 clusters Score: Raw -32493.837839 + Penalty 673.585181 = -31820.252658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (848.574173 sec): 3 clusters Score: Raw -32300.207040 + Penalty 1347.170361 = -30953.036679 nChanged 195 SP:Iteration 1F (848.710552 sec): 3 clusters Score: Raw -32505.683285 + Penalty 1347.170361 = -31158.512923 nChanged 43 SP:Iteration 2F (848.814900 sec): 3 clusters Score: Raw -32554.848431 + Penalty 1347.170361 = -31207.678069 nChanged 24 SP:Iteration 3Q (848.910227 sec): 3 clusters Score: Raw -32591.479619 + Penalty 1347.170361 = -31244.309257 nChanged 24 SP:Iteration 4Q (849.020134 sec): 3 clusters Score: Raw -32622.405968 + Penalty 1347.170361 = -31275.235607 nChanged 22 SP:Iteration 5Q (849.103239 sec): 3 clusters Score: Raw -32648.160775 + Penalty 1347.170361 = -31300.990413 nChanged 12 SP:Iteration 6Q (849.111274 sec): 3 clusters Score: Raw -32662.632850 + Penalty 1347.170361 = -31315.462489 nChanged 7 SP:Iteration 7Q (849.119147 sec): 3 clusters Score: Raw -32668.289416 + Penalty 1347.170361 = -31321.119054 nChanged 5 SP:Iteration 8Q (849.127047 sec): 3 clusters Score: Raw -32674.744148 + Penalty 1347.170361 = -31327.573787 nChanged 3 SP:Iteration 9Q (849.134900 sec): 3 clusters Score: Raw -32678.392641 + Penalty 1347.170361 = -31331.222279 nChanged 4 SP:Iteration 10Q (849.142734 sec): 3 clusters Score: Raw -32681.994225 + Penalty 1347.170361 = -31334.823863 nChanged 1 SP:Iteration 11Q (849.150618 sec): 3 clusters Score: Raw -32683.210889 + Penalty 1347.170361 = -31336.040528 nChanged 1 SP:Iteration 12Q (849.158456 sec): 3 clusters Score: Raw -32683.851198 + Penalty 1347.170361 = -31336.680836 nChanged 0 SP:Iteration 13F (849.166292 sec): 3 clusters Score: Raw -32683.851198 + Penalty 1347.170361 = -31336.680836 nChanged 0 Trying to split cluster 8 (1462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (849.199427 sec): 2 clusters Score: Raw -68462.248478 + Penalty 765.193867 = -67697.054611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (849.214974 sec): 3 clusters Score: Raw -67879.765219 + Penalty 1530.387734 = -66349.377485 nChanged 544 SP:Iteration 1F (849.229473 sec): 3 clusters Score: Raw -68336.800491 + Penalty 1530.387734 = -66806.412756 nChanged 135 SP:Iteration 2F (849.243926 sec): 3 clusters Score: Raw -68447.257469 + Penalty 1530.387734 = -66916.869734 nChanged 83 SP:Iteration 3F (849.258648 sec): 3 clusters Score: Raw -68523.044961 + Penalty 1530.387734 = -66992.657226 nChanged 57 SP:Iteration 4Q (849.273408 sec): 3 clusters Score: Raw -68567.801732 + Penalty 1530.387734 = -67037.413997 nChanged 48 SP:Iteration 5Q (849.288045 sec): 3 clusters Score: Raw -68603.155918 + Penalty 1530.387734 = -67072.768184 nChanged 39 SP:Iteration 6Q (849.302670 sec): 3 clusters Score: Raw -68638.834998 + Penalty 1530.387734 = -67108.447263 nChanged 34 SP:Iteration 7Q (849.317222 sec): 3 clusters Score: Raw -68660.881282 + Penalty 1530.387734 = -67130.493547 nChanged 26 SP:Iteration 8Q (849.331800 sec): 3 clusters Score: Raw -68679.518239 + Penalty 1530.387734 = -67149.130504 nChanged 16 SP:Iteration 9Q (849.346423 sec): 3 clusters Score: Raw -68690.200464 + Penalty 1530.387734 = -67159.812729 nChanged 12 SP:Iteration 10Q (849.361004 sec): 3 clusters Score: Raw -68698.161725 + Penalty 1530.387734 = -67167.773990 nChanged 16 SP:Iteration 11Q (849.375533 sec): 3 clusters Score: Raw -68711.617659 + Penalty 1530.387734 = -67181.229925 nChanged 15 SP:Iteration 12Q (849.390074 sec): 3 clusters Score: Raw -68723.254341 + Penalty 1530.387734 = -67192.866607 nChanged 10 SP:Iteration 13Q (849.405242 sec): 3 clusters Score: Raw -68728.603864 + Penalty 1530.387734 = -67198.216130 nChanged 5 SP:Iteration 14Q (849.419853 sec): 3 clusters Score: Raw -68730.550128 + Penalty 1530.387734 = -67200.162394 nChanged 3 SP:Iteration 15Q (849.557845 sec): 3 clusters Score: Raw -68732.344137 + Penalty 1530.387734 = -67201.956402 nChanged 1 SP:Iteration 16Q (849.646844 sec): 3 clusters Score: Raw -68732.770077 + Penalty 1530.387734 = -67202.382342 nChanged 0 SP:Iteration 17F (849.760207 sec): 3 clusters Score: Raw -68732.770077 + Penalty 1530.387734 = -67202.382342 nChanged 0 Trying to split cluster 9 (657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (849.818420 sec): 2 clusters Score: Raw -36142.955389 + Penalty 681.206822 = -35461.748567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (849.893906 sec): 3 clusters Score: Raw -35955.248693 + Penalty 1362.413644 = -34592.835049 nChanged 208 SP:Iteration 1F (849.980660 sec): 3 clusters Score: Raw -36134.151669 + Penalty 1362.413644 = -34771.738025 nChanged 55 SP:Iteration 2F (850.067332 sec): 3 clusters Score: Raw -36185.507698 + Penalty 1362.413644 = -34823.094054 nChanged 21 SP:Iteration 3Q (850.148538 sec): 3 clusters Score: Raw -36207.789709 + Penalty 1362.413644 = -34845.376065 nChanged 18 SP:Iteration 4Q (850.157187 sec): 3 clusters Score: Raw -36236.236032 + Penalty 1362.413644 = -34873.822388 nChanged 18 SP:Iteration 5Q (850.165428 sec): 3 clusters Score: Raw -36261.241099 + Penalty 1362.413644 = -34898.827455 nChanged 15 SP:Iteration 6Q (850.173691 sec): 3 clusters Score: Raw -36280.326837 + Penalty 1362.413644 = -34917.913194 nChanged 21 SP:Iteration 7Q (850.181833 sec): 3 clusters Score: Raw -36301.554003 + Penalty 1362.413644 = -34939.140360 nChanged 12 SP:Iteration 8Q (850.190040 sec): 3 clusters Score: Raw -36314.107905 + Penalty 1362.413644 = -34951.694261 nChanged 9 SP:Iteration 9Q (850.198252 sec): 3 clusters Score: Raw -36322.651715 + Penalty 1362.413644 = -34960.238071 nChanged 8 SP:Iteration 10Q (850.206484 sec): 3 clusters Score: Raw -36328.798335 + Penalty 1362.413644 = -34966.384691 nChanged 9 SP:Iteration 11Q (850.214763 sec): 3 clusters Score: Raw -36342.037662 + Penalty 1362.413644 = -34979.624018 nChanged 10 SP:Iteration 12Q (850.222945 sec): 3 clusters Score: Raw -36352.680604 + Penalty 1362.413644 = -34990.266960 nChanged 7 SP:Iteration 13Q (850.231118 sec): 3 clusters Score: Raw -36360.282965 + Penalty 1362.413644 = -34997.869321 nChanged 2 SP:Iteration 14Q (850.239305 sec): 3 clusters Score: Raw -36361.469936 + Penalty 1362.413644 = -34999.056292 nChanged 3 SP:Iteration 15Q (850.247483 sec): 3 clusters Score: Raw -36364.052525 + Penalty 1362.413644 = -35001.638881 nChanged 1 SP:Iteration 16Q (850.255686 sec): 3 clusters Score: Raw -36364.549783 + Penalty 1362.413644 = -35002.136139 nChanged 0 SP:Iteration 17F (850.263786 sec): 3 clusters Score: Raw -36364.549783 + Penalty 1362.413644 = -35002.136139 nChanged 0 Trying to split cluster 10 (1940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (850.296308 sec): 2 clusters Score: Raw -104028.904379 + Penalty 794.896541 = -103234.007838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (850.315948 sec): 3 clusters Score: Raw -103095.794864 + Penalty 1589.793083 = -101506.001782 nChanged 741 SP:Iteration 1F (850.334312 sec): 3 clusters Score: Raw -103673.598522 + Penalty 1589.793083 = -102083.805439 nChanged 188 SP:Iteration 2F (850.352617 sec): 3 clusters Score: Raw -103879.824855 + Penalty 1589.793083 = -102290.031773 nChanged 145 SP:Iteration 3F (850.370858 sec): 3 clusters Score: Raw -104071.403885 + Penalty 1589.793083 = -102481.610802 nChanged 138 SP:Iteration 4F (850.389210 sec): 3 clusters Score: Raw -104249.444755 + Penalty 1589.793083 = -102659.651672 nChanged 108 SP:Iteration 5F (850.407493 sec): 3 clusters Score: Raw -104376.460829 + Penalty 1589.793083 = -102786.667746 nChanged 88 SP:Iteration 6Q (850.425861 sec): 3 clusters Score: Raw -104444.199270 + Penalty 1589.793083 = -102854.406187 nChanged 63 SP:Iteration 7Q (850.443928 sec): 3 clusters Score: Raw -104492.664663 + Penalty 1589.793083 = -102902.871580 nChanged 51 SP:Iteration 8Q (850.544664 sec): 3 clusters Score: Raw -104535.936243 + Penalty 1589.793083 = -102946.143160 nChanged 41 SP:Iteration 9Q (850.671515 sec): 3 clusters Score: Raw -104567.410720 + Penalty 1589.793083 = -102977.617637 nChanged 33 SP:Iteration 10Q (850.808217 sec): 3 clusters Score: Raw -104597.828953 + Penalty 1589.793083 = -103008.035870 nChanged 25 SP:Iteration 11Q (850.876085 sec): 3 clusters Score: Raw -104615.170065 + Penalty 1589.793083 = -103025.376982 nChanged 14 SP:Iteration 12Q (850.995129 sec): 3 clusters Score: Raw -104625.307155 + Penalty 1589.793083 = -103035.514073 nChanged 13 SP:Iteration 13Q (851.093303 sec): 3 clusters Score: Raw -104632.717581 + Penalty 1589.793083 = -103042.924499 nChanged 12 SP:Iteration 14Q (851.115549 sec): 3 clusters Score: Raw -104638.159755 + Penalty 1589.793083 = -103048.366672 nChanged 3 SP:Iteration 15Q (851.133493 sec): 3 clusters Score: Raw -104640.002640 + Penalty 1589.793083 = -103050.209557 nChanged 2 SP:Iteration 16Q (851.151562 sec): 3 clusters Score: Raw -104640.678472 + Penalty 1589.793083 = -103050.885389 nChanged 2 SP:Iteration 17Q (851.169563 sec): 3 clusters Score: Raw -104642.931627 + Penalty 1589.793083 = -103053.138544 nChanged 3 SP:Iteration 18Q (851.187961 sec): 3 clusters Score: Raw -104643.806457 + Penalty 1589.793083 = -103054.013374 nChanged 1 SP:Iteration 19Q (851.206086 sec): 3 clusters Score: Raw -104644.006515 + Penalty 1589.793083 = -103054.213432 nChanged 1 SP:Iteration 20F (851.224221 sec): 3 clusters Score: Raw -104644.084578 + Penalty 1589.793083 = -103054.291495 nChanged 0 Trying to split cluster 11 (6091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (851.269804 sec): 2 clusters Score: Raw -348413.081555 + Penalty 915.029593 = -347498.051962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (851.314103 sec): 3 clusters Score: Raw -345036.041002 + Penalty 1830.059186 = -343205.981816 nChanged 2627 SP:Iteration 1F (851.368595 sec): 3 clusters Score: Raw -346641.037377 + Penalty 1830.059186 = -344810.978191 nChanged 490 SP:Iteration 2F (851.423414 sec): 3 clusters Score: Raw -346983.345295 + Penalty 1830.059186 = -345153.286110 nChanged 432 SP:Iteration 3F (851.470872 sec): 3 clusters Score: Raw -347277.032046 + Penalty 1830.059186 = -345446.972861 nChanged 377 SP:Iteration 4F (851.512686 sec): 3 clusters Score: Raw -347571.328246 + Penalty 1830.059186 = -345741.269060 nChanged 374 SP:Iteration 5F (851.554254 sec): 3 clusters Score: Raw -347891.070218 + Penalty 1830.059186 = -346061.011033 nChanged 358 SP:Iteration 6F (851.595809 sec): 3 clusters Score: Raw -348211.070804 + Penalty 1830.059186 = -346381.011618 nChanged 316 SP:Iteration 7F (851.640413 sec): 3 clusters Score: Raw -348557.265734 + Penalty 1830.059186 = -346727.206549 nChanged 290 SP:Iteration 8Q (851.687274 sec): 3 clusters Score: Raw -348935.293717 + Penalty 1830.059186 = -347105.234531 nChanged 272 SP:Iteration 9Q (851.733872 sec): 3 clusters Score: Raw -349529.021841 + Penalty 1830.059186 = -347698.962655 nChanged 272 SP:Iteration 10Q (851.779807 sec): 3 clusters Score: Raw -350309.260445 + Penalty 1830.059186 = -348479.201259 nChanged 194 SP:Iteration 11Q (851.823721 sec): 3 clusters Score: Raw -350732.627207 + Penalty 1830.059186 = -348902.568022 nChanged 107 SP:Iteration 12Q (851.866894 sec): 3 clusters Score: Raw -350904.713065 + Penalty 1830.059186 = -349074.653879 nChanged 54 SP:Iteration 13Q (851.909656 sec): 3 clusters Score: Raw -350955.544667 + Penalty 1830.059186 = -349125.485481 nChanged 18 SP:Iteration 14Q (851.952457 sec): 3 clusters Score: Raw -350963.014046 + Penalty 1830.059186 = -349132.954860 nChanged 8 SP:Iteration 15Q (851.996736 sec): 3 clusters Score: Raw -350965.183602 + Penalty 1830.059186 = -349135.124416 nChanged 4 SP:Iteration 16Q (852.041184 sec): 3 clusters Score: Raw -350966.004697 + Penalty 1830.059186 = -349135.945511 nChanged 3 SP:Iteration 17Q (852.200200 sec): 3 clusters Score: Raw -350966.402975 + Penalty 1830.059186 = -349136.343789 nChanged 2 SP:Iteration 18Q (852.303971 sec): 3 clusters Score: Raw -350966.829136 + Penalty 1830.059186 = -349136.769950 nChanged 1 SP:Iteration 19Q (852.438121 sec): 3 clusters Score: Raw -350967.045044 + Penalty 1830.059186 = -349136.985858 nChanged 0 SP:Iteration 20F (852.564077 sec): 3 clusters Score: Raw -350967.045044 + Penalty 1830.059186 = -349136.985858 nChanged 0 Score: Raw -1023593.296556 + Penalty 16687.110060 = -1006906.186496 Splitting cluster 11 changes total score from -1004210.915540 to -1006906.186496 So it's getting split into cluster 16. Trying to split cluster 12 (1554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (853.017345 sec): 2 clusters Score: Raw -60150.202536 + Penalty 771.601691 = -59378.600845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (853.034433 sec): 3 clusters Score: Raw -59496.526594 + Penalty 1543.203381 = -57953.323212 nChanged 606 SP:Iteration 1F (853.050475 sec): 3 clusters Score: Raw -60071.735855 + Penalty 1543.203381 = -58528.532473 nChanged 161 SP:Iteration 2F (853.066525 sec): 3 clusters Score: Raw -60204.955080 + Penalty 1543.203381 = -58661.751698 nChanged 83 SP:Iteration 3F (853.083612 sec): 3 clusters Score: Raw -60271.980085 + Penalty 1543.203381 = -58728.776704 nChanged 63 SP:Iteration 4Q (853.100890 sec): 3 clusters Score: Raw -60316.466151 + Penalty 1543.203381 = -58773.262770 nChanged 42 SP:Iteration 5Q (853.117849 sec): 3 clusters Score: Raw -60367.848185 + Penalty 1543.203381 = -58824.644804 nChanged 42 SP:Iteration 6Q (853.135067 sec): 3 clusters Score: Raw -60408.242264 + Penalty 1543.203381 = -58865.038882 nChanged 34 SP:Iteration 7Q (853.152177 sec): 3 clusters Score: Raw -60432.696419 + Penalty 1543.203381 = -58889.493038 nChanged 37 SP:Iteration 8Q (853.169252 sec): 3 clusters Score: Raw -60457.896413 + Penalty 1543.203381 = -58914.693031 nChanged 35 SP:Iteration 9Q (853.186352 sec): 3 clusters Score: Raw -60482.521953 + Penalty 1543.203381 = -58939.318571 nChanged 34 SP:Iteration 10Q (853.203469 sec): 3 clusters Score: Raw -60506.119198 + Penalty 1543.203381 = -58962.915817 nChanged 34 SP:Iteration 11Q (853.220489 sec): 3 clusters Score: Raw -60532.660483 + Penalty 1543.203381 = -58989.457102 nChanged 29 SP:Iteration 12Q (853.237474 sec): 3 clusters Score: Raw -60553.789535 + Penalty 1543.203381 = -59010.586153 nChanged 19 SP:Iteration 13Q (853.254376 sec): 3 clusters Score: Raw -60575.022723 + Penalty 1543.203381 = -59031.819341 nChanged 28 SP:Iteration 14Q (853.270813 sec): 3 clusters Score: Raw -60605.920872 + Penalty 1543.203381 = -59062.717490 nChanged 19 SP:Iteration 15Q (853.287173 sec): 3 clusters Score: Raw -60626.072908 + Penalty 1543.203381 = -59082.869526 nChanged 27 SP:Iteration 16Q (853.303518 sec): 3 clusters Score: Raw -60650.238333 + Penalty 1543.203381 = -59107.034952 nChanged 21 SP:Iteration 17Q (853.319780 sec): 3 clusters Score: Raw -60663.563125 + Penalty 1543.203381 = -59120.359744 nChanged 16 SP:Iteration 18Q (853.336202 sec): 3 clusters Score: Raw -60673.163899 + Penalty 1543.203381 = -59129.960517 nChanged 13 SP:Iteration 19Q (853.449601 sec): 3 clusters Score: Raw -60678.907452 + Penalty 1543.203381 = -59135.704070 nChanged 9 SP:Iteration 20F (853.474044 sec): 3 clusters Score: Raw -60684.615153 + Penalty 1543.203381 = -59141.411772 nChanged 8 SP:Iteration 21Q (853.490689 sec): 3 clusters Score: Raw -60688.950574 + Penalty 1543.203381 = -59145.747192 nChanged 8 SP:Iteration 22Q (853.507305 sec): 3 clusters Score: Raw -60694.254219 + Penalty 1543.203381 = -59151.050837 nChanged 11 SP:Iteration 23Q (853.523845 sec): 3 clusters Score: Raw -60704.683638 + Penalty 1543.203381 = -59161.480257 nChanged 8 SP:Iteration 24Q (853.597072 sec): 3 clusters Score: Raw -60708.858430 + Penalty 1543.203381 = -59165.655049 nChanged 0 SP:Iteration 25F (853.712376 sec): 3 clusters Score: Raw -60708.858430 + Penalty 1543.203381 = -59165.655049 nChanged 0 Trying to split cluster 13 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (853.770022 sec): 2 clusters Score: Raw -27214.701085 + Penalty 654.407042 = -26560.294043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (853.882735 sec): 3 clusters Score: Raw -27094.280617 + Penalty 1308.814083 = -25785.466534 nChanged 142 SP:Iteration 1F (853.978905 sec): 3 clusters Score: Raw -27334.874556 + Penalty 1308.814083 = -26026.060472 nChanged 53 SP:Iteration 2F (854.091294 sec): 3 clusters Score: Raw -27423.828332 + Penalty 1308.814083 = -26115.014248 nChanged 23 SP:Iteration 3Q (854.202445 sec): 3 clusters Score: Raw -27453.097228 + Penalty 1308.814083 = -26144.283145 nChanged 9 SP:Iteration 4Q (854.307923 sec): 3 clusters Score: Raw -27465.873394 + Penalty 1308.814083 = -26157.059310 nChanged 11 SP:Iteration 5Q (854.359442 sec): 3 clusters Score: Raw -27478.821992 + Penalty 1308.814083 = -26170.007909 nChanged 4 SP:Iteration 6Q (854.367161 sec): 3 clusters Score: Raw -27482.775138 + Penalty 1308.814083 = -26173.961054 nChanged 5 SP:Iteration 7Q (854.374832 sec): 3 clusters Score: Raw -27490.076402 + Penalty 1308.814083 = -26181.262319 nChanged 4 SP:Iteration 8Q (854.382477 sec): 3 clusters Score: Raw -27495.749312 + Penalty 1308.814083 = -26186.935229 nChanged 4 SP:Iteration 9Q (854.390096 sec): 3 clusters Score: Raw -27502.330374 + Penalty 1308.814083 = -26193.516290 nChanged 1 SP:Iteration 10Q (854.397744 sec): 3 clusters Score: Raw -27505.131850 + Penalty 1308.814083 = -26196.317766 nChanged 1 SP:Iteration 11Q (854.405413 sec): 3 clusters Score: Raw -27508.686053 + Penalty 1308.814083 = -26199.871970 nChanged 2 SP:Iteration 12Q (854.413062 sec): 3 clusters Score: Raw -27511.576777 + Penalty 1308.814083 = -26202.762694 nChanged 3 SP:Iteration 13Q (854.420674 sec): 3 clusters Score: Raw -27518.626087 + Penalty 1308.814083 = -26209.812004 nChanged 2 SP:Iteration 14Q (854.428304 sec): 3 clusters Score: Raw -27520.824836 + Penalty 1308.814083 = -26212.010753 nChanged 1 SP:Iteration 15Q (854.435894 sec): 3 clusters Score: Raw -27521.249532 + Penalty 1308.814083 = -26212.435448 nChanged 0 SP:Iteration 16F (854.443436 sec): 3 clusters Score: Raw -27521.249532 + Penalty 1308.814083 = -26212.435448 nChanged 0 Trying to split cluster 14 (2461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (854.479257 sec): 2 clusters Score: Raw -137255.989859 + Penalty 819.873920 = -136436.115939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (854.504734 sec): 3 clusters Score: Raw -136077.717613 + Penalty 1639.747841 = -134437.969773 nChanged 973 SP:Iteration 1F (854.529063 sec): 3 clusters Score: Raw -136834.399552 + Penalty 1639.747841 = -135194.651711 nChanged 262 SP:Iteration 2F (854.553255 sec): 3 clusters Score: Raw -137451.724707 + Penalty 1639.747841 = -135811.976867 nChanged 266 SP:Iteration 3F (854.622227 sec): 3 clusters Score: Raw -138130.674025 + Penalty 1639.747841 = -136490.926185 nChanged 263 SP:Iteration 4F (854.646859 sec): 3 clusters Score: Raw -138548.815571 + Penalty 1639.747841 = -136909.067730 nChanged 134 SP:Iteration 5F (854.671400 sec): 3 clusters Score: Raw -138681.055971 + Penalty 1639.747841 = -137041.308130 nChanged 66 SP:Iteration 6Q (854.696057 sec): 3 clusters Score: Raw -138737.393664 + Penalty 1639.747841 = -137097.645823 nChanged 38 SP:Iteration 7Q (854.720611 sec): 3 clusters Score: Raw -138773.251423 + Penalty 1639.747841 = -137133.503583 nChanged 31 SP:Iteration 8Q (854.745134 sec): 3 clusters Score: Raw -138801.790096 + Penalty 1639.747841 = -137162.042255 nChanged 18 SP:Iteration 9Q (854.769697 sec): 3 clusters Score: Raw -138818.367176 + Penalty 1639.747841 = -137178.619335 nChanged 22 SP:Iteration 10Q (854.866282 sec): 3 clusters Score: Raw -138833.368556 + Penalty 1639.747841 = -137193.620716 nChanged 12 SP:Iteration 11Q (854.982268 sec): 3 clusters Score: Raw -138839.341529 + Penalty 1639.747841 = -137199.593688 nChanged 9 SP:Iteration 12Q (855.100034 sec): 3 clusters Score: Raw -138843.007702 + Penalty 1639.747841 = -137203.259862 nChanged 9 SP:Iteration 13Q (855.221139 sec): 3 clusters Score: Raw -138846.142196 + Penalty 1639.747841 = -137206.394356 nChanged 6 SP:Iteration 14Q (855.339353 sec): 3 clusters Score: Raw -138847.412955 + Penalty 1639.747841 = -137207.665114 nChanged 2 SP:Iteration 15Q (855.456259 sec): 3 clusters Score: Raw -138848.184929 + Penalty 1639.747841 = -137208.437088 nChanged 3 SP:Iteration 16Q (855.547816 sec): 3 clusters Score: Raw -138849.551065 + Penalty 1639.747841 = -137209.803224 nChanged 2 SP:Iteration 17Q (855.662597 sec): 3 clusters Score: Raw -138852.499263 + Penalty 1639.747841 = -137212.751422 nChanged 3 SP:Iteration 18Q (855.686323 sec): 3 clusters Score: Raw -138854.937827 + Penalty 1639.747841 = -137215.189987 nChanged 5 SP:Iteration 19Q (855.709930 sec): 3 clusters Score: Raw -138858.860218 + Penalty 1639.747841 = -137219.112378 nChanged 5 SP:Iteration 20F (855.733920 sec): 3 clusters Score: Raw -138862.761100 + Penalty 1639.747841 = -137223.013259 nChanged 6 SP:Iteration 21Q (855.757426 sec): 3 clusters Score: Raw -138867.622809 + Penalty 1639.747841 = -137227.874968 nChanged 7 SP:Iteration 22Q (855.780657 sec): 3 clusters Score: Raw -138872.912353 + Penalty 1639.747841 = -137233.164513 nChanged 6 SP:Iteration 23Q (855.804022 sec): 3 clusters Score: Raw -138875.468132 + Penalty 1639.747841 = -137235.720292 nChanged 3 SP:Iteration 24Q (855.827627 sec): 3 clusters Score: Raw -138876.608848 + Penalty 1639.747841 = -137236.861007 nChanged 2 SP:Iteration 25Q (855.850947 sec): 3 clusters Score: Raw -138877.539874 + Penalty 1639.747841 = -137237.792033 nChanged 3 SP:Iteration 26Q (855.874371 sec): 3 clusters Score: Raw -138878.180696 + Penalty 1639.747841 = -137238.432855 nChanged 0 SP:Iteration 27F (855.898298 sec): 3 clusters Score: Raw -138878.180696 + Penalty 1639.747841 = -137238.432855 nChanged 0 Score: Raw -1025215.487392 + Penalty 17730.054438 = -1007485.432954 Splitting cluster 14 changes total score from -1004210.915540 to -1007485.432954 So it's getting split into cluster 17. Iteration 55F (856.862879 sec): 18 clusters Score: Raw -1025520.329991 + Penalty 17730.054438 = -1007790.275553 nChanged 348 Iteration 56Q (857.138454 sec): 18 clusters Score: Raw -1025747.901790 + Penalty 17730.054438 = -1008017.847351 nChanged 119 Iteration 57Q (857.419103 sec): 18 clusters Score: Raw -1025797.869181 + Penalty 17730.054438 = -1008067.814743 nChanged 50 Iteration 58Q (857.722435 sec): 18 clusters Score: Raw -1025814.960238 + Penalty 17730.054438 = -1008084.905800 nChanged 30 Writing temp clu file Because OldScore, -1008067.814743, is greater than current (better) Score,-1008084.905800 Compute initial score before splitting: Score: Raw -1025814.960238 + Penalty 17730.054438 = -1008084.905800 Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (857.788393 sec): 2 clusters Score: Raw -25717.082878 + Penalty 657.256054 = -25059.826824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (857.949701 sec): 3 clusters Score: Raw -25590.150382 + Penalty 1314.512107 = -24275.638275 nChanged 145 SP:Iteration 1F (858.065726 sec): 3 clusters Score: Raw -25765.453474 + Penalty 1314.512107 = -24450.941366 nChanged 60 SP:Iteration 2F (858.127093 sec): 3 clusters Score: Raw -25850.603357 + Penalty 1314.512107 = -24536.091249 nChanged 25 SP:Iteration 3Q (858.135161 sec): 3 clusters Score: Raw -25879.793328 + Penalty 1314.512107 = -24565.281221 nChanged 14 SP:Iteration 4Q (858.143051 sec): 3 clusters Score: Raw -25895.587461 + Penalty 1314.512107 = -24581.075353 nChanged 11 SP:Iteration 5Q (858.259212 sec): 3 clusters Score: Raw -25913.260949 + Penalty 1314.512107 = -24598.748841 nChanged 14 SP:Iteration 6Q (858.350960 sec): 3 clusters Score: Raw -25928.892349 + Penalty 1314.512107 = -24614.380242 nChanged 9 SP:Iteration 7Q (858.443429 sec): 3 clusters Score: Raw -25936.997300 + Penalty 1314.512107 = -24622.485192 nChanged 4 SP:Iteration 8Q (858.556444 sec): 3 clusters Score: Raw -25942.992811 + Penalty 1314.512107 = -24628.480704 nChanged 1 SP:Iteration 9Q (858.669406 sec): 3 clusters Score: Raw -25943.858296 + Penalty 1314.512107 = -24629.346189 nChanged 2 SP:Iteration 10Q (858.782035 sec): 3 clusters Score: Raw -25949.747619 + Penalty 1314.512107 = -24635.235512 nChanged 1 SP:Iteration 11Q (858.876309 sec): 3 clusters Score: Raw -25950.495150 + Penalty 1314.512107 = -24635.983042 nChanged 2 SP:Iteration 12Q (858.959929 sec): 3 clusters Score: Raw -25951.968176 + Penalty 1314.512107 = -24637.456069 nChanged 0 SP:Iteration 13F (859.061347 sec): 3 clusters Score: Raw -25951.968176 + Penalty 1314.512107 = -24637.456069 nChanged 0 Trying to split cluster 2 (1003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (859.114394 sec): 2 clusters Score: Raw -40131.509701 + Penalty 725.628833 = -39405.880868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (859.202815 sec): 3 clusters Score: Raw -39756.654729 + Penalty 1451.257665 = -38305.397064 nChanged 360 SP:Iteration 1F (859.316104 sec): 3 clusters Score: Raw -40129.377177 + Penalty 1451.257665 = -38678.119511 nChanged 111 SP:Iteration 2F (859.431406 sec): 3 clusters Score: Raw -40318.721027 + Penalty 1451.257665 = -38867.463362 nChanged 79 SP:Iteration 3F (859.518491 sec): 3 clusters Score: Raw -40467.948124 + Penalty 1451.257665 = -39016.690459 nChanged 66 SP:Iteration 4F (859.632975 sec): 3 clusters Score: Raw -40559.005096 + Penalty 1451.257665 = -39107.747430 nChanged 46 SP:Iteration 5Q (859.725356 sec): 3 clusters Score: Raw -40630.585152 + Penalty 1451.257665 = -39179.327486 nChanged 36 SP:Iteration 6Q (859.865745 sec): 3 clusters Score: Raw -40694.606546 + Penalty 1451.257665 = -39243.348880 nChanged 31 SP:Iteration 7Q (859.952096 sec): 3 clusters Score: Raw -40750.076592 + Penalty 1451.257665 = -39298.818926 nChanged 21 SP:Iteration 8Q (859.990380 sec): 3 clusters Score: Raw -40785.081561 + Penalty 1451.257665 = -39333.823896 nChanged 18 SP:Iteration 9Q (860.002346 sec): 3 clusters Score: Raw -40814.222189 + Penalty 1451.257665 = -39362.964524 nChanged 10 SP:Iteration 10Q (860.014129 sec): 3 clusters Score: Raw -40828.616478 + Penalty 1451.257665 = -39377.358812 nChanged 4 SP:Iteration 11Q (860.025907 sec): 3 clusters Score: Raw -40832.257396 + Penalty 1451.257665 = -39380.999730 nChanged 5 SP:Iteration 12Q (860.037663 sec): 3 clusters Score: Raw -40841.797016 + Penalty 1451.257665 = -39390.539350 nChanged 4 SP:Iteration 13Q (860.049394 sec): 3 clusters Score: Raw -40847.822679 + Penalty 1451.257665 = -39396.565013 nChanged 3 SP:Iteration 14Q (860.061259 sec): 3 clusters Score: Raw -40850.441822 + Penalty 1451.257665 = -39399.184156 nChanged 1 SP:Iteration 15Q (860.073037 sec): 3 clusters Score: Raw -40851.095158 + Penalty 1451.257665 = -39399.837492 nChanged 1 SP:Iteration 16Q (860.084715 sec): 3 clusters Score: Raw -40852.811887 + Penalty 1451.257665 = -39401.554221 nChanged 1 SP:Iteration 17Q (860.096454 sec): 3 clusters Score: Raw -40853.957756 + Penalty 1451.257665 = -39402.700090 nChanged 0 SP:Iteration 18F (860.110207 sec): 3 clusters Score: Raw -40859.456654 + Penalty 1451.257665 = -39408.198989 nChanged 2 SP:Iteration 19Q (860.122215 sec): 3 clusters Score: Raw -40868.316492 + Penalty 1451.257665 = -39417.058827 nChanged 3 SP:Iteration 20F (860.133954 sec): 3 clusters Score: Raw -40872.996095 + Penalty 1451.257665 = -39421.738429 nChanged 4 SP:Iteration 21Q (860.255000 sec): 3 clusters Score: Raw -40878.272547 + Penalty 1451.257665 = -39427.014882 nChanged 2 SP:Iteration 22Q (860.361840 sec): 3 clusters Score: Raw -40880.831233 + Penalty 1451.257665 = -39429.573567 nChanged 1 SP:Iteration 23Q (860.475510 sec): 3 clusters Score: Raw -40885.599313 + Penalty 1451.257665 = -39434.341647 nChanged 2 SP:Iteration 24Q (860.587356 sec): 3 clusters Score: Raw -40887.771554 + Penalty 1451.257665 = -39436.513888 nChanged 1 SP:Iteration 25Q (860.700669 sec): 3 clusters Score: Raw -40888.269703 + Penalty 1451.257665 = -39437.012037 nChanged 2 SP:Iteration 26Q (860.813916 sec): 3 clusters Score: Raw -40890.438272 + Penalty 1451.257665 = -39439.180606 nChanged 2 SP:Iteration 27Q (860.925142 sec): 3 clusters Score: Raw -40891.301215 + Penalty 1451.257665 = -39440.043549 nChanged 0 SP:Iteration 28F (861.038061 sec): 3 clusters Score: Raw -40891.301215 + Penalty 1451.257665 = -39440.043549 nChanged 0 Score: Raw -1026580.835285 + Penalty 18772.998817 = -1007807.836468 Splitting cluster 2 changes total score from -1008084.905800 to -1007807.836468 So it's not getting split. Trying to split cluster 3 (957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (862.022507 sec): 2 clusters Score: Raw -50789.188791 + Penalty 720.699356 = -50068.489435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (862.034874 sec): 3 clusters Score: Raw -50432.553824 + Penalty 1441.398712 = -48991.155112 nChanged 304 SP:Iteration 1F (862.046054 sec): 3 clusters Score: Raw -50664.971112 + Penalty 1441.398712 = -49223.572400 nChanged 72 SP:Iteration 2F (862.057495 sec): 3 clusters Score: Raw -50752.352755 + Penalty 1441.398712 = -49310.954043 nChanged 60 SP:Iteration 3F (862.068887 sec): 3 clusters Score: Raw -50839.409990 + Penalty 1441.398712 = -49398.011278 nChanged 53 SP:Iteration 4F (862.080281 sec): 3 clusters Score: Raw -50954.754009 + Penalty 1441.398712 = -49513.355297 nChanged 57 SP:Iteration 5F (862.091616 sec): 3 clusters Score: Raw -51046.344333 + Penalty 1441.398712 = -49604.945621 nChanged 42 SP:Iteration 6Q (862.103144 sec): 3 clusters Score: Raw -51095.809900 + Penalty 1441.398712 = -49654.411188 nChanged 39 SP:Iteration 7Q (862.114612 sec): 3 clusters Score: Raw -51148.784180 + Penalty 1441.398712 = -49707.385467 nChanged 35 SP:Iteration 8Q (862.126093 sec): 3 clusters Score: Raw -51196.880948 + Penalty 1441.398712 = -49755.482236 nChanged 22 SP:Iteration 9Q (862.137461 sec): 3 clusters Score: Raw -51225.114980 + Penalty 1441.398712 = -49783.716268 nChanged 27 SP:Iteration 10Q (862.148795 sec): 3 clusters Score: Raw -51252.022907 + Penalty 1441.398712 = -49810.624195 nChanged 23 SP:Iteration 11Q (862.160091 sec): 3 clusters Score: Raw -51277.727042 + Penalty 1441.398712 = -49836.328330 nChanged 21 SP:Iteration 12Q (862.171824 sec): 3 clusters Score: Raw -51295.944516 + Penalty 1441.398712 = -49854.545804 nChanged 18 SP:Iteration 13Q (862.183093 sec): 3 clusters Score: Raw -51316.370376 + Penalty 1441.398712 = -49874.971663 nChanged 22 SP:Iteration 14Q (862.194417 sec): 3 clusters Score: Raw -51350.467828 + Penalty 1441.398712 = -49909.069116 nChanged 31 SP:Iteration 15Q (862.205654 sec): 3 clusters Score: Raw -51411.817838 + Penalty 1441.398712 = -49970.419126 nChanged 26 SP:Iteration 16Q (862.216857 sec): 3 clusters Score: Raw -51476.819386 + Penalty 1441.398712 = -50035.420674 nChanged 25 SP:Iteration 17Q (862.228097 sec): 3 clusters Score: Raw -51582.339839 + Penalty 1441.398712 = -50140.941127 nChanged 23 SP:Iteration 18Q (862.239186 sec): 3 clusters Score: Raw -51680.870791 + Penalty 1441.398712 = -50239.472079 nChanged 19 SP:Iteration 19Q (862.250313 sec): 3 clusters Score: Raw -51742.998689 + Penalty 1441.398712 = -50301.599977 nChanged 7 SP:Iteration 20F (862.261607 sec): 3 clusters Score: Raw -51772.324950 + Penalty 1441.398712 = -50330.926237 nChanged 7 SP:Iteration 21Q (862.375669 sec): 3 clusters Score: Raw -51791.115615 + Penalty 1441.398712 = -50349.716903 nChanged 6 SP:Iteration 22Q (862.503533 sec): 3 clusters Score: Raw -51804.903572 + Penalty 1441.398712 = -50363.504860 nChanged 4 SP:Iteration 23Q (862.631098 sec): 3 clusters Score: Raw -51810.932972 + Penalty 1441.398712 = -50369.534260 nChanged 1 SP:Iteration 24Q (862.744971 sec): 3 clusters Score: Raw -51812.232099 + Penalty 1441.398712 = -50370.833387 nChanged 0 SP:Iteration 25F (862.843238 sec): 3 clusters Score: Raw -51812.232099 + Penalty 1441.398712 = -50370.833387 nChanged 0 Score: Raw -1026844.087079 + Penalty 18772.998817 = -1008071.088262 Splitting cluster 3 changes total score from -1008084.905800 to -1008071.088262 So it's not getting split. Trying to split cluster 4 (1358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (863.462042 sec): 2 clusters Score: Raw -75842.691280 + Penalty 757.445672 = -75085.245608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (863.550793 sec): 3 clusters Score: Raw -75268.670956 + Penalty 1514.891345 = -73753.779611 nChanged 470 SP:Iteration 1F (863.663609 sec): 3 clusters Score: Raw -75594.830217 + Penalty 1514.891345 = -74079.938872 nChanged 104 SP:Iteration 2F (863.775000 sec): 3 clusters Score: Raw -75677.054238 + Penalty 1514.891345 = -74162.162894 nChanged 73 SP:Iteration 3F (863.790937 sec): 3 clusters Score: Raw -75742.099651 + Penalty 1514.891345 = -74227.208306 nChanged 55 SP:Iteration 4Q (863.806045 sec): 3 clusters Score: Raw -75792.881355 + Penalty 1514.891345 = -74277.990010 nChanged 54 SP:Iteration 5Q (863.821068 sec): 3 clusters Score: Raw -75834.527526 + Penalty 1514.891345 = -74319.636181 nChanged 47 SP:Iteration 6Q (863.836109 sec): 3 clusters Score: Raw -75885.996743 + Penalty 1514.891345 = -74371.105398 nChanged 46 SP:Iteration 7Q (863.851124 sec): 3 clusters Score: Raw -75957.085490 + Penalty 1514.891345 = -74442.194145 nChanged 62 SP:Iteration 8Q (863.866121 sec): 3 clusters Score: Raw -76090.343479 + Penalty 1514.891345 = -74575.452134 nChanged 63 SP:Iteration 9Q (863.880965 sec): 3 clusters Score: Raw -76321.298405 + Penalty 1514.891345 = -74806.407060 nChanged 69 SP:Iteration 10F (863.895622 sec): 3 clusters Score: Raw -76513.861596 + Penalty 1514.891345 = -74998.970251 nChanged 66 SP:Iteration 11Q (863.910338 sec): 3 clusters Score: Raw -76614.050812 + Penalty 1514.891345 = -75099.159467 nChanged 42 SP:Iteration 12Q (863.925086 sec): 3 clusters Score: Raw -76689.535282 + Penalty 1514.891345 = -75174.643937 nChanged 29 SP:Iteration 13Q (863.939672 sec): 3 clusters Score: Raw -76737.753965 + Penalty 1514.891345 = -75222.862621 nChanged 17 SP:Iteration 14Q (863.954139 sec): 3 clusters Score: Raw -76766.654308 + Penalty 1514.891345 = -75251.762963 nChanged 12 SP:Iteration 15Q (863.968560 sec): 3 clusters Score: Raw -76781.214228 + Penalty 1514.891345 = -75266.322883 nChanged 9 SP:Iteration 16Q (863.986564 sec): 3 clusters Score: Raw -76789.155561 + Penalty 1514.891345 = -75274.264216 nChanged 6 SP:Iteration 17Q (864.000942 sec): 3 clusters Score: Raw -76793.178024 + Penalty 1514.891345 = -75278.286680 nChanged 2 SP:Iteration 18Q (864.015282 sec): 3 clusters Score: Raw -76795.055821 + Penalty 1514.891345 = -75280.164476 nChanged 2 SP:Iteration 19Q (864.029629 sec): 3 clusters Score: Raw -76796.034379 + Penalty 1514.891345 = -75281.143035 nChanged 2 SP:Iteration 20F (864.044290 sec): 3 clusters Score: Raw -76796.826987 + Penalty 1514.891345 = -75281.935642 nChanged 0 Score: Raw -1026775.179478 + Penalty 18772.998817 = -1008002.180661 Splitting cluster 4 changes total score from -1008084.905800 to -1008002.180661 So it's not getting split. Trying to split cluster 5 (1092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (864.558434 sec): 2 clusters Score: Raw -50100.977156 + Penalty 734.555446 = -49366.421710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (864.681284 sec): 3 clusters Score: Raw -49655.425027 + Penalty 1469.110893 = -48186.314134 nChanged 381 SP:Iteration 1F (864.800602 sec): 3 clusters Score: Raw -49998.302122 + Penalty 1469.110893 = -48529.191229 nChanged 127 SP:Iteration 2F (864.915989 sec): 3 clusters Score: Raw -50154.180542 + Penalty 1469.110893 = -48685.069649 nChanged 67 SP:Iteration 3F (865.026434 sec): 3 clusters Score: Raw -50212.847836 + Penalty 1469.110893 = -48743.736943 nChanged 39 SP:Iteration 4Q (865.139136 sec): 3 clusters Score: Raw -50242.243959 + Penalty 1469.110893 = -48773.133066 nChanged 21 SP:Iteration 5Q (865.241529 sec): 3 clusters Score: Raw -50256.705546 + Penalty 1469.110893 = -48787.594653 nChanged 21 SP:Iteration 6Q (865.254366 sec): 3 clusters Score: Raw -50277.953502 + Penalty 1469.110893 = -48808.842609 nChanged 14 SP:Iteration 7Q (865.267082 sec): 3 clusters Score: Raw -50286.598129 + Penalty 1469.110893 = -48817.487236 nChanged 13 SP:Iteration 8Q (865.279714 sec): 3 clusters Score: Raw -50296.094178 + Penalty 1469.110893 = -48826.983285 nChanged 7 SP:Iteration 9Q (865.292360 sec): 3 clusters Score: Raw -50301.799486 + Penalty 1469.110893 = -48832.688593 nChanged 6 SP:Iteration 10Q (865.305031 sec): 3 clusters Score: Raw -50304.239500 + Penalty 1469.110893 = -48835.128607 nChanged 3 SP:Iteration 11Q (865.317725 sec): 3 clusters Score: Raw -50305.039506 + Penalty 1469.110893 = -48835.928613 nChanged 3 SP:Iteration 12Q (865.330338 sec): 3 clusters Score: Raw -50308.495010 + Penalty 1469.110893 = -48839.384117 nChanged 7 SP:Iteration 13Q (865.342914 sec): 3 clusters Score: Raw -50313.346138 + Penalty 1469.110893 = -48844.235245 nChanged 8 SP:Iteration 14Q (865.355492 sec): 3 clusters Score: Raw -50318.818905 + Penalty 1469.110893 = -48849.708012 nChanged 3 SP:Iteration 15Q (865.368207 sec): 3 clusters Score: Raw -50319.745467 + Penalty 1469.110893 = -48850.634575 nChanged 2 SP:Iteration 16Q (865.380853 sec): 3 clusters Score: Raw -50320.502669 + Penalty 1469.110893 = -48851.391776 nChanged 1 SP:Iteration 17Q (865.393286 sec): 3 clusters Score: Raw -50320.589658 + Penalty 1469.110893 = -48851.478765 nChanged 0 SP:Iteration 18F (865.405675 sec): 3 clusters Score: Raw -50320.589658 + Penalty 1469.110893 = -48851.478765 nChanged 0 Trying to split cluster 6 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (865.428731 sec): 2 clusters Score: Raw -4497.507593 + Penalty 533.547458 = -3963.960135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (865.433626 sec): 3 clusters Score: Raw -4578.770995 + Penalty 1067.094917 = -3511.676079 nChanged 33 SP:Iteration 1F (865.438327 sec): 3 clusters Score: Raw -4700.785393 + Penalty 1067.094917 = -3633.690476 nChanged 11 SP:Iteration 2F (865.526234 sec): 3 clusters Score: Raw -4742.447909 + Penalty 1067.094917 = -3675.352992 nChanged 6 SP:Iteration 3Q (865.618015 sec): 3 clusters Score: Raw -4767.570550 + Penalty 1067.094917 = -3700.475633 nChanged 5 SP:Iteration 4Q (865.708487 sec): 3 clusters Score: Raw -4818.116907 + Penalty 1067.094917 = -3751.021991 nChanged 4 SP:Iteration 5Q (865.820992 sec): 3 clusters Score: Raw -4860.362015 + Penalty 1067.094917 = -3793.267098 nChanged 3 SP:Iteration 6Q (865.912057 sec): 3 clusters Score: Raw -4872.362599 + Penalty 1067.094917 = -3805.267683 nChanged 0 SP:Iteration 7F (866.023211 sec): 3 clusters Score: Raw -4872.362599 + Penalty 1067.094917 = -3805.267683 nChanged 0 Trying to split cluster 7 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (866.062697 sec): 2 clusters Score: Raw -31692.531769 + Penalty 670.798948 = -31021.732821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (866.169384 sec): 3 clusters Score: Raw -31539.714243 + Penalty 1341.597895 = -30198.116348 nChanged 165 SP:Iteration 1F (866.274279 sec): 3 clusters Score: Raw -31759.474332 + Penalty 1341.597895 = -30417.876437 nChanged 63 SP:Iteration 2F (866.382618 sec): 3 clusters Score: Raw -31901.876928 + Penalty 1341.597895 = -30560.279033 nChanged 48 SP:Iteration 3F (866.494617 sec): 3 clusters Score: Raw -32017.480714 + Penalty 1341.597895 = -30675.882818 nChanged 24 SP:Iteration 4Q (866.606664 sec): 3 clusters Score: Raw -32077.761435 + Penalty 1341.597895 = -30736.163540 nChanged 16 SP:Iteration 5Q (866.718669 sec): 3 clusters Score: Raw -32103.621959 + Penalty 1341.597895 = -30762.024064 nChanged 10 SP:Iteration 6Q (866.831274 sec): 3 clusters Score: Raw -32119.986658 + Penalty 1341.597895 = -30778.388763 nChanged 9 SP:Iteration 7Q (866.942862 sec): 3 clusters Score: Raw -32129.683537 + Penalty 1341.597895 = -30788.085642 nChanged 6 SP:Iteration 8Q (867.054070 sec): 3 clusters Score: Raw -32140.971708 + Penalty 1341.597895 = -30799.373813 nChanged 4 SP:Iteration 9Q (867.166388 sec): 3 clusters Score: Raw -32144.425773 + Penalty 1341.597895 = -30802.827877 nChanged 0 SP:Iteration 10F (867.267071 sec): 3 clusters Score: Raw -32144.425773 + Penalty 1341.597895 = -30802.827877 nChanged 0 Trying to split cluster 8 (1466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (867.352572 sec): 2 clusters Score: Raw -68566.195889 + Penalty 765.480753 = -67800.715136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (867.431443 sec): 3 clusters Score: Raw -67928.828765 + Penalty 1530.961505 = -66397.867260 nChanged 576 SP:Iteration 1F (867.556327 sec): 3 clusters Score: Raw -68349.128220 + Penalty 1530.961505 = -66818.166715 nChanged 133 SP:Iteration 2F (867.662955 sec): 3 clusters Score: Raw -68490.615680 + Penalty 1530.961505 = -66959.654174 nChanged 88 SP:Iteration 3F (867.777038 sec): 3 clusters Score: Raw -68563.274724 + Penalty 1530.961505 = -67032.313218 nChanged 53 SP:Iteration 4Q (867.891851 sec): 3 clusters Score: Raw -68596.606479 + Penalty 1530.961505 = -67065.644974 nChanged 41 SP:Iteration 5Q (868.007182 sec): 3 clusters Score: Raw -68626.090326 + Penalty 1530.961505 = -67095.128821 nChanged 36 SP:Iteration 6Q (868.120719 sec): 3 clusters Score: Raw -68644.917213 + Penalty 1530.961505 = -67113.955708 nChanged 22 SP:Iteration 7Q (868.234560 sec): 3 clusters Score: Raw -68655.624687 + Penalty 1530.961505 = -67124.663181 nChanged 20 SP:Iteration 8Q (868.345804 sec): 3 clusters Score: Raw -68672.688821 + Penalty 1530.961505 = -67141.727315 nChanged 22 SP:Iteration 9Q (868.460823 sec): 3 clusters Score: Raw -68686.861327 + Penalty 1530.961505 = -67155.899822 nChanged 25 SP:Iteration 10Q (868.554387 sec): 3 clusters Score: Raw -68704.602866 + Penalty 1530.961505 = -67173.641361 nChanged 29 SP:Iteration 11Q (868.659075 sec): 3 clusters Score: Raw -68723.883805 + Penalty 1530.961505 = -67192.922299 nChanged 37 SP:Iteration 12Q (868.766408 sec): 3 clusters Score: Raw -68749.516587 + Penalty 1530.961505 = -67218.555082 nChanged 27 SP:Iteration 13Q (868.857864 sec): 3 clusters Score: Raw -68776.899063 + Penalty 1530.961505 = -67245.937558 nChanged 27 SP:Iteration 14Q (868.963162 sec): 3 clusters Score: Raw -68796.583641 + Penalty 1530.961505 = -67265.622136 nChanged 24 SP:Iteration 15Q (869.069353 sec): 3 clusters Score: Raw -68814.205181 + Penalty 1530.961505 = -67283.243676 nChanged 21 SP:Iteration 16Q (869.176061 sec): 3 clusters Score: Raw -68828.647612 + Penalty 1530.961505 = -67297.686107 nChanged 20 SP:Iteration 17Q (869.289853 sec): 3 clusters Score: Raw -68838.407671 + Penalty 1530.961505 = -67307.446165 nChanged 16 SP:Iteration 18Q (869.336225 sec): 3 clusters Score: Raw -68847.460120 + Penalty 1530.961505 = -67316.498615 nChanged 19 SP:Iteration 19Q (869.352157 sec): 3 clusters Score: Raw -68859.508469 + Penalty 1530.961505 = -67328.546964 nChanged 17 SP:Iteration 20F (869.367754 sec): 3 clusters Score: Raw -68867.958431 + Penalty 1530.961505 = -67336.996925 nChanged 12 SP:Iteration 21Q (869.480818 sec): 3 clusters Score: Raw -68874.064100 + Penalty 1530.961505 = -67343.102595 nChanged 8 SP:Iteration 22Q (869.597037 sec): 3 clusters Score: Raw -68878.884669 + Penalty 1530.961505 = -67347.923163 nChanged 5 SP:Iteration 23Q (869.718959 sec): 3 clusters Score: Raw -68881.241856 + Penalty 1530.961505 = -67350.280351 nChanged 10 SP:Iteration 24Q (869.827403 sec): 3 clusters Score: Raw -68887.538813 + Penalty 1530.961505 = -67356.577308 nChanged 8 SP:Iteration 25Q (869.935761 sec): 3 clusters Score: Raw -68890.780581 + Penalty 1530.961505 = -67359.819075 nChanged 8 SP:Iteration 26Q (870.041462 sec): 3 clusters Score: Raw -68893.716295 + Penalty 1530.961505 = -67362.754789 nChanged 4 SP:Iteration 27Q (870.132392 sec): 3 clusters Score: Raw -68894.815599 + Penalty 1530.961505 = -67363.854093 nChanged 2 SP:Iteration 28Q (870.262012 sec): 3 clusters Score: Raw -68895.364499 + Penalty 1530.961505 = -67364.402994 nChanged 2 SP:Iteration 29Q (870.343768 sec): 3 clusters Score: Raw -68895.717468 + Penalty 1530.961505 = -67364.755962 nChanged 1 SP:Iteration 30Q (870.449398 sec): 3 clusters Score: Raw -68896.113553 + Penalty 1530.961505 = -67365.152048 nChanged 1 SP:Iteration 31Q (870.539969 sec): 3 clusters Score: Raw -68896.302027 + Penalty 1530.961505 = -67365.340521 nChanged 0 SP:Iteration 32F (870.653171 sec): 3 clusters Score: Raw -68896.302027 + Penalty 1530.961505 = -67365.340521 nChanged 0 Trying to split cluster 9 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (870.711239 sec): 2 clusters Score: Raw -34871.383338 + Penalty 677.630625 = -34193.752713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (870.824119 sec): 3 clusters Score: Raw -34678.817229 + Penalty 1355.261250 = -33323.555979 nChanged 184 SP:Iteration 1F (870.931826 sec): 3 clusters Score: Raw -34838.121053 + Penalty 1355.261250 = -33482.859803 nChanged 42 SP:Iteration 2F (871.018053 sec): 3 clusters Score: Raw -34886.384900 + Penalty 1355.261250 = -33531.123650 nChanged 26 SP:Iteration 3Q (871.136452 sec): 3 clusters Score: Raw -34920.672560 + Penalty 1355.261250 = -33565.411310 nChanged 20 SP:Iteration 4Q (871.175351 sec): 3 clusters Score: Raw -34946.217159 + Penalty 1355.261250 = -33590.955910 nChanged 11 SP:Iteration 5Q (871.184208 sec): 3 clusters Score: Raw -34957.381967 + Penalty 1355.261250 = -33602.120718 nChanged 8 SP:Iteration 6Q (871.193082 sec): 3 clusters Score: Raw -34963.393271 + Penalty 1355.261250 = -33608.132022 nChanged 6 SP:Iteration 7Q (871.201938 sec): 3 clusters Score: Raw -34967.375707 + Penalty 1355.261250 = -33612.114457 nChanged 5 SP:Iteration 8Q (871.210718 sec): 3 clusters Score: Raw -34971.366203 + Penalty 1355.261250 = -33616.104954 nChanged 7 SP:Iteration 9Q (871.219720 sec): 3 clusters Score: Raw -34978.630623 + Penalty 1355.261250 = -33623.369373 nChanged 6 SP:Iteration 10Q (871.231479 sec): 3 clusters Score: Raw -34991.903763 + Penalty 1355.261250 = -33636.642514 nChanged 11 SP:Iteration 11Q (871.240959 sec): 3 clusters Score: Raw -35002.248175 + Penalty 1355.261250 = -33646.986926 nChanged 4 SP:Iteration 12Q (871.250405 sec): 3 clusters Score: Raw -35005.679627 + Penalty 1355.261250 = -33650.418377 nChanged 3 SP:Iteration 13Q (871.259808 sec): 3 clusters Score: Raw -35006.803009 + Penalty 1355.261250 = -33651.541760 nChanged 1 SP:Iteration 14Q (871.269203 sec): 3 clusters Score: Raw -35007.871839 + Penalty 1355.261250 = -33652.610589 nChanged 2 SP:Iteration 15Q (871.278637 sec): 3 clusters Score: Raw -35009.698868 + Penalty 1355.261250 = -33654.437618 nChanged 3 SP:Iteration 16Q (871.288167 sec): 3 clusters Score: Raw -35010.733971 + Penalty 1355.261250 = -33655.472721 nChanged 2 SP:Iteration 17Q (871.297559 sec): 3 clusters Score: Raw -35011.540696 + Penalty 1355.261250 = -33656.279446 nChanged 2 SP:Iteration 18Q (871.435789 sec): 3 clusters Score: Raw -35012.391618 + Penalty 1355.261250 = -33657.130368 nChanged 2 SP:Iteration 19Q (871.538895 sec): 3 clusters Score: Raw -35013.423772 + Penalty 1355.261250 = -33658.162522 nChanged 0 SP:Iteration 20F (871.651579 sec): 3 clusters Score: Raw -35013.423772 + Penalty 1355.261250 = -33658.162522 nChanged 0 Trying to split cluster 10 (1849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (871.714954 sec): 2 clusters Score: Raw -98964.673091 + Penalty 789.852024 = -98174.821066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (871.833632 sec): 3 clusters Score: Raw -98087.138006 + Penalty 1579.704049 = -96507.433958 nChanged 698 SP:Iteration 1F (871.980478 sec): 3 clusters Score: Raw -98523.034692 + Penalty 1579.704049 = -96943.330644 nChanged 172 SP:Iteration 2F (872.009216 sec): 3 clusters Score: Raw -98658.232421 + Penalty 1579.704049 = -97078.528372 nChanged 115 SP:Iteration 3F (872.027972 sec): 3 clusters Score: Raw -98766.880528 + Penalty 1579.704049 = -97187.176479 nChanged 91 SP:Iteration 4Q (872.047151 sec): 3 clusters Score: Raw -98873.620794 + Penalty 1579.704049 = -97293.916745 nChanged 102 SP:Iteration 5F (872.065828 sec): 3 clusters Score: Raw -99027.324617 + Penalty 1579.704049 = -97447.620569 nChanged 118 SP:Iteration 6F (872.084591 sec): 3 clusters Score: Raw -99157.436290 + Penalty 1579.704049 = -97577.732242 nChanged 91 SP:Iteration 7Q (872.103579 sec): 3 clusters Score: Raw -99230.511126 + Penalty 1579.704049 = -97650.807077 nChanged 61 SP:Iteration 8Q (872.122344 sec): 3 clusters Score: Raw -99277.374272 + Penalty 1579.704049 = -97697.670223 nChanged 42 SP:Iteration 9Q (872.141380 sec): 3 clusters Score: Raw -99306.957664 + Penalty 1579.704049 = -97727.253616 nChanged 36 SP:Iteration 10Q (872.160271 sec): 3 clusters Score: Raw -99334.902314 + Penalty 1579.704049 = -97755.198266 nChanged 22 SP:Iteration 11Q (872.179085 sec): 3 clusters Score: Raw -99349.790714 + Penalty 1579.704049 = -97770.086666 nChanged 14 SP:Iteration 12Q (872.198075 sec): 3 clusters Score: Raw -99356.241203 + Penalty 1579.704049 = -97776.537154 nChanged 16 SP:Iteration 13Q (872.216923 sec): 3 clusters Score: Raw -99366.866889 + Penalty 1579.704049 = -97787.162841 nChanged 14 SP:Iteration 14Q (872.235846 sec): 3 clusters Score: Raw -99376.949744 + Penalty 1579.704049 = -97797.245695 nChanged 9 SP:Iteration 15Q (872.254140 sec): 3 clusters Score: Raw -99383.176245 + Penalty 1579.704049 = -97803.472197 nChanged 7 SP:Iteration 16Q (872.272957 sec): 3 clusters Score: Raw -99386.523921 + Penalty 1579.704049 = -97806.819873 nChanged 2 SP:Iteration 17Q (872.291841 sec): 3 clusters Score: Raw -99387.429473 + Penalty 1579.704049 = -97807.725425 nChanged 0 SP:Iteration 18F (872.310368 sec): 3 clusters Score: Raw -99387.429473 + Penalty 1579.704049 = -97807.725425 nChanged 0 Trying to split cluster 11 (3567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (872.348983 sec): 2 clusters Score: Raw -208602.213102 + Penalty 858.845419 = -207743.367683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (872.383990 sec): 3 clusters Score: Raw -206731.374798 + Penalty 1717.690839 = -205013.683960 nChanged 1470 SP:Iteration 1F (872.417654 sec): 3 clusters Score: Raw -207641.017699 + Penalty 1717.690839 = -205923.326860 nChanged 275 SP:Iteration 2F (872.505604 sec): 3 clusters Score: Raw -207812.534339 + Penalty 1717.690839 = -206094.843500 nChanged 219 SP:Iteration 3F (872.612316 sec): 3 clusters Score: Raw -207961.378819 + Penalty 1717.690839 = -206243.687980 nChanged 195 SP:Iteration 4F (872.731759 sec): 3 clusters Score: Raw -208080.526712 + Penalty 1717.690839 = -206362.835873 nChanged 177 SP:Iteration 5Q (872.850229 sec): 3 clusters Score: Raw -208179.537620 + Penalty 1717.690839 = -206461.846781 nChanged 133 SP:Iteration 6Q (872.964457 sec): 3 clusters Score: Raw -208258.435998 + Penalty 1717.690839 = -206540.745159 nChanged 113 SP:Iteration 7Q (873.080171 sec): 3 clusters Score: Raw -208328.569783 + Penalty 1717.690839 = -206610.878944 nChanged 117 SP:Iteration 8Q (873.193084 sec): 3 clusters Score: Raw -208398.764343 + Penalty 1717.690839 = -206681.073504 nChanged 86 SP:Iteration 9Q (873.313510 sec): 3 clusters Score: Raw -208439.548107 + Penalty 1717.690839 = -206721.857268 nChanged 71 SP:Iteration 10Q (873.432180 sec): 3 clusters Score: Raw -208480.834749 + Penalty 1717.690839 = -206763.143910 nChanged 62 SP:Iteration 11Q (873.551612 sec): 3 clusters Score: Raw -208517.457579 + Penalty 1717.690839 = -206799.766740 nChanged 51 SP:Iteration 12Q (873.671188 sec): 3 clusters Score: Raw -208547.052867 + Penalty 1717.690839 = -206829.362028 nChanged 52 SP:Iteration 13Q (873.789700 sec): 3 clusters Score: Raw -208575.421799 + Penalty 1717.690839 = -206857.730960 nChanged 44 SP:Iteration 14Q (873.906587 sec): 3 clusters Score: Raw -208592.653901 + Penalty 1717.690839 = -206874.963062 nChanged 30 SP:Iteration 15Q (874.024418 sec): 3 clusters Score: Raw -208607.361327 + Penalty 1717.690839 = -206889.670488 nChanged 23 SP:Iteration 16Q (874.143351 sec): 3 clusters Score: Raw -208620.915460 + Penalty 1717.690839 = -206903.224621 nChanged 16 SP:Iteration 17Q (874.262757 sec): 3 clusters Score: Raw -208628.948157 + Penalty 1717.690839 = -206911.257318 nChanged 13 SP:Iteration 18Q (874.379006 sec): 3 clusters Score: Raw -208634.754216 + Penalty 1717.690839 = -206917.063377 nChanged 11 SP:Iteration 19Q (874.416296 sec): 3 clusters Score: Raw -208639.479238 + Penalty 1717.690839 = -206921.788399 nChanged 9 SP:Iteration 20F (874.449191 sec): 3 clusters Score: Raw -208642.870561 + Penalty 1717.690839 = -206925.179722 nChanged 8 SP:Iteration 21Q (874.485105 sec): 3 clusters Score: Raw -208644.015886 + Penalty 1717.690839 = -206926.325047 nChanged 7 SP:Iteration 22Q (874.521093 sec): 3 clusters Score: Raw -208646.143770 + Penalty 1717.690839 = -206928.452932 nChanged 4 SP:Iteration 23Q (874.556953 sec): 3 clusters Score: Raw -208647.748554 + Penalty 1717.690839 = -206930.057715 nChanged 4 SP:Iteration 24Q (874.592996 sec): 3 clusters Score: Raw -208649.119687 + Penalty 1717.690839 = -206931.428848 nChanged 3 SP:Iteration 25Q (874.711911 sec): 3 clusters Score: Raw -208650.067873 + Penalty 1717.690839 = -206932.377034 nChanged 3 SP:Iteration 26Q (874.857591 sec): 3 clusters Score: Raw -208650.776325 + Penalty 1717.690839 = -206933.085486 nChanged 3 SP:Iteration 27Q (874.951425 sec): 3 clusters Score: Raw -208651.373199 + Penalty 1717.690839 = -206933.682360 nChanged 1 SP:Iteration 28Q (875.071113 sec): 3 clusters Score: Raw -208651.670589 + Penalty 1717.690839 = -206933.979750 nChanged 1 SP:Iteration 29Q (875.186892 sec): 3 clusters Score: Raw -208651.851400 + Penalty 1717.690839 = -206934.160561 nChanged 1 SP:Iteration 30Q (875.304931 sec): 3 clusters Score: Raw -208652.055138 + Penalty 1717.690839 = -206934.364299 nChanged 0 SP:Iteration 31F (875.394766 sec): 3 clusters Score: Raw -208652.055138 + Penalty 1717.690839 = -206934.364299 nChanged 0 Trying to split cluster 12 (1549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (875.427767 sec): 2 clusters Score: Raw -59959.789114 + Penalty 771.263308 = -59188.525806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (875.445016 sec): 3 clusters Score: Raw -59271.146297 + Penalty 1542.526616 = -57728.619680 nChanged 563 SP:Iteration 1F (875.461328 sec): 3 clusters Score: Raw -59664.634681 + Penalty 1542.526616 = -58122.108065 nChanged 172 SP:Iteration 2F (875.477561 sec): 3 clusters Score: Raw -59868.648384 + Penalty 1542.526616 = -58326.121767 nChanged 133 SP:Iteration 3F (875.494183 sec): 3 clusters Score: Raw -60036.277228 + Penalty 1542.526616 = -58493.750611 nChanged 108 SP:Iteration 4F (875.510586 sec): 3 clusters Score: Raw -60180.080823 + Penalty 1542.526616 = -58637.554206 nChanged 84 SP:Iteration 5F (875.663820 sec): 3 clusters Score: Raw -60264.800541 + Penalty 1542.526616 = -58722.273925 nChanged 62 SP:Iteration 6Q (875.758668 sec): 3 clusters Score: Raw -60347.269748 + Penalty 1542.526616 = -58804.743132 nChanged 57 SP:Iteration 7Q (875.853286 sec): 3 clusters Score: Raw -60417.141302 + Penalty 1542.526616 = -58874.614685 nChanged 44 SP:Iteration 8Q (875.972612 sec): 3 clusters Score: Raw -60463.907915 + Penalty 1542.526616 = -58921.381298 nChanged 42 SP:Iteration 9Q (876.089328 sec): 3 clusters Score: Raw -60499.002139 + Penalty 1542.526616 = -58956.475523 nChanged 24 SP:Iteration 10Q (876.204533 sec): 3 clusters Score: Raw -60516.874002 + Penalty 1542.526616 = -58974.347385 nChanged 18 SP:Iteration 11Q (876.318015 sec): 3 clusters Score: Raw -60529.503454 + Penalty 1542.526616 = -58986.976837 nChanged 13 SP:Iteration 12Q (876.412024 sec): 3 clusters Score: Raw -60539.263885 + Penalty 1542.526616 = -58996.737269 nChanged 11 SP:Iteration 13Q (876.526240 sec): 3 clusters Score: Raw -60547.900324 + Penalty 1542.526616 = -59005.373708 nChanged 10 SP:Iteration 14Q (876.620968 sec): 3 clusters Score: Raw -60553.815801 + Penalty 1542.526616 = -59011.289185 nChanged 2 SP:Iteration 15Q (876.731309 sec): 3 clusters Score: Raw -60554.718494 + Penalty 1542.526616 = -59012.191877 nChanged 1 SP:Iteration 16Q (876.836628 sec): 3 clusters Score: Raw -60554.916280 + Penalty 1542.526616 = -59012.389663 nChanged 0 SP:Iteration 17F (876.948674 sec): 3 clusters Score: Raw -60554.916280 + Penalty 1542.526616 = -59012.389663 nChanged 0 Trying to split cluster 13 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (877.005711 sec): 2 clusters Score: Raw -27156.590952 + Penalty 654.200552 = -26502.390400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (877.120863 sec): 3 clusters Score: Raw -27053.712599 + Penalty 1308.401104 = -25745.311495 nChanged 151 SP:Iteration 1F (877.182539 sec): 3 clusters Score: Raw -27306.631120 + Penalty 1308.401104 = -25998.230016 nChanged 31 SP:Iteration 2F (877.190133 sec): 3 clusters Score: Raw -27369.691448 + Penalty 1308.401104 = -26061.290344 nChanged 21 SP:Iteration 3Q (877.197771 sec): 3 clusters Score: Raw -27404.668227 + Penalty 1308.401104 = -26096.267123 nChanged 20 SP:Iteration 4Q (877.205399 sec): 3 clusters Score: Raw -27431.716419 + Penalty 1308.401104 = -26123.315315 nChanged 11 SP:Iteration 5Q (877.213036 sec): 3 clusters Score: Raw -27445.884466 + Penalty 1308.401104 = -26137.483362 nChanged 12 SP:Iteration 6Q (877.220670 sec): 3 clusters Score: Raw -27463.280169 + Penalty 1308.401104 = -26154.879065 nChanged 6 SP:Iteration 7Q (877.228280 sec): 3 clusters Score: Raw -27475.715159 + Penalty 1308.401104 = -26167.314055 nChanged 4 SP:Iteration 8Q (877.235902 sec): 3 clusters Score: Raw -27483.583119 + Penalty 1308.401104 = -26175.182015 nChanged 3 SP:Iteration 9Q (877.243456 sec): 3 clusters Score: Raw -27490.582793 + Penalty 1308.401104 = -26182.181689 nChanged 6 SP:Iteration 10Q (877.251109 sec): 3 clusters Score: Raw -27498.303038 + Penalty 1308.401104 = -26189.901934 nChanged 4 SP:Iteration 11Q (877.258726 sec): 3 clusters Score: Raw -27504.200952 + Penalty 1308.401104 = -26195.799848 nChanged 3 SP:Iteration 12Q (877.266299 sec): 3 clusters Score: Raw -27512.966186 + Penalty 1308.401104 = -26204.565082 nChanged 7 SP:Iteration 13Q (877.273847 sec): 3 clusters Score: Raw -27526.597127 + Penalty 1308.401104 = -26218.196023 nChanged 1 SP:Iteration 14Q (877.281365 sec): 3 clusters Score: Raw -27527.378377 + Penalty 1308.401104 = -26218.977274 nChanged 1 SP:Iteration 15Q (877.289010 sec): 3 clusters Score: Raw -27528.434226 + Penalty 1308.401104 = -26220.033122 nChanged 0 SP:Iteration 16F (877.296542 sec): 3 clusters Score: Raw -27528.434226 + Penalty 1308.401104 = -26220.033122 nChanged 0 Trying to split cluster 14 (1916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (877.358650 sec): 2 clusters Score: Raw -110032.385221 + Penalty 793.589471 = -109238.795751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (877.477151 sec): 3 clusters Score: Raw -109121.959416 + Penalty 1587.178941 = -107534.780475 nChanged 733 SP:Iteration 1F (877.617113 sec): 3 clusters Score: Raw -109578.182020 + Penalty 1587.178941 = -107991.003079 nChanged 139 SP:Iteration 2F (877.733429 sec): 3 clusters Score: Raw -109672.601841 + Penalty 1587.178941 = -108085.422899 nChanged 94 SP:Iteration 3Q (877.825654 sec): 3 clusters Score: Raw -109739.273690 + Penalty 1587.178941 = -108152.094749 nChanged 89 SP:Iteration 4Q (877.941404 sec): 3 clusters Score: Raw -109794.161118 + Penalty 1587.178941 = -108206.982176 nChanged 71 SP:Iteration 5Q (878.057203 sec): 3 clusters Score: Raw -109849.590663 + Penalty 1587.178941 = -108262.411722 nChanged 60 SP:Iteration 6Q (878.111669 sec): 3 clusters Score: Raw -109891.311835 + Penalty 1587.178941 = -108304.132893 nChanged 64 SP:Iteration 7Q (878.131888 sec): 3 clusters Score: Raw -109938.631854 + Penalty 1587.178941 = -108351.452912 nChanged 64 SP:Iteration 8Q (878.151632 sec): 3 clusters Score: Raw -109988.655267 + Penalty 1587.178941 = -108401.476326 nChanged 66 SP:Iteration 9Q (878.171556 sec): 3 clusters Score: Raw -110038.441843 + Penalty 1587.178941 = -108451.262901 nChanged 46 SP:Iteration 10Q (878.191326 sec): 3 clusters Score: Raw -110077.167667 + Penalty 1587.178941 = -108489.988726 nChanged 49 SP:Iteration 11Q (878.211220 sec): 3 clusters Score: Raw -110117.891922 + Penalty 1587.178941 = -108530.712981 nChanged 42 SP:Iteration 12Q (878.231044 sec): 3 clusters Score: Raw -110148.470488 + Penalty 1587.178941 = -108561.291547 nChanged 24 SP:Iteration 13Q (878.250726 sec): 3 clusters Score: Raw -110167.499666 + Penalty 1587.178941 = -108580.320724 nChanged 28 SP:Iteration 14Q (878.270381 sec): 3 clusters Score: Raw -110182.780806 + Penalty 1587.178941 = -108595.601864 nChanged 16 SP:Iteration 15Q (878.290509 sec): 3 clusters Score: Raw -110193.337633 + Penalty 1587.178941 = -108606.158692 nChanged 14 SP:Iteration 16Q (878.310469 sec): 3 clusters Score: Raw -110200.696673 + Penalty 1587.178941 = -108613.517731 nChanged 8 SP:Iteration 17Q (878.330135 sec): 3 clusters Score: Raw -110205.371536 + Penalty 1587.178941 = -108618.192595 nChanged 7 SP:Iteration 18Q (878.349802 sec): 3 clusters Score: Raw -110210.029668 + Penalty 1587.178941 = -108622.850727 nChanged 9 SP:Iteration 19Q (878.369513 sec): 3 clusters Score: Raw -110214.675286 + Penalty 1587.178941 = -108627.496345 nChanged 5 SP:Iteration 20F (878.388770 sec): 3 clusters Score: Raw -110216.376408 + Penalty 1587.178941 = -108629.197467 nChanged 2 SP:Iteration 21Q (878.408385 sec): 3 clusters Score: Raw -110217.084880 + Penalty 1587.178941 = -108629.905939 nChanged 1 SP:Iteration 22Q (878.428110 sec): 3 clusters Score: Raw -110217.353624 + Penalty 1587.178941 = -108630.174683 nChanged 1 SP:Iteration 23Q (878.447735 sec): 3 clusters Score: Raw -110217.817932 + Penalty 1587.178941 = -108630.638991 nChanged 3 SP:Iteration 24Q (878.467847 sec): 3 clusters Score: Raw -110219.120980 + Penalty 1587.178941 = -108631.942039 nChanged 2 SP:Iteration 25Q (878.487902 sec): 3 clusters Score: Raw -110220.167874 + Penalty 1587.178941 = -108632.988932 nChanged 2 SP:Iteration 26Q (878.507509 sec): 3 clusters Score: Raw -110220.703322 + Penalty 1587.178941 = -108633.524380 nChanged 2 SP:Iteration 27Q (878.527130 sec): 3 clusters Score: Raw -110222.455163 + Penalty 1587.178941 = -108635.276221 nChanged 2 SP:Iteration 28Q (878.546862 sec): 3 clusters Score: Raw -110224.009267 + Penalty 1587.178941 = -108636.830326 nChanged 5 SP:Iteration 29Q (878.567841 sec): 3 clusters Score: Raw -110226.782460 + Penalty 1587.178941 = -108639.603519 nChanged 7 SP:Iteration 30Q (878.690295 sec): 3 clusters Score: Raw -110229.962302 + Penalty 1587.178941 = -108642.783360 nChanged 2 SP:Iteration 31Q (878.787292 sec): 3 clusters Score: Raw -110231.402595 + Penalty 1587.178941 = -108644.223654 nChanged 6 SP:Iteration 32Q (878.901360 sec): 3 clusters Score: Raw -110236.993456 + Penalty 1587.178941 = -108649.814514 nChanged 11 SP:Iteration 33Q (879.010740 sec): 3 clusters Score: Raw -110243.569850 + Penalty 1587.178941 = -108656.390909 nChanged 8 SP:Iteration 34Q (879.111918 sec): 3 clusters Score: Raw -110248.402060 + Penalty 1587.178941 = -108661.223119 nChanged 8 SP:Iteration 35Q (879.213849 sec): 3 clusters Score: Raw -110254.258473 + Penalty 1587.178941 = -108667.079531 nChanged 7 SP:Iteration 36Q (879.318375 sec): 3 clusters Score: Raw -110257.400136 + Penalty 1587.178941 = -108670.221195 nChanged 5 SP:Iteration 37Q (879.425559 sec): 3 clusters Score: Raw -110259.456483 + Penalty 1587.178941 = -108672.277542 nChanged 4 SP:Iteration 38Q (879.530551 sec): 3 clusters Score: Raw -110262.399180 + Penalty 1587.178941 = -108675.220239 nChanged 8 SP:Iteration 39Q (879.640241 sec): 3 clusters Score: Raw -110266.870176 + Penalty 1587.178941 = -108679.691235 nChanged 6 SP:Iteration 40F (879.766220 sec): 3 clusters Score: Raw -110269.272456 + Penalty 1587.178941 = -108682.093515 nChanged 5 SP:Iteration 41Q (879.882854 sec): 3 clusters Score: Raw -110271.546677 + Penalty 1587.178941 = -108684.367736 nChanged 4 SP:Iteration 42Q (879.973160 sec): 3 clusters Score: Raw -110273.404694 + Penalty 1587.178941 = -108686.225752 nChanged 4 SP:Iteration 43Q (880.062139 sec): 3 clusters Score: Raw -110275.786971 + Penalty 1587.178941 = -108688.608029 nChanged 4 SP:Iteration 44Q (880.081858 sec): 3 clusters Score: Raw -110277.957738 + Penalty 1587.178941 = -108690.778797 nChanged 3 SP:Iteration 45Q (880.101450 sec): 3 clusters Score: Raw -110279.323695 + Penalty 1587.178941 = -108692.144754 nChanged 4 SP:Iteration 46Q (880.121002 sec): 3 clusters Score: Raw -110281.428093 + Penalty 1587.178941 = -108694.249151 nChanged 3 SP:Iteration 47Q (880.140537 sec): 3 clusters Score: Raw -110283.194123 + Penalty 1587.178941 = -108696.015182 nChanged 6 SP:Iteration 48Q (880.160613 sec): 3 clusters Score: Raw -110286.588274 + Penalty 1587.178941 = -108699.409333 nChanged 7 SP:Iteration 49Q (880.180225 sec): 3 clusters Score: Raw -110289.224695 + Penalty 1587.178941 = -108702.045754 nChanged 3 SP:Iteration 50Q (880.199802 sec): 3 clusters Score: Raw -110290.328228 + Penalty 1587.178941 = -108703.149286 nChanged 4 SP:Iteration 51Q (880.219460 sec): 3 clusters Score: Raw -110292.871609 + Penalty 1587.178941 = -108705.692667 nChanged 4 SP:Iteration 52Q (880.239012 sec): 3 clusters Score: Raw -110295.124566 + Penalty 1587.178941 = -108707.945625 nChanged 2 SP:Iteration 53Q (880.258622 sec): 3 clusters Score: Raw -110296.997306 + Penalty 1587.178941 = -108709.818365 nChanged 6 SP:Iteration 54Q (880.278222 sec): 3 clusters Score: Raw -110302.709645 + Penalty 1587.178941 = -108715.530703 nChanged 9 SP:Iteration 55Q (880.297749 sec): 3 clusters Score: Raw -110307.790930 + Penalty 1587.178941 = -108720.611989 nChanged 5 SP:Iteration 56Q (880.317812 sec): 3 clusters Score: Raw -110309.087076 + Penalty 1587.178941 = -108721.908135 nChanged 5 SP:Iteration 57Q (880.337688 sec): 3 clusters Score: Raw -110311.652124 + Penalty 1587.178941 = -108724.473183 nChanged 6 SP:Iteration 58Q (880.358541 sec): 3 clusters Score: Raw -110314.286967 + Penalty 1587.178941 = -108727.108025 nChanged 6 SP:Iteration 59Q (880.378013 sec): 3 clusters Score: Raw -110317.343555 + Penalty 1587.178941 = -108730.164613 nChanged 6 SP:Iteration 60F (880.397428 sec): 3 clusters Score: Raw -110320.820769 + Penalty 1587.178941 = -108733.641828 nChanged 6 SP:Iteration 61Q (880.416995 sec): 3 clusters Score: Raw -110323.072192 + Penalty 1587.178941 = -108735.893251 nChanged 6 SP:Iteration 62Q (880.525604 sec): 3 clusters Score: Raw -110328.075980 + Penalty 1587.178941 = -108740.897038 nChanged 7 SP:Iteration 63Q (880.662663 sec): 3 clusters Score: Raw -110334.024018 + Penalty 1587.178941 = -108746.845077 nChanged 12 SP:Iteration 64Q (880.781513 sec): 3 clusters Score: Raw -110340.188188 + Penalty 1587.178941 = -108753.009246 nChanged 7 SP:Iteration 65Q (880.902176 sec): 3 clusters Score: Raw -110343.865330 + Penalty 1587.178941 = -108756.686389 nChanged 5 SP:Iteration 66Q (881.015401 sec): 3 clusters Score: Raw -110345.788825 + Penalty 1587.178941 = -108758.609884 nChanged 6 SP:Iteration 67Q (881.115099 sec): 3 clusters Score: Raw -110348.948028 + Penalty 1587.178941 = -108761.769086 nChanged 8 SP:Iteration 68Q (881.223584 sec): 3 clusters Score: Raw -110353.172472 + Penalty 1587.178941 = -108765.993531 nChanged 9 SP:Iteration 69Q (881.332491 sec): 3 clusters Score: Raw -110356.445747 + Penalty 1587.178941 = -108769.266805 nChanged 5 SP:Iteration 70Q (881.423161 sec): 3 clusters Score: Raw -110357.937398 + Penalty 1587.178941 = -108770.758456 nChanged 2 SP:Iteration 71Q (881.536525 sec): 3 clusters Score: Raw -110358.866609 + Penalty 1587.178941 = -108771.687668 nChanged 2 SP:Iteration 72Q (881.629211 sec): 3 clusters Score: Raw -110359.815002 + Penalty 1587.178941 = -108772.636061 nChanged 0 SP:Iteration 73F (881.742999 sec): 3 clusters Score: Raw -110359.815002 + Penalty 1587.178941 = -108772.636061 nChanged 0 Trying to split cluster 15 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (881.772700 sec): 2 clusters Score: Raw -7550.008563 + Penalty 526.814383 = -7023.194180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (881.882897 sec): 3 clusters Score: Raw -7621.081220 + Penalty 1053.628766 = -6567.452454 nChanged 36 SP:Iteration 1F (881.935202 sec): 3 clusters Score: Raw -7740.200281 + Penalty 1053.628766 = -6686.571515 nChanged 7 SP:Iteration 2Q (881.939857 sec): 3 clusters Score: Raw -7766.961560 + Penalty 1053.628766 = -6713.332794 nChanged 1 SP:Iteration 3Q (881.944484 sec): 3 clusters Score: Raw -7768.008560 + Penalty 1053.628766 = -6714.379794 nChanged 0 SP:Iteration 4F (881.949051 sec): 3 clusters Score: Raw -7768.008560 + Penalty 1053.628766 = -6714.379794 nChanged 0 Trying to split cluster 16 (2608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (882.013555 sec): 2 clusters Score: Raw -151674.435181 + Penalty 825.965587 = -150848.469594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (882.126431 sec): 3 clusters Score: Raw -150356.903912 + Penalty 1651.931174 = -148704.972738 nChanged 1054 SP:Iteration 1F (882.244005 sec): 3 clusters Score: Raw -150965.330695 + Penalty 1651.931174 = -149313.399521 nChanged 193 SP:Iteration 2F (882.359386 sec): 3 clusters Score: Raw -151098.654124 + Penalty 1651.931174 = -149446.722951 nChanged 152 SP:Iteration 3F (882.502425 sec): 3 clusters Score: Raw -151195.535292 + Penalty 1651.931174 = -149543.604118 nChanged 134 SP:Iteration 4F (882.537882 sec): 3 clusters Score: Raw -151286.575950 + Penalty 1651.931174 = -149634.644776 nChanged 128 SP:Iteration 5Q (882.563720 sec): 3 clusters Score: Raw -151376.104905 + Penalty 1651.931174 = -149724.173731 nChanged 120 SP:Iteration 6Q (882.589469 sec): 3 clusters Score: Raw -151455.420531 + Penalty 1651.931174 = -149803.489357 nChanged 105 SP:Iteration 7Q (882.615133 sec): 3 clusters Score: Raw -151528.772307 + Penalty 1651.931174 = -149876.841133 nChanged 89 SP:Iteration 8Q (882.642163 sec): 3 clusters Score: Raw -151586.640034 + Penalty 1651.931174 = -149934.708860 nChanged 62 SP:Iteration 9Q (882.667806 sec): 3 clusters Score: Raw -151624.562003 + Penalty 1651.931174 = -149972.630829 nChanged 67 SP:Iteration 10Q (882.693455 sec): 3 clusters Score: Raw -151665.375307 + Penalty 1651.931174 = -150013.444133 nChanged 55 SP:Iteration 11Q (882.816374 sec): 3 clusters Score: Raw -151697.414765 + Penalty 1651.931174 = -150045.483591 nChanged 39 SP:Iteration 12Q (882.931633 sec): 3 clusters Score: Raw -151713.893408 + Penalty 1651.931174 = -150061.962234 nChanged 22 SP:Iteration 13Q (883.039170 sec): 3 clusters Score: Raw -151721.914903 + Penalty 1651.931174 = -150069.983729 nChanged 18 SP:Iteration 14Q (883.147111 sec): 3 clusters Score: Raw -151730.134518 + Penalty 1651.931174 = -150078.203345 nChanged 17 SP:Iteration 15Q (883.240121 sec): 3 clusters Score: Raw -151736.266681 + Penalty 1651.931174 = -150084.335507 nChanged 14 SP:Iteration 16Q (883.341809 sec): 3 clusters Score: Raw -151745.388707 + Penalty 1651.931174 = -150093.457533 nChanged 19 SP:Iteration 17Q (883.444311 sec): 3 clusters Score: Raw -151754.571685 + Penalty 1651.931174 = -150102.640511 nChanged 9 SP:Iteration 18Q (883.552412 sec): 3 clusters Score: Raw -151759.972897 + Penalty 1651.931174 = -150108.041723 nChanged 15 SP:Iteration 19Q (883.662863 sec): 3 clusters Score: Raw -151770.164494 + Penalty 1651.931174 = -150118.233321 nChanged 18 SP:Iteration 20F (883.775925 sec): 3 clusters Score: Raw -151782.180772 + Penalty 1651.931174 = -150130.249598 nChanged 20 SP:Iteration 21Q (883.887343 sec): 3 clusters Score: Raw -151795.118906 + Penalty 1651.931174 = -150143.187733 nChanged 20 SP:Iteration 22Q (883.997405 sec): 3 clusters Score: Raw -151805.667303 + Penalty 1651.931174 = -150153.736129 nChanged 17 SP:Iteration 23Q (884.129731 sec): 3 clusters Score: Raw -151815.562101 + Penalty 1651.931174 = -150163.630927 nChanged 12 SP:Iteration 24Q (884.205495 sec): 3 clusters Score: Raw -151819.999881 + Penalty 1651.931174 = -150168.068707 nChanged 5 SP:Iteration 25Q (884.321337 sec): 3 clusters Score: Raw -151823.148087 + Penalty 1651.931174 = -150171.216913 nChanged 5 SP:Iteration 26Q (884.380080 sec): 3 clusters Score: Raw -151825.823867 + Penalty 1651.931174 = -150173.892694 nChanged 5 SP:Iteration 27Q (884.555201 sec): 3 clusters Score: Raw -151827.944969 + Penalty 1651.931174 = -150176.013795 nChanged 4 SP:Iteration 28Q (884.646245 sec): 3 clusters Score: Raw -151830.362356 + Penalty 1651.931174 = -150178.431182 nChanged 1 SP:Iteration 29Q (884.673453 sec): 3 clusters Score: Raw -151830.502790 + Penalty 1651.931174 = -150178.571616 nChanged 1 SP:Iteration 30Q (884.700724 sec): 3 clusters Score: Raw -151830.757229 + Penalty 1651.931174 = -150178.826056 nChanged 2 SP:Iteration 31Q (884.726896 sec): 3 clusters Score: Raw -151830.949391 + Penalty 1651.931174 = -150179.018218 nChanged 0 SP:Iteration 32F (884.752950 sec): 3 clusters Score: Raw -151830.949391 + Penalty 1651.931174 = -150179.018218 nChanged 0 Trying to split cluster 17 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (884.784425 sec): 2 clusters Score: Raw -33148.415059 + Penalty 672.201306 = -32476.213753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (884.793683 sec): 3 clusters Score: Raw -32992.305240 + Penalty 1344.402611 = -31647.902628 nChanged 168 SP:Iteration 1F (884.802587 sec): 3 clusters Score: Raw -33197.169718 + Penalty 1344.402611 = -31852.767106 nChanged 51 SP:Iteration 2F (884.811428 sec): 3 clusters Score: Raw -33264.369837 + Penalty 1344.402611 = -31919.967226 nChanged 30 SP:Iteration 3Q (884.820484 sec): 3 clusters Score: Raw -33302.195322 + Penalty 1344.402611 = -31957.792711 nChanged 17 SP:Iteration 4Q (884.829364 sec): 3 clusters Score: Raw -33318.187341 + Penalty 1344.402611 = -31973.784730 nChanged 14 SP:Iteration 5Q (884.838399 sec): 3 clusters Score: Raw -33331.567817 + Penalty 1344.402611 = -31987.165206 nChanged 10 SP:Iteration 6Q (884.847078 sec): 3 clusters Score: Raw -33340.769860 + Penalty 1344.402611 = -31996.367249 nChanged 10 SP:Iteration 7Q (884.855803 sec): 3 clusters Score: Raw -33354.128861 + Penalty 1344.402611 = -32009.726250 nChanged 6 SP:Iteration 8Q (885.001753 sec): 3 clusters Score: Raw -33361.055057 + Penalty 1344.402611 = -32016.652446 nChanged 4 SP:Iteration 9Q (885.076114 sec): 3 clusters Score: Raw -33364.197714 + Penalty 1344.402611 = -32019.795103 nChanged 5 SP:Iteration 10Q (885.192846 sec): 3 clusters Score: Raw -33371.051125 + Penalty 1344.402611 = -32026.648513 nChanged 2 SP:Iteration 11Q (885.294828 sec): 3 clusters Score: Raw -33375.269611 + Penalty 1344.402611 = -32030.867000 nChanged 1 SP:Iteration 12Q (885.407881 sec): 3 clusters Score: Raw -33375.646267 + Penalty 1344.402611 = -32031.243655 nChanged 0 SP:Iteration 13F (885.520391 sec): 3 clusters Score: Raw -33375.646267 + Penalty 1344.402611 = -32031.243655 nChanged 0 Iteration 59Q (885.893995 sec): 18 clusters Score: Raw -1025822.349296 + Penalty 17730.054438 = -1008092.294858 nChanged 19 Iteration 60F (886.387686 sec): 18 clusters Score: Raw -1025832.010386 + Penalty 17730.054438 = -1008101.955948 nChanged 27 Iteration 61Q (886.691402 sec): 18 clusters Score: Raw -1025870.674736 + Penalty 17730.054438 = -1008140.620297 nChanged 20 Iteration 62Q (887.036584 sec): 18 clusters Score: Raw -1025900.918775 + Penalty 17730.054438 = -1008170.864336 nChanged 17 Iteration 63Q (887.349073 sec): 18 clusters Score: Raw -1025919.852458 + Penalty 17730.054438 = -1008189.798020 nChanged 11 Iteration 64Q (887.650958 sec): 18 clusters Score: Raw -1025924.257758 + Penalty 17730.054438 = -1008194.203319 nChanged 7 Iteration 65Q (887.953393 sec): 18 clusters Score: Raw -1025926.933028 + Penalty 17730.054438 = -1008196.878590 nChanged 5 Iteration 66Q (888.235490 sec): 18 clusters Score: Raw -1025929.485341 + Penalty 17730.054438 = -1008199.430902 nChanged 8 Iteration 67Q (888.517179 sec): 18 clusters Score: Raw -1025935.392759 + Penalty 17730.054438 = -1008205.338321 nChanged 6 Iteration 68Q (888.794890 sec): 18 clusters Score: Raw -1025939.905483 + Penalty 17730.054438 = -1008209.851044 nChanged 6 Iteration 69Q (889.096220 sec): 18 clusters Score: Raw -1025942.551540 + Penalty 17730.054438 = -1008212.497102 nChanged 5 Iteration 70Q (889.399534 sec): 18 clusters Score: Raw -1025946.350753 + Penalty 17730.054438 = -1008216.296315 nChanged 5 Iteration 71Q (889.700615 sec): 18 clusters Score: Raw -1025950.105835 + Penalty 17730.054438 = -1008220.051397 nChanged 4 Iteration 72Q (889.998142 sec): 18 clusters Score: Raw -1025953.345566 + Penalty 17730.054438 = -1008223.291128 nChanged 4 Iteration 73Q (890.380909 sec): 18 clusters Score: Raw -1025954.576046 + Penalty 17730.054438 = -1008224.521608 nChanged 0 Iteration 74F (890.843698 sec): 18 clusters Score: Raw -1025956.477639 + Penalty 17730.054438 = -1008226.423200 nChanged 1 Iteration 75Q (891.114104 sec): 18 clusters Score: Raw -1025964.348044 + Penalty 17730.054438 = -1008234.293606 nChanged 1 Iteration 76Q (891.412447 sec): 18 clusters Score: Raw -1025967.754802 + Penalty 17730.054438 = -1008237.700364 nChanged 2 Iteration 77Q (891.712998 sec): 18 clusters Score: Raw -1025969.864229 + Penalty 17730.054438 = -1008239.809791 nChanged 0 Iteration 78F (892.198824 sec): 18 clusters Score: Raw -1025969.864229 + Penalty 17730.054438 = -1008239.809791 nChanged 0 Compute initial score before splitting: Score: Raw -1025969.864229 + Penalty 17730.054438 = -1008239.809791 Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (892.219208 sec): 2 clusters Score: Raw -25717.082878 + Penalty 657.256054 = -25059.826824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (892.227422 sec): 3 clusters Score: Raw -25561.932106 + Penalty 1314.512107 = -24247.419999 nChanged 169 SP:Iteration 1F (892.235195 sec): 3 clusters Score: Raw -25736.145232 + Penalty 1314.512107 = -24421.633124 nChanged 46 SP:Iteration 2F (892.242922 sec): 3 clusters Score: Raw -25796.751294 + Penalty 1314.512107 = -24482.239187 nChanged 19 SP:Iteration 3Q (892.251289 sec): 3 clusters Score: Raw -25828.986762 + Penalty 1314.512107 = -24514.474655 nChanged 24 SP:Iteration 4Q (892.431358 sec): 3 clusters Score: Raw -25859.456122 + Penalty 1314.512107 = -24544.944014 nChanged 12 SP:Iteration 5Q (892.522978 sec): 3 clusters Score: Raw -25872.823602 + Penalty 1314.512107 = -24558.311495 nChanged 7 SP:Iteration 6Q (892.633255 sec): 3 clusters Score: Raw -25880.580476 + Penalty 1314.512107 = -24566.068368 nChanged 4 SP:Iteration 7Q (892.762168 sec): 3 clusters Score: Raw -25885.825574 + Penalty 1314.512107 = -24571.313467 nChanged 5 SP:Iteration 8Q (892.843510 sec): 3 clusters Score: Raw -25895.560001 + Penalty 1314.512107 = -24581.047893 nChanged 8 SP:Iteration 9Q (892.956284 sec): 3 clusters Score: Raw -25901.413609 + Penalty 1314.512107 = -24586.901502 nChanged 1 SP:Iteration 10Q (893.005366 sec): 3 clusters Score: Raw -25901.871260 + Penalty 1314.512107 = -24587.359152 nChanged 1 SP:Iteration 11Q (893.013497 sec): 3 clusters Score: Raw -25903.761690 + Penalty 1314.512107 = -24589.249583 nChanged 3 SP:Iteration 12Q (893.021230 sec): 3 clusters Score: Raw -25906.541762 + Penalty 1314.512107 = -24592.029654 nChanged 3 SP:Iteration 13Q (893.029014 sec): 3 clusters Score: Raw -25910.960886 + Penalty 1314.512107 = -24596.448778 nChanged 1 SP:Iteration 14Q (893.036974 sec): 3 clusters Score: Raw -25912.739983 + Penalty 1314.512107 = -24598.227876 nChanged 4 SP:Iteration 15Q (893.044688 sec): 3 clusters Score: Raw -25915.952947 + Penalty 1314.512107 = -24601.440839 nChanged 5 SP:Iteration 16Q (893.146638 sec): 3 clusters Score: Raw -25922.469195 + Penalty 1314.512107 = -24607.957088 nChanged 4 SP:Iteration 17Q (893.232147 sec): 3 clusters Score: Raw -25928.539604 + Penalty 1314.512107 = -24614.027497 nChanged 2 SP:Iteration 18Q (893.325445 sec): 3 clusters Score: Raw -25929.647490 + Penalty 1314.512107 = -24615.135383 nChanged 2 SP:Iteration 19Q (893.433678 sec): 3 clusters Score: Raw -25931.259440 + Penalty 1314.512107 = -24616.747332 nChanged 2 SP:Iteration 20F (893.520326 sec): 3 clusters Score: Raw -25932.910931 + Penalty 1314.512107 = -24618.398824 nChanged 0 Trying to split cluster 2 (1000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (893.575936 sec): 2 clusters Score: Raw -40062.155053 + Penalty 725.314304 = -39336.840749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (893.676729 sec): 3 clusters Score: Raw -39708.431416 + Penalty 1450.628609 = -38257.802808 nChanged 342 SP:Iteration 1F (893.729071 sec): 3 clusters Score: Raw -40126.068161 + Penalty 1450.628609 = -38675.439552 nChanged 112 SP:Iteration 2F (893.742972 sec): 3 clusters Score: Raw -40306.459178 + Penalty 1450.628609 = -38855.830570 nChanged 76 SP:Iteration 3F (893.756629 sec): 3 clusters Score: Raw -40406.727961 + Penalty 1450.628609 = -38956.099353 nChanged 38 SP:Iteration 4Q (893.770485 sec): 3 clusters Score: Raw -40464.634768 + Penalty 1450.628609 = -39014.006159 nChanged 23 SP:Iteration 5Q (893.784327 sec): 3 clusters Score: Raw -40510.932291 + Penalty 1450.628609 = -39060.303682 nChanged 32 SP:Iteration 6Q (893.798101 sec): 3 clusters Score: Raw -40569.767633 + Penalty 1450.628609 = -39119.139025 nChanged 31 SP:Iteration 7Q (893.812097 sec): 3 clusters Score: Raw -40611.429497 + Penalty 1450.628609 = -39160.800888 nChanged 23 SP:Iteration 8Q (893.825045 sec): 3 clusters Score: Raw -40646.026419 + Penalty 1450.628609 = -39195.397810 nChanged 19 SP:Iteration 9Q (893.836795 sec): 3 clusters Score: Raw -40668.599092 + Penalty 1450.628609 = -39217.970483 nChanged 9 SP:Iteration 10Q (893.848532 sec): 3 clusters Score: Raw -40682.382361 + Penalty 1450.628609 = -39231.753752 nChanged 9 SP:Iteration 11Q (893.860226 sec): 3 clusters Score: Raw -40699.315058 + Penalty 1450.628609 = -39248.686449 nChanged 11 SP:Iteration 12Q (893.872067 sec): 3 clusters Score: Raw -40719.743086 + Penalty 1450.628609 = -39269.114477 nChanged 10 SP:Iteration 13Q (893.987265 sec): 3 clusters Score: Raw -40728.942707 + Penalty 1450.628609 = -39278.314098 nChanged 4 SP:Iteration 14Q (894.116844 sec): 3 clusters Score: Raw -40733.499316 + Penalty 1450.628609 = -39282.870708 nChanged 4 SP:Iteration 15Q (894.235385 sec): 3 clusters Score: Raw -40736.501767 + Penalty 1450.628609 = -39285.873158 nChanged 0 SP:Iteration 16F (894.309186 sec): 3 clusters Score: Raw -40737.325282 + Penalty 1450.628609 = -39286.696674 nChanged 1 SP:Iteration 17Q (894.421884 sec): 3 clusters Score: Raw -40740.891732 + Penalty 1450.628609 = -39290.263123 nChanged 4 SP:Iteration 18Q (894.515486 sec): 3 clusters Score: Raw -40750.376403 + Penalty 1450.628609 = -39299.747794 nChanged 4 SP:Iteration 19Q (894.628346 sec): 3 clusters Score: Raw -40758.338428 + Penalty 1450.628609 = -39307.709819 nChanged 6 SP:Iteration 20F (894.721083 sec): 3 clusters Score: Raw -40764.430597 + Penalty 1450.628609 = -39313.801989 nChanged 5 SP:Iteration 21Q (894.834128 sec): 3 clusters Score: Raw -40768.908625 + Penalty 1450.628609 = -39318.280017 nChanged 8 SP:Iteration 22Q (894.927621 sec): 3 clusters Score: Raw -40778.948505 + Penalty 1450.628609 = -39328.319896 nChanged 8 SP:Iteration 23Q (895.030410 sec): 3 clusters Score: Raw -40789.223972 + Penalty 1450.628609 = -39338.595363 nChanged 9 SP:Iteration 24Q (895.042468 sec): 3 clusters Score: Raw -40803.611520 + Penalty 1450.628609 = -39352.982911 nChanged 10 SP:Iteration 25Q (895.054239 sec): 3 clusters Score: Raw -40820.215663 + Penalty 1450.628609 = -39369.587054 nChanged 8 SP:Iteration 26Q (895.065952 sec): 3 clusters Score: Raw -40830.798662 + Penalty 1450.628609 = -39380.170053 nChanged 5 SP:Iteration 27Q (895.077701 sec): 3 clusters Score: Raw -40836.154413 + Penalty 1450.628609 = -39385.525804 nChanged 4 SP:Iteration 28Q (895.089680 sec): 3 clusters Score: Raw -40838.243789 + Penalty 1450.628609 = -39387.615180 nChanged 2 SP:Iteration 29Q (895.102382 sec): 3 clusters Score: Raw -40843.432069 + Penalty 1450.628609 = -39392.803460 nChanged 6 SP:Iteration 30Q (895.114874 sec): 3 clusters Score: Raw -40849.023849 + Penalty 1450.628609 = -39398.395241 nChanged 3 SP:Iteration 31Q (895.127391 sec): 3 clusters Score: Raw -40851.156271 + Penalty 1450.628609 = -39400.527662 nChanged 2 SP:Iteration 32Q (895.139895 sec): 3 clusters Score: Raw -40852.288025 + Penalty 1450.628609 = -39401.659416 nChanged 2 SP:Iteration 33Q (895.152495 sec): 3 clusters Score: Raw -40853.065035 + Penalty 1450.628609 = -39402.436427 nChanged 0 SP:Iteration 34F (895.164982 sec): 3 clusters Score: Raw -40853.065035 + Penalty 1450.628609 = -39402.436427 nChanged 0 Score: Raw -1026760.774211 + Penalty 18772.998817 = -1007987.775394 Splitting cluster 2 changes total score from -1008239.809791 to -1007987.775394 So it's not getting split. Trying to split cluster 3 (959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (895.672253 sec): 2 clusters Score: Raw -50876.856650 + Penalty 720.918563 = -50155.938087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (895.684294 sec): 3 clusters Score: Raw -50522.663941 + Penalty 1441.837126 = -49080.826815 nChanged 317 SP:Iteration 1F (895.695701 sec): 3 clusters Score: Raw -50840.725550 + Penalty 1441.837126 = -49398.888424 nChanged 95 SP:Iteration 2F (895.707154 sec): 3 clusters Score: Raw -50981.653176 + Penalty 1441.837126 = -49539.816050 nChanged 78 SP:Iteration 3F (895.718516 sec): 3 clusters Score: Raw -51110.517799 + Penalty 1441.837126 = -49668.680673 nChanged 63 SP:Iteration 4F (895.729952 sec): 3 clusters Score: Raw -51194.284949 + Penalty 1441.837126 = -49752.447823 nChanged 35 SP:Iteration 5Q (895.741567 sec): 3 clusters Score: Raw -51235.439741 + Penalty 1441.837126 = -49793.602615 nChanged 27 SP:Iteration 6Q (895.753067 sec): 3 clusters Score: Raw -51275.238132 + Penalty 1441.837126 = -49833.401006 nChanged 25 SP:Iteration 7Q (895.867284 sec): 3 clusters Score: Raw -51311.993300 + Penalty 1441.837126 = -49870.156174 nChanged 21 SP:Iteration 8Q (895.982684 sec): 3 clusters Score: Raw -51344.601634 + Penalty 1441.837126 = -49902.764508 nChanged 16 SP:Iteration 9Q (896.099061 sec): 3 clusters Score: Raw -51364.581017 + Penalty 1441.837126 = -49922.743891 nChanged 13 SP:Iteration 10Q (896.212551 sec): 3 clusters Score: Raw -51384.422691 + Penalty 1441.837126 = -49942.585566 nChanged 15 SP:Iteration 11Q (896.325628 sec): 3 clusters Score: Raw -51406.523574 + Penalty 1441.837126 = -49964.686449 nChanged 15 SP:Iteration 12Q (896.440130 sec): 3 clusters Score: Raw -51425.918402 + Penalty 1441.837126 = -49984.081276 nChanged 22 SP:Iteration 13Q (896.497368 sec): 3 clusters Score: Raw -51467.102010 + Penalty 1441.837126 = -50025.264884 nChanged 34 SP:Iteration 14Q (896.508560 sec): 3 clusters Score: Raw -51533.323102 + Penalty 1441.837126 = -50091.485976 nChanged 34 SP:Iteration 15Q (896.519773 sec): 3 clusters Score: Raw -51627.761342 + Penalty 1441.837126 = -50185.924216 nChanged 23 SP:Iteration 16Q (896.530951 sec): 3 clusters Score: Raw -51708.942163 + Penalty 1441.837126 = -50267.105037 nChanged 18 SP:Iteration 17Q (896.542037 sec): 3 clusters Score: Raw -51793.880202 + Penalty 1441.837126 = -50352.043077 nChanged 13 SP:Iteration 18Q (896.553185 sec): 3 clusters Score: Raw -51853.455421 + Penalty 1441.837126 = -50411.618295 nChanged 6 SP:Iteration 19Q (896.564245 sec): 3 clusters Score: Raw -51874.271075 + Penalty 1441.837126 = -50432.433950 nChanged 4 SP:Iteration 20F (896.575581 sec): 3 clusters Score: Raw -51881.151518 + Penalty 1441.837126 = -50439.314392 nChanged 1 SP:Iteration 21Q (896.586521 sec): 3 clusters Score: Raw -51882.639437 + Penalty 1441.837126 = -50440.802311 nChanged 1 SP:Iteration 22Q (896.597580 sec): 3 clusters Score: Raw -51883.645221 + Penalty 1441.837126 = -50441.808095 nChanged 0 SP:Iteration 23F (896.608950 sec): 3 clusters Score: Raw -51883.645221 + Penalty 1441.837126 = -50441.808095 nChanged 0 Score: Raw -1026976.652800 + Penalty 18772.998817 = -1008203.653983 Splitting cluster 3 changes total score from -1008239.809791 to -1008203.653983 So it's not getting split. Trying to split cluster 4 (1362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (897.138645 sec): 2 clusters Score: Raw -76086.185194 + Penalty 757.754496 = -75328.430697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (897.154269 sec): 3 clusters Score: Raw -75500.634904 + Penalty 1515.508992 = -73985.125912 nChanged 473 SP:Iteration 1F (897.169113 sec): 3 clusters Score: Raw -75796.931784 + Penalty 1515.508992 = -74281.422792 nChanged 108 SP:Iteration 2F (897.183821 sec): 3 clusters Score: Raw -75874.280036 + Penalty 1515.508992 = -74358.771044 nChanged 64 SP:Iteration 3Q (897.198950 sec): 3 clusters Score: Raw -75920.544088 + Penalty 1515.508992 = -74405.035096 nChanged 57 SP:Iteration 4Q (897.213994 sec): 3 clusters Score: Raw -75966.437979 + Penalty 1515.508992 = -74450.928986 nChanged 45 SP:Iteration 5Q (897.228775 sec): 3 clusters Score: Raw -75999.473507 + Penalty 1515.508992 = -74483.964514 nChanged 46 SP:Iteration 6Q (897.243689 sec): 3 clusters Score: Raw -76029.257069 + Penalty 1515.508992 = -74513.748077 nChanged 28 SP:Iteration 7Q (897.258607 sec): 3 clusters Score: Raw -76046.628067 + Penalty 1515.508992 = -74531.119074 nChanged 22 SP:Iteration 8Q (897.273493 sec): 3 clusters Score: Raw -76059.952349 + Penalty 1515.508992 = -74544.443357 nChanged 17 SP:Iteration 9Q (897.288368 sec): 3 clusters Score: Raw -76074.069102 + Penalty 1515.508992 = -74558.560110 nChanged 16 SP:Iteration 10Q (897.303253 sec): 3 clusters Score: Raw -76084.515658 + Penalty 1515.508992 = -74569.006666 nChanged 13 SP:Iteration 11Q (897.320010 sec): 3 clusters Score: Raw -76091.319512 + Penalty 1515.508992 = -74575.810520 nChanged 10 SP:Iteration 12Q (897.453987 sec): 3 clusters Score: Raw -76096.632122 + Penalty 1515.508992 = -74581.123130 nChanged 9 SP:Iteration 13Q (897.617944 sec): 3 clusters Score: Raw -76101.934843 + Penalty 1515.508992 = -74586.425851 nChanged 10 SP:Iteration 14Q (897.733518 sec): 3 clusters Score: Raw -76107.950333 + Penalty 1515.508992 = -74592.441340 nChanged 10 SP:Iteration 15Q (897.846761 sec): 3 clusters Score: Raw -76113.858033 + Penalty 1515.508992 = -74598.349040 nChanged 9 SP:Iteration 16Q (897.878361 sec): 3 clusters Score: Raw -76121.210444 + Penalty 1515.508992 = -74605.701452 nChanged 11 SP:Iteration 17Q (897.893341 sec): 3 clusters Score: Raw -76129.891052 + Penalty 1515.508992 = -74614.382059 nChanged 10 SP:Iteration 18Q (897.908127 sec): 3 clusters Score: Raw -76137.088646 + Penalty 1515.508992 = -74621.579654 nChanged 8 SP:Iteration 19Q (897.922775 sec): 3 clusters Score: Raw -76141.616130 + Penalty 1515.508992 = -74626.107138 nChanged 4 SP:Iteration 20F (897.937344 sec): 3 clusters Score: Raw -76143.513352 + Penalty 1515.508992 = -74628.004360 nChanged 6 SP:Iteration 21Q (897.952278 sec): 3 clusters Score: Raw -76147.020342 + Penalty 1515.508992 = -74631.511349 nChanged 7 SP:Iteration 22Q (897.967077 sec): 3 clusters Score: Raw -76150.590596 + Penalty 1515.508992 = -74635.081604 nChanged 6 SP:Iteration 23Q (897.981818 sec): 3 clusters Score: Raw -76152.415758 + Penalty 1515.508992 = -74636.906766 nChanged 2 SP:Iteration 24Q (897.996543 sec): 3 clusters Score: Raw -76153.566524 + Penalty 1515.508992 = -74638.057532 nChanged 2 SP:Iteration 25Q (898.011461 sec): 3 clusters Score: Raw -76154.883663 + Penalty 1515.508992 = -74639.374671 nChanged 0 SP:Iteration 26F (898.026041 sec): 3 clusters Score: Raw -76154.883663 + Penalty 1515.508992 = -74639.374671 nChanged 0 Trying to split cluster 5 (1096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (898.057850 sec): 2 clusters Score: Raw -50296.041601 + Penalty 734.939359 = -49561.102241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (898.071202 sec): 3 clusters Score: Raw -49853.357113 + Penalty 1469.878718 = -48383.478395 nChanged 368 SP:Iteration 1F (898.083807 sec): 3 clusters Score: Raw -50197.774867 + Penalty 1469.878718 = -48727.896149 nChanged 113 SP:Iteration 2F (898.096392 sec): 3 clusters Score: Raw -50330.467107 + Penalty 1469.878718 = -48860.588389 nChanged 78 SP:Iteration 3F (898.108882 sec): 3 clusters Score: Raw -50411.645485 + Penalty 1469.878718 = -48941.766767 nChanged 38 SP:Iteration 4Q (898.121621 sec): 3 clusters Score: Raw -50449.210182 + Penalty 1469.878718 = -48979.331464 nChanged 26 SP:Iteration 5Q (898.134502 sec): 3 clusters Score: Raw -50473.335023 + Penalty 1469.878718 = -49003.456305 nChanged 27 SP:Iteration 6Q (898.147160 sec): 3 clusters Score: Raw -50498.460894 + Penalty 1469.878718 = -49028.582176 nChanged 17 SP:Iteration 7Q (898.159747 sec): 3 clusters Score: Raw -50513.641661 + Penalty 1469.878718 = -49043.762942 nChanged 10 SP:Iteration 8Q (898.172458 sec): 3 clusters Score: Raw -50518.635379 + Penalty 1469.878718 = -49048.756661 nChanged 4 SP:Iteration 9Q (898.185057 sec): 3 clusters Score: Raw -50520.310735 + Penalty 1469.878718 = -49050.432017 nChanged 3 SP:Iteration 10Q (898.197619 sec): 3 clusters Score: Raw -50523.162490 + Penalty 1469.878718 = -49053.283772 nChanged 5 SP:Iteration 11Q (898.210199 sec): 3 clusters Score: Raw -50525.976003 + Penalty 1469.878718 = -49056.097285 nChanged 5 SP:Iteration 12Q (898.222883 sec): 3 clusters Score: Raw -50529.127923 + Penalty 1469.878718 = -49059.249205 nChanged 4 SP:Iteration 13Q (898.235468 sec): 3 clusters Score: Raw -50531.918203 + Penalty 1469.878718 = -49062.039485 nChanged 3 SP:Iteration 14Q (898.248099 sec): 3 clusters Score: Raw -50534.198849 + Penalty 1469.878718 = -49064.320131 nChanged 2 SP:Iteration 15Q (898.260796 sec): 3 clusters Score: Raw -50535.394058 + Penalty 1469.878718 = -49065.515339 nChanged 1 SP:Iteration 16Q (898.378092 sec): 3 clusters Score: Raw -50536.059474 + Penalty 1469.878718 = -49066.180756 nChanged 1 SP:Iteration 17Q (898.495002 sec): 3 clusters Score: Raw -50536.637836 + Penalty 1469.878718 = -49066.759118 nChanged 0 SP:Iteration 18F (898.607506 sec): 3 clusters Score: Raw -50536.637836 + Penalty 1469.878718 = -49066.759118 nChanged 0 Trying to split cluster 6 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (898.636817 sec): 2 clusters Score: Raw -4470.402514 + Penalty 538.016218 = -3932.386297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (898.750640 sec): 3 clusters Score: Raw -4598.825893 + Penalty 1076.032436 = -3522.793457 nChanged 43 SP:Iteration 1F (898.864332 sec): 3 clusters Score: Raw -4753.611303 + Penalty 1076.032436 = -3677.578868 nChanged 10 SP:Iteration 2F (898.977379 sec): 3 clusters Score: Raw -4803.371458 + Penalty 1076.032436 = -3727.339023 nChanged 5 SP:Iteration 3Q (899.072327 sec): 3 clusters Score: Raw -4831.866217 + Penalty 1076.032436 = -3755.833781 nChanged 2 SP:Iteration 4Q (899.182176 sec): 3 clusters Score: Raw -4836.341917 + Penalty 1076.032436 = -3760.309481 nChanged 1 SP:Iteration 5Q (899.225282 sec): 3 clusters Score: Raw -4842.977524 + Penalty 1076.032436 = -3766.945089 nChanged 1 SP:Iteration 6Q (899.230183 sec): 3 clusters Score: Raw -4848.488663 + Penalty 1076.032436 = -3772.456228 nChanged 2 SP:Iteration 7Q (899.234891 sec): 3 clusters Score: Raw -4859.187929 + Penalty 1076.032436 = -3783.155493 nChanged 0 SP:Iteration 8F (899.239608 sec): 3 clusters Score: Raw -4859.187929 + Penalty 1076.032436 = -3783.155493 nChanged 0 Trying to split cluster 7 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (899.261691 sec): 2 clusters Score: Raw -31686.825987 + Penalty 670.798948 = -31016.027039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (899.270432 sec): 3 clusters Score: Raw -31518.229232 + Penalty 1341.597895 = -30176.631337 nChanged 176 SP:Iteration 1F (899.278791 sec): 3 clusters Score: Raw -31711.317417 + Penalty 1341.597895 = -30369.719522 nChanged 49 SP:Iteration 2F (899.287122 sec): 3 clusters Score: Raw -31807.528678 + Penalty 1341.597895 = -30465.930783 nChanged 46 SP:Iteration 3F (899.295469 sec): 3 clusters Score: Raw -31902.206930 + Penalty 1341.597895 = -30560.609035 nChanged 36 SP:Iteration 4F (899.303815 sec): 3 clusters Score: Raw -31979.982462 + Penalty 1341.597895 = -30638.384567 nChanged 24 SP:Iteration 5Q (899.312262 sec): 3 clusters Score: Raw -32020.792069 + Penalty 1341.597895 = -30679.194174 nChanged 7 SP:Iteration 6Q (899.320553 sec): 3 clusters Score: Raw -32030.975462 + Penalty 1341.597895 = -30689.377567 nChanged 9 SP:Iteration 7Q (899.328837 sec): 3 clusters Score: Raw -32045.641698 + Penalty 1341.597895 = -30704.043803 nChanged 9 SP:Iteration 8Q (899.337138 sec): 3 clusters Score: Raw -32067.756744 + Penalty 1341.597895 = -30726.158849 nChanged 13 SP:Iteration 9Q (899.345440 sec): 3 clusters Score: Raw -32096.426555 + Penalty 1341.597895 = -30754.828660 nChanged 15 SP:Iteration 10Q (899.353796 sec): 3 clusters Score: Raw -32146.977269 + Penalty 1341.597895 = -30805.379374 nChanged 17 SP:Iteration 11Q (899.362052 sec): 3 clusters Score: Raw -32204.687216 + Penalty 1341.597895 = -30863.089321 nChanged 17 SP:Iteration 12Q (899.370279 sec): 3 clusters Score: Raw -32248.255343 + Penalty 1341.597895 = -30906.657448 nChanged 10 SP:Iteration 13Q (899.378534 sec): 3 clusters Score: Raw -32282.154746 + Penalty 1341.597895 = -30940.556850 nChanged 12 SP:Iteration 14Q (899.386653 sec): 3 clusters Score: Raw -32318.806273 + Penalty 1341.597895 = -30977.208378 nChanged 4 SP:Iteration 15Q (899.394820 sec): 3 clusters Score: Raw -32326.716794 + Penalty 1341.597895 = -30985.118899 nChanged 1 SP:Iteration 16Q (899.404475 sec): 3 clusters Score: Raw -32328.738023 + Penalty 1341.597895 = -30987.140128 nChanged 0 SP:Iteration 17F (899.518757 sec): 3 clusters Score: Raw -32328.738023 + Penalty 1341.597895 = -30987.140128 nChanged 0 Trying to split cluster 8 (1460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (899.605543 sec): 2 clusters Score: Raw -68244.214349 + Penalty 765.050130 = -67479.164219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (899.693126 sec): 3 clusters Score: Raw -67626.253899 + Penalty 1530.100260 = -66096.153639 nChanged 517 SP:Iteration 1F (899.813222 sec): 3 clusters Score: Raw -68084.075813 + Penalty 1530.100260 = -66553.975553 nChanged 148 SP:Iteration 2F (899.922768 sec): 3 clusters Score: Raw -68214.944676 + Penalty 1530.100260 = -66684.844416 nChanged 86 SP:Iteration 3F (900.037506 sec): 3 clusters Score: Raw -68288.874477 + Penalty 1530.100260 = -66758.774217 nChanged 60 SP:Iteration 4Q (900.153500 sec): 3 clusters Score: Raw -68339.554615 + Penalty 1530.100260 = -66809.454355 nChanged 44 SP:Iteration 5Q (900.250638 sec): 3 clusters Score: Raw -68380.607536 + Penalty 1530.100260 = -66850.507275 nChanged 48 SP:Iteration 6Q (900.361180 sec): 3 clusters Score: Raw -68426.858342 + Penalty 1530.100260 = -66896.758082 nChanged 38 SP:Iteration 7Q (900.458745 sec): 3 clusters Score: Raw -68471.319949 + Penalty 1530.100260 = -66941.219689 nChanged 49 SP:Iteration 8Q (900.474692 sec): 3 clusters Score: Raw -68514.783850 + Penalty 1530.100260 = -66984.683590 nChanged 35 SP:Iteration 9Q (900.490492 sec): 3 clusters Score: Raw -68545.001272 + Penalty 1530.100260 = -67014.901012 nChanged 29 SP:Iteration 10Q (900.506177 sec): 3 clusters Score: Raw -68573.195878 + Penalty 1530.100260 = -67043.095618 nChanged 21 SP:Iteration 11Q (900.521970 sec): 3 clusters Score: Raw -68596.165134 + Penalty 1530.100260 = -67066.064874 nChanged 29 SP:Iteration 12Q (900.537767 sec): 3 clusters Score: Raw -68615.304355 + Penalty 1530.100260 = -67085.204095 nChanged 22 SP:Iteration 13Q (900.553434 sec): 3 clusters Score: Raw -68628.006392 + Penalty 1530.100260 = -67097.906132 nChanged 10 SP:Iteration 14Q (900.569015 sec): 3 clusters Score: Raw -68635.376935 + Penalty 1530.100260 = -67105.276675 nChanged 10 SP:Iteration 15Q (900.584645 sec): 3 clusters Score: Raw -68642.725738 + Penalty 1530.100260 = -67112.625478 nChanged 10 SP:Iteration 16Q (900.600219 sec): 3 clusters Score: Raw -68648.307056 + Penalty 1530.100260 = -67118.206796 nChanged 8 SP:Iteration 17Q (900.615781 sec): 3 clusters Score: Raw -68654.049410 + Penalty 1530.100260 = -67123.949150 nChanged 7 SP:Iteration 18Q (900.631304 sec): 3 clusters Score: Raw -68659.364279 + Penalty 1530.100260 = -67129.264019 nChanged 6 SP:Iteration 19Q (900.646958 sec): 3 clusters Score: Raw -68664.025330 + Penalty 1530.100260 = -67133.925070 nChanged 4 SP:Iteration 20F (900.662408 sec): 3 clusters Score: Raw -68666.466802 + Penalty 1530.100260 = -67136.366542 nChanged 4 SP:Iteration 21Q (900.677929 sec): 3 clusters Score: Raw -68667.410629 + Penalty 1530.100260 = -67137.310369 nChanged 1 SP:Iteration 22Q (900.693440 sec): 3 clusters Score: Raw -68667.833199 + Penalty 1530.100260 = -67137.732939 nChanged 0 SP:Iteration 23F (900.708812 sec): 3 clusters Score: Raw -68667.833199 + Penalty 1530.100260 = -67137.732939 nChanged 0 Trying to split cluster 9 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (900.738888 sec): 2 clusters Score: Raw -34817.042170 + Penalty 677.465140 = -34139.577030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (900.748051 sec): 3 clusters Score: Raw -34601.707886 + Penalty 1354.930280 = -33246.777606 nChanged 186 SP:Iteration 1F (900.756579 sec): 3 clusters Score: Raw -34765.934837 + Penalty 1354.930280 = -33411.004557 nChanged 53 SP:Iteration 2F (900.765194 sec): 3 clusters Score: Raw -34827.869716 + Penalty 1354.930280 = -33472.939436 nChanged 42 SP:Iteration 3F (900.888898 sec): 3 clusters Score: Raw -34881.249548 + Penalty 1354.930280 = -33526.319267 nChanged 25 SP:Iteration 4Q (900.977221 sec): 3 clusters Score: Raw -34936.452066 + Penalty 1354.930280 = -33581.521786 nChanged 24 SP:Iteration 5Q (901.089357 sec): 3 clusters Score: Raw -34991.914891 + Penalty 1354.930280 = -33636.984610 nChanged 21 SP:Iteration 6Q (901.202414 sec): 3 clusters Score: Raw -35027.461015 + Penalty 1354.930280 = -33672.530734 nChanged 17 SP:Iteration 7Q (901.315574 sec): 3 clusters Score: Raw -35050.653138 + Penalty 1354.930280 = -33695.722858 nChanged 15 SP:Iteration 8Q (901.429920 sec): 3 clusters Score: Raw -35067.792861 + Penalty 1354.930280 = -33712.862581 nChanged 12 SP:Iteration 9Q (901.541901 sec): 3 clusters Score: Raw -35084.440515 + Penalty 1354.930280 = -33729.510235 nChanged 10 SP:Iteration 10Q (901.650357 sec): 3 clusters Score: Raw -35101.888189 + Penalty 1354.930280 = -33746.957908 nChanged 8 SP:Iteration 11Q (901.762839 sec): 3 clusters Score: Raw -35113.573989 + Penalty 1354.930280 = -33758.643709 nChanged 4 SP:Iteration 12Q (901.814470 sec): 3 clusters Score: Raw -35120.834635 + Penalty 1354.930280 = -33765.904355 nChanged 5 SP:Iteration 13Q (901.823192 sec): 3 clusters Score: Raw -35127.130176 + Penalty 1354.930280 = -33772.199895 nChanged 0 SP:Iteration 14F (901.831763 sec): 3 clusters Score: Raw -35127.130176 + Penalty 1354.930280 = -33772.199895 nChanged 0 Trying to split cluster 10 (1816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (901.865648 sec): 2 clusters Score: Raw -97101.109951 + Penalty 787.961114 = -96313.148837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (901.885280 sec): 3 clusters Score: Raw -96283.554683 + Penalty 1575.922227 = -94707.632455 nChanged 716 SP:Iteration 1F (901.903781 sec): 3 clusters Score: Raw -96882.977184 + Penalty 1575.922227 = -95307.054956 nChanged 213 SP:Iteration 2F (901.922419 sec): 3 clusters Score: Raw -97164.675732 + Penalty 1575.922227 = -95588.753504 nChanged 150 SP:Iteration 3F (901.941013 sec): 3 clusters Score: Raw -97351.966026 + Penalty 1575.922227 = -95776.043798 nChanged 104 SP:Iteration 4F (901.959596 sec): 3 clusters Score: Raw -97458.221098 + Penalty 1575.922227 = -95882.298870 nChanged 69 SP:Iteration 5Q (901.978423 sec): 3 clusters Score: Raw -97527.032363 + Penalty 1575.922227 = -95951.110136 nChanged 44 SP:Iteration 6Q (901.997241 sec): 3 clusters Score: Raw -97560.760521 + Penalty 1575.922227 = -95984.838294 nChanged 26 SP:Iteration 7Q (902.018884 sec): 3 clusters Score: Raw -97575.433430 + Penalty 1575.922227 = -95999.511202 nChanged 21 SP:Iteration 8Q (902.037621 sec): 3 clusters Score: Raw -97590.412564 + Penalty 1575.922227 = -96014.490337 nChanged 21 SP:Iteration 9Q (902.056416 sec): 3 clusters Score: Raw -97603.012855 + Penalty 1575.922227 = -96027.090627 nChanged 16 SP:Iteration 10Q (902.075152 sec): 3 clusters Score: Raw -97612.772313 + Penalty 1575.922227 = -96036.850085 nChanged 9 SP:Iteration 11Q (902.093893 sec): 3 clusters Score: Raw -97617.999255 + Penalty 1575.922227 = -96042.077028 nChanged 6 SP:Iteration 12Q (902.112509 sec): 3 clusters Score: Raw -97621.261821 + Penalty 1575.922227 = -96045.339593 nChanged 7 SP:Iteration 13Q (902.131128 sec): 3 clusters Score: Raw -97624.668883 + Penalty 1575.922227 = -96048.746656 nChanged 2 SP:Iteration 14Q (902.149859 sec): 3 clusters Score: Raw -97625.733247 + Penalty 1575.922227 = -96049.811019 nChanged 3 SP:Iteration 15Q (902.168405 sec): 3 clusters Score: Raw -97626.357004 + Penalty 1575.922227 = -96050.434776 nChanged 2 SP:Iteration 16Q (902.187105 sec): 3 clusters Score: Raw -97627.221450 + Penalty 1575.922227 = -96051.299223 nChanged 1 SP:Iteration 17Q (902.205636 sec): 3 clusters Score: Raw -97627.467895 + Penalty 1575.922227 = -96051.545667 nChanged 0 SP:Iteration 18F (902.223933 sec): 3 clusters Score: Raw -97627.467895 + Penalty 1575.922227 = -96051.545667 nChanged 0 Trying to split cluster 11 (3593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (902.290482 sec): 2 clusters Score: Raw -210024.443933 + Penalty 859.607993 = -209164.835940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (902.418520 sec): 3 clusters Score: Raw -208161.555246 + Penalty 1719.215985 = -206442.339260 nChanged 1475 SP:Iteration 1F (902.565394 sec): 3 clusters Score: Raw -209017.713173 + Penalty 1719.215985 = -207298.497188 nChanged 275 SP:Iteration 2F (902.658512 sec): 3 clusters Score: Raw -209203.190676 + Penalty 1719.215985 = -207483.974690 nChanged 215 SP:Iteration 3F (902.789002 sec): 3 clusters Score: Raw -209329.533416 + Penalty 1719.215985 = -207610.317431 nChanged 161 SP:Iteration 4Q (902.865631 sec): 3 clusters Score: Raw -209413.418118 + Penalty 1719.215985 = -207694.202133 nChanged 138 SP:Iteration 5Q (902.901975 sec): 3 clusters Score: Raw -209489.450505 + Penalty 1719.215985 = -207770.234520 nChanged 131 SP:Iteration 6Q (902.936313 sec): 3 clusters Score: Raw -209556.663259 + Penalty 1719.215985 = -207837.447274 nChanged 113 SP:Iteration 7Q (902.970566 sec): 3 clusters Score: Raw -209608.590037 + Penalty 1719.215985 = -207889.374052 nChanged 91 SP:Iteration 8Q (903.004720 sec): 3 clusters Score: Raw -209645.428664 + Penalty 1719.215985 = -207926.212678 nChanged 70 SP:Iteration 9Q (903.038752 sec): 3 clusters Score: Raw -209668.034170 + Penalty 1719.215985 = -207948.818184 nChanged 55 SP:Iteration 10Q (903.073042 sec): 3 clusters Score: Raw -209684.993795 + Penalty 1719.215985 = -207965.777809 nChanged 49 SP:Iteration 11Q (903.107019 sec): 3 clusters Score: Raw -209698.429420 + Penalty 1719.215985 = -207979.213434 nChanged 42 SP:Iteration 12Q (903.142388 sec): 3 clusters Score: Raw -209710.270651 + Penalty 1719.215985 = -207991.054665 nChanged 35 SP:Iteration 13Q (903.176568 sec): 3 clusters Score: Raw -209721.903112 + Penalty 1719.215985 = -208002.687127 nChanged 35 SP:Iteration 14Q (903.210584 sec): 3 clusters Score: Raw -209734.609329 + Penalty 1719.215985 = -208015.393344 nChanged 35 SP:Iteration 15Q (903.244632 sec): 3 clusters Score: Raw -209746.803165 + Penalty 1719.215985 = -208027.587180 nChanged 32 SP:Iteration 16Q (903.278666 sec): 3 clusters Score: Raw -209758.709940 + Penalty 1719.215985 = -208039.493954 nChanged 35 SP:Iteration 17Q (903.312701 sec): 3 clusters Score: Raw -209767.757513 + Penalty 1719.215985 = -208048.541527 nChanged 36 SP:Iteration 18Q (903.346570 sec): 3 clusters Score: Raw -209779.775027 + Penalty 1719.215985 = -208060.559042 nChanged 33 SP:Iteration 19Q (903.380512 sec): 3 clusters Score: Raw -209789.335244 + Penalty 1719.215985 = -208070.119259 nChanged 34 SP:Iteration 20F (903.415383 sec): 3 clusters Score: Raw -209800.776884 + Penalty 1719.215985 = -208081.560898 nChanged 29 SP:Iteration 21Q (903.449626 sec): 3 clusters Score: Raw -209806.674582 + Penalty 1719.215985 = -208087.458596 nChanged 21 SP:Iteration 22Q (903.483744 sec): 3 clusters Score: Raw -209813.087617 + Penalty 1719.215985 = -208093.871632 nChanged 23 SP:Iteration 23Q (903.517670 sec): 3 clusters Score: Raw -209819.557905 + Penalty 1719.215985 = -208100.341920 nChanged 23 SP:Iteration 24Q (903.551568 sec): 3 clusters Score: Raw -209825.995107 + Penalty 1719.215985 = -208106.779122 nChanged 20 SP:Iteration 25Q (903.585619 sec): 3 clusters Score: Raw -209830.121345 + Penalty 1719.215985 = -208110.905360 nChanged 13 SP:Iteration 26Q (903.619494 sec): 3 clusters Score: Raw -209833.888651 + Penalty 1719.215985 = -208114.672665 nChanged 12 SP:Iteration 27Q (903.653489 sec): 3 clusters Score: Raw -209836.404497 + Penalty 1719.215985 = -208117.188512 nChanged 9 SP:Iteration 28Q (903.689112 sec): 3 clusters Score: Raw -209838.900430 + Penalty 1719.215985 = -208119.684445 nChanged 10 SP:Iteration 29Q (903.799969 sec): 3 clusters Score: Raw -209840.160874 + Penalty 1719.215985 = -208120.944889 nChanged 10 SP:Iteration 30Q (903.920243 sec): 3 clusters Score: Raw -209842.961424 + Penalty 1719.215985 = -208123.745439 nChanged 7 SP:Iteration 31Q (904.042432 sec): 3 clusters Score: Raw -209845.134615 + Penalty 1719.215985 = -208125.918630 nChanged 9 SP:Iteration 32Q (904.162094 sec): 3 clusters Score: Raw -209847.641523 + Penalty 1719.215985 = -208128.425538 nChanged 10 SP:Iteration 33Q (904.282736 sec): 3 clusters Score: Raw -209849.910212 + Penalty 1719.215985 = -208130.694227 nChanged 11 SP:Iteration 34Q (904.402896 sec): 3 clusters Score: Raw -209852.342520 + Penalty 1719.215985 = -208133.126534 nChanged 12 SP:Iteration 35Q (904.521793 sec): 3 clusters Score: Raw -209854.951178 + Penalty 1719.215985 = -208135.735192 nChanged 14 SP:Iteration 36Q (904.643821 sec): 3 clusters Score: Raw -209859.824845 + Penalty 1719.215985 = -208140.608860 nChanged 21 SP:Iteration 37Q (904.729516 sec): 3 clusters Score: Raw -209868.964415 + Penalty 1719.215985 = -208149.748430 nChanged 27 SP:Iteration 38Q (904.763905 sec): 3 clusters Score: Raw -209883.470805 + Penalty 1719.215985 = -208164.254819 nChanged 35 SP:Iteration 39Q (904.798069 sec): 3 clusters Score: Raw -209901.705632 + Penalty 1719.215985 = -208182.489647 nChanged 39 SP:Iteration 40F (904.831370 sec): 3 clusters Score: Raw -209917.753283 + Penalty 1719.215985 = -208198.537298 nChanged 38 SP:Iteration 41Q (904.865554 sec): 3 clusters Score: Raw -209930.126842 + Penalty 1719.215985 = -208210.910857 nChanged 32 SP:Iteration 42Q (904.901220 sec): 3 clusters Score: Raw -209946.412301 + Penalty 1719.215985 = -208227.196316 nChanged 30 SP:Iteration 43Q (904.935605 sec): 3 clusters Score: Raw -209959.590551 + Penalty 1719.215985 = -208240.374565 nChanged 41 SP:Iteration 44Q (904.969501 sec): 3 clusters Score: Raw -209977.172026 + Penalty 1719.215985 = -208257.956041 nChanged 32 SP:Iteration 45Q (905.003491 sec): 3 clusters Score: Raw -209988.447171 + Penalty 1719.215985 = -208269.231186 nChanged 23 SP:Iteration 46Q (905.037337 sec): 3 clusters Score: Raw -209995.692947 + Penalty 1719.215985 = -208276.476962 nChanged 14 SP:Iteration 47Q (905.071204 sec): 3 clusters Score: Raw -210000.845313 + Penalty 1719.215985 = -208281.629328 nChanged 13 SP:Iteration 48Q (905.105510 sec): 3 clusters Score: Raw -210005.323857 + Penalty 1719.215985 = -208286.107872 nChanged 11 SP:Iteration 49Q (905.139411 sec): 3 clusters Score: Raw -210008.520306 + Penalty 1719.215985 = -208289.304321 nChanged 15 SP:Iteration 50Q (905.175028 sec): 3 clusters Score: Raw -210011.546681 + Penalty 1719.215985 = -208292.330695 nChanged 7 SP:Iteration 51Q (905.208918 sec): 3 clusters Score: Raw -210013.115286 + Penalty 1719.215985 = -208293.899300 nChanged 5 SP:Iteration 52Q (905.242813 sec): 3 clusters Score: Raw -210014.004144 + Penalty 1719.215985 = -208294.788159 nChanged 7 SP:Iteration 53Q (905.276829 sec): 3 clusters Score: Raw -210015.197824 + Penalty 1719.215985 = -208295.981838 nChanged 7 SP:Iteration 54Q (905.310790 sec): 3 clusters Score: Raw -210015.978362 + Penalty 1719.215985 = -208296.762377 nChanged 4 SP:Iteration 55Q (905.344608 sec): 3 clusters Score: Raw -210016.463210 + Penalty 1719.215985 = -208297.247225 nChanged 4 SP:Iteration 56Q (905.378547 sec): 3 clusters Score: Raw -210017.204813 + Penalty 1719.215985 = -208297.988828 nChanged 3 SP:Iteration 57Q (905.412236 sec): 3 clusters Score: Raw -210017.726111 + Penalty 1719.215985 = -208298.510126 nChanged 3 SP:Iteration 58Q (905.446852 sec): 3 clusters Score: Raw -210018.185986 + Penalty 1719.215985 = -208298.970000 nChanged 4 SP:Iteration 59Q (905.480901 sec): 3 clusters Score: Raw -210019.186939 + Penalty 1719.215985 = -208299.970953 nChanged 3 SP:Iteration 60F (905.514294 sec): 3 clusters Score: Raw -210020.018600 + Penalty 1719.215985 = -208300.802615 nChanged 4 SP:Iteration 61Q (905.626101 sec): 3 clusters Score: Raw -210021.229482 + Penalty 1719.215985 = -208302.013497 nChanged 5 SP:Iteration 62Q (905.747514 sec): 3 clusters Score: Raw -210022.311622 + Penalty 1719.215985 = -208303.095637 nChanged 4 SP:Iteration 63Q (905.868795 sec): 3 clusters Score: Raw -210022.876643 + Penalty 1719.215985 = -208303.660658 nChanged 5 SP:Iteration 64Q (905.989036 sec): 3 clusters Score: Raw -210024.143288 + Penalty 1719.215985 = -208304.927303 nChanged 3 SP:Iteration 65Q (906.109686 sec): 3 clusters Score: Raw -210024.744159 + Penalty 1719.215985 = -208305.528174 nChanged 3 SP:Iteration 66Q (906.230824 sec): 3 clusters Score: Raw -210025.628092 + Penalty 1719.215985 = -208306.412106 nChanged 3 SP:Iteration 67Q (906.338237 sec): 3 clusters Score: Raw -210026.657144 + Penalty 1719.215985 = -208307.441159 nChanged 2 SP:Iteration 68Q (906.427783 sec): 3 clusters Score: Raw -210027.078439 + Penalty 1719.215985 = -208307.862454 nChanged 4 SP:Iteration 69Q (906.461857 sec): 3 clusters Score: Raw -210027.467412 + Penalty 1719.215985 = -208308.251427 nChanged 3 SP:Iteration 70Q (906.495830 sec): 3 clusters Score: Raw -210027.964538 + Penalty 1719.215985 = -208308.748553 nChanged 4 SP:Iteration 71Q (906.529788 sec): 3 clusters Score: Raw -210028.743169 + Penalty 1719.215985 = -208309.527184 nChanged 4 SP:Iteration 72Q (906.563716 sec): 3 clusters Score: Raw -210029.340098 + Penalty 1719.215985 = -208310.124112 nChanged 5 SP:Iteration 73Q (906.597607 sec): 3 clusters Score: Raw -210030.705955 + Penalty 1719.215985 = -208311.489970 nChanged 7 SP:Iteration 74Q (906.631553 sec): 3 clusters Score: Raw -210032.529000 + Penalty 1719.215985 = -208313.313014 nChanged 5 SP:Iteration 75Q (906.665246 sec): 3 clusters Score: Raw -210033.130812 + Penalty 1719.215985 = -208313.914826 nChanged 4 SP:Iteration 76Q (906.699245 sec): 3 clusters Score: Raw -210033.894698 + Penalty 1719.215985 = -208314.678713 nChanged 8 SP:Iteration 77Q (906.733124 sec): 3 clusters Score: Raw -210035.183503 + Penalty 1719.215985 = -208315.967518 nChanged 6 SP:Iteration 78Q (906.767119 sec): 3 clusters Score: Raw -210036.494704 + Penalty 1719.215985 = -208317.278718 nChanged 7 SP:Iteration 79Q (906.800847 sec): 3 clusters Score: Raw -210039.138505 + Penalty 1719.215985 = -208319.922520 nChanged 4 SP:Iteration 80F (906.834140 sec): 3 clusters Score: Raw -210039.527882 + Penalty 1719.215985 = -208320.311896 nChanged 2 SP:Iteration 81Q (906.867882 sec): 3 clusters Score: Raw -210039.834598 + Penalty 1719.215985 = -208320.618613 nChanged 3 SP:Iteration 82Q (906.929534 sec): 3 clusters Score: Raw -210040.686701 + Penalty 1719.215985 = -208321.470716 nChanged 4 SP:Iteration 83Q (907.054470 sec): 3 clusters Score: Raw -210041.687954 + Penalty 1719.215985 = -208322.471969 nChanged 8 SP:Iteration 84Q (907.100377 sec): 3 clusters Score: Raw -210043.534328 + Penalty 1719.215985 = -208324.318342 nChanged 10 SP:Iteration 85Q (907.146638 sec): 3 clusters Score: Raw -210046.086494 + Penalty 1719.215985 = -208326.870509 nChanged 10 SP:Iteration 86Q (907.192209 sec): 3 clusters Score: Raw -210047.346166 + Penalty 1719.215985 = -208328.130181 nChanged 2 SP:Iteration 87Q (907.226822 sec): 3 clusters Score: Raw -210047.585237 + Penalty 1719.215985 = -208328.369252 nChanged 2 SP:Iteration 88Q (907.261141 sec): 3 clusters Score: Raw -210047.912677 + Penalty 1719.215985 = -208328.696692 nChanged 3 SP:Iteration 89Q (907.295491 sec): 3 clusters Score: Raw -210048.471756 + Penalty 1719.215985 = -208329.255771 nChanged 4 SP:Iteration 90Q (907.330133 sec): 3 clusters Score: Raw -210049.133560 + Penalty 1719.215985 = -208329.917574 nChanged 4 SP:Iteration 91Q (907.364405 sec): 3 clusters Score: Raw -210050.140035 + Penalty 1719.215985 = -208330.924050 nChanged 4 SP:Iteration 92Q (907.416044 sec): 3 clusters Score: Raw -210050.937619 + Penalty 1719.215985 = -208331.721634 nChanged 3 SP:Iteration 93Q (907.531886 sec): 3 clusters Score: Raw -210051.947735 + Penalty 1719.215985 = -208332.731750 nChanged 7 SP:Iteration 94Q (907.652042 sec): 3 clusters Score: Raw -210053.595352 + Penalty 1719.215985 = -208334.379366 nChanged 5 SP:Iteration 95Q (907.773161 sec): 3 clusters Score: Raw -210054.551135 + Penalty 1719.215985 = -208335.335150 nChanged 5 SP:Iteration 96Q (907.891693 sec): 3 clusters Score: Raw -210056.140915 + Penalty 1719.215985 = -208336.924930 nChanged 3 SP:Iteration 97Q (908.012552 sec): 3 clusters Score: Raw -210056.967113 + Penalty 1719.215985 = -208337.751128 nChanged 2 SP:Iteration 98Q (908.129932 sec): 3 clusters Score: Raw -210057.400672 + Penalty 1719.215985 = -208338.184686 nChanged 5 SP:Iteration 99Q (908.192422 sec): 3 clusters Score: Raw -210058.979716 + Penalty 1719.215985 = -208339.763731 nChanged 5 SP:Iteration 100F (908.227094 sec): 3 clusters Score: Raw -210059.573443 + Penalty 1719.215985 = -208340.357457 nChanged 2 SP:Iteration 101Q (908.260837 sec): 3 clusters Score: Raw -210059.774344 + Penalty 1719.215985 = -208340.558359 nChanged 2 SP:Iteration 102Q (908.294706 sec): 3 clusters Score: Raw -210060.011064 + Penalty 1719.215985 = -208340.795079 nChanged 2 SP:Iteration 103Q (908.328548 sec): 3 clusters Score: Raw -210061.466842 + Penalty 1719.215985 = -208342.250856 nChanged 3 SP:Iteration 104Q (908.362205 sec): 3 clusters Score: Raw -210062.821577 + Penalty 1719.215985 = -208343.605592 nChanged 4 SP:Iteration 105Q (908.395926 sec): 3 clusters Score: Raw -210064.074757 + Penalty 1719.215985 = -208344.858772 nChanged 4 SP:Iteration 106Q (908.429927 sec): 3 clusters Score: Raw -210064.678814 + Penalty 1719.215985 = -208345.462829 nChanged 3 SP:Iteration 107Q (908.463819 sec): 3 clusters Score: Raw -210066.123735 + Penalty 1719.215985 = -208346.907750 nChanged 9 SP:Iteration 108Q (908.497751 sec): 3 clusters Score: Raw -210068.419824 + Penalty 1719.215985 = -208349.203838 nChanged 6 SP:Iteration 109Q (908.531608 sec): 3 clusters Score: Raw -210070.483892 + Penalty 1719.215985 = -208351.267906 nChanged 11 SP:Iteration 110Q (908.565402 sec): 3 clusters Score: Raw -210073.747700 + Penalty 1719.215985 = -208354.531715 nChanged 9 SP:Iteration 111Q (908.599134 sec): 3 clusters Score: Raw -210076.640070 + Penalty 1719.215985 = -208357.424084 nChanged 13 SP:Iteration 112Q (908.632873 sec): 3 clusters Score: Raw -210080.216556 + Penalty 1719.215985 = -208361.000571 nChanged 9 SP:Iteration 113Q (908.666728 sec): 3 clusters Score: Raw -210083.899350 + Penalty 1719.215985 = -208364.683365 nChanged 10 SP:Iteration 114Q (908.700471 sec): 3 clusters Score: Raw -210088.651719 + Penalty 1719.215985 = -208369.435734 nChanged 11 SP:Iteration 115Q (908.734306 sec): 3 clusters Score: Raw -210092.707734 + Penalty 1719.215985 = -208373.491749 nChanged 12 SP:Iteration 116Q (908.768071 sec): 3 clusters Score: Raw -210096.046979 + Penalty 1719.215985 = -208376.830994 nChanged 12 SP:Iteration 117Q (908.801686 sec): 3 clusters Score: Raw -210098.519900 + Penalty 1719.215985 = -208379.303915 nChanged 10 SP:Iteration 118Q (908.835346 sec): 3 clusters Score: Raw -210100.303617 + Penalty 1719.215985 = -208381.087631 nChanged 6 SP:Iteration 119Q (908.869058 sec): 3 clusters Score: Raw -210102.027374 + Penalty 1719.215985 = -208382.811388 nChanged 8 SP:Iteration 120F (908.902532 sec): 3 clusters Score: Raw -210104.644881 + Penalty 1719.215985 = -208385.428896 nChanged 12 SP:Iteration 121Q (908.936114 sec): 3 clusters Score: Raw -210109.372614 + Penalty 1719.215985 = -208390.156629 nChanged 8 SP:Iteration 122Q (908.969921 sec): 3 clusters Score: Raw -210112.140057 + Penalty 1719.215985 = -208392.924072 nChanged 9 SP:Iteration 123Q (909.003624 sec): 3 clusters Score: Raw -210113.658274 + Penalty 1719.215985 = -208394.442289 nChanged 3 SP:Iteration 124Q (909.037442 sec): 3 clusters Score: Raw -210114.025767 + Penalty 1719.215985 = -208394.809782 nChanged 1 SP:Iteration 125Q (909.158420 sec): 3 clusters Score: Raw -210114.249605 + Penalty 1719.215985 = -208395.033620 nChanged 1 SP:Iteration 126Q (909.283291 sec): 3 clusters Score: Raw -210114.511830 + Penalty 1719.215985 = -208395.295845 nChanged 4 SP:Iteration 127Q (909.406263 sec): 3 clusters Score: Raw -210115.586906 + Penalty 1719.215985 = -208396.370921 nChanged 3 SP:Iteration 128Q (909.525458 sec): 3 clusters Score: Raw -210115.948360 + Penalty 1719.215985 = -208396.732375 nChanged 3 SP:Iteration 129Q (909.634825 sec): 3 clusters Score: Raw -210116.436601 + Penalty 1719.215985 = -208397.220616 nChanged 1 SP:Iteration 130Q (909.773228 sec): 3 clusters Score: Raw -210116.497181 + Penalty 1719.215985 = -208397.281196 nChanged 1 SP:Iteration 131Q (909.849007 sec): 3 clusters Score: Raw -210116.769092 + Penalty 1719.215985 = -208397.553106 nChanged 2 SP:Iteration 132Q (909.968802 sec): 3 clusters Score: Raw -210117.344907 + Penalty 1719.215985 = -208398.128922 nChanged 3 SP:Iteration 133Q (910.002999 sec): 3 clusters Score: Raw -210117.892777 + Penalty 1719.215985 = -208398.676791 nChanged 2 SP:Iteration 134Q (910.037035 sec): 3 clusters Score: Raw -210118.159467 + Penalty 1719.215985 = -208398.943482 nChanged 1 SP:Iteration 135Q (910.071789 sec): 3 clusters Score: Raw -210118.283391 + Penalty 1719.215985 = -208399.067406 nChanged 1 SP:Iteration 136Q (910.106128 sec): 3 clusters Score: Raw -210118.371555 + Penalty 1719.215985 = -208399.155570 nChanged 0 SP:Iteration 137F (910.140379 sec): 3 clusters Score: Raw -210118.371555 + Penalty 1719.215985 = -208399.155570 nChanged 0 Trying to split cluster 12 (1551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (910.173504 sec): 2 clusters Score: Raw -60028.993781 + Penalty 771.398792 = -59257.594988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (910.191287 sec): 3 clusters Score: Raw -59329.527104 + Penalty 1542.797584 = -57786.729520 nChanged 600 SP:Iteration 1F (910.208195 sec): 3 clusters Score: Raw -59837.100391 + Penalty 1542.797584 = -58294.302806 nChanged 143 SP:Iteration 2F (910.224806 sec): 3 clusters Score: Raw -59997.258842 + Penalty 1542.797584 = -58454.461258 nChanged 119 SP:Iteration 3F (910.241319 sec): 3 clusters Score: Raw -60145.360295 + Penalty 1542.797584 = -58602.562711 nChanged 84 SP:Iteration 4F (910.257939 sec): 3 clusters Score: Raw -60234.377606 + Penalty 1542.797584 = -58691.580022 nChanged 62 SP:Iteration 5Q (910.274722 sec): 3 clusters Score: Raw -60296.662591 + Penalty 1542.797584 = -58753.865007 nChanged 45 SP:Iteration 6Q (910.291383 sec): 3 clusters Score: Raw -60333.824518 + Penalty 1542.797584 = -58791.026933 nChanged 40 SP:Iteration 7Q (910.308022 sec): 3 clusters Score: Raw -60367.753443 + Penalty 1542.797584 = -58824.955859 nChanged 37 SP:Iteration 8Q (910.324939 sec): 3 clusters Score: Raw -60406.938715 + Penalty 1542.797584 = -58864.141131 nChanged 36 SP:Iteration 9Q (910.341816 sec): 3 clusters Score: Raw -60435.119302 + Penalty 1542.797584 = -58892.321717 nChanged 20 SP:Iteration 10Q (910.358471 sec): 3 clusters Score: Raw -60442.971384 + Penalty 1542.797584 = -58900.173800 nChanged 8 SP:Iteration 11Q (910.375085 sec): 3 clusters Score: Raw -60446.391785 + Penalty 1542.797584 = -58903.594201 nChanged 10 SP:Iteration 12Q (910.418894 sec): 3 clusters Score: Raw -60452.373705 + Penalty 1542.797584 = -58909.576121 nChanged 10 SP:Iteration 13Q (910.435377 sec): 3 clusters Score: Raw -60457.399214 + Penalty 1542.797584 = -58914.601630 nChanged 5 SP:Iteration 14Q (910.451953 sec): 3 clusters Score: Raw -60459.274532 + Penalty 1542.797584 = -58916.476947 nChanged 4 SP:Iteration 15Q (910.468411 sec): 3 clusters Score: Raw -60461.718754 + Penalty 1542.797584 = -58918.921170 nChanged 3 SP:Iteration 16Q (910.484813 sec): 3 clusters Score: Raw -60462.257523 + Penalty 1542.797584 = -58919.459939 nChanged 2 SP:Iteration 17Q (910.581726 sec): 3 clusters Score: Raw -60462.557176 + Penalty 1542.797584 = -58919.759592 nChanged 1 SP:Iteration 18Q (910.701295 sec): 3 clusters Score: Raw -60462.630434 + Penalty 1542.797584 = -58919.832850 nChanged 0 SP:Iteration 19F (910.818097 sec): 3 clusters Score: Raw -60462.630434 + Penalty 1542.797584 = -58919.832850 nChanged 0 Trying to split cluster 13 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (910.902822 sec): 2 clusters Score: Raw -27156.590952 + Penalty 654.200552 = -26502.390400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (911.019424 sec): 3 clusters Score: Raw -27026.339435 + Penalty 1308.401104 = -25717.938331 nChanged 141 SP:Iteration 1F (911.106213 sec): 3 clusters Score: Raw -27204.689976 + Penalty 1308.401104 = -25896.288872 nChanged 30 SP:Iteration 2F (911.222667 sec): 3 clusters Score: Raw -27278.216760 + Penalty 1308.401104 = -25969.815656 nChanged 31 SP:Iteration 3F (911.334734 sec): 3 clusters Score: Raw -27345.349397 + Penalty 1308.401104 = -26036.948293 nChanged 27 SP:Iteration 4F (911.447387 sec): 3 clusters Score: Raw -27378.951695 + Penalty 1308.401104 = -26070.550591 nChanged 8 SP:Iteration 5Q (911.529843 sec): 3 clusters Score: Raw -27393.391677 + Penalty 1308.401104 = -26084.990573 nChanged 6 SP:Iteration 6Q (911.588406 sec): 3 clusters Score: Raw -27397.003565 + Penalty 1308.401104 = -26088.602461 nChanged 1 SP:Iteration 7Q (911.601545 sec): 3 clusters Score: Raw -27398.153253 + Penalty 1308.401104 = -26089.752149 nChanged 2 SP:Iteration 8Q (911.610511 sec): 3 clusters Score: Raw -27399.774936 + Penalty 1308.401104 = -26091.373832 nChanged 2 SP:Iteration 9Q (911.619384 sec): 3 clusters Score: Raw -27401.376537 + Penalty 1308.401104 = -26092.975433 nChanged 2 SP:Iteration 10Q (911.628308 sec): 3 clusters Score: Raw -27406.119856 + Penalty 1308.401104 = -26097.718752 nChanged 5 SP:Iteration 11Q (911.637214 sec): 3 clusters Score: Raw -27414.242739 + Penalty 1308.401104 = -26105.841635 nChanged 6 SP:Iteration 12Q (911.646065 sec): 3 clusters Score: Raw -27424.801400 + Penalty 1308.401104 = -26116.400296 nChanged 7 SP:Iteration 13Q (911.654958 sec): 3 clusters Score: Raw -27432.270552 + Penalty 1308.401104 = -26123.869448 nChanged 5 SP:Iteration 14Q (911.663225 sec): 3 clusters Score: Raw -27437.290367 + Penalty 1308.401104 = -26128.889263 nChanged 2 SP:Iteration 15Q (911.671487 sec): 3 clusters Score: Raw -27438.560026 + Penalty 1308.401104 = -26130.158922 nChanged 1 SP:Iteration 16Q (911.679687 sec): 3 clusters Score: Raw -27439.801343 + Penalty 1308.401104 = -26131.400239 nChanged 0 SP:Iteration 17F (911.687802 sec): 3 clusters Score: Raw -27439.801343 + Penalty 1308.401104 = -26131.400239 nChanged 0 Trying to split cluster 14 (1975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (911.722857 sec): 2 clusters Score: Raw -113088.466525 + Penalty 796.773986 = -112291.692539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (911.745413 sec): 3 clusters Score: Raw -112163.725078 + Penalty 1593.547972 = -110570.177106 nChanged 751 SP:Iteration 1F (911.767109 sec): 3 clusters Score: Raw -112605.207887 + Penalty 1593.547972 = -111011.659915 nChanged 153 SP:Iteration 2F (911.872052 sec): 3 clusters Score: Raw -112714.112881 + Penalty 1593.547972 = -111120.564908 nChanged 109 SP:Iteration 3F (911.976954 sec): 3 clusters Score: Raw -112796.464284 + Penalty 1593.547972 = -111202.916312 nChanged 83 SP:Iteration 4Q (912.051657 sec): 3 clusters Score: Raw -112860.814247 + Penalty 1593.547972 = -111267.266275 nChanged 65 SP:Iteration 5Q (912.072690 sec): 3 clusters Score: Raw -112909.791052 + Penalty 1593.547972 = -111316.243080 nChanged 63 SP:Iteration 6Q (912.093329 sec): 3 clusters Score: Raw -112966.566074 + Penalty 1593.547972 = -111373.018102 nChanged 52 SP:Iteration 7Q (912.113948 sec): 3 clusters Score: Raw -113027.384506 + Penalty 1593.547972 = -111433.836533 nChanged 72 SP:Iteration 8Q (912.254626 sec): 3 clusters Score: Raw -113097.138986 + Penalty 1593.547972 = -111503.591013 nChanged 65 SP:Iteration 9Q (912.375812 sec): 3 clusters Score: Raw -113162.179237 + Penalty 1593.547972 = -111568.631265 nChanged 67 SP:Iteration 10Q (912.471258 sec): 3 clusters Score: Raw -113226.993580 + Penalty 1593.547972 = -111633.445608 nChanged 50 SP:Iteration 11Q (912.590626 sec): 3 clusters Score: Raw -113267.352705 + Penalty 1593.547972 = -111673.804733 nChanged 51 SP:Iteration 12Q (912.705451 sec): 3 clusters Score: Raw -113326.717848 + Penalty 1593.547972 = -111733.169875 nChanged 54 SP:Iteration 13Q (912.821135 sec): 3 clusters Score: Raw -113393.467532 + Penalty 1593.547972 = -111799.919560 nChanged 45 SP:Iteration 14Q (912.841772 sec): 3 clusters Score: Raw -113449.888498 + Penalty 1593.547972 = -111856.340526 nChanged 42 SP:Iteration 15Q (912.863977 sec): 3 clusters Score: Raw -113503.440815 + Penalty 1593.547972 = -111909.892842 nChanged 35 SP:Iteration 16Q (912.884165 sec): 3 clusters Score: Raw -113538.742210 + Penalty 1593.547972 = -111945.194237 nChanged 30 SP:Iteration 17Q (912.904191 sec): 3 clusters Score: Raw -113568.603154 + Penalty 1593.547972 = -111975.055182 nChanged 22 SP:Iteration 18Q (912.924087 sec): 3 clusters Score: Raw -113584.494576 + Penalty 1593.547972 = -111990.946603 nChanged 8 SP:Iteration 19Q (912.944050 sec): 3 clusters Score: Raw -113588.003733 + Penalty 1593.547972 = -111994.455761 nChanged 7 SP:Iteration 20F (912.963947 sec): 3 clusters Score: Raw -113590.361959 + Penalty 1593.547972 = -111996.813987 nChanged 4 SP:Iteration 21Q (912.983840 sec): 3 clusters Score: Raw -113594.616119 + Penalty 1593.547972 = -112001.068147 nChanged 8 SP:Iteration 22Q (913.004056 sec): 3 clusters Score: Raw -113600.406486 + Penalty 1593.547972 = -112006.858514 nChanged 7 SP:Iteration 23Q (913.024138 sec): 3 clusters Score: Raw -113603.000972 + Penalty 1593.547972 = -112009.453000 nChanged 3 SP:Iteration 24Q (913.044114 sec): 3 clusters Score: Raw -113604.937739 + Penalty 1593.547972 = -112011.389767 nChanged 1 SP:Iteration 25Q (913.063939 sec): 3 clusters Score: Raw -113605.462254 + Penalty 1593.547972 = -112011.914282 nChanged 2 SP:Iteration 26Q (913.083889 sec): 3 clusters Score: Raw -113606.313825 + Penalty 1593.547972 = -112012.765853 nChanged 2 SP:Iteration 27Q (913.103881 sec): 3 clusters Score: Raw -113607.627390 + Penalty 1593.547972 = -112014.079418 nChanged 4 SP:Iteration 28Q (913.125358 sec): 3 clusters Score: Raw -113610.490097 + Penalty 1593.547972 = -112016.942124 nChanged 3 SP:Iteration 29Q (913.145860 sec): 3 clusters Score: Raw -113611.897973 + Penalty 1593.547972 = -112018.350001 nChanged 1 SP:Iteration 30Q (913.166025 sec): 3 clusters Score: Raw -113612.027040 + Penalty 1593.547972 = -112018.479068 nChanged 1 SP:Iteration 31Q (913.185858 sec): 3 clusters Score: Raw -113612.690197 + Penalty 1593.547972 = -112019.142225 nChanged 0 SP:Iteration 32F (913.205809 sec): 3 clusters Score: Raw -113612.690197 + Penalty 1593.547972 = -112019.142225 nChanged 0 Trying to split cluster 15 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (913.235716 sec): 2 clusters Score: Raw -7550.008563 + Penalty 526.814383 = -7023.194180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (913.240538 sec): 3 clusters Score: Raw -7625.847135 + Penalty 1053.628766 = -6572.218370 nChanged 26 SP:Iteration 1F (913.245166 sec): 3 clusters Score: Raw -7732.392480 + Penalty 1053.628766 = -6678.763715 nChanged 7 SP:Iteration 2Q (913.249765 sec): 3 clusters Score: Raw -7756.917709 + Penalty 1053.628766 = -6703.288944 nChanged 3 SP:Iteration 3Q (913.254343 sec): 3 clusters Score: Raw -7766.696875 + Penalty 1053.628766 = -6713.068109 nChanged 3 SP:Iteration 4Q (913.259004 sec): 3 clusters Score: Raw -7774.991726 + Penalty 1053.628766 = -6721.362961 nChanged 1 SP:Iteration 5Q (913.375642 sec): 3 clusters Score: Raw -7785.906484 + Penalty 1053.628766 = -6732.277718 nChanged 1 SP:Iteration 6Q (913.492359 sec): 3 clusters Score: Raw -7794.565122 + Penalty 1053.628766 = -6740.936356 nChanged 3 SP:Iteration 7Q (913.578549 sec): 3 clusters Score: Raw -7833.154899 + Penalty 1053.628766 = -6779.526133 nChanged 1 SP:Iteration 8Q (913.691308 sec): 3 clusters Score: Raw -7839.412635 + Penalty 1053.628766 = -6785.783869 nChanged 1 SP:Iteration 9Q (913.781080 sec): 3 clusters Score: Raw -7842.630468 + Penalty 1053.628766 = -6789.001703 nChanged 0 SP:Iteration 10F (913.867483 sec): 3 clusters Score: Raw -7842.630468 + Penalty 1053.628766 = -6789.001703 nChanged 0 Trying to split cluster 16 (2608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (913.928272 sec): 2 clusters Score: Raw -151674.511793 + Penalty 825.965587 = -150848.546206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (913.955197 sec): 3 clusters Score: Raw -150365.714759 + Penalty 1651.931174 = -148713.783586 nChanged 1028 SP:Iteration 1F (913.980421 sec): 3 clusters Score: Raw -150937.137644 + Penalty 1651.931174 = -149285.206470 nChanged 185 SP:Iteration 2F (914.005691 sec): 3 clusters Score: Raw -151044.155235 + Penalty 1651.931174 = -149392.224062 nChanged 137 SP:Iteration 3F (914.031310 sec): 3 clusters Score: Raw -151128.752051 + Penalty 1651.931174 = -149476.820878 nChanged 120 SP:Iteration 4Q (914.057571 sec): 3 clusters Score: Raw -151209.760085 + Penalty 1651.931174 = -149557.828911 nChanged 112 SP:Iteration 5Q (914.083792 sec): 3 clusters Score: Raw -151275.403701 + Penalty 1651.931174 = -149623.472528 nChanged 89 SP:Iteration 6Q (914.110010 sec): 3 clusters Score: Raw -151327.438022 + Penalty 1651.931174 = -149675.506848 nChanged 80 SP:Iteration 7Q (914.136056 sec): 3 clusters Score: Raw -151372.512924 + Penalty 1651.931174 = -149720.581750 nChanged 63 SP:Iteration 8Q (914.162236 sec): 3 clusters Score: Raw -151405.679960 + Penalty 1651.931174 = -149753.748787 nChanged 54 SP:Iteration 9Q (914.188166 sec): 3 clusters Score: Raw -151432.054669 + Penalty 1651.931174 = -149780.123496 nChanged 49 SP:Iteration 10Q (914.223348 sec): 3 clusters Score: Raw -151457.167570 + Penalty 1651.931174 = -149805.236396 nChanged 49 SP:Iteration 11Q (914.248804 sec): 3 clusters Score: Raw -151486.151308 + Penalty 1651.931174 = -149834.220134 nChanged 57 SP:Iteration 12Q (914.274455 sec): 3 clusters Score: Raw -151514.386390 + Penalty 1651.931174 = -149862.455216 nChanged 57 SP:Iteration 13Q (914.299689 sec): 3 clusters Score: Raw -151546.126985 + Penalty 1651.931174 = -149894.195811 nChanged 52 SP:Iteration 14Q (914.324945 sec): 3 clusters Score: Raw -151576.250448 + Penalty 1651.931174 = -149924.319274 nChanged 41 SP:Iteration 15Q (914.350260 sec): 3 clusters Score: Raw -151601.493129 + Penalty 1651.931174 = -149949.561955 nChanged 39 SP:Iteration 16Q (914.375311 sec): 3 clusters Score: Raw -151622.113508 + Penalty 1651.931174 = -149970.182335 nChanged 40 SP:Iteration 17Q (914.400650 sec): 3 clusters Score: Raw -151645.675761 + Penalty 1651.931174 = -149993.744588 nChanged 49 SP:Iteration 18Q (914.425700 sec): 3 clusters Score: Raw -151681.701316 + Penalty 1651.931174 = -150029.770142 nChanged 46 SP:Iteration 19Q (914.450700 sec): 3 clusters Score: Raw -151717.911246 + Penalty 1651.931174 = -150065.980072 nChanged 29 SP:Iteration 20F (914.475452 sec): 3 clusters Score: Raw -151739.594763 + Penalty 1651.931174 = -150087.663589 nChanged 21 SP:Iteration 21Q (914.499929 sec): 3 clusters Score: Raw -151752.897419 + Penalty 1651.931174 = -150100.966245 nChanged 16 SP:Iteration 22Q (914.524838 sec): 3 clusters Score: Raw -151763.578412 + Penalty 1651.931174 = -150111.647238 nChanged 14 SP:Iteration 23Q (914.549538 sec): 3 clusters Score: Raw -151770.556574 + Penalty 1651.931174 = -150118.625400 nChanged 3 SP:Iteration 24Q (914.668122 sec): 3 clusters Score: Raw -151773.056933 + Penalty 1651.931174 = -150121.125759 nChanged 5 SP:Iteration 25Q (914.820450 sec): 3 clusters Score: Raw -151777.860547 + Penalty 1651.931174 = -150125.929373 nChanged 8 SP:Iteration 26Q (914.918309 sec): 3 clusters Score: Raw -151784.283314 + Penalty 1651.931174 = -150132.352140 nChanged 12 SP:Iteration 27Q (915.034613 sec): 3 clusters Score: Raw -151792.725346 + Penalty 1651.931174 = -150140.794172 nChanged 9 SP:Iteration 28Q (915.151497 sec): 3 clusters Score: Raw -151800.483345 + Penalty 1651.931174 = -150148.552171 nChanged 5 SP:Iteration 29Q (915.247236 sec): 3 clusters Score: Raw -151803.110127 + Penalty 1651.931174 = -150151.178954 nChanged 4 SP:Iteration 30Q (915.281504 sec): 3 clusters Score: Raw -151806.983673 + Penalty 1651.931174 = -150155.052499 nChanged 4 SP:Iteration 31Q (915.306052 sec): 3 clusters Score: Raw -151811.911434 + Penalty 1651.931174 = -150159.980260 nChanged 7 SP:Iteration 32Q (915.330499 sec): 3 clusters Score: Raw -151817.126410 + Penalty 1651.931174 = -150165.195236 nChanged 2 SP:Iteration 33Q (915.355089 sec): 3 clusters Score: Raw -151817.855336 + Penalty 1651.931174 = -150165.924162 nChanged 0 SP:Iteration 34F (915.379804 sec): 3 clusters Score: Raw -151817.855336 + Penalty 1651.931174 = -150165.924162 nChanged 0 Trying to split cluster 17 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (915.410726 sec): 2 clusters Score: Raw -30469.442691 + Penalty 662.732155 = -29806.710536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (915.419158 sec): 3 clusters Score: Raw -30310.695422 + Penalty 1325.464310 = -28985.231112 nChanged 139 SP:Iteration 1F (915.427123 sec): 3 clusters Score: Raw -30473.084989 + Penalty 1325.464310 = -29147.620679 nChanged 39 SP:Iteration 2F (915.435047 sec): 3 clusters Score: Raw -30530.532144 + Penalty 1325.464310 = -29205.067834 nChanged 25 SP:Iteration 3Q (915.443116 sec): 3 clusters Score: Raw -30569.851834 + Penalty 1325.464310 = -29244.387524 nChanged 27 SP:Iteration 4Q (915.451159 sec): 3 clusters Score: Raw -30604.886133 + Penalty 1325.464310 = -29279.421823 nChanged 16 SP:Iteration 5Q (915.459242 sec): 3 clusters Score: Raw -30619.544788 + Penalty 1325.464310 = -29294.080478 nChanged 7 SP:Iteration 6Q (915.467275 sec): 3 clusters Score: Raw -30626.439327 + Penalty 1325.464310 = -29300.975017 nChanged 6 SP:Iteration 7Q (915.475219 sec): 3 clusters Score: Raw -30631.185989 + Penalty 1325.464310 = -29305.721679 nChanged 3 SP:Iteration 8Q (915.482968 sec): 3 clusters Score: Raw -30633.402337 + Penalty 1325.464310 = -29307.938027 nChanged 2 SP:Iteration 9Q (915.490922 sec): 3 clusters Score: Raw -30634.149486 + Penalty 1325.464310 = -29308.685176 nChanged 0 SP:Iteration 10F (915.498812 sec): 3 clusters Score: Raw -30634.149486 + Penalty 1325.464310 = -29308.685176 nChanged 0 Time taken for this iteration:101.051197 seconds. 11->18 Clusters: Score -1008239.809791, best is -1009977.175533 Starting from 12 clusters... ------ Clustering full data set of 20595 points ------ SP: Assigned 12 initial classes randomly. Deleting Class 10 (378 points): Lose 104.793614 but Gain 1042.944379 Iteration 0F (915.831848 sec): 11 clusters Score: Raw -869118.450161 + Penalty 10429.443787 = -858689.006374 nChanged 18502 Iteration 1F (916.109256 sec): 11 clusters Score: Raw -964888.166466 + Penalty 10429.443787 = -954458.722678 nChanged 6106 Iteration 2F (916.418264 sec): 11 clusters Score: Raw -981896.970769 + Penalty 10429.443787 = -971467.526982 nChanged 2807 Iteration 3F (916.712914 sec): 11 clusters Score: Raw -989566.269211 + Penalty 10429.443787 = -979136.825423 nChanged 1798 Iteration 4F (917.006542 sec): 11 clusters Score: Raw -993800.416987 + Penalty 10429.443787 = -983370.973199 nChanged 1273 Iteration 5F (917.299848 sec): 11 clusters Score: Raw -995638.974131 + Penalty 10429.443787 = -985209.530344 nChanged 895 Iteration 6Q (918.041713 sec): 11 clusters Score: Raw -996706.249749 + Penalty 10429.443787 = -986276.805962 nChanged 682 Iteration 7Q (918.356229 sec): 11 clusters Score: Raw -997404.448615 + Penalty 10429.443787 = -986975.004828 nChanged 541 Iteration 8Q (918.546276 sec): 11 clusters Score: Raw -997915.549061 + Penalty 10429.443787 = -987486.105274 nChanged 445 Iteration 9Q (918.761972 sec): 11 clusters Score: Raw -998282.957630 + Penalty 10429.443787 = -987853.513842 nChanged 381 Iteration 10Q (919.109679 sec): 11 clusters Score: Raw -998684.854229 + Penalty 10429.443787 = -988255.410441 nChanged 378 Iteration 11Q (919.292959 sec): 11 clusters Score: Raw -999167.930617 + Penalty 10429.443787 = -988738.486830 nChanged 369 Iteration 12Q (919.532701 sec): 11 clusters Score: Raw -999531.971355 + Penalty 10429.443787 = -989102.527568 nChanged 334 Iteration 13Q (919.728829 sec): 11 clusters Score: Raw -999751.075036 + Penalty 10429.443787 = -989321.631249 nChanged 276 Iteration 14Q (919.914815 sec): 11 clusters Score: Raw -999898.636499 + Penalty 10429.443787 = -989469.192712 nChanged 205 Iteration 15Q (920.193492 sec): 11 clusters Score: Raw -1000033.263646 + Penalty 10429.443787 = -989603.819859 nChanged 176 Iteration 16Q (920.383625 sec): 11 clusters Score: Raw -1000152.687072 + Penalty 10429.443787 = -989723.243285 nChanged 109 Iteration 17Q (920.585232 sec): 11 clusters Score: Raw -1000231.191032 + Penalty 10429.443787 = -989801.747245 nChanged 91 Iteration 18Q (920.765561 sec): 11 clusters Score: Raw -1000268.302864 + Penalty 10429.443787 = -989838.859076 nChanged 64 Iteration 19Q (920.972378 sec): 11 clusters Score: Raw -1000287.725974 + Penalty 10429.443787 = -989858.282187 nChanged 62 Writing temp clu file Because OldScore, -989838.859076, is greater than current (better) Score,-989858.282187 Compute initial score before splitting: Score: Raw -1000287.725974 + Penalty 10429.443787 = -989858.282187 Trying to split cluster 1 (1003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (921.048404 sec): 2 clusters Score: Raw -43961.241660 + Penalty 725.628833 = -43235.612827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (921.111291 sec): 3 clusters Score: Raw -43562.146432 + Penalty 1451.257665 = -42110.888766 nChanged 367 SP:Iteration 1F (921.126666 sec): 3 clusters Score: Raw -43929.216074 + Penalty 1451.257665 = -42477.958409 nChanged 110 SP:Iteration 2F (921.140975 sec): 3 clusters Score: Raw -44064.395064 + Penalty 1451.257665 = -42613.137398 nChanged 67 SP:Iteration 3F (921.156120 sec): 3 clusters Score: Raw -44153.437560 + Penalty 1451.257665 = -42702.179895 nChanged 60 SP:Iteration 4F (921.174063 sec): 3 clusters Score: Raw -44258.769731 + Penalty 1451.257665 = -42807.512065 nChanged 49 SP:Iteration 5Q (921.187196 sec): 3 clusters Score: Raw -44325.193117 + Penalty 1451.257665 = -42873.935451 nChanged 37 SP:Iteration 6Q (921.200319 sec): 3 clusters Score: Raw -44381.058185 + Penalty 1451.257665 = -42929.800520 nChanged 34 SP:Iteration 7Q (921.213378 sec): 3 clusters Score: Raw -44449.763111 + Penalty 1451.257665 = -42998.505445 nChanged 29 SP:Iteration 8Q (921.226406 sec): 3 clusters Score: Raw -44487.138487 + Penalty 1451.257665 = -43035.880821 nChanged 19 SP:Iteration 9Q (921.239456 sec): 3 clusters Score: Raw -44508.613258 + Penalty 1451.257665 = -43057.355593 nChanged 13 SP:Iteration 10Q (921.252408 sec): 3 clusters Score: Raw -44522.782115 + Penalty 1451.257665 = -43071.524450 nChanged 11 SP:Iteration 11Q (921.265266 sec): 3 clusters Score: Raw -44532.586210 + Penalty 1451.257665 = -43081.328545 nChanged 9 SP:Iteration 12Q (921.278105 sec): 3 clusters Score: Raw -44541.355224 + Penalty 1451.257665 = -43090.097559 nChanged 4 SP:Iteration 13Q (921.291039 sec): 3 clusters Score: Raw -44546.789702 + Penalty 1451.257665 = -43095.532036 nChanged 3 SP:Iteration 14Q (921.401486 sec): 3 clusters Score: Raw -44549.945406 + Penalty 1451.257665 = -43098.687741 nChanged 3 SP:Iteration 15Q (921.510024 sec): 3 clusters Score: Raw -44551.032293 + Penalty 1451.257665 = -43099.774627 nChanged 0 SP:Iteration 16F (921.616761 sec): 3 clusters Score: Raw -44551.032293 + Penalty 1451.257665 = -43099.774627 nChanged 0 Trying to split cluster 2 (2117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (921.679233 sec): 2 clusters Score: Raw -113112.800981 + Penalty 804.064303 = -112308.736678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (921.800869 sec): 3 clusters Score: Raw -112119.278123 + Penalty 1608.128607 = -110511.149516 nChanged 811 SP:Iteration 1F (921.916214 sec): 3 clusters Score: Raw -112656.866950 + Penalty 1608.128607 = -111048.738343 nChanged 195 SP:Iteration 2F (922.032093 sec): 3 clusters Score: Raw -112906.696642 + Penalty 1608.128607 = -111298.568036 nChanged 172 SP:Iteration 3F (922.135207 sec): 3 clusters Score: Raw -113272.371655 + Penalty 1608.128607 = -111664.243048 nChanged 208 SP:Iteration 4F (922.250922 sec): 3 clusters Score: Raw -113781.872636 + Penalty 1608.128607 = -112173.744029 nChanged 224 SP:Iteration 5F (922.306744 sec): 3 clusters Score: Raw -114321.001195 + Penalty 1608.128607 = -112712.872588 nChanged 170 SP:Iteration 6F (922.328477 sec): 3 clusters Score: Raw -114716.978691 + Penalty 1608.128607 = -113108.850084 nChanged 106 SP:Iteration 7F (922.349537 sec): 3 clusters Score: Raw -114895.376764 + Penalty 1608.128607 = -113287.248157 nChanged 55 SP:Iteration 8Q (922.370290 sec): 3 clusters Score: Raw -114965.313949 + Penalty 1608.128607 = -113357.185342 nChanged 29 SP:Iteration 9Q (922.392437 sec): 3 clusters Score: Raw -114998.199355 + Penalty 1608.128607 = -113390.070748 nChanged 21 SP:Iteration 10Q (922.414341 sec): 3 clusters Score: Raw -115019.067731 + Penalty 1608.128607 = -113410.939124 nChanged 14 SP:Iteration 11Q (922.436339 sec): 3 clusters Score: Raw -115031.081676 + Penalty 1608.128607 = -113422.953069 nChanged 3 SP:Iteration 12Q (922.458172 sec): 3 clusters Score: Raw -115033.386115 + Penalty 1608.128607 = -113425.257508 nChanged 2 SP:Iteration 13Q (922.479998 sec): 3 clusters Score: Raw -115034.634333 + Penalty 1608.128607 = -113426.505726 nChanged 1 SP:Iteration 14Q (922.501961 sec): 3 clusters Score: Raw -115035.486244 + Penalty 1608.128607 = -113427.357637 nChanged 0 SP:Iteration 15F (922.524456 sec): 3 clusters Score: Raw -115035.486244 + Penalty 1608.128607 = -113427.357637 nChanged 0 Score: Raw -1002223.903919 + Penalty 11472.388166 = -990751.515753 Splitting cluster 2 changes total score from -989858.282187 to -990751.515753 So it's getting split into cluster 10. Trying to split cluster 3 (1577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (922.858963 sec): 2 clusters Score: Raw -72191.394065 + Penalty 773.144357 = -71418.249708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (922.876543 sec): 3 clusters Score: Raw -71479.472352 + Penalty 1546.288713 = -69933.183639 nChanged 606 SP:Iteration 1F (922.893071 sec): 3 clusters Score: Raw -71957.002297 + Penalty 1546.288713 = -70410.713584 nChanged 137 SP:Iteration 2F (922.909631 sec): 3 clusters Score: Raw -72078.750236 + Penalty 1546.288713 = -70532.461522 nChanged 96 SP:Iteration 3F (922.926114 sec): 3 clusters Score: Raw -72152.292426 + Penalty 1546.288713 = -70606.003713 nChanged 67 SP:Iteration 4Q (922.943200 sec): 3 clusters Score: Raw -72209.179639 + Penalty 1546.288713 = -70662.890926 nChanged 58 SP:Iteration 5Q (922.960005 sec): 3 clusters Score: Raw -72272.488280 + Penalty 1546.288713 = -70726.199567 nChanged 58 SP:Iteration 6Q (922.976821 sec): 3 clusters Score: Raw -72328.645772 + Penalty 1546.288713 = -70782.357058 nChanged 42 SP:Iteration 7Q (922.993634 sec): 3 clusters Score: Raw -72375.119695 + Penalty 1546.288713 = -70828.830982 nChanged 45 SP:Iteration 8Q (923.107946 sec): 3 clusters Score: Raw -72435.248770 + Penalty 1546.288713 = -70888.960057 nChanged 44 SP:Iteration 9Q (923.212306 sec): 3 clusters Score: Raw -72476.962868 + Penalty 1546.288713 = -70930.674155 nChanged 28 SP:Iteration 10Q (923.338883 sec): 3 clusters Score: Raw -72496.223027 + Penalty 1546.288713 = -70949.934314 nChanged 20 SP:Iteration 11Q (923.358482 sec): 3 clusters Score: Raw -72514.663942 + Penalty 1546.288713 = -70968.375229 nChanged 18 SP:Iteration 12Q (923.415751 sec): 3 clusters Score: Raw -72529.929102 + Penalty 1546.288713 = -70983.640389 nChanged 19 SP:Iteration 13Q (923.434101 sec): 3 clusters Score: Raw -72541.955125 + Penalty 1546.288713 = -70995.666411 nChanged 12 SP:Iteration 14Q (923.451418 sec): 3 clusters Score: Raw -72549.682847 + Penalty 1546.288713 = -71003.394134 nChanged 11 SP:Iteration 15Q (923.468282 sec): 3 clusters Score: Raw -72557.961662 + Penalty 1546.288713 = -71011.672949 nChanged 12 SP:Iteration 16Q (923.485042 sec): 3 clusters Score: Raw -72564.653133 + Penalty 1546.288713 = -71018.364419 nChanged 9 SP:Iteration 17Q (923.501983 sec): 3 clusters Score: Raw -72571.098126 + Penalty 1546.288713 = -71024.809412 nChanged 11 SP:Iteration 18Q (923.518741 sec): 3 clusters Score: Raw -72579.689170 + Penalty 1546.288713 = -71033.400456 nChanged 9 SP:Iteration 19Q (923.535551 sec): 3 clusters Score: Raw -72583.310059 + Penalty 1546.288713 = -71037.021346 nChanged 5 SP:Iteration 20F (923.552252 sec): 3 clusters Score: Raw -72588.393406 + Penalty 1546.288713 = -71042.104693 nChanged 15 SP:Iteration 21Q (923.569143 sec): 3 clusters Score: Raw -72597.074414 + Penalty 1546.288713 = -71050.785701 nChanged 6 SP:Iteration 22Q (923.585975 sec): 3 clusters Score: Raw -72600.193113 + Penalty 1546.288713 = -71053.904400 nChanged 6 SP:Iteration 23Q (923.602936 sec): 3 clusters Score: Raw -72602.210436 + Penalty 1546.288713 = -71055.921723 nChanged 3 SP:Iteration 24Q (923.619396 sec): 3 clusters Score: Raw -72603.316095 + Penalty 1546.288713 = -71057.027381 nChanged 2 SP:Iteration 25Q (923.635795 sec): 3 clusters Score: Raw -72604.045642 + Penalty 1546.288713 = -71057.756928 nChanged 2 SP:Iteration 26Q (923.652337 sec): 3 clusters Score: Raw -72605.175107 + Penalty 1546.288713 = -71058.886393 nChanged 4 SP:Iteration 27Q (923.668815 sec): 3 clusters Score: Raw -72606.510732 + Penalty 1546.288713 = -71060.222019 nChanged 4 SP:Iteration 28Q (923.685373 sec): 3 clusters Score: Raw -72607.468046 + Penalty 1546.288713 = -71061.179333 nChanged 4 SP:Iteration 29Q (923.701882 sec): 3 clusters Score: Raw -72610.215639 + Penalty 1546.288713 = -71063.926926 nChanged 4 SP:Iteration 30Q (923.718262 sec): 3 clusters Score: Raw -72613.378059 + Penalty 1546.288713 = -71067.089346 nChanged 4 SP:Iteration 31Q (923.740942 sec): 3 clusters Score: Raw -72614.947841 + Penalty 1546.288713 = -71068.659128 nChanged 3 SP:Iteration 32Q (923.757575 sec): 3 clusters Score: Raw -72616.750879 + Penalty 1546.288713 = -71070.462166 nChanged 1 SP:Iteration 33Q (923.774178 sec): 3 clusters Score: Raw -72616.846496 + Penalty 1546.288713 = -71070.557783 nChanged 1 SP:Iteration 34Q (923.790603 sec): 3 clusters Score: Raw -72616.938356 + Penalty 1546.288713 = -71070.649643 nChanged 0 SP:Iteration 35F (923.806951 sec): 3 clusters Score: Raw -72616.938356 + Penalty 1546.288713 = -71070.649643 nChanged 0 Trying to split cluster 4 (1513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (923.839088 sec): 2 clusters Score: Raw -73005.300407 + Penalty 768.794220 = -72236.506187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (923.855995 sec): 3 clusters Score: Raw -72334.707617 + Penalty 1537.588440 = -70797.119177 nChanged 571 SP:Iteration 1F (923.873752 sec): 3 clusters Score: Raw -72834.191899 + Penalty 1537.588440 = -71296.603459 nChanged 162 SP:Iteration 2F (923.988415 sec): 3 clusters Score: Raw -73043.372839 + Penalty 1537.588440 = -71505.784399 nChanged 123 SP:Iteration 3F (924.109234 sec): 3 clusters Score: Raw -73209.441296 + Penalty 1537.588440 = -71671.852856 nChanged 92 SP:Iteration 4F (924.215283 sec): 3 clusters Score: Raw -73318.543849 + Penalty 1537.588440 = -71780.955409 nChanged 67 SP:Iteration 5Q (924.305858 sec): 3 clusters Score: Raw -73391.404555 + Penalty 1537.588440 = -71853.816115 nChanged 46 SP:Iteration 6Q (924.421053 sec): 3 clusters Score: Raw -73442.643152 + Penalty 1537.588440 = -71905.054712 nChanged 36 SP:Iteration 7Q (924.514325 sec): 3 clusters Score: Raw -73476.106164 + Penalty 1537.588440 = -71938.517724 nChanged 16 SP:Iteration 8Q (924.613333 sec): 3 clusters Score: Raw -73492.242648 + Penalty 1537.588440 = -71954.654208 nChanged 17 SP:Iteration 9Q (924.719216 sec): 3 clusters Score: Raw -73505.417760 + Penalty 1537.588440 = -71967.829320 nChanged 17 SP:Iteration 10Q (924.832634 sec): 3 clusters Score: Raw -73520.813123 + Penalty 1537.588440 = -71983.224683 nChanged 19 SP:Iteration 11Q (924.931566 sec): 3 clusters Score: Raw -73541.405703 + Penalty 1537.588440 = -72003.817263 nChanged 27 SP:Iteration 12Q (925.045968 sec): 3 clusters Score: Raw -73575.417650 + Penalty 1537.588440 = -72037.829210 nChanged 39 SP:Iteration 13Q (925.159701 sec): 3 clusters Score: Raw -73617.972320 + Penalty 1537.588440 = -72080.383880 nChanged 27 SP:Iteration 14Q (925.274213 sec): 3 clusters Score: Raw -73647.443915 + Penalty 1537.588440 = -72109.855475 nChanged 30 SP:Iteration 15Q (925.371154 sec): 3 clusters Score: Raw -73702.447801 + Penalty 1537.588440 = -72164.859361 nChanged 36 SP:Iteration 16Q (925.468280 sec): 3 clusters Score: Raw -73758.682571 + Penalty 1537.588440 = -72221.094131 nChanged 33 SP:Iteration 17Q (925.576718 sec): 3 clusters Score: Raw -73799.047986 + Penalty 1537.588440 = -72261.459546 nChanged 27 SP:Iteration 18Q (925.690708 sec): 3 clusters Score: Raw -73846.253231 + Penalty 1537.588440 = -72308.664791 nChanged 21 SP:Iteration 19Q (925.831292 sec): 3 clusters Score: Raw -73884.165005 + Penalty 1537.588440 = -72346.576565 nChanged 25 SP:Iteration 20F (925.894848 sec): 3 clusters Score: Raw -73920.400470 + Penalty 1537.588440 = -72382.812030 nChanged 21 SP:Iteration 21Q (926.012576 sec): 3 clusters Score: Raw -73943.456383 + Penalty 1537.588440 = -72405.867943 nChanged 11 SP:Iteration 22Q (926.128071 sec): 3 clusters Score: Raw -73953.650499 + Penalty 1537.588440 = -72416.062059 nChanged 13 SP:Iteration 23Q (926.242187 sec): 3 clusters Score: Raw -73965.586308 + Penalty 1537.588440 = -72427.997868 nChanged 17 SP:Iteration 24Q (926.308812 sec): 3 clusters Score: Raw -73983.428956 + Penalty 1537.588440 = -72445.840516 nChanged 18 SP:Iteration 25Q (926.324692 sec): 3 clusters Score: Raw -73998.173405 + Penalty 1537.588440 = -72460.584965 nChanged 17 SP:Iteration 26Q (926.340481 sec): 3 clusters Score: Raw -74010.579248 + Penalty 1537.588440 = -72472.990808 nChanged 12 SP:Iteration 27Q (926.356187 sec): 3 clusters Score: Raw -74024.164479 + Penalty 1537.588440 = -72486.576039 nChanged 11 SP:Iteration 28Q (926.371977 sec): 3 clusters Score: Raw -74032.345861 + Penalty 1537.588440 = -72494.757422 nChanged 8 SP:Iteration 29Q (926.387785 sec): 3 clusters Score: Raw -74040.416233 + Penalty 1537.588440 = -72502.827793 nChanged 10 SP:Iteration 30Q (926.403469 sec): 3 clusters Score: Raw -74051.516013 + Penalty 1537.588440 = -72513.927574 nChanged 10 SP:Iteration 31Q (926.419215 sec): 3 clusters Score: Raw -74064.145529 + Penalty 1537.588440 = -72526.557089 nChanged 9 SP:Iteration 32Q (926.434979 sec): 3 clusters Score: Raw -74071.020454 + Penalty 1537.588440 = -72533.432014 nChanged 5 SP:Iteration 33Q (926.450739 sec): 3 clusters Score: Raw -74073.670686 + Penalty 1537.588440 = -72536.082247 nChanged 2 SP:Iteration 34Q (926.466491 sec): 3 clusters Score: Raw -74074.248938 + Penalty 1537.588440 = -72536.660499 nChanged 2 SP:Iteration 35Q (926.581676 sec): 3 clusters Score: Raw -74075.237957 + Penalty 1537.588440 = -72537.649517 nChanged 0 SP:Iteration 36F (926.695180 sec): 3 clusters Score: Raw -74079.329836 + Penalty 1537.588440 = -72541.741396 nChanged 2 SP:Iteration 37Q (926.838932 sec): 3 clusters Score: Raw -74081.215185 + Penalty 1537.588440 = -72543.626745 nChanged 4 SP:Iteration 38Q (926.926720 sec): 3 clusters Score: Raw -74085.498431 + Penalty 1537.588440 = -72547.909992 nChanged 5 SP:Iteration 39Q (927.044094 sec): 3 clusters Score: Raw -74087.256080 + Penalty 1537.588440 = -72549.667640 nChanged 2 SP:Iteration 40F (927.161528 sec): 3 clusters Score: Raw -74088.529811 + Penalty 1537.588440 = -72550.941371 nChanged 1 SP:Iteration 41Q (927.252087 sec): 3 clusters Score: Raw -74089.072248 + Penalty 1537.588440 = -72551.483808 nChanged 0 SP:Iteration 42F (927.339894 sec): 3 clusters Score: Raw -74089.072248 + Penalty 1537.588440 = -72551.483808 nChanged 0 Score: Raw -1003307.675760 + Penalty 12515.332545 = -990792.343215 Splitting cluster 4 changes total score from -989858.282187 to -990792.343215 So it's getting split into cluster 12. Trying to split cluster 5 (1762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (927.730235 sec): 2 clusters Score: Raw -86775.114547 + Penalty 784.791505 = -85990.323042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (927.749524 sec): 3 clusters Score: Raw -85967.538915 + Penalty 1569.583009 = -84397.955906 nChanged 658 SP:Iteration 1F (927.767649 sec): 3 clusters Score: Raw -86447.235807 + Penalty 1569.583009 = -84877.652798 nChanged 205 SP:Iteration 2F (927.785787 sec): 3 clusters Score: Raw -86784.624618 + Penalty 1569.583009 = -85215.041609 nChanged 153 SP:Iteration 3F (927.803866 sec): 3 clusters Score: Raw -87075.502844 + Penalty 1569.583009 = -85505.919834 nChanged 142 SP:Iteration 4F (927.822161 sec): 3 clusters Score: Raw -87336.478705 + Penalty 1569.583009 = -85766.895696 nChanged 117 SP:Iteration 5F (927.840374 sec): 3 clusters Score: Raw -87523.260742 + Penalty 1569.583009 = -85953.677733 nChanged 90 SP:Iteration 6F (927.858497 sec): 3 clusters Score: Raw -87701.555013 + Penalty 1569.583009 = -86131.972003 nChanged 100 SP:Iteration 7F (927.876826 sec): 3 clusters Score: Raw -87942.322066 + Penalty 1569.583009 = -86372.739057 nChanged 80 SP:Iteration 8Q (927.894809 sec): 3 clusters Score: Raw -88196.493861 + Penalty 1569.583009 = -86626.910852 nChanged 66 SP:Iteration 9Q (927.912599 sec): 3 clusters Score: Raw -88391.607568 + Penalty 1569.583009 = -86822.024559 nChanged 27 SP:Iteration 10Q (927.930312 sec): 3 clusters Score: Raw -88436.512080 + Penalty 1569.583009 = -86866.929071 nChanged 11 SP:Iteration 11Q (927.948070 sec): 3 clusters Score: Raw -88443.052219 + Penalty 1569.583009 = -86873.469210 nChanged 5 SP:Iteration 12Q (927.965740 sec): 3 clusters Score: Raw -88446.758635 + Penalty 1569.583009 = -86877.175625 nChanged 2 SP:Iteration 13Q (927.983366 sec): 3 clusters Score: Raw -88447.514600 + Penalty 1569.583009 = -86877.931590 nChanged 3 SP:Iteration 14Q (928.000873 sec): 3 clusters Score: Raw -88449.138685 + Penalty 1569.583009 = -86879.555676 nChanged 2 SP:Iteration 15Q (928.018522 sec): 3 clusters Score: Raw -88449.845239 + Penalty 1569.583009 = -86880.262230 nChanged 2 SP:Iteration 16Q (928.062867 sec): 3 clusters Score: Raw -88450.441108 + Penalty 1569.583009 = -86880.858099 nChanged 1 SP:Iteration 17Q (928.088766 sec): 3 clusters Score: Raw -88451.024927 + Penalty 1569.583009 = -86881.441918 nChanged 2 SP:Iteration 18Q (928.106365 sec): 3 clusters Score: Raw -88451.715388 + Penalty 1569.583009 = -86882.132379 nChanged 0 SP:Iteration 19F (928.124326 sec): 3 clusters Score: Raw -88451.715388 + Penalty 1569.583009 = -86882.132379 nChanged 0 Score: Raw -1004984.276601 + Penalty 13558.276923 = -991425.999677 Splitting cluster 5 changes total score from -989858.282187 to -991425.999677 So it's getting split into cluster 13. Trying to split cluster 6 (1363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (928.552172 sec): 2 clusters Score: Raw -47931.574259 + Penalty 757.831560 = -47173.742699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (928.646569 sec): 3 clusters Score: Raw -47417.194359 + Penalty 1515.663121 = -45901.531239 nChanged 498 SP:Iteration 1F (928.759115 sec): 3 clusters Score: Raw -48018.491673 + Penalty 1515.663121 = -46502.828552 nChanged 193 SP:Iteration 2F (928.874097 sec): 3 clusters Score: Raw -48308.390045 + Penalty 1515.663121 = -46792.726924 nChanged 94 SP:Iteration 3F (928.989396 sec): 3 clusters Score: Raw -48446.474676 + Penalty 1515.663121 = -46930.811555 nChanged 65 SP:Iteration 4Q (929.086824 sec): 3 clusters Score: Raw -48548.790065 + Penalty 1515.663121 = -47033.126944 nChanged 49 SP:Iteration 5Q (929.174088 sec): 3 clusters Score: Raw -48587.832968 + Penalty 1515.663121 = -47072.169848 nChanged 33 SP:Iteration 6Q (929.287727 sec): 3 clusters Score: Raw -48628.959201 + Penalty 1515.663121 = -47113.296081 nChanged 30 SP:Iteration 7Q (929.318591 sec): 3 clusters Score: Raw -48660.399463 + Penalty 1515.663121 = -47144.736342 nChanged 23 SP:Iteration 8Q (929.333538 sec): 3 clusters Score: Raw -48686.634673 + Penalty 1515.663121 = -47170.971553 nChanged 29 SP:Iteration 9Q (929.348264 sec): 3 clusters Score: Raw -48710.926786 + Penalty 1515.663121 = -47195.263665 nChanged 17 SP:Iteration 10Q (929.363001 sec): 3 clusters Score: Raw -48725.755501 + Penalty 1515.663121 = -47210.092381 nChanged 13 SP:Iteration 11Q (929.377678 sec): 3 clusters Score: Raw -48735.298744 + Penalty 1515.663121 = -47219.635623 nChanged 15 SP:Iteration 12Q (929.392266 sec): 3 clusters Score: Raw -48752.493081 + Penalty 1515.663121 = -47236.829960 nChanged 19 SP:Iteration 13Q (929.406865 sec): 3 clusters Score: Raw -48768.428579 + Penalty 1515.663121 = -47252.765458 nChanged 11 SP:Iteration 14Q (929.421450 sec): 3 clusters Score: Raw -48775.709481 + Penalty 1515.663121 = -47260.046360 nChanged 6 SP:Iteration 15Q (929.436078 sec): 3 clusters Score: Raw -48778.287538 + Penalty 1515.663121 = -47262.624418 nChanged 5 SP:Iteration 16Q (929.450609 sec): 3 clusters Score: Raw -48780.036071 + Penalty 1515.663121 = -47264.372950 nChanged 4 SP:Iteration 17Q (929.465236 sec): 3 clusters Score: Raw -48782.810513 + Penalty 1515.663121 = -47267.147392 nChanged 0 SP:Iteration 18F (929.479832 sec): 3 clusters Score: Raw -48787.124147 + Penalty 1515.663121 = -47271.461027 nChanged 1 SP:Iteration 19Q (929.494613 sec): 3 clusters Score: Raw -48792.353306 + Penalty 1515.663121 = -47276.690185 nChanged 1 SP:Iteration 20F (929.509180 sec): 3 clusters Score: Raw -48792.673496 + Penalty 1515.663121 = -47277.010375 nChanged 0 Score: Raw -1005845.375837 + Penalty 14601.221302 = -991244.154535 Splitting cluster 6 changes total score from -989858.282187 to -991244.154535 So it's getting split into cluster 14. Trying to split cluster 7 (9439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (929.943736 sec): 2 clusters Score: Raw -521674.558568 + Penalty 961.023559 = -520713.535009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (930.021259 sec): 3 clusters Score: Raw -516097.577159 + Penalty 1922.047117 = -514175.530041 nChanged 4271 SP:Iteration 1F (930.079782 sec): 3 clusters Score: Raw -518704.069519 + Penalty 1922.047117 = -516782.022401 nChanged 943 SP:Iteration 2F (930.137583 sec): 3 clusters Score: Raw -519903.300114 + Penalty 1922.047117 = -517981.252997 nChanged 1215 SP:Iteration 3F (930.195865 sec): 3 clusters Score: Raw -522028.974428 + Penalty 1922.047117 = -520106.927311 nChanged 1204 SP:Iteration 4F (930.254064 sec): 3 clusters Score: Raw -524516.452130 + Penalty 1922.047117 = -522594.405013 nChanged 744 SP:Iteration 5F (930.402029 sec): 3 clusters Score: Raw -525712.980783 + Penalty 1922.047117 = -523790.933666 nChanged 349 SP:Iteration 6Q (930.543563 sec): 3 clusters Score: Raw -526068.479683 + Penalty 1922.047117 = -524146.432565 nChanged 162 SP:Iteration 7Q (930.708715 sec): 3 clusters Score: Raw -526223.029259 + Penalty 1922.047117 = -524300.982142 nChanged 110 SP:Iteration 8Q (930.804064 sec): 3 clusters Score: Raw -526306.851259 + Penalty 1922.047117 = -524384.804142 nChanged 78 SP:Iteration 9Q (930.932200 sec): 3 clusters Score: Raw -526355.867631 + Penalty 1922.047117 = -524433.820513 nChanged 57 SP:Iteration 10Q (930.986066 sec): 3 clusters Score: Raw -526376.411729 + Penalty 1922.047117 = -524454.364611 nChanged 24 SP:Iteration 11Q (931.038746 sec): 3 clusters Score: Raw -526382.099207 + Penalty 1922.047117 = -524460.052089 nChanged 17 SP:Iteration 12Q (931.092189 sec): 3 clusters Score: Raw -526385.283006 + Penalty 1922.047117 = -524463.235889 nChanged 12 SP:Iteration 13Q (931.154002 sec): 3 clusters Score: Raw -526386.887969 + Penalty 1922.047117 = -524464.840851 nChanged 8 SP:Iteration 14Q (931.217164 sec): 3 clusters Score: Raw -526388.272781 + Penalty 1922.047117 = -524466.225664 nChanged 4 SP:Iteration 15Q (931.277141 sec): 3 clusters Score: Raw -526388.799514 + Penalty 1922.047117 = -524466.752397 nChanged 3 SP:Iteration 16Q (931.329518 sec): 3 clusters Score: Raw -526388.994031 + Penalty 1922.047117 = -524466.946914 nChanged 1 SP:Iteration 17Q (931.381873 sec): 3 clusters Score: Raw -526389.026344 + Penalty 1922.047117 = -524466.979226 nChanged 1 SP:Iteration 18Q (931.435335 sec): 3 clusters Score: Raw -526389.053393 + Penalty 1922.047117 = -524467.006276 nChanged 0 SP:Iteration 19F (931.496972 sec): 3 clusters Score: Raw -526389.053393 + Penalty 1922.047117 = -524467.006276 nChanged 0 Score: Raw -1010559.870663 + Penalty 15644.165681 = -994915.704982 Splitting cluster 7 changes total score from -989858.282187 to -994915.704982 So it's getting split into cluster 15. Trying to split cluster 8 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (931.943696 sec): 2 clusters Score: Raw -18591.362735 + Penalty 641.237403 = -17950.125332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (931.951241 sec): 3 clusters Score: Raw -18525.447196 + Penalty 1282.474806 = -17242.972389 nChanged 125 SP:Iteration 1F (931.963584 sec): 3 clusters Score: Raw -18729.390898 + Penalty 1282.474806 = -17446.916091 nChanged 35 SP:Iteration 2F (931.971009 sec): 3 clusters Score: Raw -18827.343255 + Penalty 1282.474806 = -17544.868448 nChanged 28 SP:Iteration 3F (931.978133 sec): 3 clusters Score: Raw -18888.405933 + Penalty 1282.474806 = -17605.931127 nChanged 16 SP:Iteration 4Q (931.985305 sec): 3 clusters Score: Raw -18927.721299 + Penalty 1282.474806 = -17645.246493 nChanged 7 SP:Iteration 5Q (931.992607 sec): 3 clusters Score: Raw -18943.854438 + Penalty 1282.474806 = -17661.379631 nChanged 6 SP:Iteration 6Q (932.000209 sec): 3 clusters Score: Raw -18965.480596 + Penalty 1282.474806 = -17683.005790 nChanged 7 SP:Iteration 7Q (932.007755 sec): 3 clusters Score: Raw -18980.844079 + Penalty 1282.474806 = -17698.369273 nChanged 4 SP:Iteration 8Q (932.015249 sec): 3 clusters Score: Raw -18987.099244 + Penalty 1282.474806 = -17704.624438 nChanged 4 SP:Iteration 9Q (932.022710 sec): 3 clusters Score: Raw -18991.892155 + Penalty 1282.474806 = -17709.417349 nChanged 1 SP:Iteration 10Q (932.030190 sec): 3 clusters Score: Raw -18992.448531 + Penalty 1282.474806 = -17709.973724 nChanged 0 SP:Iteration 11F (932.037781 sec): 3 clusters Score: Raw -18992.448531 + Penalty 1282.474806 = -17709.973724 nChanged 0 Trying to split cluster 9 (997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (932.069251 sec): 2 clusters Score: Raw -51853.072105 + Penalty 724.998831 = -51128.073274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (932.222001 sec): 3 clusters Score: Raw -51488.493194 + Penalty 1449.997662 = -50038.495532 nChanged 325 SP:Iteration 1F (932.336698 sec): 3 clusters Score: Raw -51785.470424 + Penalty 1449.997662 = -50335.472762 nChanged 104 SP:Iteration 2F (932.450434 sec): 3 clusters Score: Raw -51949.689477 + Penalty 1449.997662 = -50499.691815 nChanged 87 SP:Iteration 3F (932.550760 sec): 3 clusters Score: Raw -52106.054962 + Penalty 1449.997662 = -50656.057300 nChanged 70 SP:Iteration 4F (932.664386 sec): 3 clusters Score: Raw -52306.529913 + Penalty 1449.997662 = -50856.532251 nChanged 70 SP:Iteration 5F (932.778123 sec): 3 clusters Score: Raw -52576.678115 + Penalty 1449.997662 = -51126.680453 nChanged 40 SP:Iteration 6Q (932.878826 sec): 3 clusters Score: Raw -52736.291361 + Penalty 1449.997662 = -51286.293699 nChanged 26 SP:Iteration 7Q (932.890707 sec): 3 clusters Score: Raw -52782.691884 + Penalty 1449.997662 = -51332.694222 nChanged 14 SP:Iteration 8Q (932.902167 sec): 3 clusters Score: Raw -52803.695499 + Penalty 1449.997662 = -51353.697838 nChanged 10 SP:Iteration 9Q (932.913528 sec): 3 clusters Score: Raw -52813.412017 + Penalty 1449.997662 = -51363.414355 nChanged 5 SP:Iteration 10Q (932.924932 sec): 3 clusters Score: Raw -52820.024267 + Penalty 1449.997662 = -51370.026605 nChanged 6 SP:Iteration 11Q (932.936318 sec): 3 clusters Score: Raw -52824.017036 + Penalty 1449.997662 = -51374.019374 nChanged 4 SP:Iteration 12Q (932.947773 sec): 3 clusters Score: Raw -52826.431675 + Penalty 1449.997662 = -51376.434014 nChanged 2 SP:Iteration 13Q (932.959131 sec): 3 clusters Score: Raw -52828.747652 + Penalty 1449.997662 = -51378.749991 nChanged 3 SP:Iteration 14Q (932.970496 sec): 3 clusters Score: Raw -52830.845870 + Penalty 1449.997662 = -51380.848208 nChanged 3 SP:Iteration 15Q (932.981834 sec): 3 clusters Score: Raw -52832.804804 + Penalty 1449.997662 = -51382.807142 nChanged 3 SP:Iteration 16Q (932.993171 sec): 3 clusters Score: Raw -52834.881468 + Penalty 1449.997662 = -51384.883807 nChanged 2 SP:Iteration 17Q (933.004538 sec): 3 clusters Score: Raw -52836.362273 + Penalty 1449.997662 = -51386.364611 nChanged 3 SP:Iteration 18Q (933.016007 sec): 3 clusters Score: Raw -52839.160047 + Penalty 1449.997662 = -51389.162385 nChanged 4 SP:Iteration 19Q (933.027330 sec): 3 clusters Score: Raw -52845.562114 + Penalty 1449.997662 = -51395.564453 nChanged 7 SP:Iteration 20F (933.039021 sec): 3 clusters Score: Raw -52854.824229 + Penalty 1449.997662 = -51404.826567 nChanged 9 SP:Iteration 21Q (933.050852 sec): 3 clusters Score: Raw -52865.172155 + Penalty 1449.997662 = -51415.174493 nChanged 7 SP:Iteration 22Q (933.062359 sec): 3 clusters Score: Raw -52872.247292 + Penalty 1449.997662 = -51422.249631 nChanged 5 SP:Iteration 23Q (933.073817 sec): 3 clusters Score: Raw -52878.212558 + Penalty 1449.997662 = -51428.214897 nChanged 5 SP:Iteration 24Q (933.085148 sec): 3 clusters Score: Raw -52887.363257 + Penalty 1449.997662 = -51437.365595 nChanged 8 SP:Iteration 25Q (933.096476 sec): 3 clusters Score: Raw -52902.256282 + Penalty 1449.997662 = -51452.258620 nChanged 4 SP:Iteration 26Q (933.107780 sec): 3 clusters Score: Raw -52906.272432 + Penalty 1449.997662 = -51456.274770 nChanged 4 SP:Iteration 27Q (933.119061 sec): 3 clusters Score: Raw -52908.850779 + Penalty 1449.997662 = -51458.853117 nChanged 1 SP:Iteration 28Q (933.130318 sec): 3 clusters Score: Raw -52909.805998 + Penalty 1449.997662 = -51459.808336 nChanged 1 SP:Iteration 29Q (933.141685 sec): 3 clusters Score: Raw -52912.205803 + Penalty 1449.997662 = -51462.208141 nChanged 2 SP:Iteration 30Q (933.152946 sec): 3 clusters Score: Raw -52916.042486 + Penalty 1449.997662 = -51466.044824 nChanged 3 SP:Iteration 31Q (933.176341 sec): 3 clusters Score: Raw -52923.197934 + Penalty 1449.997662 = -51473.200272 nChanged 4 SP:Iteration 32Q (933.278894 sec): 3 clusters Score: Raw -52930.417187 + Penalty 1449.997662 = -51480.419526 nChanged 5 SP:Iteration 33Q (933.391463 sec): 3 clusters Score: Raw -52940.512139 + Penalty 1449.997662 = -51490.514477 nChanged 9 SP:Iteration 34Q (933.504791 sec): 3 clusters Score: Raw -52976.682301 + Penalty 1449.997662 = -51526.684639 nChanged 9 SP:Iteration 35Q (933.617058 sec): 3 clusters Score: Raw -53037.080791 + Penalty 1449.997662 = -51587.083129 nChanged 6 SP:Iteration 36Q (933.758110 sec): 3 clusters Score: Raw -53069.697695 + Penalty 1449.997662 = -51619.700034 nChanged 6 SP:Iteration 37Q (933.836223 sec): 3 clusters Score: Raw -53098.219572 + Penalty 1449.997662 = -51648.221910 nChanged 4 SP:Iteration 38Q (933.949796 sec): 3 clusters Score: Raw -53111.296922 + Penalty 1449.997662 = -51661.299260 nChanged 2 SP:Iteration 39Q (933.962297 sec): 3 clusters Score: Raw -53114.990205 + Penalty 1449.997662 = -51664.992543 nChanged 2 SP:Iteration 40F (933.974052 sec): 3 clusters Score: Raw -53119.631033 + Penalty 1449.997662 = -51669.633371 nChanged 1 SP:Iteration 41Q (933.985295 sec): 3 clusters Score: Raw -53121.880600 + Penalty 1449.997662 = -51671.882939 nChanged 2 SP:Iteration 42Q (933.996533 sec): 3 clusters Score: Raw -53126.748324 + Penalty 1449.997662 = -51676.750662 nChanged 2 SP:Iteration 43Q (934.007774 sec): 3 clusters Score: Raw -53130.358928 + Penalty 1449.997662 = -51680.361267 nChanged 1 SP:Iteration 44Q (934.019021 sec): 3 clusters Score: Raw -53133.576509 + Penalty 1449.997662 = -51683.578847 nChanged 1 SP:Iteration 45Q (934.030359 sec): 3 clusters Score: Raw -53136.521794 + Penalty 1449.997662 = -51686.524133 nChanged 0 SP:Iteration 46F (934.042023 sec): 3 clusters Score: Raw -53136.521794 + Penalty 1449.997662 = -51686.524133 nChanged 0 Score: Raw -1011843.320352 + Penalty 16687.110060 = -995156.210293 Splitting cluster 9 changes total score from -989858.282187 to -995156.210293 So it's getting split into cluster 16. Trying to split cluster 11 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (934.497941 sec): 2 clusters Score: Raw -8940.749020 + Penalty 553.125107 = -8387.623913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (934.503190 sec): 3 clusters Score: Raw -9011.020026 + Penalty 1106.250213 = -7904.769813 nChanged 34 SP:Iteration 1F (934.508182 sec): 3 clusters Score: Raw -9128.480636 + Penalty 1106.250213 = -8022.230422 nChanged 9 SP:Iteration 2Q (934.513165 sec): 3 clusters Score: Raw -9155.042730 + Penalty 1106.250213 = -8048.792516 nChanged 3 SP:Iteration 3Q (934.518134 sec): 3 clusters Score: Raw -9182.552216 + Penalty 1106.250213 = -8076.302002 nChanged 1 SP:Iteration 4Q (934.523208 sec): 3 clusters Score: Raw -9183.939794 + Penalty 1106.250213 = -8077.689580 nChanged 0 SP:Iteration 5F (934.528156 sec): 3 clusters Score: Raw -9183.939794 + Penalty 1106.250213 = -8077.689580 nChanged 0 Iteration 20F (934.991163 sec): 17 clusters Score: Raw -1013266.930364 + Penalty 16687.110060 = -996579.820304 nChanged 1209 Iteration 21F (935.423475 sec): 17 clusters Score: Raw -1014324.840625 + Penalty 16687.110060 = -997637.730565 nChanged 574 Iteration 22Q (935.695736 sec): 17 clusters Score: Raw -1014787.652332 + Penalty 16687.110060 = -998100.542272 nChanged 356 Iteration 23Q (935.962624 sec): 17 clusters Score: Raw -1015072.786027 + Penalty 16687.110060 = -998385.675967 nChanged 273 Iteration 24Q (936.226664 sec): 17 clusters Score: Raw -1015303.280426 + Penalty 16687.110060 = -998616.170367 nChanged 224 Iteration 25Q (936.532320 sec): 17 clusters Score: Raw -1015472.702031 + Penalty 16687.110060 = -998785.591972 nChanged 187 Iteration 26Q (936.828086 sec): 17 clusters Score: Raw -1015613.460743 + Penalty 16687.110060 = -998926.350683 nChanged 165 Iteration 27Q (937.083994 sec): 17 clusters Score: Raw -1015739.185862 + Penalty 16687.110060 = -999052.075802 nChanged 181 Iteration 28Q (937.925786 sec): 17 clusters Score: Raw -1015894.894410 + Penalty 16687.110060 = -999207.784351 nChanged 160 Iteration 29Q (938.196929 sec): 17 clusters Score: Raw -1016060.075947 + Penalty 16687.110060 = -999372.965887 nChanged 127 Iteration 30Q (938.454076 sec): 17 clusters Score: Raw -1016145.306665 + Penalty 16687.110060 = -999458.196605 nChanged 131 Iteration 31Q (938.733344 sec): 17 clusters Score: Raw -1016213.979494 + Penalty 16687.110060 = -999526.869434 nChanged 119 Iteration 32Q (939.081304 sec): 17 clusters Score: Raw -1016278.072152 + Penalty 16687.110060 = -999590.962093 nChanged 109 Iteration 33Q (939.331494 sec): 17 clusters Score: Raw -1016340.584071 + Penalty 16687.110060 = -999653.474012 nChanged 137 Iteration 34Q (939.587671 sec): 17 clusters Score: Raw -1016435.528460 + Penalty 16687.110060 = -999748.418400 nChanged 156 Iteration 35Q (939.845638 sec): 17 clusters Score: Raw -1016539.976573 + Penalty 16687.110060 = -999852.866513 nChanged 146 Iteration 36Q (940.104188 sec): 17 clusters Score: Raw -1016648.618681 + Penalty 16687.110060 = -999961.508622 nChanged 167 Iteration 37Q (940.364272 sec): 17 clusters Score: Raw -1016781.404056 + Penalty 16687.110060 = -1000094.293996 nChanged 179 Iteration 38Q (940.616486 sec): 17 clusters Score: Raw -1016918.167391 + Penalty 16687.110060 = -1000231.057332 nChanged 180 Iteration 39Q (940.873960 sec): 17 clusters Score: Raw -1017050.290465 + Penalty 16687.110060 = -1000363.180405 nChanged 151 Iteration 40F (941.315821 sec): 17 clusters Score: Raw -1017201.754238 + Penalty 16687.110060 = -1000514.644179 nChanged 159 Iteration 41Q (941.563105 sec): 17 clusters Score: Raw -1017337.290719 + Penalty 16687.110060 = -1000650.180659 nChanged 139 Iteration 42Q (941.823538 sec): 17 clusters Score: Raw -1017435.064805 + Penalty 16687.110060 = -1000747.954746 nChanged 107 Iteration 43Q (942.083623 sec): 17 clusters Score: Raw -1017500.725603 + Penalty 16687.110060 = -1000813.615544 nChanged 80 Iteration 44Q (942.337250 sec): 17 clusters Score: Raw -1017569.581691 + Penalty 16687.110060 = -1000882.471632 nChanged 87 Iteration 45Q (942.596286 sec): 17 clusters Score: Raw -1017630.713537 + Penalty 16687.110060 = -1000943.603477 nChanged 69 Iteration 46Q (942.855468 sec): 17 clusters Score: Raw -1017696.908988 + Penalty 16687.110060 = -1001009.798928 nChanged 70 Iteration 47Q (943.106326 sec): 17 clusters Score: Raw -1017748.599241 + Penalty 16687.110060 = -1001061.489181 nChanged 49 Iteration 48Q (943.363106 sec): 17 clusters Score: Raw -1017771.456048 + Penalty 16687.110060 = -1001084.345988 nChanged 34 Iteration 49Q (943.623037 sec): 17 clusters Score: Raw -1017784.507032 + Penalty 16687.110060 = -1001097.396972 nChanged 30 Iteration 50Q (943.875638 sec): 17 clusters Score: Raw -1017795.035354 + Penalty 16687.110060 = -1001107.925295 nChanged 24 Iteration 51Q (944.131413 sec): 17 clusters Score: Raw -1017803.913424 + Penalty 16687.110060 = -1001116.803364 nChanged 15 Iteration 52Q (944.391047 sec): 17 clusters Score: Raw -1017808.935768 + Penalty 16687.110060 = -1001121.825708 nChanged 14 Iteration 53Q (944.643252 sec): 17 clusters Score: Raw -1017812.275326 + Penalty 16687.110060 = -1001125.165267 nChanged 12 Iteration 54Q (945.124961 sec): 17 clusters Score: Raw -1017815.540688 + Penalty 16687.110060 = -1001128.430629 nChanged 13 Iteration 55Q (945.369705 sec): 17 clusters Score: Raw -1017819.767879 + Penalty 16687.110060 = -1001132.657819 nChanged 7 Iteration 56Q (945.630369 sec): 17 clusters Score: Raw -1017821.413786 + Penalty 16687.110060 = -1001134.303727 nChanged 3 Iteration 57Q (945.882519 sec): 17 clusters Score: Raw -1017822.095758 + Penalty 16687.110060 = -1001134.985698 nChanged 1 Iteration 58Q (946.143096 sec): 17 clusters Score: Raw -1017822.472256 + Penalty 16687.110060 = -1001135.362196 nChanged 0 Writing temp clu file Because OldScore, -1001134.985698, is greater than current (better) Score,-1001135.362196 Compute initial score before splitting: Score: Raw -1017822.472256 + Penalty 16687.110060 = -1001135.362196 Trying to split cluster 1 (1165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (946.178405 sec): 2 clusters Score: Raw -52465.920731 + Penalty 741.350018 = -51724.570712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (946.322341 sec): 3 clusters Score: Raw -52014.416595 + Penalty 1482.700037 = -50531.716558 nChanged 398 SP:Iteration 1F (946.436885 sec): 3 clusters Score: Raw -52303.671655 + Penalty 1482.700037 = -50820.971618 nChanged 100 SP:Iteration 2F (946.548976 sec): 3 clusters Score: Raw -52400.776743 + Penalty 1482.700037 = -50918.076707 nChanged 71 SP:Iteration 3F (946.647730 sec): 3 clusters Score: Raw -52475.559527 + Penalty 1482.700037 = -50992.859491 nChanged 55 SP:Iteration 4Q (946.661404 sec): 3 clusters Score: Raw -52540.167849 + Penalty 1482.700037 = -51057.467812 nChanged 47 SP:Iteration 5Q (946.674757 sec): 3 clusters Score: Raw -52580.235122 + Penalty 1482.700037 = -51097.535085 nChanged 28 SP:Iteration 6Q (946.688087 sec): 3 clusters Score: Raw -52604.519019 + Penalty 1482.700037 = -51121.818982 nChanged 20 SP:Iteration 7Q (946.701410 sec): 3 clusters Score: Raw -52626.410627 + Penalty 1482.700037 = -51143.710590 nChanged 25 SP:Iteration 8Q (946.714825 sec): 3 clusters Score: Raw -52647.221762 + Penalty 1482.700037 = -51164.521725 nChanged 22 SP:Iteration 9Q (946.728099 sec): 3 clusters Score: Raw -52671.080364 + Penalty 1482.700037 = -51188.380327 nChanged 20 SP:Iteration 10Q (946.741309 sec): 3 clusters Score: Raw -52698.922546 + Penalty 1482.700037 = -51216.222509 nChanged 26 SP:Iteration 11Q (946.754605 sec): 3 clusters Score: Raw -52743.613205 + Penalty 1482.700037 = -51260.913168 nChanged 29 SP:Iteration 12Q (946.767791 sec): 3 clusters Score: Raw -52781.262536 + Penalty 1482.700037 = -51298.562499 nChanged 32 SP:Iteration 13Q (946.781989 sec): 3 clusters Score: Raw -52826.319242 + Penalty 1482.700037 = -51343.619205 nChanged 24 SP:Iteration 14Q (946.795246 sec): 3 clusters Score: Raw -52851.876854 + Penalty 1482.700037 = -51369.176817 nChanged 31 SP:Iteration 15Q (946.808378 sec): 3 clusters Score: Raw -52879.515109 + Penalty 1482.700037 = -51396.815072 nChanged 27 SP:Iteration 16Q (946.821529 sec): 3 clusters Score: Raw -52909.057606 + Penalty 1482.700037 = -51426.357569 nChanged 15 SP:Iteration 17Q (946.834695 sec): 3 clusters Score: Raw -52919.377411 + Penalty 1482.700037 = -51436.677374 nChanged 21 SP:Iteration 18Q (946.847848 sec): 3 clusters Score: Raw -52933.614580 + Penalty 1482.700037 = -51450.914543 nChanged 14 SP:Iteration 19Q (946.860987 sec): 3 clusters Score: Raw -52943.169330 + Penalty 1482.700037 = -51460.469293 nChanged 9 SP:Iteration 20F (946.874044 sec): 3 clusters Score: Raw -52949.619810 + Penalty 1482.700037 = -51466.919774 nChanged 11 SP:Iteration 21Q (946.887167 sec): 3 clusters Score: Raw -52956.410310 + Penalty 1482.700037 = -51473.710273 nChanged 8 SP:Iteration 22Q (946.900362 sec): 3 clusters Score: Raw -52960.862989 + Penalty 1482.700037 = -51478.162952 nChanged 4 SP:Iteration 23Q (946.913538 sec): 3 clusters Score: Raw -52964.095770 + Penalty 1482.700037 = -51481.395733 nChanged 4 SP:Iteration 24Q (946.926592 sec): 3 clusters Score: Raw -52967.612726 + Penalty 1482.700037 = -51484.912689 nChanged 4 SP:Iteration 25Q (946.939677 sec): 3 clusters Score: Raw -52970.381171 + Penalty 1482.700037 = -51487.681134 nChanged 6 SP:Iteration 26Q (946.952794 sec): 3 clusters Score: Raw -52974.343013 + Penalty 1482.700037 = -51491.642976 nChanged 7 SP:Iteration 27Q (946.965946 sec): 3 clusters Score: Raw -52978.307814 + Penalty 1482.700037 = -51495.607777 nChanged 5 SP:Iteration 28Q (946.979011 sec): 3 clusters Score: Raw -52980.931265 + Penalty 1482.700037 = -51498.231228 nChanged 5 SP:Iteration 29Q (946.992069 sec): 3 clusters Score: Raw -52983.143830 + Penalty 1482.700037 = -51500.443794 nChanged 5 SP:Iteration 30Q (947.103048 sec): 3 clusters Score: Raw -52985.631560 + Penalty 1482.700037 = -51502.931523 nChanged 4 SP:Iteration 31Q (947.219205 sec): 3 clusters Score: Raw -52987.983590 + Penalty 1482.700037 = -51505.283553 nChanged 6 SP:Iteration 32Q (947.332912 sec): 3 clusters Score: Raw -52991.925237 + Penalty 1482.700037 = -51509.225200 nChanged 9 SP:Iteration 33Q (947.429071 sec): 3 clusters Score: Raw -52997.974498 + Penalty 1482.700037 = -51515.274461 nChanged 8 SP:Iteration 34Q (947.543059 sec): 3 clusters Score: Raw -53005.712238 + Penalty 1482.700037 = -51523.012201 nChanged 8 SP:Iteration 35Q (947.639756 sec): 3 clusters Score: Raw -53011.310433 + Penalty 1482.700037 = -51528.610396 nChanged 6 SP:Iteration 36Q (947.753303 sec): 3 clusters Score: Raw -53016.925571 + Penalty 1482.700037 = -51534.225534 nChanged 5 SP:Iteration 37Q (947.848789 sec): 3 clusters Score: Raw -53018.865487 + Penalty 1482.700037 = -51536.165450 nChanged 2 SP:Iteration 38Q (947.861958 sec): 3 clusters Score: Raw -53019.568790 + Penalty 1482.700037 = -51536.868753 nChanged 4 SP:Iteration 39Q (947.875049 sec): 3 clusters Score: Raw -53020.621581 + Penalty 1482.700037 = -51537.921544 nChanged 2 SP:Iteration 40F (947.888087 sec): 3 clusters Score: Raw -53022.086114 + Penalty 1482.700037 = -51539.386077 nChanged 2 SP:Iteration 41Q (947.901119 sec): 3 clusters Score: Raw -53023.781181 + Penalty 1482.700037 = -51541.081145 nChanged 2 SP:Iteration 42Q (947.914754 sec): 3 clusters Score: Raw -53024.213368 + Penalty 1482.700037 = -51541.513332 nChanged 1 SP:Iteration 43Q (947.928124 sec): 3 clusters Score: Raw -53026.626736 + Penalty 1482.700037 = -51543.926699 nChanged 1 SP:Iteration 44Q (947.941199 sec): 3 clusters Score: Raw -53027.023350 + Penalty 1482.700037 = -51544.323313 nChanged 0 SP:Iteration 45F (947.954237 sec): 3 clusters Score: Raw -53027.023350 + Penalty 1482.700037 = -51544.323313 nChanged 0 Trying to split cluster 2 (1652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (947.987175 sec): 2 clusters Score: Raw -90919.367727 + Penalty 778.022905 = -90141.344822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (948.005271 sec): 3 clusters Score: Raw -90174.224638 + Penalty 1556.045810 = -88618.178827 nChanged 613 SP:Iteration 1F (948.022373 sec): 3 clusters Score: Raw -90579.105613 + Penalty 1556.045810 = -89023.059803 nChanged 143 SP:Iteration 2F (948.042828 sec): 3 clusters Score: Raw -90672.161871 + Penalty 1556.045810 = -89116.116061 nChanged 83 SP:Iteration 3F (948.059985 sec): 3 clusters Score: Raw -90728.728533 + Penalty 1556.045810 = -89172.682722 nChanged 58 SP:Iteration 4Q (948.078137 sec): 3 clusters Score: Raw -90764.068112 + Penalty 1556.045810 = -89208.022302 nChanged 40 SP:Iteration 5Q (948.096018 sec): 3 clusters Score: Raw -90795.324483 + Penalty 1556.045810 = -89239.278673 nChanged 44 SP:Iteration 6Q (948.113486 sec): 3 clusters Score: Raw -90817.994998 + Penalty 1556.045810 = -89261.949188 nChanged 30 SP:Iteration 7Q (948.130793 sec): 3 clusters Score: Raw -90837.976648 + Penalty 1556.045810 = -89281.930838 nChanged 29 SP:Iteration 8Q (948.148198 sec): 3 clusters Score: Raw -90867.003905 + Penalty 1556.045810 = -89310.958095 nChanged 34 SP:Iteration 9Q (948.165715 sec): 3 clusters Score: Raw -90891.497925 + Penalty 1556.045810 = -89335.452115 nChanged 37 SP:Iteration 10Q (948.183281 sec): 3 clusters Score: Raw -90916.998343 + Penalty 1556.045810 = -89360.952533 nChanged 27 SP:Iteration 11Q (948.200588 sec): 3 clusters Score: Raw -90944.021675 + Penalty 1556.045810 = -89387.975865 nChanged 35 SP:Iteration 12Q (948.218776 sec): 3 clusters Score: Raw -90975.073206 + Penalty 1556.045810 = -89419.027396 nChanged 43 SP:Iteration 13Q (948.236188 sec): 3 clusters Score: Raw -91016.935293 + Penalty 1556.045810 = -89460.889483 nChanged 53 SP:Iteration 14Q (948.358247 sec): 3 clusters Score: Raw -91063.721328 + Penalty 1556.045810 = -89507.675518 nChanged 62 SP:Iteration 15Q (948.434700 sec): 3 clusters Score: Raw -91123.727240 + Penalty 1556.045810 = -89567.681429 nChanged 63 SP:Iteration 16Q (948.512841 sec): 3 clusters Score: Raw -91188.275582 + Penalty 1556.045810 = -89632.229771 nChanged 52 SP:Iteration 17Q (948.533235 sec): 3 clusters Score: Raw -91247.523747 + Penalty 1556.045810 = -89691.477937 nChanged 52 SP:Iteration 18Q (948.553329 sec): 3 clusters Score: Raw -91296.693118 + Penalty 1556.045810 = -89740.647307 nChanged 40 SP:Iteration 19Q (948.573340 sec): 3 clusters Score: Raw -91328.644033 + Penalty 1556.045810 = -89772.598223 nChanged 25 SP:Iteration 20F (948.592447 sec): 3 clusters Score: Raw -91344.644469 + Penalty 1556.045810 = -89788.598659 nChanged 13 SP:Iteration 21Q (948.610176 sec): 3 clusters Score: Raw -91349.757589 + Penalty 1556.045810 = -89793.711779 nChanged 8 SP:Iteration 22Q (948.627787 sec): 3 clusters Score: Raw -91354.053628 + Penalty 1556.045810 = -89798.007817 nChanged 11 SP:Iteration 23Q (948.651333 sec): 3 clusters Score: Raw -91359.497668 + Penalty 1556.045810 = -89803.451858 nChanged 8 SP:Iteration 24Q (948.669045 sec): 3 clusters Score: Raw -91363.556861 + Penalty 1556.045810 = -89807.511051 nChanged 7 SP:Iteration 25Q (948.686553 sec): 3 clusters Score: Raw -91367.363807 + Penalty 1556.045810 = -89811.317997 nChanged 7 SP:Iteration 26Q (948.704127 sec): 3 clusters Score: Raw -91369.939367 + Penalty 1556.045810 = -89813.893556 nChanged 4 SP:Iteration 27Q (948.721771 sec): 3 clusters Score: Raw -91370.668169 + Penalty 1556.045810 = -89814.622358 nChanged 4 SP:Iteration 28Q (948.739080 sec): 3 clusters Score: Raw -91371.846831 + Penalty 1556.045810 = -89815.801021 nChanged 3 SP:Iteration 29Q (948.756368 sec): 3 clusters Score: Raw -91373.290294 + Penalty 1556.045810 = -89817.244483 nChanged 2 SP:Iteration 30Q (948.773788 sec): 3 clusters Score: Raw -91374.436433 + Penalty 1556.045810 = -89818.390622 nChanged 2 SP:Iteration 31Q (948.791425 sec): 3 clusters Score: Raw -91375.378219 + Penalty 1556.045810 = -89819.332409 nChanged 2 SP:Iteration 32Q (948.808787 sec): 3 clusters Score: Raw -91376.912749 + Penalty 1556.045810 = -89820.866939 nChanged 2 SP:Iteration 33Q (948.826093 sec): 3 clusters Score: Raw -91377.733495 + Penalty 1556.045810 = -89821.687684 nChanged 1 SP:Iteration 34Q (948.843459 sec): 3 clusters Score: Raw -91378.586627 + Penalty 1556.045810 = -89822.540817 nChanged 0 SP:Iteration 35F (948.860859 sec): 3 clusters Score: Raw -91378.586627 + Penalty 1556.045810 = -89822.540817 nChanged 0 Trying to split cluster 3 (1453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (948.893180 sec): 2 clusters Score: Raw -67852.589127 + Penalty 764.545495 = -67088.043632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (948.909651 sec): 3 clusters Score: Raw -67250.547560 + Penalty 1529.090989 = -65721.456571 nChanged 535 SP:Iteration 1F (948.925137 sec): 3 clusters Score: Raw -67727.295212 + Penalty 1529.090989 = -66198.204222 nChanged 121 SP:Iteration 2F (948.940572 sec): 3 clusters Score: Raw -67854.032353 + Penalty 1529.090989 = -66324.941364 nChanged 85 SP:Iteration 3F (948.956005 sec): 3 clusters Score: Raw -67950.098915 + Penalty 1529.090989 = -66421.007926 nChanged 71 SP:Iteration 4Q (948.971807 sec): 3 clusters Score: Raw -68005.203045 + Penalty 1529.090989 = -66476.112056 nChanged 58 SP:Iteration 5Q (948.987502 sec): 3 clusters Score: Raw -68057.976583 + Penalty 1529.090989 = -66528.885594 nChanged 48 SP:Iteration 6Q (949.003168 sec): 3 clusters Score: Raw -68098.585000 + Penalty 1529.090989 = -66569.494011 nChanged 31 SP:Iteration 7Q (949.018730 sec): 3 clusters Score: Raw -68120.797207 + Penalty 1529.090989 = -66591.706218 nChanged 27 SP:Iteration 8Q (949.034426 sec): 3 clusters Score: Raw -68144.792056 + Penalty 1529.090989 = -66615.701067 nChanged 25 SP:Iteration 9Q (949.145558 sec): 3 clusters Score: Raw -68167.808284 + Penalty 1529.090989 = -66638.717295 nChanged 26 SP:Iteration 10Q (949.257029 sec): 3 clusters Score: Raw -68191.136602 + Penalty 1529.090989 = -66662.045612 nChanged 22 SP:Iteration 11Q (949.373783 sec): 3 clusters Score: Raw -68209.198039 + Penalty 1529.090989 = -66680.107049 nChanged 20 SP:Iteration 12Q (949.464563 sec): 3 clusters Score: Raw -68227.155081 + Penalty 1529.090989 = -66698.064092 nChanged 26 SP:Iteration 13Q (949.579549 sec): 3 clusters Score: Raw -68252.044372 + Penalty 1529.090989 = -66722.953383 nChanged 20 SP:Iteration 14Q (949.696204 sec): 3 clusters Score: Raw -68269.227626 + Penalty 1529.090989 = -66740.136636 nChanged 24 SP:Iteration 15Q (949.783548 sec): 3 clusters Score: Raw -68287.207230 + Penalty 1529.090989 = -66758.116240 nChanged 20 SP:Iteration 16Q (949.799348 sec): 3 clusters Score: Raw -68302.197363 + Penalty 1529.090989 = -66773.106373 nChanged 14 SP:Iteration 17Q (949.814880 sec): 3 clusters Score: Raw -68312.373742 + Penalty 1529.090989 = -66783.282753 nChanged 13 SP:Iteration 18Q (949.830501 sec): 3 clusters Score: Raw -68319.514966 + Penalty 1529.090989 = -66790.423976 nChanged 10 SP:Iteration 19Q (949.846019 sec): 3 clusters Score: Raw -68326.319603 + Penalty 1529.090989 = -66797.228613 nChanged 8 SP:Iteration 20F (949.861418 sec): 3 clusters Score: Raw -68334.107286 + Penalty 1529.090989 = -66805.016297 nChanged 7 SP:Iteration 21Q (949.876875 sec): 3 clusters Score: Raw -68338.470572 + Penalty 1529.090989 = -66809.379583 nChanged 4 SP:Iteration 22Q (949.892505 sec): 3 clusters Score: Raw -68340.848577 + Penalty 1529.090989 = -66811.757587 nChanged 3 SP:Iteration 23Q (949.908001 sec): 3 clusters Score: Raw -68341.924826 + Penalty 1529.090989 = -66812.833837 nChanged 1 SP:Iteration 24Q (949.923479 sec): 3 clusters Score: Raw -68342.557302 + Penalty 1529.090989 = -66813.466312 nChanged 1 SP:Iteration 25Q (949.938997 sec): 3 clusters Score: Raw -68344.492811 + Penalty 1529.090989 = -66815.401822 nChanged 6 SP:Iteration 26Q (949.954995 sec): 3 clusters Score: Raw -68349.864425 + Penalty 1529.090989 = -66820.773436 nChanged 4 SP:Iteration 27Q (949.970733 sec): 3 clusters Score: Raw -68352.469896 + Penalty 1529.090989 = -66823.378907 nChanged 7 SP:Iteration 28Q (949.986191 sec): 3 clusters Score: Raw -68358.318743 + Penalty 1529.090989 = -66829.227753 nChanged 7 SP:Iteration 29Q (950.001505 sec): 3 clusters Score: Raw -68363.468252 + Penalty 1529.090989 = -66834.377263 nChanged 5 SP:Iteration 30Q (950.017208 sec): 3 clusters Score: Raw -68366.193281 + Penalty 1529.090989 = -66837.102291 nChanged 9 SP:Iteration 31Q (950.032780 sec): 3 clusters Score: Raw -68371.556096 + Penalty 1529.090989 = -66842.465106 nChanged 7 SP:Iteration 32Q (950.048149 sec): 3 clusters Score: Raw -68375.598923 + Penalty 1529.090989 = -66846.507934 nChanged 5 SP:Iteration 33Q (950.063579 sec): 3 clusters Score: Raw -68377.790227 + Penalty 1529.090989 = -66848.699237 nChanged 6 SP:Iteration 34Q (950.079121 sec): 3 clusters Score: Raw -68379.867658 + Penalty 1529.090989 = -66850.776669 nChanged 5 SP:Iteration 35Q (950.094568 sec): 3 clusters Score: Raw -68382.455411 + Penalty 1529.090989 = -66853.364422 nChanged 4 SP:Iteration 36Q (950.109950 sec): 3 clusters Score: Raw -68384.178700 + Penalty 1529.090989 = -66855.087710 nChanged 2 SP:Iteration 37Q (950.125790 sec): 3 clusters Score: Raw -68386.111329 + Penalty 1529.090989 = -66857.020340 nChanged 3 SP:Iteration 38Q (950.141499 sec): 3 clusters Score: Raw -68387.530421 + Penalty 1529.090989 = -66858.439432 nChanged 3 SP:Iteration 39Q (950.156902 sec): 3 clusters Score: Raw -68390.335512 + Penalty 1529.090989 = -66861.244523 nChanged 1 SP:Iteration 40F (950.172264 sec): 3 clusters Score: Raw -68390.773100 + Penalty 1529.090989 = -66861.682110 nChanged 1 SP:Iteration 41Q (950.287593 sec): 3 clusters Score: Raw -68390.982551 + Penalty 1529.090989 = -66861.891561 nChanged 0 SP:Iteration 42F (950.428413 sec): 3 clusters Score: Raw -68390.982551 + Penalty 1529.090989 = -66861.891561 nChanged 0 Trying to split cluster 4 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (950.459935 sec): 2 clusters Score: Raw -32354.325360 + Penalty 673.240918 = -31681.084442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (950.553005 sec): 3 clusters Score: Raw -32148.378807 + Penalty 1346.481836 = -30801.896971 nChanged 179 SP:Iteration 1F (950.663811 sec): 3 clusters Score: Raw -32336.702841 + Penalty 1346.481836 = -30990.221005 nChanged 46 SP:Iteration 2F (950.757845 sec): 3 clusters Score: Raw -32409.039954 + Penalty 1346.481836 = -31062.558118 nChanged 32 SP:Iteration 3F (950.871189 sec): 3 clusters Score: Raw -32456.783193 + Penalty 1346.481836 = -31110.301357 nChanged 21 SP:Iteration 4Q (950.945235 sec): 3 clusters Score: Raw -32483.594483 + Penalty 1346.481836 = -31137.112646 nChanged 14 SP:Iteration 5Q (950.954118 sec): 3 clusters Score: Raw -32499.898688 + Penalty 1346.481836 = -31153.416851 nChanged 10 SP:Iteration 6Q (950.962696 sec): 3 clusters Score: Raw -32512.648929 + Penalty 1346.481836 = -31166.167093 nChanged 13 SP:Iteration 7Q (950.973104 sec): 3 clusters Score: Raw -32525.663011 + Penalty 1346.481836 = -31179.181175 nChanged 8 SP:Iteration 8Q (950.981664 sec): 3 clusters Score: Raw -32534.673524 + Penalty 1346.481836 = -31188.191687 nChanged 6 SP:Iteration 9Q (950.990098 sec): 3 clusters Score: Raw -32543.168181 + Penalty 1346.481836 = -31196.686345 nChanged 7 SP:Iteration 10Q (950.998570 sec): 3 clusters Score: Raw -32553.871354 + Penalty 1346.481836 = -31207.389518 nChanged 7 SP:Iteration 11Q (951.007183 sec): 3 clusters Score: Raw -32563.154474 + Penalty 1346.481836 = -31216.672638 nChanged 8 SP:Iteration 12Q (951.015686 sec): 3 clusters Score: Raw -32570.420936 + Penalty 1346.481836 = -31223.939099 nChanged 4 SP:Iteration 13Q (951.024107 sec): 3 clusters Score: Raw -32574.378553 + Penalty 1346.481836 = -31227.896716 nChanged 4 SP:Iteration 14Q (951.032541 sec): 3 clusters Score: Raw -32576.311477 + Penalty 1346.481836 = -31229.829641 nChanged 2 SP:Iteration 15Q (951.041040 sec): 3 clusters Score: Raw -32577.976009 + Penalty 1346.481836 = -31231.494172 nChanged 1 SP:Iteration 16Q (951.049438 sec): 3 clusters Score: Raw -32579.288900 + Penalty 1346.481836 = -31232.807063 nChanged 1 SP:Iteration 17Q (951.057892 sec): 3 clusters Score: Raw -32581.242067 + Penalty 1346.481836 = -31234.760231 nChanged 1 SP:Iteration 18Q (951.066457 sec): 3 clusters Score: Raw -32581.965035 + Penalty 1346.481836 = -31235.483199 nChanged 0 SP:Iteration 19F (951.074854 sec): 3 clusters Score: Raw -32581.965035 + Penalty 1346.481836 = -31235.483199 nChanged 0 Trying to split cluster 5 (2569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (951.111332 sec): 2 clusters Score: Raw -142656.553299 + Penalty 824.383560 = -141832.169740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (951.137642 sec): 3 clusters Score: Raw -141426.823753 + Penalty 1648.767119 = -139778.056634 nChanged 1028 SP:Iteration 1F (951.162629 sec): 3 clusters Score: Raw -142345.985173 + Penalty 1648.767119 = -140697.218053 nChanged 281 SP:Iteration 2F (951.188391 sec): 3 clusters Score: Raw -142932.828974 + Penalty 1648.767119 = -141284.061855 nChanged 304 SP:Iteration 3F (951.213427 sec): 3 clusters Score: Raw -143650.335708 + Penalty 1648.767119 = -142001.568589 nChanged 221 SP:Iteration 4F (951.238909 sec): 3 clusters Score: Raw -144291.940414 + Penalty 1648.767119 = -142643.173295 nChanged 119 SP:Iteration 5Q (951.264506 sec): 3 clusters Score: Raw -144434.468659 + Penalty 1648.767119 = -142785.701539 nChanged 51 SP:Iteration 6Q (951.290112 sec): 3 clusters Score: Raw -144465.351146 + Penalty 1648.767119 = -142816.584027 nChanged 23 SP:Iteration 7Q (951.405753 sec): 3 clusters Score: Raw -144478.274944 + Penalty 1648.767119 = -142829.507825 nChanged 14 SP:Iteration 8Q (951.527796 sec): 3 clusters Score: Raw -144485.991839 + Penalty 1648.767119 = -142837.224719 nChanged 7 SP:Iteration 9Q (951.646512 sec): 3 clusters Score: Raw -144489.043581 + Penalty 1648.767119 = -142840.276462 nChanged 0 SP:Iteration 10F (951.761193 sec): 3 clusters Score: Raw -144489.043581 + Penalty 1648.767119 = -142840.276462 nChanged 0 Score: Raw -1019654.962537 + Penalty 17730.054438 = -1001924.908099 Splitting cluster 5 changes total score from -1001135.362196 to -1001924.908099 So it's getting split into cluster 17. Trying to split cluster 6 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (952.464979 sec): 2 clusters Score: Raw -9572.382117 + Penalty 603.015335 = -8969.366782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (952.471306 sec): 3 clusters Score: Raw -9587.439941 + Penalty 1206.030669 = -8381.409272 nChanged 77 SP:Iteration 1F (952.477318 sec): 3 clusters Score: Raw -9752.097752 + Penalty 1206.030669 = -8546.067082 nChanged 25 SP:Iteration 2F (952.483271 sec): 3 clusters Score: Raw -9802.893575 + Penalty 1206.030669 = -8596.862906 nChanged 8 SP:Iteration 3Q (952.489223 sec): 3 clusters Score: Raw -9816.376179 + Penalty 1206.030669 = -8610.345510 nChanged 4 SP:Iteration 4Q (952.495158 sec): 3 clusters Score: Raw -9825.342013 + Penalty 1206.030669 = -8619.311344 nChanged 1 SP:Iteration 5Q (952.501075 sec): 3 clusters Score: Raw -9827.604602 + Penalty 1206.030669 = -8621.573933 nChanged 0 SP:Iteration 6F (952.506984 sec): 3 clusters Score: Raw -9827.604602 + Penalty 1206.030669 = -8621.573933 nChanged 0 Trying to split cluster 7 (6016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (952.555316 sec): 2 clusters Score: Raw -344358.141903 + Penalty 913.728676 = -343444.413228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (952.615289 sec): 3 clusters Score: Raw -341032.444401 + Penalty 1827.457352 = -339204.987049 nChanged 2563 SP:Iteration 1F (952.666416 sec): 3 clusters Score: Raw -342498.803649 + Penalty 1827.457352 = -340671.346297 nChanged 467 SP:Iteration 2F (952.711219 sec): 3 clusters Score: Raw -342780.105721 + Penalty 1827.457352 = -340952.648369 nChanged 416 SP:Iteration 3F (952.755976 sec): 3 clusters Score: Raw -343010.341431 + Penalty 1827.457352 = -341182.884079 nChanged 340 SP:Iteration 4F (952.800748 sec): 3 clusters Score: Raw -343183.011340 + Penalty 1827.457352 = -341355.553988 nChanged 305 SP:Iteration 5F (952.848852 sec): 3 clusters Score: Raw -343354.725463 + Penalty 1827.457352 = -341527.268111 nChanged 292 SP:Iteration 6Q (952.897917 sec): 3 clusters Score: Raw -343529.667047 + Penalty 1827.457352 = -341702.209695 nChanged 284 SP:Iteration 7Q (952.947047 sec): 3 clusters Score: Raw -343709.972512 + Penalty 1827.457352 = -341882.515161 nChanged 224 SP:Iteration 8Q (952.995705 sec): 3 clusters Score: Raw -343836.721812 + Penalty 1827.457352 = -342009.264460 nChanged 165 SP:Iteration 9Q (953.042618 sec): 3 clusters Score: Raw -343921.517019 + Penalty 1827.457352 = -342094.059668 nChanged 125 SP:Iteration 10Q (953.089534 sec): 3 clusters Score: Raw -343996.058324 + Penalty 1827.457352 = -342168.600973 nChanged 129 SP:Iteration 11Q (953.136631 sec): 3 clusters Score: Raw -344072.117766 + Penalty 1827.457352 = -342244.660414 nChanged 112 SP:Iteration 12Q (953.184256 sec): 3 clusters Score: Raw -344128.717421 + Penalty 1827.457352 = -342301.260069 nChanged 95 SP:Iteration 13Q (953.232445 sec): 3 clusters Score: Raw -344178.808278 + Penalty 1827.457352 = -342351.350926 nChanged 87 SP:Iteration 14Q (953.280451 sec): 3 clusters Score: Raw -344226.942715 + Penalty 1827.457352 = -342399.485364 nChanged 81 SP:Iteration 15Q (953.411127 sec): 3 clusters Score: Raw -344269.442810 + Penalty 1827.457352 = -342441.985458 nChanged 65 SP:Iteration 16Q (953.550909 sec): 3 clusters Score: Raw -344300.322383 + Penalty 1827.457352 = -342472.865031 nChanged 52 SP:Iteration 17Q (953.684201 sec): 3 clusters Score: Raw -344324.680511 + Penalty 1827.457352 = -342497.223159 nChanged 49 SP:Iteration 18Q (953.792365 sec): 3 clusters Score: Raw -344346.815727 + Penalty 1827.457352 = -342519.358376 nChanged 47 SP:Iteration 19Q (953.919173 sec): 3 clusters Score: Raw -344367.437812 + Penalty 1827.457352 = -342539.980460 nChanged 39 SP:Iteration 20F (954.018262 sec): 3 clusters Score: Raw -344383.966400 + Penalty 1827.457352 = -342556.509048 nChanged 29 SP:Iteration 21Q (954.064286 sec): 3 clusters Score: Raw -344396.998295 + Penalty 1827.457352 = -342569.540943 nChanged 28 SP:Iteration 22Q (954.109042 sec): 3 clusters Score: Raw -344412.681442 + Penalty 1827.457352 = -342585.224090 nChanged 25 SP:Iteration 23Q (954.153771 sec): 3 clusters Score: Raw -344429.519102 + Penalty 1827.457352 = -342602.061750 nChanged 25 SP:Iteration 24Q (954.198313 sec): 3 clusters Score: Raw -344441.905722 + Penalty 1827.457352 = -342614.448370 nChanged 21 SP:Iteration 25Q (954.242673 sec): 3 clusters Score: Raw -344457.635784 + Penalty 1827.457352 = -342630.178432 nChanged 26 SP:Iteration 26Q (954.287236 sec): 3 clusters Score: Raw -344478.970343 + Penalty 1827.457352 = -342651.512991 nChanged 28 SP:Iteration 27Q (954.332549 sec): 3 clusters Score: Raw -344496.554030 + Penalty 1827.457352 = -342669.096679 nChanged 27 SP:Iteration 28Q (954.378765 sec): 3 clusters Score: Raw -344517.522941 + Penalty 1827.457352 = -342690.065589 nChanged 30 SP:Iteration 29Q (954.424890 sec): 3 clusters Score: Raw -344551.994054 + Penalty 1827.457352 = -342724.536702 nChanged 33 SP:Iteration 30Q (954.471015 sec): 3 clusters Score: Raw -344583.341345 + Penalty 1827.457352 = -342755.883993 nChanged 25 SP:Iteration 31Q (954.516462 sec): 3 clusters Score: Raw -344603.604388 + Penalty 1827.457352 = -342776.147036 nChanged 26 SP:Iteration 32Q (954.561459 sec): 3 clusters Score: Raw -344617.416201 + Penalty 1827.457352 = -342789.958850 nChanged 24 SP:Iteration 33Q (954.606299 sec): 3 clusters Score: Raw -344626.435898 + Penalty 1827.457352 = -342798.978546 nChanged 7 SP:Iteration 34Q (954.651119 sec): 3 clusters Score: Raw -344628.390010 + Penalty 1827.457352 = -342800.932659 nChanged 5 SP:Iteration 35Q (954.696228 sec): 3 clusters Score: Raw -344630.234823 + Penalty 1827.457352 = -342802.777472 nChanged 7 SP:Iteration 36Q (954.741041 sec): 3 clusters Score: Raw -344634.036514 + Penalty 1827.457352 = -342806.579162 nChanged 6 SP:Iteration 37Q (954.786079 sec): 3 clusters Score: Raw -344639.299680 + Penalty 1827.457352 = -342811.842328 nChanged 8 SP:Iteration 38Q (954.831280 sec): 3 clusters Score: Raw -344644.025810 + Penalty 1827.457352 = -342816.568458 nChanged 4 SP:Iteration 39Q (954.876269 sec): 3 clusters Score: Raw -344646.321617 + Penalty 1827.457352 = -342818.864265 nChanged 3 SP:Iteration 40F (954.924206 sec): 3 clusters Score: Raw -344647.061429 + Penalty 1827.457352 = -342819.604077 nChanged 2 SP:Iteration 41Q (954.969311 sec): 3 clusters Score: Raw -344647.364633 + Penalty 1827.457352 = -342819.907281 nChanged 1 SP:Iteration 42Q (955.014540 sec): 3 clusters Score: Raw -344647.546441 + Penalty 1827.457352 = -342820.089089 nChanged 0 SP:Iteration 43F (955.062278 sec): 3 clusters Score: Raw -344647.546441 + Penalty 1827.457352 = -342820.089089 nChanged 0 Trying to split cluster 8 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (955.125952 sec): 2 clusters Score: Raw -17170.600140 + Penalty 633.474053 = -16537.126086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (955.242540 sec): 3 clusters Score: Raw -17104.061548 + Penalty 1266.948107 = -15837.113441 nChanged 120 SP:Iteration 1F (955.346527 sec): 3 clusters Score: Raw -17361.078145 + Penalty 1266.948107 = -16094.130038 nChanged 31 SP:Iteration 2F (955.450049 sec): 3 clusters Score: Raw -17465.335796 + Penalty 1266.948107 = -16198.387689 nChanged 19 SP:Iteration 3Q (955.562283 sec): 3 clusters Score: Raw -17514.899097 + Penalty 1266.948107 = -16247.950990 nChanged 11 SP:Iteration 4Q (955.656361 sec): 3 clusters Score: Raw -17537.380254 + Penalty 1266.948107 = -16270.432147 nChanged 7 SP:Iteration 5Q (955.768052 sec): 3 clusters Score: Raw -17548.851381 + Penalty 1266.948107 = -16281.903274 nChanged 3 SP:Iteration 6Q (955.880291 sec): 3 clusters Score: Raw -17556.091470 + Penalty 1266.948107 = -16289.143363 nChanged 3 SP:Iteration 7Q (955.992655 sec): 3 clusters Score: Raw -17563.068072 + Penalty 1266.948107 = -16296.119965 nChanged 0 SP:Iteration 8F (956.039411 sec): 3 clusters Score: Raw -17563.068072 + Penalty 1266.948107 = -16296.119965 nChanged 0 Trying to split cluster 9 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (956.057345 sec): 2 clusters Score: Raw -25344.057274 + Penalty 645.364572 = -24698.692702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (956.064948 sec): 3 clusters Score: Raw -25219.367320 + Penalty 1290.729144 = -23928.638176 nChanged 127 SP:Iteration 1F (956.072409 sec): 3 clusters Score: Raw -25353.725251 + Penalty 1290.729144 = -24062.996107 nChanged 25 SP:Iteration 2F (956.079620 sec): 3 clusters Score: Raw -25382.063501 + Penalty 1290.729144 = -24091.334356 nChanged 5 SP:Iteration 3Q (956.086907 sec): 3 clusters Score: Raw -25390.585995 + Penalty 1290.729144 = -24099.856851 nChanged 5 SP:Iteration 4Q (956.094211 sec): 3 clusters Score: Raw -25394.833881 + Penalty 1290.729144 = -24104.104737 nChanged 4 SP:Iteration 5Q (956.101478 sec): 3 clusters Score: Raw -25398.498337 + Penalty 1290.729144 = -24107.769192 nChanged 3 SP:Iteration 6Q (956.108884 sec): 3 clusters Score: Raw -25402.555609 + Penalty 1290.729144 = -24111.826465 nChanged 3 SP:Iteration 7Q (956.116189 sec): 3 clusters Score: Raw -25405.192638 + Penalty 1290.729144 = -24114.463494 nChanged 1 SP:Iteration 8Q (956.123430 sec): 3 clusters Score: Raw -25405.656805 + Penalty 1290.729144 = -24114.927661 nChanged 1 SP:Iteration 9Q (956.130678 sec): 3 clusters Score: Raw -25406.282911 + Penalty 1290.729144 = -24115.553767 nChanged 1 SP:Iteration 10Q (956.137970 sec): 3 clusters Score: Raw -25407.074059 + Penalty 1290.729144 = -24116.344914 nChanged 0 SP:Iteration 11F (956.145148 sec): 3 clusters Score: Raw -25407.074059 + Penalty 1290.729144 = -24116.344914 nChanged 0 Trying to split cluster 10 (1032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (956.175873 sec): 2 clusters Score: Raw -56805.461643 + Penalty 728.621664 = -56076.839979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (956.188556 sec): 3 clusters Score: Raw -56391.897431 + Penalty 1457.243329 = -54934.654102 nChanged 330 SP:Iteration 1F (956.200581 sec): 3 clusters Score: Raw -56666.140351 + Penalty 1457.243329 = -55208.897022 nChanged 92 SP:Iteration 2F (956.212626 sec): 3 clusters Score: Raw -56777.240847 + Penalty 1457.243329 = -55319.997518 nChanged 72 SP:Iteration 3F (956.224656 sec): 3 clusters Score: Raw -56866.293748 + Penalty 1457.243329 = -55409.050420 nChanged 61 SP:Iteration 4F (956.236695 sec): 3 clusters Score: Raw -56948.531698 + Penalty 1457.243329 = -55491.288370 nChanged 44 SP:Iteration 5Q (956.248780 sec): 3 clusters Score: Raw -57010.825476 + Penalty 1457.243329 = -55553.582147 nChanged 32 SP:Iteration 6Q (956.260949 sec): 3 clusters Score: Raw -57059.812558 + Penalty 1457.243329 = -55602.569230 nChanged 35 SP:Iteration 7Q (956.273059 sec): 3 clusters Score: Raw -57092.468201 + Penalty 1457.243329 = -55635.224873 nChanged 18 SP:Iteration 8Q (956.285076 sec): 3 clusters Score: Raw -57108.123086 + Penalty 1457.243329 = -55650.879757 nChanged 9 SP:Iteration 9Q (956.402099 sec): 3 clusters Score: Raw -57113.731592 + Penalty 1457.243329 = -55656.488264 nChanged 8 SP:Iteration 10Q (956.520500 sec): 3 clusters Score: Raw -57118.572923 + Penalty 1457.243329 = -55661.329594 nChanged 3 SP:Iteration 11Q (956.616597 sec): 3 clusters Score: Raw -57119.536017 + Penalty 1457.243329 = -55662.292688 nChanged 1 SP:Iteration 12Q (956.728629 sec): 3 clusters Score: Raw -57120.204234 + Penalty 1457.243329 = -55662.960905 nChanged 2 SP:Iteration 13Q (956.842366 sec): 3 clusters Score: Raw -57121.174630 + Penalty 1457.243329 = -55663.931302 nChanged 2 SP:Iteration 14Q (956.943552 sec): 3 clusters Score: Raw -57123.038732 + Penalty 1457.243329 = -55665.795403 nChanged 2 SP:Iteration 15Q (957.057092 sec): 3 clusters Score: Raw -57124.318053 + Penalty 1457.243329 = -55667.074724 nChanged 1 SP:Iteration 16Q (957.120281 sec): 3 clusters Score: Raw -57124.738129 + Penalty 1457.243329 = -55667.494801 nChanged 1 SP:Iteration 17Q (957.134488 sec): 3 clusters Score: Raw -57125.377700 + Penalty 1457.243329 = -55668.134372 nChanged 0 SP:Iteration 18F (957.148576 sec): 3 clusters Score: Raw -57125.377700 + Penalty 1457.243329 = -55668.134372 nChanged 0 Trying to split cluster 11 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (957.171868 sec): 2 clusters Score: Raw -6644.123065 + Penalty 521.098686 = -6123.024379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (957.179762 sec): 3 clusters Score: Raw -6705.501495 + Penalty 1042.197372 = -5663.304122 nChanged 20 SP:Iteration 1F (957.184425 sec): 3 clusters Score: Raw -6770.038015 + Penalty 1042.197372 = -5727.840643 nChanged 5 SP:Iteration 2Q (957.189011 sec): 3 clusters Score: Raw -6798.883124 + Penalty 1042.197372 = -5756.685751 nChanged 2 SP:Iteration 3Q (957.196973 sec): 3 clusters Score: Raw -6807.603462 + Penalty 1042.197372 = -5765.406090 nChanged 2 SP:Iteration 4Q (957.201558 sec): 3 clusters Score: Raw -6815.480389 + Penalty 1042.197372 = -5773.283016 nChanged 1 SP:Iteration 5Q (957.206094 sec): 3 clusters Score: Raw -6820.023132 + Penalty 1042.197372 = -5777.825759 nChanged 0 SP:Iteration 6F (957.211061 sec): 3 clusters Score: Raw -6820.023132 + Penalty 1042.197372 = -5777.825759 nChanged 0 Trying to split cluster 12 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (957.241414 sec): 2 clusters Score: Raw -49631.116235 + Penalty 732.907974 = -48898.208261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (957.254473 sec): 3 clusters Score: Raw -49192.157758 + Penalty 1465.815948 = -47726.341811 nChanged 390 SP:Iteration 1F (957.266841 sec): 3 clusters Score: Raw -49536.846922 + Penalty 1465.815948 = -48071.030975 nChanged 105 SP:Iteration 2F (957.279273 sec): 3 clusters Score: Raw -49645.592432 + Penalty 1465.815948 = -48179.776485 nChanged 61 SP:Iteration 3F (957.292292 sec): 3 clusters Score: Raw -49706.261882 + Penalty 1465.815948 = -48240.445934 nChanged 49 SP:Iteration 4Q (957.304904 sec): 3 clusters Score: Raw -49752.949557 + Penalty 1465.815948 = -48287.133609 nChanged 33 SP:Iteration 5Q (957.317471 sec): 3 clusters Score: Raw -49782.049124 + Penalty 1465.815948 = -48316.233176 nChanged 23 SP:Iteration 6Q (957.330008 sec): 3 clusters Score: Raw -49800.547004 + Penalty 1465.815948 = -48334.731056 nChanged 21 SP:Iteration 7Q (957.342517 sec): 3 clusters Score: Raw -49816.948704 + Penalty 1465.815948 = -48351.132757 nChanged 19 SP:Iteration 8Q (957.354997 sec): 3 clusters Score: Raw -49832.874086 + Penalty 1465.815948 = -48367.058138 nChanged 21 SP:Iteration 9Q (957.367973 sec): 3 clusters Score: Raw -49849.949795 + Penalty 1465.815948 = -48384.133848 nChanged 18 SP:Iteration 10Q (957.380733 sec): 3 clusters Score: Raw -49868.019953 + Penalty 1465.815948 = -48402.204006 nChanged 22 SP:Iteration 11Q (957.393194 sec): 3 clusters Score: Raw -49889.136242 + Penalty 1465.815948 = -48423.320295 nChanged 17 SP:Iteration 12Q (957.488696 sec): 3 clusters Score: Raw -49907.719785 + Penalty 1465.815948 = -48441.903837 nChanged 14 SP:Iteration 13Q (957.601911 sec): 3 clusters Score: Raw -49920.319322 + Penalty 1465.815948 = -48454.503375 nChanged 4 SP:Iteration 14Q (957.716501 sec): 3 clusters Score: Raw -49924.294985 + Penalty 1465.815948 = -48458.479038 nChanged 6 SP:Iteration 15Q (957.830971 sec): 3 clusters Score: Raw -49928.532181 + Penalty 1465.815948 = -48462.716234 nChanged 4 SP:Iteration 16Q (957.931006 sec): 3 clusters Score: Raw -49934.022809 + Penalty 1465.815948 = -48468.206862 nChanged 5 SP:Iteration 17Q (958.044489 sec): 3 clusters Score: Raw -49937.262176 + Penalty 1465.815948 = -48471.446229 nChanged 3 SP:Iteration 18Q (958.159183 sec): 3 clusters Score: Raw -49938.609158 + Penalty 1465.815948 = -48472.793211 nChanged 2 SP:Iteration 19Q (958.203545 sec): 3 clusters Score: Raw -49939.849477 + Penalty 1465.815948 = -48474.033530 nChanged 3 SP:Iteration 20F (958.215991 sec): 3 clusters Score: Raw -49941.520042 + Penalty 1465.815948 = -48475.704095 nChanged 4 SP:Iteration 21Q (958.228406 sec): 3 clusters Score: Raw -49943.329313 + Penalty 1465.815948 = -48477.513366 nChanged 5 SP:Iteration 22Q (958.240790 sec): 3 clusters Score: Raw -49946.707352 + Penalty 1465.815948 = -48480.891404 nChanged 4 SP:Iteration 23Q (958.253108 sec): 3 clusters Score: Raw -49949.624293 + Penalty 1465.815948 = -48483.808346 nChanged 2 SP:Iteration 24Q (958.265486 sec): 3 clusters Score: Raw -49952.548636 + Penalty 1465.815948 = -48486.732689 nChanged 4 SP:Iteration 25Q (958.277862 sec): 3 clusters Score: Raw -49956.089402 + Penalty 1465.815948 = -48490.273455 nChanged 4 SP:Iteration 26Q (958.290411 sec): 3 clusters Score: Raw -49959.130146 + Penalty 1465.815948 = -48493.314199 nChanged 1 SP:Iteration 27Q (958.302726 sec): 3 clusters Score: Raw -49959.396766 + Penalty 1465.815948 = -48493.580819 nChanged 1 SP:Iteration 28Q (958.315071 sec): 3 clusters Score: Raw -49959.738030 + Penalty 1465.815948 = -48493.922082 nChanged 0 SP:Iteration 29F (958.327346 sec): 3 clusters Score: Raw -49959.738030 + Penalty 1465.815948 = -48493.922082 nChanged 0 Trying to split cluster 13 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (958.352850 sec): 2 clusters Score: Raw -26419.593038 + Penalty 659.834087 = -25759.758951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (958.361084 sec): 3 clusters Score: Raw -26323.515821 + Penalty 1319.668174 = -25003.847648 nChanged 161 SP:Iteration 1F (958.368846 sec): 3 clusters Score: Raw -26525.228371 + Penalty 1319.668174 = -25205.560197 nChanged 49 SP:Iteration 2F (958.376729 sec): 3 clusters Score: Raw -26596.929429 + Penalty 1319.668174 = -25277.261255 nChanged 23 SP:Iteration 3Q (958.384584 sec): 3 clusters Score: Raw -26635.242520 + Penalty 1319.668174 = -25315.574346 nChanged 13 SP:Iteration 4Q (958.392455 sec): 3 clusters Score: Raw -26653.575685 + Penalty 1319.668174 = -25333.907512 nChanged 11 SP:Iteration 5Q (958.400276 sec): 3 clusters Score: Raw -26671.972664 + Penalty 1319.668174 = -25352.304490 nChanged 11 SP:Iteration 6Q (958.408120 sec): 3 clusters Score: Raw -26692.406083 + Penalty 1319.668174 = -25372.737909 nChanged 11 SP:Iteration 7Q (958.415973 sec): 3 clusters Score: Raw -26703.434779 + Penalty 1319.668174 = -25383.766606 nChanged 3 SP:Iteration 8Q (958.423800 sec): 3 clusters Score: Raw -26715.728571 + Penalty 1319.668174 = -25396.060397 nChanged 3 SP:Iteration 9Q (958.431592 sec): 3 clusters Score: Raw -26723.380413 + Penalty 1319.668174 = -25403.712239 nChanged 4 SP:Iteration 10Q (958.439352 sec): 3 clusters Score: Raw -26731.139450 + Penalty 1319.668174 = -25411.471277 nChanged 4 SP:Iteration 11Q (958.448913 sec): 3 clusters Score: Raw -26742.466716 + Penalty 1319.668174 = -25422.798542 nChanged 5 SP:Iteration 12Q (958.540376 sec): 3 clusters Score: Raw -26752.955581 + Penalty 1319.668174 = -25433.287407 nChanged 6 SP:Iteration 13Q (958.635766 sec): 3 clusters Score: Raw -26765.090321 + Penalty 1319.668174 = -25445.422147 nChanged 6 SP:Iteration 14Q (958.747626 sec): 3 clusters Score: Raw -26769.904079 + Penalty 1319.668174 = -25450.235905 nChanged 3 SP:Iteration 15Q (958.845857 sec): 3 clusters Score: Raw -26774.340511 + Penalty 1319.668174 = -25454.672337 nChanged 2 SP:Iteration 16Q (958.959606 sec): 3 clusters Score: Raw -26775.690525 + Penalty 1319.668174 = -25456.022351 nChanged 1 SP:Iteration 17Q (959.074701 sec): 3 clusters Score: Raw -26776.418026 + Penalty 1319.668174 = -25456.749852 nChanged 1 SP:Iteration 18Q (959.189819 sec): 3 clusters Score: Raw -26778.133346 + Penalty 1319.668174 = -25458.465172 nChanged 3 SP:Iteration 19Q (959.213047 sec): 3 clusters Score: Raw -26781.436421 + Penalty 1319.668174 = -25461.768248 nChanged 1 SP:Iteration 20F (959.220854 sec): 3 clusters Score: Raw -26782.201833 + Penalty 1319.668174 = -25462.533659 nChanged 1 SP:Iteration 21Q (959.228639 sec): 3 clusters Score: Raw -26782.754176 + Penalty 1319.668174 = -25463.086002 nChanged 0 SP:Iteration 22F (959.236380 sec): 3 clusters Score: Raw -26782.754176 + Penalty 1319.668174 = -25463.086002 nChanged 0 Trying to split cluster 14 (1219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (959.268744 sec): 2 clusters Score: Raw -46157.789708 + Penalty 746.107544 = -45411.682164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (959.283077 sec): 3 clusters Score: Raw -45656.960061 + Penalty 1492.215087 = -44164.744974 nChanged 421 SP:Iteration 1F (959.296726 sec): 3 clusters Score: Raw -46020.169239 + Penalty 1492.215087 = -44527.954152 nChanged 118 SP:Iteration 2F (959.310531 sec): 3 clusters Score: Raw -46137.912655 + Penalty 1492.215087 = -44645.697568 nChanged 74 SP:Iteration 3F (959.324107 sec): 3 clusters Score: Raw -46221.467185 + Penalty 1492.215087 = -44729.252098 nChanged 48 SP:Iteration 4Q (959.337926 sec): 3 clusters Score: Raw -46285.089679 + Penalty 1492.215087 = -44792.874592 nChanged 45 SP:Iteration 5Q (959.351725 sec): 3 clusters Score: Raw -46327.953511 + Penalty 1492.215087 = -44835.738423 nChanged 32 SP:Iteration 6Q (959.365663 sec): 3 clusters Score: Raw -46354.384154 + Penalty 1492.215087 = -44862.169067 nChanged 24 SP:Iteration 7Q (959.379467 sec): 3 clusters Score: Raw -46371.125757 + Penalty 1492.215087 = -44878.910669 nChanged 13 SP:Iteration 8Q (959.393214 sec): 3 clusters Score: Raw -46387.270012 + Penalty 1492.215087 = -44895.054925 nChanged 18 SP:Iteration 9Q (959.406786 sec): 3 clusters Score: Raw -46399.897644 + Penalty 1492.215087 = -44907.682557 nChanged 13 SP:Iteration 10Q (959.420515 sec): 3 clusters Score: Raw -46406.822742 + Penalty 1492.215087 = -44914.607655 nChanged 8 SP:Iteration 11Q (959.434216 sec): 3 clusters Score: Raw -46411.933054 + Penalty 1492.215087 = -44919.717967 nChanged 9 SP:Iteration 12Q (959.447973 sec): 3 clusters Score: Raw -46420.312411 + Penalty 1492.215087 = -44928.097323 nChanged 8 SP:Iteration 13Q (959.461644 sec): 3 clusters Score: Raw -46424.980971 + Penalty 1492.215087 = -44932.765884 nChanged 7 SP:Iteration 14Q (959.475328 sec): 3 clusters Score: Raw -46428.653094 + Penalty 1492.215087 = -44936.438007 nChanged 3 SP:Iteration 15Q (959.489014 sec): 3 clusters Score: Raw -46430.934463 + Penalty 1492.215087 = -44938.719376 nChanged 3 SP:Iteration 16Q (959.502825 sec): 3 clusters Score: Raw -46435.054072 + Penalty 1492.215087 = -44942.838984 nChanged 4 SP:Iteration 17Q (959.516598 sec): 3 clusters Score: Raw -46438.753753 + Penalty 1492.215087 = -44946.538666 nChanged 7 SP:Iteration 18Q (959.530346 sec): 3 clusters Score: Raw -46442.139072 + Penalty 1492.215087 = -44949.923985 nChanged 5 SP:Iteration 19Q (959.544040 sec): 3 clusters Score: Raw -46445.564100 + Penalty 1492.215087 = -44953.349013 nChanged 8 SP:Iteration 20F (959.641265 sec): 3 clusters Score: Raw -46451.881492 + Penalty 1492.215087 = -44959.666405 nChanged 7 SP:Iteration 21Q (959.756763 sec): 3 clusters Score: Raw -46455.596523 + Penalty 1492.215087 = -44963.381436 nChanged 4 SP:Iteration 22Q (959.869605 sec): 3 clusters Score: Raw -46457.478194 + Penalty 1492.215087 = -44965.263107 nChanged 3 SP:Iteration 23Q (959.976247 sec): 3 clusters Score: Raw -46458.703207 + Penalty 1492.215087 = -44966.488120 nChanged 3 SP:Iteration 24Q (960.065029 sec): 3 clusters Score: Raw -46460.104310 + Penalty 1492.215087 = -44967.889223 nChanged 1 SP:Iteration 25Q (960.180371 sec): 3 clusters Score: Raw -46461.018317 + Penalty 1492.215087 = -44968.803230 nChanged 2 SP:Iteration 26Q (960.296538 sec): 3 clusters Score: Raw -46462.816692 + Penalty 1492.215087 = -44970.601605 nChanged 3 SP:Iteration 27Q (960.350676 sec): 3 clusters Score: Raw -46465.826336 + Penalty 1492.215087 = -44973.611249 nChanged 2 SP:Iteration 28Q (960.364576 sec): 3 clusters Score: Raw -46466.407008 + Penalty 1492.215087 = -44974.191921 nChanged 1 SP:Iteration 29Q (960.378399 sec): 3 clusters Score: Raw -46466.535417 + Penalty 1492.215087 = -44974.320330 nChanged 0 SP:Iteration 30F (960.391905 sec): 3 clusters Score: Raw -46466.535417 + Penalty 1492.215087 = -44974.320330 nChanged 0 Trying to split cluster 15 (1442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (960.424632 sec): 2 clusters Score: Raw -80285.099162 + Penalty 763.747563 = -79521.351599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (960.459455 sec): 3 clusters Score: Raw -79670.435737 + Penalty 1527.495127 = -78142.940610 nChanged 504 SP:Iteration 1F (960.474922 sec): 3 clusters Score: Raw -79976.579129 + Penalty 1527.495127 = -78449.084002 nChanged 117 SP:Iteration 2F (960.490380 sec): 3 clusters Score: Raw -80070.566188 + Penalty 1527.495127 = -78543.071061 nChanged 82 SP:Iteration 3F (960.505884 sec): 3 clusters Score: Raw -80161.140520 + Penalty 1527.495127 = -78633.645393 nChanged 84 SP:Iteration 4F (960.521439 sec): 3 clusters Score: Raw -80267.886276 + Penalty 1527.495127 = -78740.391149 nChanged 76 SP:Iteration 5F (960.536867 sec): 3 clusters Score: Raw -80360.142622 + Penalty 1527.495127 = -78832.647495 nChanged 71 SP:Iteration 6Q (960.552524 sec): 3 clusters Score: Raw -80444.520822 + Penalty 1527.495127 = -78917.025695 nChanged 62 SP:Iteration 7Q (960.568174 sec): 3 clusters Score: Raw -80530.084467 + Penalty 1527.495127 = -79002.589340 nChanged 59 SP:Iteration 8Q (960.583703 sec): 3 clusters Score: Raw -80613.757989 + Penalty 1527.495127 = -79086.262862 nChanged 44 SP:Iteration 9Q (960.599107 sec): 3 clusters Score: Raw -80679.218337 + Penalty 1527.495127 = -79151.723211 nChanged 33 SP:Iteration 10Q (960.614492 sec): 3 clusters Score: Raw -80727.612746 + Penalty 1527.495127 = -79200.117619 nChanged 44 SP:Iteration 11Q (960.629900 sec): 3 clusters Score: Raw -80798.685030 + Penalty 1527.495127 = -79271.189903 nChanged 50 SP:Iteration 12Q (960.645062 sec): 3 clusters Score: Raw -80877.153302 + Penalty 1527.495127 = -79349.658175 nChanged 47 SP:Iteration 13Q (960.660371 sec): 3 clusters Score: Raw -80978.534116 + Penalty 1527.495127 = -79451.038989 nChanged 56 SP:Iteration 14Q (960.675595 sec): 3 clusters Score: Raw -81082.281080 + Penalty 1527.495127 = -79554.785953 nChanged 38 SP:Iteration 15Q (960.690993 sec): 3 clusters Score: Raw -81139.079603 + Penalty 1527.495127 = -79611.584477 nChanged 39 SP:Iteration 16Q (960.706080 sec): 3 clusters Score: Raw -81189.845770 + Penalty 1527.495127 = -79662.350643 nChanged 24 SP:Iteration 17Q (960.721110 sec): 3 clusters Score: Raw -81221.403443 + Penalty 1527.495127 = -79693.908316 nChanged 22 SP:Iteration 18Q (960.736145 sec): 3 clusters Score: Raw -81247.904127 + Penalty 1527.495127 = -79720.409000 nChanged 19 SP:Iteration 19Q (960.833787 sec): 3 clusters Score: Raw -81279.175319 + Penalty 1527.495127 = -79751.680192 nChanged 14 SP:Iteration 20F (960.976560 sec): 3 clusters Score: Raw -81297.010842 + Penalty 1527.495127 = -79769.515716 nChanged 10 SP:Iteration 21Q (961.091918 sec): 3 clusters Score: Raw -81309.182260 + Penalty 1527.495127 = -79781.687134 nChanged 9 SP:Iteration 22Q (961.179070 sec): 3 clusters Score: Raw -81320.348104 + Penalty 1527.495127 = -79792.852977 nChanged 9 SP:Iteration 23Q (961.297673 sec): 3 clusters Score: Raw -81328.745865 + Penalty 1527.495127 = -79801.250738 nChanged 5 SP:Iteration 24Q (961.400904 sec): 3 clusters Score: Raw -81332.486421 + Penalty 1527.495127 = -79804.991294 nChanged 2 SP:Iteration 25Q (961.507644 sec): 3 clusters Score: Raw -81333.986214 + Penalty 1527.495127 = -79806.491087 nChanged 3 SP:Iteration 26Q (961.620163 sec): 3 clusters Score: Raw -81337.296293 + Penalty 1527.495127 = -79809.801166 nChanged 2 SP:Iteration 27Q (961.665381 sec): 3 clusters Score: Raw -81339.199551 + Penalty 1527.495127 = -79811.704424 nChanged 1 SP:Iteration 28Q (961.680467 sec): 3 clusters Score: Raw -81339.552929 + Penalty 1527.495127 = -79812.057803 nChanged 0 SP:Iteration 29F (961.695812 sec): 3 clusters Score: Raw -81339.552929 + Penalty 1527.495127 = -79812.057803 nChanged 0 Score: Raw -1020709.416305 + Penalty 18772.998817 = -1001936.417488 Splitting cluster 15 changes total score from -1001135.362196 to -1001936.417488 So it's getting split into cluster 18. Trying to split cluster 16 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (962.233908 sec): 2 clusters Score: Raw -18474.820054 + Penalty 609.854961 = -17864.965092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (962.362074 sec): 3 clusters Score: Raw -18440.421729 + Penalty 1219.709923 = -17220.711806 nChanged 83 SP:Iteration 1F (962.456178 sec): 3 clusters Score: Raw -18585.116459 + Penalty 1219.709923 = -17365.406536 nChanged 15 SP:Iteration 2Q (962.569436 sec): 3 clusters Score: Raw -18613.045073 + Penalty 1219.709923 = -17393.335150 nChanged 12 SP:Iteration 3Q (962.713916 sec): 3 clusters Score: Raw -18634.512089 + Penalty 1219.709923 = -17414.802167 nChanged 10 SP:Iteration 4Q (962.796670 sec): 3 clusters Score: Raw -18655.791698 + Penalty 1219.709923 = -17436.081775 nChanged 6 SP:Iteration 5Q (962.908909 sec): 3 clusters Score: Raw -18662.483895 + Penalty 1219.709923 = -17442.773972 nChanged 3 SP:Iteration 6Q (962.998702 sec): 3 clusters Score: Raw -18667.609949 + Penalty 1219.709923 = -17447.900026 nChanged 2 SP:Iteration 7Q (963.111647 sec): 3 clusters Score: Raw -18668.724213 + Penalty 1219.709923 = -17449.014290 nChanged 0 SP:Iteration 8F (963.251977 sec): 3 clusters Score: Raw -18668.724213 + Penalty 1219.709923 = -17449.014290 nChanged 0 Iteration 59F (964.612919 sec): 19 clusters Score: Raw -1020940.011434 + Penalty 18772.998817 = -1002167.012617 nChanged 226 Iteration 60F (966.027951 sec): 19 clusters Score: Raw -1021115.089517 + Penalty 18772.998817 = -1002342.090700 nChanged 100 Iteration 61Q (967.161764 sec): 19 clusters Score: Raw -1021177.296817 + Penalty 18772.998817 = -1002404.298000 nChanged 61 Iteration 62Q (968.350448 sec): 19 clusters Score: Raw -1021214.508234 + Penalty 18772.998817 = -1002441.509417 nChanged 44 Iteration 63Q (969.352513 sec): 19 clusters Score: Raw -1021234.664323 + Penalty 18772.998817 = -1002461.665506 nChanged 27 Iteration 64Q (970.364253 sec): 19 clusters Score: Raw -1021247.139096 + Penalty 18772.998817 = -1002474.140279 nChanged 21 Iteration 65Q (971.198218 sec): 19 clusters Score: Raw -1021254.205926 + Penalty 18772.998817 = -1002481.207109 nChanged 10 Iteration 66Q (971.480661 sec): 19 clusters Score: Raw -1021258.642108 + Penalty 18772.998817 = -1002485.643291 nChanged 5 Iteration 67Q (972.017602 sec): 19 clusters Score: Raw -1021260.695808 + Penalty 18772.998817 = -1002487.696991 nChanged 5 Iteration 68Q (972.907085 sec): 19 clusters Score: Raw -1021262.129848 + Penalty 18772.998817 = -1002489.131031 nChanged 4 Iteration 69Q (973.194152 sec): 19 clusters Score: Raw -1021263.281169 + Penalty 18772.998817 = -1002490.282352 nChanged 3 Iteration 70Q (973.459552 sec): 19 clusters Score: Raw -1021264.777255 + Penalty 18772.998817 = -1002491.778438 nChanged 2 Iteration 71Q (973.703746 sec): 19 clusters Score: Raw -1021265.965225 + Penalty 18772.998817 = -1002492.966408 nChanged 4 Iteration 72Q (973.963910 sec): 19 clusters Score: Raw -1021267.521870 + Penalty 18772.998817 = -1002494.523053 nChanged 3 Iteration 73Q (974.231704 sec): 19 clusters Score: Raw -1021269.101730 + Penalty 18772.998817 = -1002496.102913 nChanged 5 Iteration 74Q (974.476893 sec): 19 clusters Score: Raw -1021272.537230 + Penalty 18772.998817 = -1002499.538413 nChanged 6 Iteration 75Q (974.736345 sec): 19 clusters Score: Raw -1021275.083443 + Penalty 18772.998817 = -1002502.084626 nChanged 2 Iteration 76Q (974.996328 sec): 19 clusters Score: Raw -1021275.888277 + Penalty 18772.998817 = -1002502.889460 nChanged 3 Iteration 77Q (975.375945 sec): 19 clusters Score: Raw -1021276.698474 + Penalty 18772.998817 = -1002503.699657 nChanged 2 Iteration 78Q (975.600579 sec): 19 clusters Score: Raw -1021277.866260 + Penalty 18772.998817 = -1002504.867443 nChanged 1 Iteration 79Q (975.892404 sec): 19 clusters Score: Raw -1021278.474919 + Penalty 18772.998817 = -1002505.476102 nChanged 0 Iteration 80F (976.323340 sec): 19 clusters Score: Raw -1021278.474919 + Penalty 18772.998817 = -1002505.476102 nChanged 0 Compute initial score before splitting: Score: Raw -1021278.474919 + Penalty 18772.998817 = -1002505.476102 Trying to split cluster 1 (1137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (976.347325 sec): 2 clusters Score: Raw -51220.760236 + Penalty 738.795592 = -50481.964644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (976.357878 sec): 3 clusters Score: Raw -50756.553441 + Penalty 1477.591184 = -49278.962258 nChanged 386 SP:Iteration 1F (976.367857 sec): 3 clusters Score: Raw -51097.863300 + Penalty 1477.591184 = -49620.272116 nChanged 118 SP:Iteration 2F (976.377782 sec): 3 clusters Score: Raw -51209.660297 + Penalty 1477.591184 = -49732.069114 nChanged 70 SP:Iteration 3F (976.387729 sec): 3 clusters Score: Raw -51284.792182 + Penalty 1477.591184 = -49807.200999 nChanged 47 SP:Iteration 4Q (976.397803 sec): 3 clusters Score: Raw -51331.322741 + Penalty 1477.591184 = -49853.731557 nChanged 26 SP:Iteration 5Q (976.409812 sec): 3 clusters Score: Raw -51368.750915 + Penalty 1477.591184 = -49891.159731 nChanged 30 SP:Iteration 6Q (976.421974 sec): 3 clusters Score: Raw -51418.029854 + Penalty 1477.591184 = -49940.438671 nChanged 40 SP:Iteration 7Q (976.434057 sec): 3 clusters Score: Raw -51478.629112 + Penalty 1477.591184 = -50001.037929 nChanged 42 SP:Iteration 8Q (976.446012 sec): 3 clusters Score: Raw -51536.099674 + Penalty 1477.591184 = -50058.508490 nChanged 47 SP:Iteration 9Q (976.457939 sec): 3 clusters Score: Raw -51591.133792 + Penalty 1477.591184 = -50113.542608 nChanged 31 SP:Iteration 10Q (976.472453 sec): 3 clusters Score: Raw -51630.144150 + Penalty 1477.591184 = -50152.552967 nChanged 35 SP:Iteration 11Q (976.482366 sec): 3 clusters Score: Raw -51670.037091 + Penalty 1477.591184 = -50192.445908 nChanged 28 SP:Iteration 12Q (976.492285 sec): 3 clusters Score: Raw -51694.940726 + Penalty 1477.591184 = -50217.349542 nChanged 21 SP:Iteration 13Q (976.502176 sec): 3 clusters Score: Raw -51716.892566 + Penalty 1477.591184 = -50239.301382 nChanged 17 SP:Iteration 14Q (976.512029 sec): 3 clusters Score: Raw -51734.112338 + Penalty 1477.591184 = -50256.521155 nChanged 14 SP:Iteration 15Q (976.521876 sec): 3 clusters Score: Raw -51743.454351 + Penalty 1477.591184 = -50265.863167 nChanged 7 SP:Iteration 16Q (976.615604 sec): 3 clusters Score: Raw -51746.938100 + Penalty 1477.591184 = -50269.346916 nChanged 6 SP:Iteration 17Q (976.718959 sec): 3 clusters Score: Raw -51750.951224 + Penalty 1477.591184 = -50273.360041 nChanged 2 SP:Iteration 18Q (976.802248 sec): 3 clusters Score: Raw -51752.275094 + Penalty 1477.591184 = -50274.683910 nChanged 3 SP:Iteration 19Q (976.891010 sec): 3 clusters Score: Raw -51753.461938 + Penalty 1477.591184 = -50275.870755 nChanged 3 SP:Iteration 20F (976.979010 sec): 3 clusters Score: Raw -51755.861567 + Penalty 1477.591184 = -50278.270384 nChanged 3 SP:Iteration 21Q (977.066801 sec): 3 clusters Score: Raw -51757.724586 + Penalty 1477.591184 = -50280.133402 nChanged 4 SP:Iteration 22Q (977.086662 sec): 3 clusters Score: Raw -51760.997910 + Penalty 1477.591184 = -50283.406726 nChanged 5 SP:Iteration 23Q (977.098450 sec): 3 clusters Score: Raw -51764.474036 + Penalty 1477.591184 = -50286.882852 nChanged 3 SP:Iteration 24Q (977.110237 sec): 3 clusters Score: Raw -51765.890243 + Penalty 1477.591184 = -50288.299059 nChanged 1 SP:Iteration 25Q (977.122029 sec): 3 clusters Score: Raw -51766.444755 + Penalty 1477.591184 = -50288.853571 nChanged 0 SP:Iteration 26F (977.134073 sec): 3 clusters Score: Raw -51766.444755 + Penalty 1477.591184 = -50288.853571 nChanged 0 Trying to split cluster 2 (1631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (977.164848 sec): 2 clusters Score: Raw -89943.916551 + Penalty 776.679603 = -89167.236948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (977.181382 sec): 3 clusters Score: Raw -89192.851412 + Penalty 1553.359207 = -87639.492205 nChanged 621 SP:Iteration 1F (977.197144 sec): 3 clusters Score: Raw -89625.191013 + Penalty 1553.359207 = -88071.831807 nChanged 157 SP:Iteration 2F (977.212860 sec): 3 clusters Score: Raw -89757.624123 + Penalty 1553.359207 = -88204.264916 nChanged 108 SP:Iteration 3F (977.228498 sec): 3 clusters Score: Raw -89860.399969 + Penalty 1553.359207 = -88307.040762 nChanged 75 SP:Iteration 4Q (977.244382 sec): 3 clusters Score: Raw -89923.130107 + Penalty 1553.359207 = -88369.770901 nChanged 60 SP:Iteration 5Q (977.260316 sec): 3 clusters Score: Raw -89969.406314 + Penalty 1553.359207 = -88416.047108 nChanged 47 SP:Iteration 6Q (977.276234 sec): 3 clusters Score: Raw -90000.005883 + Penalty 1553.359207 = -88446.646677 nChanged 42 SP:Iteration 7Q (977.292648 sec): 3 clusters Score: Raw -90023.000984 + Penalty 1553.359207 = -88469.641778 nChanged 27 SP:Iteration 8Q (977.308751 sec): 3 clusters Score: Raw -90042.253457 + Penalty 1553.359207 = -88488.894250 nChanged 20 SP:Iteration 9Q (977.324699 sec): 3 clusters Score: Raw -90052.081499 + Penalty 1553.359207 = -88498.722293 nChanged 17 SP:Iteration 10Q (977.340763 sec): 3 clusters Score: Raw -90058.317068 + Penalty 1553.359207 = -88504.957861 nChanged 8 SP:Iteration 11Q (977.356752 sec): 3 clusters Score: Raw -90062.451959 + Penalty 1553.359207 = -88509.092752 nChanged 5 SP:Iteration 12Q (977.372751 sec): 3 clusters Score: Raw -90064.793373 + Penalty 1553.359207 = -88511.434167 nChanged 8 SP:Iteration 13Q (977.388655 sec): 3 clusters Score: Raw -90071.197893 + Penalty 1553.359207 = -88517.838687 nChanged 10 SP:Iteration 14Q (977.404648 sec): 3 clusters Score: Raw -90076.473235 + Penalty 1553.359207 = -88523.114029 nChanged 7 SP:Iteration 15Q (977.420619 sec): 3 clusters Score: Raw -90082.419649 + Penalty 1553.359207 = -88529.060442 nChanged 11 SP:Iteration 16Q (977.436464 sec): 3 clusters Score: Raw -90090.749443 + Penalty 1553.359207 = -88537.390237 nChanged 14 SP:Iteration 17Q (977.452424 sec): 3 clusters Score: Raw -90095.910291 + Penalty 1553.359207 = -88542.551084 nChanged 8 SP:Iteration 18Q (977.468761 sec): 3 clusters Score: Raw -90099.616804 + Penalty 1553.359207 = -88546.257598 nChanged 4 SP:Iteration 19Q (977.484993 sec): 3 clusters Score: Raw -90100.916916 + Penalty 1553.359207 = -88547.557709 nChanged 0 SP:Iteration 20F (977.587070 sec): 3 clusters Score: Raw -90100.916916 + Penalty 1553.359207 = -88547.557709 nChanged 0 Trying to split cluster 3 (1384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (977.664576 sec): 2 clusters Score: Raw -64561.456246 + Penalty 759.436979 = -63802.019267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (977.739173 sec): 3 clusters Score: Raw -63996.454507 + Penalty 1518.873959 = -62477.580549 nChanged 494 SP:Iteration 1F (977.863672 sec): 3 clusters Score: Raw -64409.943396 + Penalty 1518.873959 = -62891.069437 nChanged 113 SP:Iteration 2F (977.932433 sec): 3 clusters Score: Raw -64521.146222 + Penalty 1518.873959 = -63002.272263 nChanged 79 SP:Iteration 3F (978.023578 sec): 3 clusters Score: Raw -64603.309516 + Penalty 1518.873959 = -63084.435558 nChanged 68 SP:Iteration 4Q (978.135174 sec): 3 clusters Score: Raw -64680.665489 + Penalty 1518.873959 = -63161.791531 nChanged 60 SP:Iteration 5Q (978.219089 sec): 3 clusters Score: Raw -64757.754622 + Penalty 1518.873959 = -63238.880664 nChanged 60 SP:Iteration 6Q (978.293932 sec): 3 clusters Score: Raw -64836.046599 + Penalty 1518.873959 = -63317.172641 nChanged 56 SP:Iteration 7Q (978.376255 sec): 3 clusters Score: Raw -64910.953469 + Penalty 1518.873959 = -63392.079510 nChanged 48 SP:Iteration 8Q (978.415657 sec): 3 clusters Score: Raw -64959.770786 + Penalty 1518.873959 = -63440.896827 nChanged 31 SP:Iteration 9Q (978.429453 sec): 3 clusters Score: Raw -64991.226610 + Penalty 1518.873959 = -63472.352652 nChanged 25 SP:Iteration 10Q (978.443238 sec): 3 clusters Score: Raw -65012.713948 + Penalty 1518.873959 = -63493.839989 nChanged 23 SP:Iteration 11Q (978.456998 sec): 3 clusters Score: Raw -65029.104248 + Penalty 1518.873959 = -63510.230289 nChanged 20 SP:Iteration 12Q (978.470755 sec): 3 clusters Score: Raw -65042.412419 + Penalty 1518.873959 = -63523.538460 nChanged 18 SP:Iteration 13Q (978.484548 sec): 3 clusters Score: Raw -65053.657816 + Penalty 1518.873959 = -63534.783857 nChanged 11 SP:Iteration 14Q (978.498258 sec): 3 clusters Score: Raw -65059.474076 + Penalty 1518.873959 = -63540.600117 nChanged 12 SP:Iteration 15Q (978.511993 sec): 3 clusters Score: Raw -65068.212927 + Penalty 1518.873959 = -63549.338968 nChanged 10 SP:Iteration 16Q (978.525741 sec): 3 clusters Score: Raw -65072.083304 + Penalty 1518.873959 = -63553.209345 nChanged 6 SP:Iteration 17Q (978.539469 sec): 3 clusters Score: Raw -65076.572520 + Penalty 1518.873959 = -63557.698561 nChanged 5 SP:Iteration 18Q (978.553288 sec): 3 clusters Score: Raw -65079.947246 + Penalty 1518.873959 = -63561.073287 nChanged 3 SP:Iteration 19Q (978.567044 sec): 3 clusters Score: Raw -65081.699281 + Penalty 1518.873959 = -63562.825322 nChanged 1 SP:Iteration 20F (978.580803 sec): 3 clusters Score: Raw -65083.839150 + Penalty 1518.873959 = -63564.965191 nChanged 1 SP:Iteration 21Q (978.594479 sec): 3 clusters Score: Raw -65084.353662 + Penalty 1518.873959 = -63565.479703 nChanged 0 SP:Iteration 22F (978.608203 sec): 3 clusters Score: Raw -65084.353662 + Penalty 1518.873959 = -63565.479703 nChanged 0 Trying to split cluster 4 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (978.634624 sec): 2 clusters Score: Raw -32358.307271 + Penalty 673.240918 = -31685.066353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (978.642776 sec): 3 clusters Score: Raw -32159.761282 + Penalty 1346.481836 = -30813.279446 nChanged 216 SP:Iteration 1F (978.650547 sec): 3 clusters Score: Raw -32369.663230 + Penalty 1346.481836 = -31023.181394 nChanged 59 SP:Iteration 2F (978.658291 sec): 3 clusters Score: Raw -32458.127963 + Penalty 1346.481836 = -31111.646127 nChanged 32 SP:Iteration 3F (978.666041 sec): 3 clusters Score: Raw -32511.865080 + Penalty 1346.481836 = -31165.383243 nChanged 28 SP:Iteration 4Q (978.773769 sec): 3 clusters Score: Raw -32551.645739 + Penalty 1346.481836 = -31205.163903 nChanged 16 SP:Iteration 5Q (978.868312 sec): 3 clusters Score: Raw -32579.462616 + Penalty 1346.481836 = -31232.980780 nChanged 18 SP:Iteration 6Q (979.011725 sec): 3 clusters Score: Raw -32610.373937 + Penalty 1346.481836 = -31263.892101 nChanged 11 SP:Iteration 7Q (979.091239 sec): 3 clusters Score: Raw -32627.936168 + Penalty 1346.481836 = -31281.454332 nChanged 5 SP:Iteration 8Q (979.178188 sec): 3 clusters Score: Raw -32639.082743 + Penalty 1346.481836 = -31292.600907 nChanged 6 SP:Iteration 9Q (979.265221 sec): 3 clusters Score: Raw -32647.993385 + Penalty 1346.481836 = -31301.511548 nChanged 5 SP:Iteration 10Q (979.361971 sec): 3 clusters Score: Raw -32657.342421 + Penalty 1346.481836 = -31310.860585 nChanged 3 SP:Iteration 11Q (979.444974 sec): 3 clusters Score: Raw -32659.911093 + Penalty 1346.481836 = -31313.429256 nChanged 1 SP:Iteration 12Q (979.452864 sec): 3 clusters Score: Raw -32660.963787 + Penalty 1346.481836 = -31314.481950 nChanged 2 SP:Iteration 13Q (979.460617 sec): 3 clusters Score: Raw -32662.158382 + Penalty 1346.481836 = -31315.676545 nChanged 0 SP:Iteration 14F (979.468352 sec): 3 clusters Score: Raw -32662.158382 + Penalty 1346.481836 = -31315.676545 nChanged 0 Trying to split cluster 5 (1733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (979.501572 sec): 2 clusters Score: Raw -100307.197332 + Penalty 783.048975 = -99524.148356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (979.519242 sec): 3 clusters Score: Raw -99517.937997 + Penalty 1566.097951 = -97951.840046 nChanged 621 SP:Iteration 1F (979.535836 sec): 3 clusters Score: Raw -99949.599737 + Penalty 1566.097951 = -98383.501787 nChanged 136 SP:Iteration 2F (979.552462 sec): 3 clusters Score: Raw -100029.938649 + Penalty 1566.097951 = -98463.840698 nChanged 78 SP:Iteration 3Q (979.569615 sec): 3 clusters Score: Raw -100086.437104 + Penalty 1566.097951 = -98520.339153 nChanged 79 SP:Iteration 4Q (979.586341 sec): 3 clusters Score: Raw -100140.305192 + Penalty 1566.097951 = -98574.207242 nChanged 60 SP:Iteration 5Q (979.603152 sec): 3 clusters Score: Raw -100192.318401 + Penalty 1566.097951 = -98626.220450 nChanged 52 SP:Iteration 6Q (979.620101 sec): 3 clusters Score: Raw -100231.302425 + Penalty 1566.097951 = -98665.204474 nChanged 57 SP:Iteration 7Q (979.637006 sec): 3 clusters Score: Raw -100277.601451 + Penalty 1566.097951 = -98711.503500 nChanged 52 SP:Iteration 8Q (979.653867 sec): 3 clusters Score: Raw -100319.541812 + Penalty 1566.097951 = -98753.443861 nChanged 52 SP:Iteration 9Q (979.670681 sec): 3 clusters Score: Raw -100359.932270 + Penalty 1566.097951 = -98793.834320 nChanged 50 SP:Iteration 10Q (979.687443 sec): 3 clusters Score: Raw -100400.024225 + Penalty 1566.097951 = -98833.926274 nChanged 53 SP:Iteration 11Q (979.704262 sec): 3 clusters Score: Raw -100440.467391 + Penalty 1566.097951 = -98874.369440 nChanged 37 SP:Iteration 12Q (979.721004 sec): 3 clusters Score: Raw -100462.618579 + Penalty 1566.097951 = -98896.520628 nChanged 29 SP:Iteration 13Q (979.737695 sec): 3 clusters Score: Raw -100479.439657 + Penalty 1566.097951 = -98913.341707 nChanged 29 SP:Iteration 14Q (979.754422 sec): 3 clusters Score: Raw -100500.680429 + Penalty 1566.097951 = -98934.582479 nChanged 41 SP:Iteration 15Q (979.770987 sec): 3 clusters Score: Raw -100543.689442 + Penalty 1566.097951 = -98977.591491 nChanged 51 SP:Iteration 16Q (979.787505 sec): 3 clusters Score: Raw -100606.411612 + Penalty 1566.097951 = -99040.313662 nChanged 50 SP:Iteration 17Q (979.804030 sec): 3 clusters Score: Raw -100664.099612 + Penalty 1566.097951 = -99098.001661 nChanged 39 SP:Iteration 18Q (979.820523 sec): 3 clusters Score: Raw -100720.773927 + Penalty 1566.097951 = -99154.675976 nChanged 37 SP:Iteration 19Q (979.836969 sec): 3 clusters Score: Raw -100773.023661 + Penalty 1566.097951 = -99206.925710 nChanged 33 SP:Iteration 20F (979.938469 sec): 3 clusters Score: Raw -100800.815302 + Penalty 1566.097951 = -99234.717351 nChanged 18 SP:Iteration 21Q (980.063536 sec): 3 clusters Score: Raw -100811.780149 + Penalty 1566.097951 = -99245.682198 nChanged 24 SP:Iteration 22Q (980.169757 sec): 3 clusters Score: Raw -100823.777890 + Penalty 1566.097951 = -99257.679939 nChanged 20 SP:Iteration 23Q (980.259074 sec): 3 clusters Score: Raw -100833.895247 + Penalty 1566.097951 = -99267.797296 nChanged 14 SP:Iteration 24Q (980.357565 sec): 3 clusters Score: Raw -100841.649527 + Penalty 1566.097951 = -99275.551576 nChanged 16 SP:Iteration 25Q (980.445481 sec): 3 clusters Score: Raw -100848.673827 + Penalty 1566.097951 = -99282.575876 nChanged 6 SP:Iteration 26Q (980.553635 sec): 3 clusters Score: Raw -100852.146404 + Penalty 1566.097951 = -99286.048453 nChanged 6 SP:Iteration 27Q (980.643854 sec): 3 clusters Score: Raw -100855.809932 + Penalty 1566.097951 = -99289.711981 nChanged 6 SP:Iteration 28Q (980.733518 sec): 3 clusters Score: Raw -100860.155593 + Penalty 1566.097951 = -99294.057642 nChanged 5 SP:Iteration 29Q (980.750179 sec): 3 clusters Score: Raw -100862.106634 + Penalty 1566.097951 = -99296.008683 nChanged 3 SP:Iteration 30Q (980.766655 sec): 3 clusters Score: Raw -100863.396706 + Penalty 1566.097951 = -99297.298755 nChanged 5 SP:Iteration 31Q (980.783201 sec): 3 clusters Score: Raw -100865.221018 + Penalty 1566.097951 = -99299.123067 nChanged 4 SP:Iteration 32Q (980.799882 sec): 3 clusters Score: Raw -100868.275779 + Penalty 1566.097951 = -99302.177828 nChanged 5 SP:Iteration 33Q (980.816335 sec): 3 clusters Score: Raw -100870.552835 + Penalty 1566.097951 = -99304.454884 nChanged 5 SP:Iteration 34Q (980.832670 sec): 3 clusters Score: Raw -100872.718004 + Penalty 1566.097951 = -99306.620053 nChanged 3 SP:Iteration 35Q (980.849021 sec): 3 clusters Score: Raw -100874.847990 + Penalty 1566.097951 = -99308.750039 nChanged 4 SP:Iteration 36Q (980.865429 sec): 3 clusters Score: Raw -100876.400300 + Penalty 1566.097951 = -99310.302349 nChanged 3 SP:Iteration 37Q (980.881756 sec): 3 clusters Score: Raw -100878.949490 + Penalty 1566.097951 = -99312.851539 nChanged 8 SP:Iteration 38Q (980.898061 sec): 3 clusters Score: Raw -100883.133225 + Penalty 1566.097951 = -99317.035275 nChanged 6 SP:Iteration 39Q (980.914457 sec): 3 clusters Score: Raw -100885.894387 + Penalty 1566.097951 = -99319.796436 nChanged 3 SP:Iteration 40F (980.930932 sec): 3 clusters Score: Raw -100886.846816 + Penalty 1566.097951 = -99320.748865 nChanged 3 SP:Iteration 41Q (980.947235 sec): 3 clusters Score: Raw -100888.643770 + Penalty 1566.097951 = -99322.545819 nChanged 4 SP:Iteration 42Q (980.963523 sec): 3 clusters Score: Raw -100891.996627 + Penalty 1566.097951 = -99325.898676 nChanged 6 SP:Iteration 43Q (980.979851 sec): 3 clusters Score: Raw -100893.977789 + Penalty 1566.097951 = -99327.879838 nChanged 4 SP:Iteration 44Q (980.996461 sec): 3 clusters Score: Raw -100897.033304 + Penalty 1566.097951 = -99330.935353 nChanged 4 SP:Iteration 45Q (981.012719 sec): 3 clusters Score: Raw -100899.855911 + Penalty 1566.097951 = -99333.757960 nChanged 3 SP:Iteration 46Q (981.028957 sec): 3 clusters Score: Raw -100902.615952 + Penalty 1566.097951 = -99336.518001 nChanged 4 SP:Iteration 47Q (981.045215 sec): 3 clusters Score: Raw -100911.536851 + Penalty 1566.097951 = -99345.438901 nChanged 7 SP:Iteration 48Q (981.061788 sec): 3 clusters Score: Raw -100921.032402 + Penalty 1566.097951 = -99354.934451 nChanged 11 SP:Iteration 49Q (981.078037 sec): 3 clusters Score: Raw -100928.937760 + Penalty 1566.097951 = -99362.839809 nChanged 6 SP:Iteration 50Q (981.094216 sec): 3 clusters Score: Raw -100932.738851 + Penalty 1566.097951 = -99366.640900 nChanged 4 SP:Iteration 51Q (981.110393 sec): 3 clusters Score: Raw -100937.740006 + Penalty 1566.097951 = -99371.642055 nChanged 9 SP:Iteration 52Q (981.210343 sec): 3 clusters Score: Raw -100949.273633 + Penalty 1566.097951 = -99383.175683 nChanged 7 SP:Iteration 53Q (981.305157 sec): 3 clusters Score: Raw -100956.841642 + Penalty 1566.097951 = -99390.743692 nChanged 8 SP:Iteration 54Q (981.397346 sec): 3 clusters Score: Raw -100963.240717 + Penalty 1566.097951 = -99397.142766 nChanged 7 SP:Iteration 55Q (981.483528 sec): 3 clusters Score: Raw -100969.349154 + Penalty 1566.097951 = -99403.251204 nChanged 5 SP:Iteration 56Q (981.572988 sec): 3 clusters Score: Raw -100974.906137 + Penalty 1566.097951 = -99408.808186 nChanged 9 SP:Iteration 57Q (981.662850 sec): 3 clusters Score: Raw -100987.653008 + Penalty 1566.097951 = -99421.555057 nChanged 13 SP:Iteration 58Q (981.761476 sec): 3 clusters Score: Raw -101018.315974 + Penalty 1566.097951 = -99452.218023 nChanged 17 SP:Iteration 59Q (981.835060 sec): 3 clusters Score: Raw -101055.723096 + Penalty 1566.097951 = -99489.625145 nChanged 11 SP:Iteration 60F (981.852037 sec): 3 clusters Score: Raw -101097.256610 + Penalty 1566.097951 = -99531.158659 nChanged 12 SP:Iteration 61Q (981.868423 sec): 3 clusters Score: Raw -101128.984519 + Penalty 1566.097951 = -99562.886568 nChanged 5 SP:Iteration 62Q (981.884797 sec): 3 clusters Score: Raw -101137.638429 + Penalty 1566.097951 = -99571.540478 nChanged 4 SP:Iteration 63Q (981.901163 sec): 3 clusters Score: Raw -101142.793923 + Penalty 1566.097951 = -99576.695972 nChanged 1 SP:Iteration 64Q (981.917399 sec): 3 clusters Score: Raw -101143.224222 + Penalty 1566.097951 = -99577.126271 nChanged 0 SP:Iteration 65F (981.934430 sec): 3 clusters Score: Raw -101143.224222 + Penalty 1566.097951 = -99577.126271 nChanged 0 Score: Raw -1022114.501810 + Penalty 19815.943196 = -1002298.558614 Splitting cluster 5 changes total score from -1002505.476102 to -1002298.558614 So it's not getting split. Trying to split cluster 6 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (982.407332 sec): 2 clusters Score: Raw -9572.382117 + Penalty 603.015335 = -8969.366782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (982.412172 sec): 3 clusters Score: Raw -9589.608121 + Penalty 1206.030669 = -8383.577451 nChanged 79 SP:Iteration 1F (982.416796 sec): 3 clusters Score: Raw -9775.795660 + Penalty 1206.030669 = -8569.764991 nChanged 22 SP:Iteration 2F (982.421317 sec): 3 clusters Score: Raw -9836.060500 + Penalty 1206.030669 = -8630.029831 nChanged 13 SP:Iteration 3Q (982.425848 sec): 3 clusters Score: Raw -9864.596912 + Penalty 1206.030669 = -8658.566243 nChanged 9 SP:Iteration 4Q (982.430386 sec): 3 clusters Score: Raw -9894.003989 + Penalty 1206.030669 = -8687.973320 nChanged 12 SP:Iteration 5Q (982.434919 sec): 3 clusters Score: Raw -9943.695730 + Penalty 1206.030669 = -8737.665060 nChanged 11 SP:Iteration 6Q (982.439430 sec): 3 clusters Score: Raw -9970.877677 + Penalty 1206.030669 = -8764.847008 nChanged 6 SP:Iteration 7Q (982.443923 sec): 3 clusters Score: Raw -9986.766689 + Penalty 1206.030669 = -8780.736020 nChanged 6 SP:Iteration 8Q (982.448403 sec): 3 clusters Score: Raw -10019.702795 + Penalty 1206.030669 = -8813.672125 nChanged 5 SP:Iteration 9Q (982.452900 sec): 3 clusters Score: Raw -10035.489713 + Penalty 1206.030669 = -8829.459044 nChanged 4 SP:Iteration 10Q (982.457362 sec): 3 clusters Score: Raw -10060.205549 + Penalty 1206.030669 = -8854.174880 nChanged 2 SP:Iteration 11Q (982.461843 sec): 3 clusters Score: Raw -10064.872133 + Penalty 1206.030669 = -8858.841463 nChanged 0 SP:Iteration 12F (982.466385 sec): 3 clusters Score: Raw -10064.872133 + Penalty 1206.030669 = -8858.841463 nChanged 0 Trying to split cluster 7 (5960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (982.509102 sec): 2 clusters Score: Raw -341363.201804 + Penalty 912.746705 = -340450.455099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (982.626683 sec): 3 clusters Score: Raw -337992.047423 + Penalty 1825.493410 = -336166.554013 nChanged 2595 SP:Iteration 1F (982.790625 sec): 3 clusters Score: Raw -339497.661870 + Penalty 1825.493410 = -337672.168461 nChanged 413 SP:Iteration 2F (982.900626 sec): 3 clusters Score: Raw -339733.752810 + Penalty 1825.493410 = -337908.259400 nChanged 356 SP:Iteration 3F (982.959528 sec): 3 clusters Score: Raw -339974.800165 + Penalty 1825.493410 = -338149.306756 nChanged 362 SP:Iteration 4F (983.002079 sec): 3 clusters Score: Raw -340251.386574 + Penalty 1825.493410 = -338425.893164 nChanged 353 SP:Iteration 5F (983.044490 sec): 3 clusters Score: Raw -340493.976589 + Penalty 1825.493410 = -338668.483179 nChanged 322 SP:Iteration 6F (983.086606 sec): 3 clusters Score: Raw -340748.904638 + Penalty 1825.493410 = -338923.411228 nChanged 285 SP:Iteration 7Q (983.129359 sec): 3 clusters Score: Raw -340979.935298 + Penalty 1825.493410 = -339154.441888 nChanged 225 SP:Iteration 8Q (983.173431 sec): 3 clusters Score: Raw -341144.524113 + Penalty 1825.493410 = -339319.030703 nChanged 196 SP:Iteration 9Q (983.217241 sec): 3 clusters Score: Raw -341289.548584 + Penalty 1825.493410 = -339464.055174 nChanged 146 SP:Iteration 10Q (983.260549 sec): 3 clusters Score: Raw -341381.507386 + Penalty 1825.493410 = -339556.013977 nChanged 118 SP:Iteration 11Q (983.302600 sec): 3 clusters Score: Raw -341471.891596 + Penalty 1825.493410 = -339646.398186 nChanged 109 SP:Iteration 12Q (983.346287 sec): 3 clusters Score: Raw -341555.127557 + Penalty 1825.493410 = -339729.634148 nChanged 80 SP:Iteration 13Q (983.389873 sec): 3 clusters Score: Raw -341625.625275 + Penalty 1825.493410 = -339800.131865 nChanged 74 SP:Iteration 14Q (983.432918 sec): 3 clusters Score: Raw -341671.471048 + Penalty 1825.493410 = -339845.977639 nChanged 46 SP:Iteration 15Q (983.503031 sec): 3 clusters Score: Raw -341695.571205 + Penalty 1825.493410 = -339870.077795 nChanged 35 SP:Iteration 16Q (983.545964 sec): 3 clusters Score: Raw -341717.067444 + Penalty 1825.493410 = -339891.574034 nChanged 25 SP:Iteration 17Q (983.589093 sec): 3 clusters Score: Raw -341729.164808 + Penalty 1825.493410 = -339903.671398 nChanged 30 SP:Iteration 18Q (983.696466 sec): 3 clusters Score: Raw -341747.859836 + Penalty 1825.493410 = -339922.366426 nChanged 31 SP:Iteration 19Q (983.759251 sec): 3 clusters Score: Raw -341772.963346 + Penalty 1825.493410 = -339947.469937 nChanged 28 SP:Iteration 20F (983.800974 sec): 3 clusters Score: Raw -341810.474781 + Penalty 1825.493410 = -339984.981371 nChanged 38 SP:Iteration 21Q (983.841275 sec): 3 clusters Score: Raw -341848.739313 + Penalty 1825.493410 = -340023.245904 nChanged 35 SP:Iteration 22Q (983.881680 sec): 3 clusters Score: Raw -341873.846213 + Penalty 1825.493410 = -340048.352803 nChanged 26 SP:Iteration 23Q (983.922339 sec): 3 clusters Score: Raw -341889.358662 + Penalty 1825.493410 = -340063.865252 nChanged 21 SP:Iteration 24Q (983.967870 sec): 3 clusters Score: Raw -341908.730688 + Penalty 1825.493410 = -340083.237278 nChanged 21 SP:Iteration 25Q (984.099416 sec): 3 clusters Score: Raw -341922.026704 + Penalty 1825.493410 = -340096.533295 nChanged 16 SP:Iteration 26Q (984.140490 sec): 3 clusters Score: Raw -341931.372584 + Penalty 1825.493410 = -340105.879175 nChanged 21 SP:Iteration 27Q (984.181494 sec): 3 clusters Score: Raw -341940.637745 + Penalty 1825.493410 = -340115.144335 nChanged 16 SP:Iteration 28Q (984.222470 sec): 3 clusters Score: Raw -341945.787680 + Penalty 1825.493410 = -340120.294271 nChanged 6 SP:Iteration 29Q (984.263533 sec): 3 clusters Score: Raw -341948.836689 + Penalty 1825.493410 = -340123.343279 nChanged 7 SP:Iteration 30Q (984.308166 sec): 3 clusters Score: Raw -341950.808990 + Penalty 1825.493410 = -340125.315581 nChanged 4 SP:Iteration 31Q (984.353529 sec): 3 clusters Score: Raw -341952.204870 + Penalty 1825.493410 = -340126.711460 nChanged 2 SP:Iteration 32Q (984.509201 sec): 3 clusters Score: Raw -341952.786847 + Penalty 1825.493410 = -340127.293437 nChanged 3 SP:Iteration 33Q (984.624101 sec): 3 clusters Score: Raw -341953.824686 + Penalty 1825.493410 = -340128.331276 nChanged 2 SP:Iteration 34Q (984.741541 sec): 3 clusters Score: Raw -341954.166030 + Penalty 1825.493410 = -340128.672620 nChanged 3 SP:Iteration 35Q (984.901367 sec): 3 clusters Score: Raw -341955.149570 + Penalty 1825.493410 = -340129.656161 nChanged 3 SP:Iteration 36Q (984.982006 sec): 3 clusters Score: Raw -341957.279855 + Penalty 1825.493410 = -340131.786445 nChanged 4 SP:Iteration 37Q (985.074660 sec): 3 clusters Score: Raw -341960.512491 + Penalty 1825.493410 = -340135.019082 nChanged 12 SP:Iteration 38Q (985.113487 sec): 3 clusters Score: Raw -341970.008520 + Penalty 1825.493410 = -340144.515110 nChanged 13 SP:Iteration 39Q (985.150793 sec): 3 clusters Score: Raw -341978.222607 + Penalty 1825.493410 = -340152.729197 nChanged 20 SP:Iteration 40F (985.191259 sec): 3 clusters Score: Raw -341992.968029 + Penalty 1825.493410 = -340167.474619 nChanged 13 SP:Iteration 41Q (985.229728 sec): 3 clusters Score: Raw -341999.668115 + Penalty 1825.493410 = -340174.174705 nChanged 13 SP:Iteration 42Q (985.268547 sec): 3 clusters Score: Raw -342003.288592 + Penalty 1825.493410 = -340177.795182 nChanged 8 SP:Iteration 43Q (985.307296 sec): 3 clusters Score: Raw -342006.529115 + Penalty 1825.493410 = -340181.035706 nChanged 9 SP:Iteration 44Q (985.345932 sec): 3 clusters Score: Raw -342009.828839 + Penalty 1825.493410 = -340184.335429 nChanged 5 SP:Iteration 45Q (985.384417 sec): 3 clusters Score: Raw -342010.939859 + Penalty 1825.493410 = -340185.446449 nChanged 4 SP:Iteration 46Q (985.422923 sec): 3 clusters Score: Raw -342012.802188 + Penalty 1825.493410 = -340187.308779 nChanged 8 SP:Iteration 47Q (985.461658 sec): 3 clusters Score: Raw -342016.357182 + Penalty 1825.493410 = -340190.863773 nChanged 7 SP:Iteration 48Q (985.500352 sec): 3 clusters Score: Raw -342018.647021 + Penalty 1825.493410 = -340193.153611 nChanged 6 SP:Iteration 49Q (985.538851 sec): 3 clusters Score: Raw -342021.941435 + Penalty 1825.493410 = -340196.448025 nChanged 6 SP:Iteration 50Q (985.577283 sec): 3 clusters Score: Raw -342024.829261 + Penalty 1825.493410 = -340199.335852 nChanged 6 SP:Iteration 51Q (985.615982 sec): 3 clusters Score: Raw -342026.553391 + Penalty 1825.493410 = -340201.059982 nChanged 8 SP:Iteration 52Q (985.654817 sec): 3 clusters Score: Raw -342027.997716 + Penalty 1825.493410 = -340202.504307 nChanged 5 SP:Iteration 53Q (985.693617 sec): 3 clusters Score: Raw -342028.913261 + Penalty 1825.493410 = -340203.419852 nChanged 4 SP:Iteration 54Q (985.732181 sec): 3 clusters Score: Raw -342030.598334 + Penalty 1825.493410 = -340205.104924 nChanged 6 SP:Iteration 55Q (985.770818 sec): 3 clusters Score: Raw -342032.161509 + Penalty 1825.493410 = -340206.668099 nChanged 6 SP:Iteration 56Q (985.809548 sec): 3 clusters Score: Raw -342033.635674 + Penalty 1825.493410 = -340208.142264 nChanged 6 SP:Iteration 57Q (985.848081 sec): 3 clusters Score: Raw -342035.587969 + Penalty 1825.493410 = -340210.094559 nChanged 4 SP:Iteration 58Q (985.886856 sec): 3 clusters Score: Raw -342036.173329 + Penalty 1825.493410 = -340210.679919 nChanged 0 SP:Iteration 59F (985.926846 sec): 3 clusters Score: Raw -342036.173329 + Penalty 1825.493410 = -340210.679919 nChanged 0 Trying to split cluster 8 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (985.958283 sec): 2 clusters Score: Raw -17170.600140 + Penalty 633.474053 = -16537.126086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (985.963889 sec): 3 clusters Score: Raw -17104.919311 + Penalty 1266.948107 = -15837.971205 nChanged 114 SP:Iteration 1F (985.969196 sec): 3 clusters Score: Raw -17337.743247 + Penalty 1266.948107 = -16070.795140 nChanged 34 SP:Iteration 2F (986.074383 sec): 3 clusters Score: Raw -17443.335943 + Penalty 1266.948107 = -16176.387836 nChanged 14 SP:Iteration 3Q (986.134052 sec): 3 clusters Score: Raw -17466.418633 + Penalty 1266.948107 = -16199.470526 nChanged 7 SP:Iteration 4Q (986.224248 sec): 3 clusters Score: Raw -17485.331640 + Penalty 1266.948107 = -16218.383533 nChanged 10 SP:Iteration 5Q (986.314080 sec): 3 clusters Score: Raw -17519.285500 + Penalty 1266.948107 = -16252.337393 nChanged 10 SP:Iteration 6Q (986.404199 sec): 3 clusters Score: Raw -17553.281462 + Penalty 1266.948107 = -16286.333355 nChanged 7 SP:Iteration 7Q (986.494058 sec): 3 clusters Score: Raw -17569.125511 + Penalty 1266.948107 = -16302.177405 nChanged 6 SP:Iteration 8Q (986.583637 sec): 3 clusters Score: Raw -17587.942838 + Penalty 1266.948107 = -16320.994731 nChanged 1 SP:Iteration 9Q (986.589904 sec): 3 clusters Score: Raw -17590.446848 + Penalty 1266.948107 = -16323.498741 nChanged 0 SP:Iteration 10F (986.596170 sec): 3 clusters Score: Raw -17590.446848 + Penalty 1266.948107 = -16323.498741 nChanged 0 Trying to split cluster 9 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (986.612161 sec): 2 clusters Score: Raw -25394.905753 + Penalty 645.589171 = -24749.316582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (986.619195 sec): 3 clusters Score: Raw -25295.164094 + Penalty 1291.178342 = -24003.985752 nChanged 119 SP:Iteration 1F (986.625870 sec): 3 clusters Score: Raw -25438.691369 + Penalty 1291.178342 = -24147.513027 nChanged 29 SP:Iteration 2F (986.632521 sec): 3 clusters Score: Raw -25485.012645 + Penalty 1291.178342 = -24193.834303 nChanged 18 SP:Iteration 3Q (986.639187 sec): 3 clusters Score: Raw -25504.564600 + Penalty 1291.178342 = -24213.386258 nChanged 15 SP:Iteration 4Q (986.645861 sec): 3 clusters Score: Raw -25526.362499 + Penalty 1291.178342 = -24235.184157 nChanged 8 SP:Iteration 5Q (986.652955 sec): 3 clusters Score: Raw -25537.853716 + Penalty 1291.178342 = -24246.675373 nChanged 4 SP:Iteration 6Q (986.675693 sec): 3 clusters Score: Raw -25541.148295 + Penalty 1291.178342 = -24249.969953 nChanged 2 SP:Iteration 7Q (986.682357 sec): 3 clusters Score: Raw -25545.094852 + Penalty 1291.178342 = -24253.916510 nChanged 2 SP:Iteration 8Q (986.689004 sec): 3 clusters Score: Raw -25551.637971 + Penalty 1291.178342 = -24260.459629 nChanged 3 SP:Iteration 9Q (986.695639 sec): 3 clusters Score: Raw -25561.571588 + Penalty 1291.178342 = -24270.393245 nChanged 5 SP:Iteration 10Q (986.702277 sec): 3 clusters Score: Raw -25575.102243 + Penalty 1291.178342 = -24283.923901 nChanged 6 SP:Iteration 11Q (986.708925 sec): 3 clusters Score: Raw -25585.283360 + Penalty 1291.178342 = -24294.105018 nChanged 3 SP:Iteration 12Q (986.715525 sec): 3 clusters Score: Raw -25591.848543 + Penalty 1291.178342 = -24300.670201 nChanged 2 SP:Iteration 13Q (986.722212 sec): 3 clusters Score: Raw -25593.773528 + Penalty 1291.178342 = -24302.595186 nChanged 1 SP:Iteration 14Q (986.728831 sec): 3 clusters Score: Raw -25594.233770 + Penalty 1291.178342 = -24303.055428 nChanged 1 SP:Iteration 15Q (986.735444 sec): 3 clusters Score: Raw -25594.592897 + Penalty 1291.178342 = -24303.414554 nChanged 0 SP:Iteration 16F (986.742020 sec): 3 clusters Score: Raw -25594.592897 + Penalty 1291.178342 = -24303.414554 nChanged 0 Trying to split cluster 10 (1029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (986.769665 sec): 2 clusters Score: Raw -56656.219814 + Penalty 728.315987 = -55927.903827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (986.781334 sec): 3 clusters Score: Raw -56243.792770 + Penalty 1456.631975 = -54787.160795 nChanged 345 SP:Iteration 1F (986.792458 sec): 3 clusters Score: Raw -56544.440133 + Penalty 1456.631975 = -55087.808158 nChanged 105 SP:Iteration 2F (986.885864 sec): 3 clusters Score: Raw -56658.539578 + Penalty 1456.631975 = -55201.907603 nChanged 61 SP:Iteration 3F (986.965441 sec): 3 clusters Score: Raw -56726.248289 + Penalty 1456.631975 = -55269.616315 nChanged 38 SP:Iteration 4Q (987.054094 sec): 3 clusters Score: Raw -56761.469372 + Penalty 1456.631975 = -55304.837397 nChanged 28 SP:Iteration 5Q (987.152067 sec): 3 clusters Score: Raw -56783.538060 + Penalty 1456.631975 = -55326.906086 nChanged 19 SP:Iteration 6Q (987.263977 sec): 3 clusters Score: Raw -56798.898204 + Penalty 1456.631975 = -55342.266230 nChanged 15 SP:Iteration 7Q (987.376554 sec): 3 clusters Score: Raw -56809.166428 + Penalty 1456.631975 = -55352.534453 nChanged 9 SP:Iteration 8Q (987.468431 sec): 3 clusters Score: Raw -56815.577044 + Penalty 1456.631975 = -55358.945069 nChanged 6 SP:Iteration 9Q (987.580117 sec): 3 clusters Score: Raw -56819.259355 + Penalty 1456.631975 = -55362.627380 nChanged 8 SP:Iteration 10Q (987.691507 sec): 3 clusters Score: Raw -56825.916771 + Penalty 1456.631975 = -55369.284796 nChanged 3 SP:Iteration 11Q (987.785972 sec): 3 clusters Score: Raw -56827.097927 + Penalty 1456.631975 = -55370.465952 nChanged 3 SP:Iteration 12Q (987.895293 sec): 3 clusters Score: Raw -56829.588886 + Penalty 1456.631975 = -55372.956912 nChanged 4 SP:Iteration 13Q (987.986965 sec): 3 clusters Score: Raw -56831.784839 + Penalty 1456.631975 = -55375.152864 nChanged 2 SP:Iteration 14Q (988.077478 sec): 3 clusters Score: Raw -56832.658661 + Penalty 1456.631975 = -55376.026687 nChanged 1 SP:Iteration 15Q (988.188364 sec): 3 clusters Score: Raw -56832.861016 + Penalty 1456.631975 = -55376.229041 nChanged 1 SP:Iteration 16Q (988.280344 sec): 3 clusters Score: Raw -56833.244363 + Penalty 1456.631975 = -55376.612389 nChanged 0 SP:Iteration 17F (988.392301 sec): 3 clusters Score: Raw -56833.244363 + Penalty 1456.631975 = -55376.612389 nChanged 0 Trying to split cluster 11 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (988.446864 sec): 2 clusters Score: Raw -6644.123065 + Penalty 521.098686 = -6123.024379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (988.555451 sec): 3 clusters Score: Raw -6713.969110 + Penalty 1042.197372 = -5671.771738 nChanged 13 SP:Iteration 1F (988.657893 sec): 3 clusters Score: Raw -6791.638143 + Penalty 1042.197372 = -5749.440771 nChanged 2 SP:Iteration 2Q (988.769848 sec): 3 clusters Score: Raw -6799.784451 + Penalty 1042.197372 = -5757.587078 nChanged 1 SP:Iteration 3Q (988.860078 sec): 3 clusters Score: Raw -6800.933881 + Penalty 1042.197372 = -5758.736509 nChanged 0 SP:Iteration 4F (988.968664 sec): 3 clusters Score: Raw -6800.933881 + Penalty 1042.197372 = -5758.736509 nChanged 0 Trying to split cluster 12 (1058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (989.013194 sec): 2 clusters Score: Raw -48793.979712 + Penalty 731.234239 = -48062.745473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (989.126687 sec): 3 clusters Score: Raw -48396.981248 + Penalty 1462.468479 = -46934.512769 nChanged 346 SP:Iteration 1F (989.254959 sec): 3 clusters Score: Raw -48650.084711 + Penalty 1462.468479 = -47187.616233 nChanged 81 SP:Iteration 2F (989.323693 sec): 3 clusters Score: Raw -48717.486672 + Penalty 1462.468479 = -47255.018194 nChanged 40 SP:Iteration 3Q (989.335450 sec): 3 clusters Score: Raw -48755.730061 + Penalty 1462.468479 = -47293.261582 nChanged 29 SP:Iteration 4Q (989.348764 sec): 3 clusters Score: Raw -48782.907151 + Penalty 1462.468479 = -47320.438672 nChanged 25 SP:Iteration 5Q (989.362056 sec): 3 clusters Score: Raw -48803.976474 + Penalty 1462.468479 = -47341.507996 nChanged 22 SP:Iteration 6Q (989.378619 sec): 3 clusters Score: Raw -48829.204429 + Penalty 1462.468479 = -47366.735950 nChanged 19 SP:Iteration 7Q (989.391756 sec): 3 clusters Score: Raw -48844.681618 + Penalty 1462.468479 = -47382.213139 nChanged 9 SP:Iteration 8Q (989.557068 sec): 3 clusters Score: Raw -48850.472575 + Penalty 1462.468479 = -47388.004096 nChanged 13 SP:Iteration 9Q (989.640829 sec): 3 clusters Score: Raw -48858.819445 + Penalty 1462.468479 = -47396.350966 nChanged 11 SP:Iteration 10Q (989.756080 sec): 3 clusters Score: Raw -48864.620877 + Penalty 1462.468479 = -47402.152398 nChanged 6 SP:Iteration 11Q (989.842767 sec): 3 clusters Score: Raw -48868.436746 + Penalty 1462.468479 = -47405.968268 nChanged 8 SP:Iteration 12Q (989.956756 sec): 3 clusters Score: Raw -48873.058009 + Penalty 1462.468479 = -47410.589531 nChanged 10 SP:Iteration 13Q (990.050553 sec): 3 clusters Score: Raw -48878.541278 + Penalty 1462.468479 = -47416.072800 nChanged 11 SP:Iteration 14Q (990.159652 sec): 3 clusters Score: Raw -48885.787362 + Penalty 1462.468479 = -47423.318883 nChanged 10 SP:Iteration 15Q (990.197570 sec): 3 clusters Score: Raw -48894.738672 + Penalty 1462.468479 = -47432.270193 nChanged 9 SP:Iteration 16Q (990.209214 sec): 3 clusters Score: Raw -48903.137104 + Penalty 1462.468479 = -47440.668626 nChanged 12 SP:Iteration 17Q (990.220652 sec): 3 clusters Score: Raw -48910.897150 + Penalty 1462.468479 = -47448.428671 nChanged 8 SP:Iteration 18Q (990.232026 sec): 3 clusters Score: Raw -48919.871412 + Penalty 1462.468479 = -47457.402933 nChanged 11 SP:Iteration 19Q (990.243420 sec): 3 clusters Score: Raw -48931.279054 + Penalty 1462.468479 = -47468.810575 nChanged 10 SP:Iteration 20F (990.254654 sec): 3 clusters Score: Raw -48937.784075 + Penalty 1462.468479 = -47475.315597 nChanged 7 SP:Iteration 21Q (990.268048 sec): 3 clusters Score: Raw -48943.676893 + Penalty 1462.468479 = -47481.208415 nChanged 5 SP:Iteration 22Q (990.280266 sec): 3 clusters Score: Raw -48947.096443 + Penalty 1462.468479 = -47484.627964 nChanged 6 SP:Iteration 23Q (990.291641 sec): 3 clusters Score: Raw -48950.083058 + Penalty 1462.468479 = -47487.614579 nChanged 6 SP:Iteration 24Q (990.303028 sec): 3 clusters Score: Raw -48954.651993 + Penalty 1462.468479 = -47492.183515 nChanged 7 SP:Iteration 25Q (990.314399 sec): 3 clusters Score: Raw -48961.357725 + Penalty 1462.468479 = -47498.889246 nChanged 7 SP:Iteration 26Q (990.325836 sec): 3 clusters Score: Raw -48963.912109 + Penalty 1462.468479 = -47501.443631 nChanged 0 SP:Iteration 27F (990.338007 sec): 3 clusters Score: Raw -48963.912109 + Penalty 1462.468479 = -47501.443631 nChanged 0 Trying to split cluster 13 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (990.361583 sec): 2 clusters Score: Raw -26370.496783 + Penalty 659.638008 = -25710.858775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (990.369278 sec): 3 clusters Score: Raw -26243.702245 + Penalty 1319.276017 = -24924.426228 nChanged 149 SP:Iteration 1F (990.376520 sec): 3 clusters Score: Raw -26398.419357 + Penalty 1319.276017 = -25079.143341 nChanged 43 SP:Iteration 2F (990.383717 sec): 3 clusters Score: Raw -26462.746991 + Penalty 1319.276017 = -25143.470974 nChanged 17 SP:Iteration 3Q (990.391063 sec): 3 clusters Score: Raw -26481.920255 + Penalty 1319.276017 = -25162.644238 nChanged 14 SP:Iteration 4Q (990.398273 sec): 3 clusters Score: Raw -26496.425638 + Penalty 1319.276017 = -25177.149621 nChanged 4 SP:Iteration 5Q (990.405444 sec): 3 clusters Score: Raw -26504.754903 + Penalty 1319.276017 = -25185.478886 nChanged 2 SP:Iteration 6Q (990.412601 sec): 3 clusters Score: Raw -26506.619477 + Penalty 1319.276017 = -25187.343460 nChanged 2 SP:Iteration 7Q (990.419749 sec): 3 clusters Score: Raw -26508.629166 + Penalty 1319.276017 = -25189.353150 nChanged 3 SP:Iteration 8Q (990.426938 sec): 3 clusters Score: Raw -26512.423385 + Penalty 1319.276017 = -25193.147368 nChanged 1 SP:Iteration 9Q (990.434110 sec): 3 clusters Score: Raw -26513.574788 + Penalty 1319.276017 = -25194.298771 nChanged 1 SP:Iteration 10Q (990.441255 sec): 3 clusters Score: Raw -26515.372565 + Penalty 1319.276017 = -25196.096548 nChanged 1 SP:Iteration 11Q (990.561717 sec): 3 clusters Score: Raw -26516.213216 + Penalty 1319.276017 = -25196.937200 nChanged 0 SP:Iteration 12F (990.621765 sec): 3 clusters Score: Raw -26516.213216 + Penalty 1319.276017 = -25196.937200 nChanged 0 Trying to split cluster 14 (1223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (990.681403 sec): 2 clusters Score: Raw -46322.999962 + Penalty 746.451524 = -45576.548438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (990.793979 sec): 3 clusters Score: Raw -45833.907782 + Penalty 1492.903048 = -44341.004733 nChanged 426 SP:Iteration 1F (990.905299 sec): 3 clusters Score: Raw -46241.938017 + Penalty 1492.903048 = -44749.034969 nChanged 125 SP:Iteration 2F (990.994631 sec): 3 clusters Score: Raw -46376.808089 + Penalty 1492.903048 = -44883.905040 nChanged 64 SP:Iteration 3F (991.098793 sec): 3 clusters Score: Raw -46449.881963 + Penalty 1492.903048 = -44956.978914 nChanged 45 SP:Iteration 4Q (991.207621 sec): 3 clusters Score: Raw -46510.757273 + Penalty 1492.903048 = -45017.854224 nChanged 49 SP:Iteration 5Q (991.305997 sec): 3 clusters Score: Raw -46564.820737 + Penalty 1492.903048 = -45071.917689 nChanged 36 SP:Iteration 6Q (991.418803 sec): 3 clusters Score: Raw -46603.646722 + Penalty 1492.903048 = -45110.743674 nChanged 25 SP:Iteration 7Q (991.512949 sec): 3 clusters Score: Raw -46626.358808 + Penalty 1492.903048 = -45133.455759 nChanged 13 SP:Iteration 8Q (991.567266 sec): 3 clusters Score: Raw -46637.143790 + Penalty 1492.903048 = -45144.240741 nChanged 14 SP:Iteration 9Q (991.577966 sec): 3 clusters Score: Raw -46646.304841 + Penalty 1492.903048 = -45153.401792 nChanged 7 SP:Iteration 10Q (991.588521 sec): 3 clusters Score: Raw -46651.194642 + Penalty 1492.903048 = -45158.291593 nChanged 10 SP:Iteration 11Q (991.599067 sec): 3 clusters Score: Raw -46663.628608 + Penalty 1492.903048 = -45170.725559 nChanged 12 SP:Iteration 12Q (991.609974 sec): 3 clusters Score: Raw -46668.681485 + Penalty 1492.903048 = -45175.778436 nChanged 6 SP:Iteration 13Q (991.624059 sec): 3 clusters Score: Raw -46673.739210 + Penalty 1492.903048 = -45180.836161 nChanged 3 SP:Iteration 14Q (991.638118 sec): 3 clusters Score: Raw -46677.073885 + Penalty 1492.903048 = -45184.170836 nChanged 4 SP:Iteration 15Q (991.652142 sec): 3 clusters Score: Raw -46682.235962 + Penalty 1492.903048 = -45189.332914 nChanged 8 SP:Iteration 16Q (991.666215 sec): 3 clusters Score: Raw -46690.280615 + Penalty 1492.903048 = -45197.377567 nChanged 4 SP:Iteration 17Q (991.680324 sec): 3 clusters Score: Raw -46693.622605 + Penalty 1492.903048 = -45200.719556 nChanged 2 SP:Iteration 18Q (991.694376 sec): 3 clusters Score: Raw -46695.004826 + Penalty 1492.903048 = -45202.101778 nChanged 0 SP:Iteration 19F (991.708395 sec): 3 clusters Score: Raw -46695.004826 + Penalty 1492.903048 = -45202.101778 nChanged 0 Trying to split cluster 15 (653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (991.736558 sec): 2 clusters Score: Raw -36789.785454 + Penalty 680.565599 = -36109.219856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (991.746220 sec): 3 clusters Score: Raw -36578.713736 + Penalty 1361.131197 = -35217.582539 nChanged 195 SP:Iteration 1F (991.755314 sec): 3 clusters Score: Raw -36762.846859 + Penalty 1361.131197 = -35401.715662 nChanged 43 SP:Iteration 2F (991.764467 sec): 3 clusters Score: Raw -36807.834272 + Penalty 1361.131197 = -35446.703075 nChanged 17 SP:Iteration 3Q (991.773652 sec): 3 clusters Score: Raw -36823.342246 + Penalty 1361.131197 = -35462.211049 nChanged 11 SP:Iteration 4Q (991.782833 sec): 3 clusters Score: Raw -36832.859250 + Penalty 1361.131197 = -35471.728053 nChanged 8 SP:Iteration 5Q (991.791982 sec): 3 clusters Score: Raw -36841.005469 + Penalty 1361.131197 = -35479.874272 nChanged 8 SP:Iteration 6Q (991.905215 sec): 3 clusters Score: Raw -36846.539226 + Penalty 1361.131197 = -35485.408029 nChanged 1 SP:Iteration 7Q (992.035454 sec): 3 clusters Score: Raw -36847.438882 + Penalty 1361.131197 = -35486.307685 nChanged 1 SP:Iteration 8Q (992.140705 sec): 3 clusters Score: Raw -36847.836611 + Penalty 1361.131197 = -35486.705414 nChanged 2 SP:Iteration 9Q (992.253941 sec): 3 clusters Score: Raw -36849.056881 + Penalty 1361.131197 = -35487.925684 nChanged 1 SP:Iteration 10Q (992.369274 sec): 3 clusters Score: Raw -36849.204544 + Penalty 1361.131197 = -35488.073347 nChanged 0 SP:Iteration 11F (992.484633 sec): 3 clusters Score: Raw -36849.204544 + Penalty 1361.131197 = -35488.073347 nChanged 0 Trying to split cluster 16 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (992.540426 sec): 2 clusters Score: Raw -18474.820054 + Penalty 609.854961 = -17864.965092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (992.579558 sec): 3 clusters Score: Raw -18430.321834 + Penalty 1219.709923 = -17210.611911 nChanged 82 SP:Iteration 1F (992.585463 sec): 3 clusters Score: Raw -18520.222894 + Penalty 1219.709923 = -17300.512971 nChanged 18 SP:Iteration 2F (992.591337 sec): 3 clusters Score: Raw -18543.622271 + Penalty 1219.709923 = -17323.912348 nChanged 14 SP:Iteration 3Q (992.597294 sec): 3 clusters Score: Raw -18566.090245 + Penalty 1219.709923 = -17346.380322 nChanged 5 SP:Iteration 4Q (992.603221 sec): 3 clusters Score: Raw -18572.630722 + Penalty 1219.709923 = -17352.920799 nChanged 1 SP:Iteration 5Q (992.609130 sec): 3 clusters Score: Raw -18573.327643 + Penalty 1219.709923 = -17353.617720 nChanged 1 SP:Iteration 6Q (992.615051 sec): 3 clusters Score: Raw -18574.042349 + Penalty 1219.709923 = -17354.332426 nChanged 0 SP:Iteration 7F (992.620904 sec): 3 clusters Score: Raw -18574.042349 + Penalty 1219.709923 = -17354.332426 nChanged 0 Trying to split cluster 17 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (992.647094 sec): 2 clusters Score: Raw -50172.979011 + Penalty 716.901070 = -49456.077942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (992.658639 sec): 3 clusters Score: Raw -49845.183819 + Penalty 1433.802139 = -48411.381679 nChanged 311 SP:Iteration 1F (992.669363 sec): 3 clusters Score: Raw -50082.152712 + Penalty 1433.802139 = -48648.350573 nChanged 64 SP:Iteration 2F (992.680156 sec): 3 clusters Score: Raw -50136.349188 + Penalty 1433.802139 = -48702.547049 nChanged 35 SP:Iteration 3Q (992.691061 sec): 3 clusters Score: Raw -50174.463478 + Penalty 1433.802139 = -48740.661339 nChanged 27 SP:Iteration 4Q (992.701956 sec): 3 clusters Score: Raw -50202.876633 + Penalty 1433.802139 = -48769.074494 nChanged 22 SP:Iteration 5Q (992.713015 sec): 3 clusters Score: Raw -50218.343553 + Penalty 1433.802139 = -48784.541414 nChanged 11 SP:Iteration 6Q (992.723899 sec): 3 clusters Score: Raw -50226.470091 + Penalty 1433.802139 = -48792.667952 nChanged 11 SP:Iteration 7Q (992.734710 sec): 3 clusters Score: Raw -50236.210513 + Penalty 1433.802139 = -48802.408374 nChanged 11 SP:Iteration 8Q (992.745528 sec): 3 clusters Score: Raw -50241.462930 + Penalty 1433.802139 = -48807.660791 nChanged 7 SP:Iteration 9Q (992.756345 sec): 3 clusters Score: Raw -50245.606054 + Penalty 1433.802139 = -48811.803915 nChanged 7 SP:Iteration 10Q (992.767003 sec): 3 clusters Score: Raw -50253.202762 + Penalty 1433.802139 = -48819.400622 nChanged 9 SP:Iteration 11Q (992.777919 sec): 3 clusters Score: Raw -50261.983819 + Penalty 1433.802139 = -48828.181679 nChanged 13 SP:Iteration 12Q (992.788795 sec): 3 clusters Score: Raw -50275.950650 + Penalty 1433.802139 = -48842.148511 nChanged 16 SP:Iteration 13Q (992.799616 sec): 3 clusters Score: Raw -50291.225672 + Penalty 1433.802139 = -48857.423533 nChanged 20 SP:Iteration 14Q (992.810460 sec): 3 clusters Score: Raw -50317.749713 + Penalty 1433.802139 = -48883.947574 nChanged 30 SP:Iteration 15Q (992.924757 sec): 3 clusters Score: Raw -50366.111950 + Penalty 1433.802139 = -48932.309811 nChanged 25 SP:Iteration 16Q (993.050975 sec): 3 clusters Score: Raw -50399.066598 + Penalty 1433.802139 = -48965.264459 nChanged 31 SP:Iteration 17Q (993.177628 sec): 3 clusters Score: Raw -50445.777932 + Penalty 1433.802139 = -49011.975793 nChanged 31 SP:Iteration 18Q (993.290552 sec): 3 clusters Score: Raw -50491.443973 + Penalty 1433.802139 = -49057.641834 nChanged 30 SP:Iteration 19Q (993.365286 sec): 3 clusters Score: Raw -50532.112900 + Penalty 1433.802139 = -49098.310761 nChanged 25 SP:Iteration 20F (993.478577 sec): 3 clusters Score: Raw -50561.462506 + Penalty 1433.802139 = -49127.660367 nChanged 18 SP:Iteration 21Q (993.572768 sec): 3 clusters Score: Raw -50578.754503 + Penalty 1433.802139 = -49144.952364 nChanged 13 SP:Iteration 22Q (993.678703 sec): 3 clusters Score: Raw -50590.846953 + Penalty 1433.802139 = -49157.044814 nChanged 13 SP:Iteration 23Q (993.690595 sec): 3 clusters Score: Raw -50607.117839 + Penalty 1433.802139 = -49173.315700 nChanged 14 SP:Iteration 24Q (993.701565 sec): 3 clusters Score: Raw -50624.447005 + Penalty 1433.802139 = -49190.644865 nChanged 21 SP:Iteration 25Q (993.712450 sec): 3 clusters Score: Raw -50664.222537 + Penalty 1433.802139 = -49230.420398 nChanged 25 SP:Iteration 26Q (993.723361 sec): 3 clusters Score: Raw -50714.428746 + Penalty 1433.802139 = -49280.626607 nChanged 19 SP:Iteration 27Q (993.734385 sec): 3 clusters Score: Raw -50759.426880 + Penalty 1433.802139 = -49325.624741 nChanged 14 SP:Iteration 28Q (993.745256 sec): 3 clusters Score: Raw -50789.361750 + Penalty 1433.802139 = -49355.559610 nChanged 9 SP:Iteration 29Q (993.755975 sec): 3 clusters Score: Raw -50809.555291 + Penalty 1433.802139 = -49375.753152 nChanged 6 SP:Iteration 30Q (993.766635 sec): 3 clusters Score: Raw -50822.175283 + Penalty 1433.802139 = -49388.373143 nChanged 6 SP:Iteration 31Q (993.777420 sec): 3 clusters Score: Raw -50843.521073 + Penalty 1433.802139 = -49409.718934 nChanged 7 SP:Iteration 32Q (993.788094 sec): 3 clusters Score: Raw -50865.192106 + Penalty 1433.802139 = -49431.389967 nChanged 3 SP:Iteration 33Q (993.798846 sec): 3 clusters Score: Raw -50869.662416 + Penalty 1433.802139 = -49435.860277 nChanged 3 SP:Iteration 34Q (993.809556 sec): 3 clusters Score: Raw -50871.414374 + Penalty 1433.802139 = -49437.612235 nChanged 1 SP:Iteration 35Q (993.820224 sec): 3 clusters Score: Raw -50872.207875 + Penalty 1433.802139 = -49438.405735 nChanged 0 SP:Iteration 36F (993.831219 sec): 3 clusters Score: Raw -50872.207875 + Penalty 1433.802139 = -49438.405735 nChanged 0 Trying to split cluster 18 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (993.858027 sec): 2 clusters Score: Raw -51230.032429 + Penalty 713.313944 = -50516.718485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (993.869401 sec): 3 clusters Score: Raw -50899.630517 + Penalty 1426.627888 = -49473.002629 nChanged 289 SP:Iteration 1F (993.880196 sec): 3 clusters Score: Raw -51106.748511 + Penalty 1426.627888 = -49680.120623 nChanged 67 SP:Iteration 2F (993.890964 sec): 3 clusters Score: Raw -51156.811522 + Penalty 1426.627888 = -49730.183634 nChanged 31 SP:Iteration 3Q (993.901908 sec): 3 clusters Score: Raw -51182.236836 + Penalty 1426.627888 = -49755.608948 nChanged 22 SP:Iteration 4Q (993.912838 sec): 3 clusters Score: Raw -51202.018477 + Penalty 1426.627888 = -49775.390589 nChanged 16 SP:Iteration 5Q (993.923800 sec): 3 clusters Score: Raw -51215.716393 + Penalty 1426.627888 = -49789.088505 nChanged 11 SP:Iteration 6Q (993.934728 sec): 3 clusters Score: Raw -51226.939100 + Penalty 1426.627888 = -49800.311213 nChanged 14 SP:Iteration 7Q (993.945627 sec): 3 clusters Score: Raw -51233.688785 + Penalty 1426.627888 = -49807.060897 nChanged 8 SP:Iteration 8Q (994.055921 sec): 3 clusters Score: Raw -51240.336896 + Penalty 1426.627888 = -49813.709008 nChanged 6 SP:Iteration 9Q (994.172844 sec): 3 clusters Score: Raw -51243.832702 + Penalty 1426.627888 = -49817.204814 nChanged 5 SP:Iteration 10Q (994.287672 sec): 3 clusters Score: Raw -51246.605740 + Penalty 1426.627888 = -49819.977853 nChanged 4 SP:Iteration 11Q (994.401778 sec): 3 clusters Score: Raw -51250.090764 + Penalty 1426.627888 = -49823.462876 nChanged 5 SP:Iteration 12Q (994.514981 sec): 3 clusters Score: Raw -51252.927937 + Penalty 1426.627888 = -49826.300049 nChanged 5 SP:Iteration 13Q (994.628632 sec): 3 clusters Score: Raw -51256.826423 + Penalty 1426.627888 = -49830.198535 nChanged 4 SP:Iteration 14Q (994.741348 sec): 3 clusters Score: Raw -51260.239057 + Penalty 1426.627888 = -49833.611170 nChanged 4 SP:Iteration 15Q (994.853191 sec): 3 clusters Score: Raw -51262.779222 + Penalty 1426.627888 = -49836.151335 nChanged 4 SP:Iteration 16Q (994.946770 sec): 3 clusters Score: Raw -51266.643229 + Penalty 1426.627888 = -49840.015341 nChanged 4 SP:Iteration 17Q (995.058994 sec): 3 clusters Score: Raw -51269.346044 + Penalty 1426.627888 = -49842.718156 nChanged 2 SP:Iteration 18Q (995.097652 sec): 3 clusters Score: Raw -51272.016760 + Penalty 1426.627888 = -49845.388872 nChanged 2 SP:Iteration 19Q (995.109844 sec): 3 clusters Score: Raw -51272.468528 + Penalty 1426.627888 = -49845.840640 nChanged 1 SP:Iteration 20F (995.121611 sec): 3 clusters Score: Raw -51273.007528 + Penalty 1426.627888 = -49846.379640 nChanged 0 Time taken for this iteration:79.622644 seconds. 12->19 Clusters: Score -1002505.476102, best is -1009977.175533 Main iterations: 1300 (time per iteration =61.486359 ms) Total iterations: 16980 (time per iteration =4.707436 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 21558828667.000000 (time per metric unit =3.707635ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 409617744673.000000 (time per metric unit=195.138683ps) That took 79.932267 seconds.